GeneSymbol Cancer_Term PMIDs_count List_of_PMIDs 2'-PDE melanoma 1 11585785 AAMP melanoma 2 18634104 7743515 AANAT melanoma 1 12039872 ABCA1 invasive breast cancer 1 19902402 ABCA1 melanoma 1 2062949 ABCA3 invasive breast cancer 1 19902402 ABCB1 NSCLC 1 19506903 ABCB1 SCLC 1 12894222 ABCB1 cutaneous melanoma 1 21575142 ABCB1 female breast cancer 1 20102361 ABCB1 melanoma 6 15205344 15899824 21575142 11902585 21460749 15760339 ABCB5 melanoma 15 17885581 19093230 11689955 18328422 20487690 20977885 18202660 15205344 15899824 18279661 ABCB5 metastatic prostate cancer 1 11689955 ABCB6 melanoma 1 10700175 ABCB7 melanoma 1 10700175 ABCB8 melanoma 2 19147539 21046154 ABCC10 NSCLC 1 18445659 ABCC1 NSCLC 1 19360319 ABCC2 NSCLC 1 20943283 ABCC2 female breast cancer 1 20102361 ABCC2 melanoma 1 18279661 ABCC3 SCLC 1 19107936 ABCC5 NSCLC 1 16891466 ABCD1 melanoma 1 17885581 ABCE1 melanoma 1 17885581 ABCF2 melanoma 1 17885581 ABCG2 Melanoma 1 17320377 ABCG2 NSCLC 5 21196162 20975373 16542215 21332310 9748150 ABCG2 SCLC 3 17273774 19107936 9748150 ABCG2 anaplastic thyroid cancer 2 17938326 20596658 ABCG2 anaplastic thyroid carcinoma 1 20596658 ABCG2 melanoma 6 17320377 19093230 11689955 19477285 18328422 ABCG2 metastatic prostate cancer 1 11689955 ABI1 melanoma 4 942051 ABI2 melanoma 4 942051 ABL1 NSCLC 1 17888034 ABL2 NSCLC 1 8350924 ABO NSCLC 1 18391551 ABO SCLC 3 14907713 1328070 ABO bilateral breast cancer 1 3170024 ABO cutaneous melanoma 1 5096934 ABO mammary adenocarcinoma 1 14907713 ABO medullary carcinoma 1 7775198 ABO melanoma 11 21332097 1305026 5806584 5696820 14907713 508607 8195250 5765335 5096934 ABO skin melanoma 1 1305026 ABO sporadic breast cancer 1 3170024 ABR melanoma 1 3731084 ABR sporadic breast cancer 1 7923057 ACADVL melanoma 1 17885589 ACADVL metastatic melanoma 1 17885589 ACE2 NSCLC 1 20204277 ACE2 mammary adenocarcinoma 1 19340108 ACE NSCLC 1 5387024 ACE SCLC 5 14907713 8580054 8233295 3026969 ACE invasive breast cancer 2 14583500 20945417 ACE mammary adenocarcinoma 2 19340108 14907713 ACE melanoma 18 942051 11328383 8200910 10395702 2514793 5224561 14907713 2440339 21422380 17404826 ACF SCLC 1 10888881 ACF melanoma 2 3587348 15961632 ACHE melanoma 1 12466963 ACO1 melanoma 2 20574843 8640724 ACP1 bilateral breast cancer 1 2766568 ACR NSCLC 1 20541060 ACR melanoma 2 3866512 6191673 ACTA2 invasive breast cancer 1 17674196 ACTB melanoma 1 11476540 ACVR1 melanoma 1 9467011 ACY1 SCLC 1 8394326 ADA bronchogenic carcinoma 1 2212911 ADA invasive breast cancer 1 3798106 ADA invasive prostate carcinoma 1 5432063 ADA mammary adenocarcinoma 3 5432063 ADA melanoma 23 8290310 2056188 15016824 14651224 5432063 6526425 2475996 271968 21664618 6091052 ADA metastatic melanoma 1 2056188 ADAM10 NSCLC 1 10622253 ADAM10 breast adenocarcinoma 1 16676357 ADAM10 invasive breast carcinoma 1 10622253 ADAM10 melanoma 4 18971959 19434087 14699018 19865098 ADAM12 Melanoma 1 19796635 ADAM12 melanoma 1 19796635 ADAM15 melanoma 4 19550037 9244301 18695922 20851104 ADAM15 metastatic prostate cancer 1 18518760 ADAM17 NSCLC 3 10622253 20551051 16843264 ADAM17 breast adenocarcinoma 1 16676357 ADAM17 invasive breast cancer 1 3798106 ADAM17 invasive breast carcinoma 1 10622253 ADAM17 melanoma 3 18971959 19434087 19003995 ADAM28 NSCLC 1 20112342 ADAM29 melanoma 1 21618342 ADAM29 metastatic melanoma 1 21618342 ADAM7 melanoma 1 21618342 ADAM7 metastatic melanoma 1 21618342 ADAM9 invasive breast cancer 1 20473280 ADAM9 melanoma 3 16230393 19003995 ADAM9 prostatic intraepithelial neoplasia 2 16230393 ADAMTS15 melanoma 1 11867212 ADAMTS18 Melanoma 1 21047771 ADAMTS18 early-stage breast cancer 1 18398821 ADAMTS18 melanoma 1 21047771 ADAMTS1 NSCLC 1 19027488 ADAMTS1 melanoma 2 12584168 20484033 ADAMTS1 prostatic intraepithelial neoplasia 2 19396167 ADC NSCLC 18 10821486 12937837 10188720 17011067 20701438 12827614 7512370 17991324 20815376 16641907 10224060 20064830 20473935 9152945 18957720 11165392 19253035 19238334 ADC SCLC 6 10224060 9152947 14907713 10914700 11165392 ADC invasive prostate carcinoma 1 5432063 ADC mammary adenocarcinoma 4 14907713 5432063 ADC melanoma 28 942051 10861877 16407877 5432063 10224060 14907713 16707187 20951452 9570301 19383330 ADC metastatic melanoma 1 16407877 ADH4 melanoma 1 271968 ADIPOQ melanoma 1 3344216 ADK NSCLC 1 10493963 ADM NSCLC 4 4021119 3717956 8033231 17129471 ADM SCLC 7 6323783 2543304 2544149 2842080 11473730 7487126 20004564 ADM bronchogenic carcinoma 1 387279 ADM invasive breast cancer 1 12404900 ADM mammary adenocarcinoma 1 9459181 ADM melanoma 12 11289116 7509149 6468840 11360930 2039805 8162967 2822273 3856041 12697374 1505600 2265656 3624301 ADM recurrent breast cancer 4 8239680 2551217 15222111 2522156 AEBP1 melanoma 4 942051 AES medullary thyroid cancer 1 10541362 AES medullary thyroid carcinoma 1 10690512 AFM male breast cancer 1 6585139 AFM melanoma 7 15744770 17098400 16564160 19524935 12701828 8668551 12756237 AFP Melanoma 1 19183381 AFP NSCLC 2 8069852 987581 AFP SCLC 5 14907713 5963888 AFP bronchial carcinoma 2 5476753 16033079 AFP bronchogenic carcinoma 3 3880810 6059570 AFP male breast cancer 1 11780696 AFP mammary adenocarcinoma 2 14907713 AFP medullary carcinoma 4 2416441 11107058 1715100 12428567 AFP medullary thyroid carcinoma 7 1195397 12428567 AFP melanoma 19 1195397 15908320 17611384 5806584 1172191 14907713 15807627 6204734 AGA SCLC 2 14907713 AGA invasive prostate carcinoma 1 5432063 AGA mammary adenocarcinoma 4 14907713 5432063 AGA melanoma 20 942051 14907713 5432063 2823261 AGR2 NSCLC 1 17455144 AGR2 breast adenocarcinoma 1 10647931 AGR2 melanoma 4 10647931 AGR2 prostatic intraepithelial neoplasia 1 15834940 AGT cutaneous melanoma 1 17938272 AGT invasive prostate carcinoma 1 5432063 AGT mammary adenocarcinoma 3 5432063 AGT melanoma 30 11007934 16278409 18465517 9219512 1647266 5432063 17483437 1824685 16600689 18411412 10208646 7956741 9816173 17938272 1447749 16546988 9508380 AIM1 Melanoma 1 11323215 AIM1 melanoma 4 2107329 11479582 12693952 11323215 AIM2 melanoma 18 19722890 11220676 19567913 19795419 16432157 15596043 15582594 18288107 17460144 21239155 20566831 9242382 18624356 10828447 17726700 20401524 18256672 AIP SCLC 2 14907713 AIP mammary adenocarcinoma 1 14907713 AIP melanoma 2 14907713 AIP metastatic prostate cancer 2 14712491 16398402 AIRE melanoma 1 20363194 AKR1B10 NSCLC 1 21672310 AKR1C4 metastatic prostate cancer 1 7979239 AKR1D1 prostatic intraepithelial neoplasia 1 12824459 AKT1 NSCLC 3 21196162 20159991 20447721 AKT1 invasive breast carcinoma 1 19418217 AKT1 melanoma 2 7553595 9345054 AKT1 prostatic intraepithelial neoplasia 2 14522255 14644188 AKT2 melanoma 5 7553595 10651165 12902988 9736715 AKT3 melanoma 2 7553595 21468134 AKT3 prostatic intraepithelial neoplasia 1 16095999 ALB melanoma 1 7698025 ALCAM medullary thyroid cancer 1 16565325 ALCAM melanoma 10 18483249 15140234 1873027 16204050 15986133 2208139 15340013 ALCAM metastatic melanoma 3 18483249 16204050 15340013 ALCAM prostatic intraepithelial neoplasia 1 15148921 ALDH1A1 NSCLC 1 21118965 ALDH1A1 SCLC 1 17920722 ALDH3A1 NSCLC 1 21118965 ALDH3A1 SCLC 1 17920722 ALDH3A1 breast adenocarcinoma 1 11306049 ALDH3B1 breast adenocarcinoma 1 11306049 ALDH7A1 melanoma 1 21343389 ALG5 melanoma 1 2440339 ALG6 melanoma 1 2440339 ALK Medullary Carcinoma 1 21213368 ALK NSCLC 39 10552961 21502504 21526964 21103621 18083107 17625570 21515061 21767331 21107285 10706887 18593892 12068308 21154129 21233671 19032370 20009909 21623265 19737969 17631566 21258415 20676809 8122112 21463141 20943620 20979469 10438723 18242762 19393834 20075203 20571071 19903807 ALK anaplastic thyroid cancer 1 21596819 ALK melanoma 16 942051 6611374 12068308 11908714 12115586 308186 3158401 591128 ALPI NSCLC 2 12468143 16340847 AMACR NSCLC 1 17468511 AMACR melanoma 1 16082251 AMACR metastatic prostate cancer 1 16082251 AMACR prostatic intraepithelial neoplasia 10 12917210 12131161 16082251 16224209 15602744 15619204 16512601 15832080 17875519 12766580 AMFR melanoma 1 12067203 AMFR skin melanoma 1 12067203 AMH melanoma 1 18312439 AMN cutaneous melanoma 1 18573716 AMN melanoma 4 10506262 9747360 9390329 18573716 AMT Melanoma 1 9274632 AMT melanoma 5 19360346 3352274 9274632 5833547 ANG medullary thyroid carcinoma 2 1195397 ANG melanoma 5 10742145 1195397 16293765 10197632 ANGPT1 melanoma 1 16685428 ANGPT2 melanoma 1 16685428 ANGPTL1 melanoma 1 16685428 ANGPTL3 melanoma 1 16685428 ANGPTL4 anaplastic thyroid cancer 1 18223235 ANGPTL4 melanoma 2 10617467 17765896 ANGPTL7 melanoma 1 16685428 ANKH SCLC 1 15611929 ANLN NSCLC 1 16357138 ANXA10 melanoma 1 19795419 ANXA1 melanoma 1 18952200 ANXA1 undifferentiated thyroid carcinoma 1 16627980 ANXA2 melanoma 1 21237296 ANXA2 metastatic melanoma 1 21237296 AOX1 melanoma 2 16988811 15490871 APC Melanoma 1 15105900 APC NSCLC 15 20878124 9815804 16174093 15146565 11429699 19787276 11448917 12455028 11895880 8000996 16007200 APC SCLC 7 11448917 7585152 12111368 1348017 11895880 16007200 8838101 APC amelanotic melanoma 1 1180962 APC anaplastic thyroid cancer 1 10815936 APC anaplastic thyroid carcinoma 1 7962323 APC benign thyroid tumor 1 11696170 APC cutaneous melanoma 1 17441381 APC early-stage breast cancer 1 17596573 APC female breast cancer 1 21610223 APC invasive breast carcinoma 1 14743218 APC invasive prostate carcinoma 1 5432063 APC mammary adenocarcinoma 3 5432063 APC melanoma 94 11205230 16468035 10669764 9122680 15265791 14609574 15818383 10384104 10549354 2531194 9933104 9378549 3540619 12105794 9591632 21413003 15264268 5432063 12690521 7543139 12124804 7515929 20708974 18000991 15105900 6606682 10699468 9096653 1460426 11986304 2477710 15257316 942051 11006015 15153546 10501845 8409425 7928631 1611618 15133491 9828103 17980936 10746551 17505480 11730845 1180962 16707591 9129221 2469732 10201372 17202834 10571045 15053864 19184002 17372027 16315029 21294210 1707934 12584168 10674823 11594745 17441381 11466333 307029 16365396 7750125 8427884 12088412 7525300 9079797 3857375 APC metastatic melanoma 4 2469732 16468035 12105794 10746551 APC prostatic intraepithelial neoplasia 3 15026346 16446401 12845678 APEX1 cutaneous melanoma 1 19073198 APEX1 melanoma 1 19073198 APITD1 melanoma 1 17962439 APOA1 medullary thyroid carcinoma 1 1195397 APOA1 melanoma 1 1195397 APOA2 melanoma 1 2190217 APOA4 medullary thyroid carcinoma 1 1195397 APOA4 melanoma 1 1195397 APOC3 medullary thyroid carcinoma 1 1195397 APOC3 melanoma 2 1195397 9935201 APOE melanoma 1 8200910 APP NSCLC 2 17288188 20133837 APP benign thyroid neoplasm 1 18480379 APP mammary adenocarcinoma 1 6828386 APP melanoma 5 19759550 8790415 1453480 11007476 12958194 APP metastatic melanoma 1 19759550 APRT SCLC 2 14907713 APRT bronchogenic carcinoma 1 6320601 APRT invasive prostate carcinoma 2 5432063 APRT mammary adenocarcinoma 7 14907713 5432063 APRT medullary thyroid carcinoma 1 1195397 APRT melanoma 32 14907713 271968 1195397 5432063 18081849 AQP1 Melanoma 1 17320377 AQP1 melanoma 2 17320377 AQP3 bronchogenic carcinoma 1 14978691 AQP4 melanoma 2 15208268 AQP5 NSCLC 1 9256129 AQP5 bronchogenic carcinoma 1 14978691 AQP7 bronchogenic carcinoma 1 14978691 AR Melanoma 4 19828458 15514032 8575766 AR NSCLC 9 8007421 9516978 10812190 15033751 7683573 10085289 20803614 AR SCLC 2 8007421 2993906 AR anaplastic thyroid cancer 1 11846609 AR benign prostate tumor 1 15131019 AR breast adenocarcinoma 1 3018928 AR bronchogenic carcinoma 1 3875407 AR female breast cancer 7 21211271 15668471 11139248 10545416 9537231 1399140 11768600 AR invasive breast cancer 2 17855696 13499785 AR invasive breast carcinoma 1 15920545 AR invasive prostate carcinoma 1 7606709 AR male breast cancer 13 15668471 9220020 9537231 15609126 10221692 11139248 7489816 12602915 10617653 14555518 3026231 8281139 AR male breast carcinoma 2 8768875 9806653 AR medullary thyroid carcinoma 2 17333268 10209484 AR melanoma 25 16135037 1887641 17591767 9194578 11516801 16510604 15547697 20980833 271968 11797826 10464314 8575766 17645504 14738373 19828458 10386473 9505206 15878855 10605607 10085289 21730049 AR metastatic melanoma 1 9194578 AR metastatic prostate cancer 32 1710537 10235151 16042718 12704643 17079484 12036918 20607766 15824176 16632344 18651839 11350894 11299720 15925066 8907206 17540719 19447877 7979239 1841752 7621473 15861399 15131019 9850055 9637140 17171640 1423327 19111796 11504717 20043080 19654297 8187068 11085537 AR prostatic intraepithelial neoplasia 21 15558026 447482 12414626 21151173 8170479 9092797 15548444 7522959 12960060 15017583 9924433 7606709 21314741 19789348 9267828 12845678 11948129 AR recurrent prostate cancer 15 8169003 9076469 14662770 15861399 12858356 14532783 15617028 17234760 11306464 18637017 12907631 15755991 AR sporadic breast cancer 1 17904846 ARC melanoma 6 2446759 18245485 3587348 10966103 18583930 15790593 AREG melanoma 1 7698025 ARF1 invasive breast cancer 2 21478909 12040186 ARF6 melanoma 2 1447304 19276388 ARG1 NSCLC 1 19431148 ARG2 NSCLC 1 18528866 ARHGAP22 melanoma 1 18977323 ARHGEF17 melanoma 1 18677770 ARL11 melanoma 1 20041885 ARTN NSCLC 1 20530713 ASCL1 NSCLC 1 16103883 ASCL1 SCLC 2 18500366 18519656 ASCL1 medullary thyroid cancer 1 17090547 ASL melanoma 1 15782199 ASNA1 melanoma 1 18478230 ATF1 Melanoma 1 9569031 ATF1 breast adenocarcinoma 1 10347170 ATF1 melanoma 9 16258500 7829090 10504528 16517477 8401579 20087159 7753552 271968 16285301 ATF2 melanoma 16 10702802 10871852 14678960 18677098 11234888 12873990 10318823 9759497 11259409 15548688 9484842 8552071 11927554 ATF2 metastatic melanoma 1 12873990 ATF3 melanoma 4 10378691 11341467 11238924 10965025 ATF4 melanoma 1 18708359 ATF6 SCLC 1 9990849 ATF6 melanoma 2 17652336 17575157 ATF6 prostatic intraepithelial neoplasia 1 17933519 ATG5 melanoma 3 20234182 11212227 12907143 ATIC NSCLC 1 10706887 ATM Melanoma 1 15249859 ATM NSCLC 8 18457328 16452237 17237035 17384671 17582598 20731837 17956262 ATM bilateral breast cancer 7 11830610 16496408 18577732 10617473 ATM breast adenocarcinoma 1 19705844 ATM bronchial carcinoma 1 10735013 ATM early-stage breast cancer 1 10612799 ATM female breast cancer 3 11849780 16222317 10735013 ATM hereditary breast cancer 5 17351744 14732174 18682420 21445571 10030809 ATM male breast cancer 2 11896095 ATM melanoma 20 15516847 21139141 10918605 19684476 8618842 10735013 10217080 19351839 17237035 15249859 16046194 18006941 19488905 18791269 19305423 11494131 15290653 19153344 11927554 17932622 ATM prostatic intraepithelial neoplasia 1 10419595 ATM recurrent prostate cancer 1 10617897 ATM sporadic breast cancer 12 10422797 1961222 10717253 8521380 8665503 19536649 10954684 9592204 10688858 10767628 ATM sporadic breast carcinoma 1 9054948 ATM unilateral breast cancer 5 17393301 11830610 1565151 ATP7A SCLC 1 15634647 ATP7B NSCLC 1 18636185 ATP7B SCLC 1 15634647 ATR NSCLC 1 16195237 ATR anaplastic thyroid cancer 1 12716888 ATR bilateral breast cancer 2 11830610 10617473 ATR invasive prostate carcinoma 1 5432063 ATR mammary adenocarcinoma 3 5432063 ATR medullary thyroid carcinoma 1 15982921 ATR melanoma 19 20713377 10217080 21472431 16615096 11673513 5432063 12537854 ATR metastatic melanoma 1 16615096 ATR sporadic breast cancer 2 8521380 18642075 ATR unilateral breast cancer 1 11830610 AURKA NSCLC 1 7585548 AURKA invasive breast cancer 2 20473280 16411056 AURKA prostatic intraepithelial neoplasia 1 15754349 AURKA sporadic breast cancer 1 17113223 AVP NSCLC 1 7516822 AVP SCLC 13 7516822 7654175 9416778 8380126 14907713 9413018 10537286 8961255 AVP bronchial carcinoma 3 168297 1215957 6579420 AVP mammary adenocarcinoma 3 14907713 AVP melanoma 10 6243633 14907713 10592173 17701059 11529665 AXIN1 melanoma 2 10549354 21294210 AXIN2 melanoma 2 10201372 21294210 AXL NSCLC 1 17440102 AXL invasive breast cancer 1 18339872 AXL melanoma 1 21521745 AZGP1 metastatic prostate cancer 2 17018789 B2M invasive prostate carcinoma 1 5432063 B2M mammary adenocarcinoma 3 5432063 B2M melanoma 15 9677461 9818480 5432063 BAD NSCLC 4 19326440 10102273 11078882 BAD SCLC 1 17496926 BAD melanoma 3 14534536 15849194 BAD sporadic breast cancer 2 10383455 BAG3 mammary adenocarcinoma 1 2831375 BAG3 melanoma 2 21302292 20368414 BAK1 NSCLC 1 10582338 BAK1 breast adenocarcinoma 1 16557594 BAK1 melanoma 3 10900469 10582338 BAK1 metastatic melanoma 1 10582338 BAP1 melanoma 3 15492234 21444680 BARD1 bilateral breast cancer 1 11967536 BARD1 hereditary breast cancer 1 20077502 BARD1 invasive breast cancer 1 11967536 BARD1 melanoma 1 15290653 BARD1 sporadic breast cancer 5 11967536 17028982 17497650 11807980 17972171 BAT3 NSCLC 2 19491260 11165392 BAT3 SCLC 1 11165392 BAX NSCLC 9 21669489 10576740 2766284 17535549 9808530 12631609 21706479 10377944 11843312 BAX SCLC 1 12044010 BAX breast adenocarcinoma 1 10647931 BAX mammary adenocarcinoma 1 15545298 BAX melanoma 20 942051 9815926 11139284 9815683 11526225 2766284 12907143 20026905 18281516 16282987 10647931 8601748 15860445 15564140 BBS1 melanoma 1 15523688 BCAR1 NSCLC 1 21469768 BCAR1 melanoma 1 10639512 BCAR3 invasive breast cancer 1 1694307 BCAS3 melanoma 1 9872311 BCCIP hereditary breast cancer 1 9824164 BCL2 NSCLC 4 17459056 15112272 11279526 20530713 BCL2 SCLC 2 18519752 20922271 BCL2 hereditary breast cancer 1 15770521 BCL2 invasive breast cancer 1 17908970 BCL2 mammary adenocarcinoma 1 15545298 BCL2 melanoma 12 20829195 12777976 18478012 11095261 20664359 15241487 18267066 17991738 15860445 11463388 12086670 BCL2 prostatic intraepithelial neoplasia 2 1458483 20464497 BCL2A1 melanoma 2 18414982 20177751 BCL2A1 skin melanoma 1 20177751 BCL2L1 SCLC 1 16116477 BCL2L1 melanoma 1 21802410 BCL2L2 NSCLC 1 17459056 BCL2L2 SCLC 1 16116477 BCL6 melanoma 2 271968 12538238 BCR breast adenocarcinoma 1 8954086 BCR invasive breast carcinoma 1 19624412 BCR melanoma 7 10823839 2440339 10403650 9736715 7758088 9345054 BDNF NSCLC 2 18595003 BDNF SCLC 1 20214505 BDNF melanoma 5 14561863 10235685 2440339 20803812 4875350 BECN1 breast adenocarcinoma 1 21490427 BET1 melanoma 1 271968 BGN melanoma 1 8828037 BHMT melanoma 1 10391945 BIC Melanoma 1 241485 BIC NSCLC 1 348078 BIC female breast cancer 1 15766593 BIC melanoma 2 15878397 241485 BIC sporadic breast cancer 1 18835712 BID NSCLC 6 10655437 10576740 8174058 10085289 BID breast adenocarcinoma 1 19395860 BID early-stage breast cancer 1 11558866 BID invasive breast cancer 1 17436274 BID melanoma 6 21654832 10655437 14769541 10499599 15779861 10085289 BID metastatic melanoma 1 10655437 BID metastatic prostate cancer 3 16278478 2006117 BIRC5 NSCLC 1 19885569 BIRC5 melanoma 1 14993899 BIRC5 metastatic melanoma 1 14993899 BLID invasive breast cancer 1 21846966 BLK melanoma 1 12874767 BLM Melanoma 2 15059909 16949178 BLM NSCLC 2 17716779 20135637 BLM SCLC 6 16774934 1279317 14907713 1371176 1692949 BLM cutaneous melanoma 1 10998134 BLM invasive prostate carcinoma 1 5432063 BLM mammary adenocarcinoma 4 14907713 5432063 BLM melanoma 56 21445019 6190266 16818626 15059909 20700063 11291042 8780694 8373380 1720939 10842189 20624680 19536148 20074595 9042241 10861447 21454517 15737206 20860798 1281874 5432063 16949178 19569239 10998134 20685877 14907713 1451346 17900800 10917207 1697512 10095061 2433447 18068334 2430525 12161512 1552165 10878545 2418953 1629628 20232784 16204047 6195972 BLM metastatic melanoma 4 20232784 19569239 20700063 12161512 BLM sporadic breast cancer 1 9500185 BLR1 invasive prostate carcinoma 1 5432063 BLR1 mammary adenocarcinoma 3 5432063 BLR1 melanoma 13 5432063 BLVRA melanoma 1 9054499 BMF melanoma 1 21063392 BMI1 NSCLC 1 10559859 BMI1 metastatic prostate cancer 2 16963837 10604983 BMP10 mammary adenocarcinoma 1 20124460 BMP10 melanoma 1 20124460 BMP1 melanoma 1 10947988 BMP2 Melanoma 1 17173062 BMP2 melanoma 7 942051 15695386 2124371 17173062 BMP2 metastatic melanoma 1 15695386 BMP4 Melanoma 1 17173062 BMP4 NSCLC 1 17615080 BMP4 cutaneous melanoma 1 19557432 BMP4 melanoma 5 20480203 11044411 15695386 17173062 19557432 BMP4 metastatic melanoma 1 15695386 BMP6 melanoma 1 10947988 BMP6 metastatic prostate cancer 2 20831865 20573596 BMP7 melanoma 5 19735263 10623667 17522432 15695386 17962434 BMP7 metastatic melanoma 1 15695386 BMPR1A melanoma 1 9467011 BNC1 NSCLC 1 20531302 BNC1 melanoma 4 942051 BNIP3 NSCLC 2 20666737 10576740 BNIP3 melanoma 1 9721092 BNIP3 sporadic breast cancer 1 1757079 BNIP3L breast adenocarcinoma 1 21490427 BPI SCLC 2 14907713 BPI mammary adenocarcinoma 1 14907713 BPI melanoma 6 942051 14907713 BRAF Melanoma 12 8084609 15837158 21232025 21157411 16457759 19652585 10673502 17314971 10766161 14722037 14681681 15883616 BRAF NSCLC 12 12460919 12068308 14601056 20802351 12460918 21463141 BRAF anaplastic thyroid cancer 5 17878251 18458053 18616678 17199737 15947100 BRAF anaplastic thyroid carcinoma 4 17575107 15195111 18458053 17465858 BRAF cutaneous melanoma 21 8084609 21253789 14522897 10732752 16049985 16410717 10766161 12917419 20173664 16899595 15578519 14522889 20562656 15179189 20414921 14691295 21324100 19383316 14501284 17898258 20357817 BRAF hyalinizing trabecular tumor 1 18753707 BRAF medullary carcinoma 2 18502330 9866913 BRAF medullary thyroid cancer 1 20496261 BRAF medullary thyroid carcinoma 5 20369307 15947103 18383861 15584614 17131411 BRAF melanoma 365 16462768 16179867 20597484 18267069 21468134 12522257 15208655 15035987 20010862 16410717 14996715 16098043 14708586 15657897 12408868 21352266 12619120 21934481 16809487 21301046 21447722 20110059 21656352 14522881 21157411 16354196 21253789 20425073 16457759 12873990 7581459 20562656 15824163 15140248 16424035 12873977 9593664 18267066 18715233 16636341 18421705 17570501 17363583 2015299 19724275 18089783 21577205 16901402 20414921 16964246 20716222 21635872 20667740 17210691 16750612 12781369 21343552 19138018 14500344 14522889 20496265 19351826 21995399 12460918 16827748 15716956 16417232 18458053 15781657 19033861 19383316 14501284 10211121 17927788 17492934 19682280 18509361 18245465 18983537 15841378 16912161 19663727 20173664 14993899 18402768 14743508 19004774 17055252 12957284 18519770 22007305 21121840 21540889 16731745 15313890 15005091 20874733 17018604 21356389 21464823 19652585 19323560 18368129 19473026 17295241 17301836 20350535 11085528 21527556 15048078 8084609 19461239 10732752 21482206 10673502 15588860 20605766 15688405 18374154 19276360 16098042 21693616 15578519 17518771 19383313 16273242 19571822 15054867 15161700 10318790 11221509 16291979 15277467 20551059 16001050 16049985 21436676 12810628 21694724 18375819 14722037 12447372 19264228 9106466 21215707 15184373 8668210 19281486 21051014 14691295 20233623 19249673 18676756 16917802 21041578 12594806 21569090 20141832 18931688 16381005 21632551 17885757 19424565 9054499 15195137 7874168 21324100 16687919 18473997 16117801 17050671 12794760 21430780 18787543 17314971 16818621 12591721 17119447 16540682 20140953 19411838 15373800 21110341 15467732 19810100 18761658 15834638 14522897 16382039 16565971 21156289 18287387 10409722 14729633 21795305 18083378 7928631 19788444 20943639 19464601 15179189 17237813 11234888 17690212 21232025 17208430 15694309 19659611 12068308 21176117 15663508 20951940 19441164 18676837 18451171 20629085 21251608 14695152 20141835 18679422 15735667 20544847 16052531 17508026 17581615 21606968 18032947 15849194 18644254 12351627 21393075 20118982 17962436 20944096 15191558 21717063 17516929 17507627 15948115 21638088 16567964 16964379 15609471 16873291 18829533 20055910 21430779 18353141 19861964 15948220 16845322 21349766 18279546 11287972 10321728 18227705 21880213 21193120 17488338 20186005 18071315 18323787 15289355 21554046 17898258 16170021 12547711 10766161 20551065 21639808 19679016 16001072 17110957 18559569 15837158 16096377 19633643 16474847 16647948 16888631 15252839 17260012 19788535 21362156 12917419 16417231 16899595 17440070 16609049 17443002 14961576 21139585 17409425 19434085 21505227 20357817 BRAF metastatic melanoma 33 18089783 18245465 16565971 21482206 16912161 18931688 14993899 20943639 16381005 17518771 21352266 19004774 21121840 16731745 21656352 14522881 16096377 15609471 16888631 12873990 20055910 17314971 16818621 19138018 20951940 17440070 16424035 21139585 21193120 21041578 15289355 19724275 BRCA1 Hereditary Breast Cancer 2 11421213 18195327 BRCA1 Melanoma 2 20809262 8514451 BRCA1 NSCLC 13 15026553 19018088 9778046 17905465 16184554 21706479 10656440 16169122 11093813 11071672 11156237 17932690 BRCA1 SCLC 1 15026553 BRCA1 bilateral breast cancer 47 17333477 10962444 12362976 10090881 14997059 8221639 11200774 10807537 10359546 7627958 10398429 19127556 10573018 10737987 11967536 20838878 8531977 10617473 19016756 11149425 19629752 16823163 8895988 10584867 8281142 8589730 16737811 16030426 18579814 11391658 19649703 16965326 11084537 16331614 12151349 15319244 BRCA1 breast adenocarcinoma 3 16099593 10647931 16644204 BRCA1 bronchogenic carcinoma 1 12766948 BRCA1 early-stage breast cancer 1 20521098 BRCA1 familial breast carcinoma 1 19896837 BRCA1 female breast cancer 38 16847550 8538041 21285249 10408690 10615237 17636422 10882857 20353281 11562179 8695152 12759930 12725422 1990835 11170903 9150148 10797299 8317490 15382066 1978757 11802208 7260865 12955716 16826315 9133456 12957799 BRCA1 female breast carcinoma 1 11859870 BRCA1 hereditary breast cancer 126 16897435 19071013 18092194 9180858 11331335 11774352 18086272 20812602 12680164 10805949 18682420 9544851 12914505 15933754 10807537 9005288 16528612 3061869 19904273 10573018 11447881 10458128 11529589 9155518 8898983 18694767 20631548 16129371 8168077 12353262 17351744 16528615 8564955 17912887 12382194 18822852 21196292 16474176 10586331 10706125 17896912 14732174 11406561 10369075 14710798 18431737 17012842 21360002 9781655 10197592 18567944 10432928 1676470 15770521 19219540 12717416 1552557 16174860 16379544 17901820 14755011 18828879 10030809 16084122 11883525 17004108 16847550 11139324 17333342 18334730 10866029 14578141 10534775 9494611 17718857 19805903 12372056 8976406 17253935 20567916 14661035 17505062 12125210 11257104 11237395 20694749 15887246 8673092 18086271 20980697 12439718 10922291 17617523 21102443 18544963 12197480 10161380 10464672 15868454 9616736 15256476 8841191 11512557 10817354 15809716 6804195 18241344 12907636 21194536 11900873 9497100 14506147 10550129 20077502 8875189 16807675 BRCA1 hereditary breast carcinoma 1 18459563 BRCA1 invasive breast cancer 26 10550133 12150449 11307153 10491430 11560980 18463975 19034644 9806548 16358615 15598789 19863560 10629549 14999140 15289302 10749912 20134318 20877320 11967536 11453973 14959510 20683691 10728676 BRCA1 invasive breast carcinoma 8 8460634 18538561 17502350 12102159 15289302 18400253 BRCA1 lobular neoplasia 1 18941396 BRCA1 male breast cancer 78 15733268 12442275 18092194 10615237 9362169 17922257 18759107 8673091 21954546 1990835 11142766 11170903 9150148 11844822 16206141 18819001 8075631 8531977 11802208 16826315 11899391 15548676 9296070 15550590 17636422 8841191 9892109 8524414 14648717 12543786 10882857 10660329 11984555 14531499 15516849 2061945 15541050 15668291 16488803 17063271 16965326 3342411 10070953 12673274 17661168 6585139 2870269 12655560 16996204 7260865 10505028 18439106 12955716 15863663 11896095 BRCA1 medullary carcinoma 6 7999466 19886718 7616837 18175520 10770566 16945238 BRCA1 medullary thyroid cancer 1 8038990 BRCA1 melanoma 30 15516847 7493024 11205230 15264268 10642429 18287387 12563351 14966099 15009718 10667595 18679827 18481196 10597248 1083075 15781639 8682513 12771565 11745474 8944010 10647931 15290653 10549356 BRCA1 multifocal breast cancer 5 10359546 BRCA1 prostatic intraepithelial neoplasia 1 10419595 BRCA1 recurrent breast cancer 1 10550169 BRCA1 sporadic breast cancer 120 8197767 9665150 7529047 16718381 17065058 19012246 10903898 20364308 9440731 15564800 8600523 11385474 11712780 15933754 18045956 18835712 12375043 17100994 12203773 7511052 12004111 17822314 11093813 20451485 9616738 17972171 14658222 14574000 21196292 10706125 10964110 19016350 16765891 9269993 12165865 7795653 16103107 17028982 18642075 11494157 21472990 14722926 10593928 10463571 12655560 17697535 17151928 16998791 18528753 10447273 9778046 21537840 19943104 11221545 20033769 9683359 18171601 18026875 10630184 16314623 17445839 16538531 12402341 16322213 10667592 10679919 17993233 10749912 11967536 12439718 18544963 10161380 16724249 15717000 11888924 18030615 11034064 15809716 19434886 10448115 11891537 17113223 10688858 10767628 8284404 15365993 18596026 19960244 12497638 18491400 1961222 20417865 16334138 10550129 17497650 12151349 16996204 21742769 11754111 15351094 12227949 11807980 10213514 19671671 BRCA1 sporadic breast carcinoma 6 10797254 16334977 10087311 11443609 15914269 10074913 BRCA1 unilateral breast cancer 11 12393792 8589730 16998791 16331614 11802208 16358615 9581822 BRCA2 Hereditary Breast Cancer 3 11421213 18195327 BRCA2 Melanoma 2 20809262 8514451 BRCA2 bilateral breast cancer 30 20472656 17333477 19016756 11149425 10962444 12362976 10090881 10584867 11200774 8589730 18579814 16030426 10807537 11391658 10359546 16965326 19649703 19127556 10573018 11967536 8531977 16331614 15319244 10617473 BRCA2 breast adenocarcinoma 2 10647931 16644204 BRCA2 bronchogenic carcinoma 1 12766948 BRCA2 cutaneous melanoma 1 10696348 BRCA2 familial breast carcinoma 1 19896837 BRCA2 female breast cancer 44 16847550 10615237 10593993 20353281 12725422 1990835 11170903 9150148 10797299 19260565 14574168 8317490 15382066 20582465 8673095 11802208 16826315 10899649 19708850 10070957 10408690 17636422 15766593 11139248 8695152 12759930 15668471 9537231 12955716 7260865 9133456 12957799 BRCA2 hereditary breast cancer 93 9266108 16897435 11331335 18086272 12680164 10805949 18682420 12914505 15933754 10807537 9005288 8640235 3061869 10573018 11447881 10458128 8673095 18694767 11359068 20631548 16129371 18307534 10091212 16528615 12382194 18822852 1622630 10706125 14732174 14710798 18431737 10369075 17012842 21360002 9781655 10197592 10432928 15770521 19219540 1552557 16174860 16379544 9624249 17901820 14755011 10030809 16847550 11139324 17333342 14578141 10534775 19805903 12006540 12372056 8976406 17253935 14661035 12125210 11257104 11237395 20694749 8673092 15887246 18086271 20980697 17617523 9824164 18544963 15868454 9616736 11512557 8841191 11060339 10557089 11900873 9497100 14506147 10550129 20077502 8875189 10733923 BRCA2 invasive breast cancer 14 10550133 11307153 19863560 11560980 18463975 15289302 20134318 19034644 11967536 11453973 14959510 15598789 16358615 15528970 BRCA2 invasive breast carcinoma 5 8460634 12102159 9646036 15289302 15528970 BRCA2 male breast cancer 109 17113724 15733268 12442275 10615237 17922257 18759107 9761393 21954546 1990835 11170903 11844822 11062481 19260565 16206141 17927890 8673095 18819001 8075631 20927582 16826315 11899391 19708850 15548676 11948477 12795089 9296070 15550590 17636422 14648717 12543786 10660329 14531499 15516849 15131399 15668471 11437104 2061945 15541050 9537231 16488803 17063271 3342411 16003728 10070953 17661168 12655560 7260865 18439106 12955716 11896095 9362169 8673091 11142766 9150148 9646036 14574168 7521710 20582465 8531977 11802208 10070957 9892109 8524414 8841191 11139248 16892548 11984555 11504305 9570347 10690392 9554557 15668291 9500439 16965326 12673274 7658781 14555518 10505028 15863663 BRCA2 male breast carcinoma 1 19260565 BRCA2 medullary carcinoma 1 7616837 BRCA2 medullary thyroid carcinoma 1 7907913 BRCA2 melanoma 37 19808958 15516847 10696348 7493024 11205230 15264268 18024013 12119461 11857383 10642429 20099499 18657973 12120226 14966099 11602572 10667595 18679827 18481196 12385017 15781639 20041885 8682513 12771565 17055252 11745474 21153565 10647931 15290653 1439824 BRCA2 metastatic melanoma 1 1439824 BRCA2 metastatic prostate cancer 1 18167127 BRCA2 multifocal breast cancer 5 10359546 BRCA2 prostatic intraepithelial neoplasia 1 21514447 BRCA2 recurrent breast cancer 1 10550169 BRCA2 skin melanoma 1 20099499 BRCA2 sporadic breast cancer 60 8197767 16998791 18528753 10447273 18071313 20033769 11221545 9683359 18026875 15564800 10630184 17445839 19536649 15933754 17100994 11062481 11967536 17822314 20451485 15317758 18544963 9616738 14651841 9724085 15355907 11034064 11060339 19434886 10706125 10448115 11891537 17113223 21060860 19016350 10767628 8284404 15365993 7849087 12165865 18596026 19960244 15015609 18642075 11948466 14722926 1961222 10550129 12655560 17497650 11754111 15351094 11807980 10213514 BRCA2 sporadic breast carcinoma 2 10797254 10731589 BRCA2 unilateral breast cancer 9 12393792 8589730 16998791 16331614 11802208 16358615 9581822 BRD7 melanoma 1 10570957 BRDT melanoma 1 10704737 BRIP1 hereditary breast cancer 2 20567916 20658644 BRIP1 male breast cancer 1 21165771 BRMS1 NSCLC 4 19111386 18502034 20455258 BRMS1 melanoma 18 17992738 15867352 19052374 20215788 14581478 20935672 12650606 17312308 16963426 11822878 8504247 11592309 17163420 10845559 21056991 BRMS1 metastatic melanoma 2 20215788 20935672 BRSK1 melanoma 4 942051 BRSK2 SCLC 1 16165222 BRSK2 melanoma 1 18250273 BTC breast adenocarcinoma 1 8439318 BTC melanoma 1 2877871 BTG3 melanoma 2 18287387 BTLA melanoma 2 20038807 20038811 BTLA sporadic breast cancer 1 19585237 BTN1A1 invasive prostate carcinoma 1 5432063 BTN1A1 mammary adenocarcinoma 3 5432063 BTN1A1 melanoma 13 5432063 BTN2A1 invasive prostate carcinoma 1 5432063 BTN2A1 mammary adenocarcinoma 3 5432063 BTN2A1 melanoma 13 5432063 BTRC melanoma 1 12124804 BUB1 NSCLC 1 10969775 BUB1 metastatic prostate cancer 1 12096343 BUB1B female breast cancer 1 10702400 C1QB melanoma 1 14559830 C2 SCLC 8 14907713 5963888 12871776 C2 invasive prostate carcinoma 3 5432063 C2 mammary adenocarcinoma 12 14907713 5432063 C2 medullary thyroid carcinoma 5 1195397 C2 melanoma 84 942051 3930422 1932117 1239681 12221080 5432063 5806584 3488815 6260817 10373119 14907713 271968 5549896 9790682 3555354 4413334 15659756 1195397 14764994 2145926 5696820 16157224 15596045 2440339 10361106 8370021 C2 metastatic melanoma 1 14764994 C2 metastatic prostate cancer 2 9269988 15041729 C2 prostatic intraepithelial neoplasia 1 9269988 C3 Melanoma 1 10087266 C3 NSCLC 4 17548110 11814064 17356533 12579323 C3 SCLC 18 14907713 831755 11814064 10318809 5963888 12579323 9135023 C3 anaplastic thyroid cancer 1 16172195 C3 breast adenocarcinoma 3 1675786 10094832 12221585 C3 bronchial carcinoma 2 5706694 C3 bronchogenic carcinoma 1 4139208 C3 invasive breast cancer 1 831755 C3 invasive prostate carcinoma 20 5432063 C3 mammary adenocarcinoma 70 1660031 14907713 12384431 1381214 5432063 5962839 C3 medullary thyroid carcinoma 3 1195397 C3 melanoma 345 12738990 6238120 6975973 11102528 16510604 6112296 300437 5806584 10078966 271968 9661883 15363977 12154059 5549896 3155652 9307284 10087266 12622791 4413334 18519704 2185316 12221585 17952876 1251575 15661608 7029688 12844496 6343513 16567971 1218074 1087348 666183 5432063 3081645 3488815 14907713 637870 6378389 6056841 9271321 8425193 10408364 393445 1195397 15990392 139444 9417037 1120309 5696820 8051421 10213513 12881305 12665555 9627674 12810709 476628 8577860 16470169 C3 metastatic melanoma 3 16567971 10408364 666183 C3 metastatic prostate cancer 1 15735720 C5 SCLC 8 14907713 C5 breast adenocarcinoma 1 2199285 C5 bronchial carcinoma 1 5706694 C5 invasive prostate carcinoma 2 5432063 C5 mammary adenocarcinoma 10 14907713 5432063 C5 melanoma 53 942051 1218074 10688837 3085276 5432063 2199285 11884388 8051421 3488815 11048727 1292755 14907713 9790682 8425193 C5 recurrent prostate cancer 1 8169003 C6 Melanoma 1 8190231 C6 NSCLC 2 17356533 11358819 C6 SCLC 8 14907713 C6 breast adenocarcinoma 3 2498518 20966875 7812973 C6 bronchial carcinoma 1 11828461 C6 invasive breast carcinoma 1 1701519 C6 invasive prostate carcinoma 5 5432063 C6 mammary adenocarcinoma 19 14907713 5432063 C6 medullary thyroid carcinoma 1 1195397 C6 melanoma 112 3317401 19292201 16452201 5806584 20980833 9627220 14993815 21170266 1443597 6403396 4875350 7562005 1292755 15715198 2298261 2440339 6831418 1585837 12415632 8424690 10360479 5432063 2980117 11566486 14907713 8190231 6056841 11606125 1195397 11425873 2394738 17285110 10419054 9090812 7532545 4031537 12271360 21114978 3770094 20521051 C6 metastatic melanoma 1 19292201 C6 prostatic intraepithelial neoplasia 1 12873978 C7 anaplastic thyroid cancer 1 11846609 C7 invasive prostate carcinoma 1 5432063 C7 mammary adenocarcinoma 3 5432063 C7 medullary thyroid carcinoma 1 1195397 C7 melanoma 24 15609930 1195397 8473325 5432063 1644805 3756856 19292201 5806584 7531645 14993815 13293190 C7 metastatic melanoma 1 19292201 C9 SCLC 2 14907713 C9 breast adenocarcinoma 1 20966875 C9 invasive prostate carcinoma 2 5432063 C9 mammary adenocarcinoma 8 14907713 5432063 5962839 C9 melanoma 49 1218074 2963038 3514758 4004885 5432063 1644805 5806584 3700102 2980117 14907713 3518058 6158260 7685492 3612651 10815993 7099251 4031537 6935477 9530958 8370021 17031642 C9orf11 melanoma 1 11118625 C9orf14 melanoma 1 17099875 CA12 invasive breast cancer 1 10362108 CA12 invasive breast carcinoma 1 10362108 CA12 melanoma 2 19147396 8756718 CA14 melanoma 1 17652430 CA1 SCLC 1 10980593 CA1 melanoma 1 2440339 CA2 melanoma 1 2440339 CA3 SCLC 1 10980593 CA3 melanoma 5 9722682 11387329 1172191 CA4 melanoma 1 17652430 CA7 melanoma 1 7860992 CA8 melanoma 1 15389893 CA9 Melanoma 1 10037799 CA9 NSCLC 1 16513206 CA9 invasive breast cancer 1 10362108 CA9 invasive breast carcinoma 1 10362108 CA9 melanoma 2 8756718 17652430 CACNA1G cutaneous melanoma 1 10766168 CACNA1G melanoma 1 10766168 CACNA2D2 NSCLC 1 12555074 CAD SCLC 6 14907713 5963888 20628724 CAD invasive prostate carcinoma 1 5432063 CAD mammary adenocarcinoma 4 14907713 5432063 CAD melanoma 26 942051 3344216 14907713 15727133 5432063 14502243 CADM1 NSCLC 1 21067843 CALCA NSCLC 1 11691819 CALCA melanoma 1 11691819 CAMP SCLC 1 1448671 CAMP bronchogenic carcinoma 3 3876149 189920 713008 CAMP melanoma 2 8908595 230989 CAND1 melanoma 1 10323868 CANT1 prostatic intraepithelial neoplasia 1 21435463 CAPN3 melanoma 1 19100317 CARM1 NSCLC 1 10418975 CASP10 NSCLC 1 12466971 CASP10 SCLC 1 12466971 CASP10 breast adenocarcinoma 1 10647931 CASP10 cutaneous melanoma 1 18563783 CASP10 invasive breast cancer 1 17436274 CASP10 melanoma 5 18563783 10647931 CASP1 melanoma 3 18287387 10986288 CASP3 breast adenocarcinoma 1 10647931 CASP3 melanoma 4 10647931 CASP4 melanoma 1 10986288 CASP5 melanoma 1 10986288 CASP8 NSCLC 2 12466971 12197486 CASP8 SCLC 2 12466971 12197486 CASP8 breast adenocarcinoma 1 10647931 CASP8 cutaneous melanoma 1 18563783 CASP8 invasive breast cancer 1 21596841 CASP8 melanoma 6 18563783 11896617 10647931 CASP9 NSCLC 2 21045158 17285546 CASP9 breast adenocarcinoma 1 10647931 CASP9 melanoma 5 11896617 10647931 CAT NSCLC 5 16112416 20531302 9256144 9454893 7522041 CAT SCLC 11 14907713 16112416 12471621 5963888 8542591 8496176 CAT anaplastic thyroid carcinoma 1 9038381 CAT breast adenocarcinoma 2 2466674 11710520 CAT bronchial carcinoma 3 6322054 5830593 CAT bronchogenic carcinoma 1 6261927 CAT cutaneous melanoma 4 11423987 19536997 1617650 1281615 CAT female breast cancer 1 10323333 CAT invasive prostate carcinoma 1 5432063 CAT mammary adenocarcinoma 8 6828386 14907713 5432063 10867879 CAT medullary carcinoma 3 7750460 2041383 2892276 CAT medullary thyroid carcinoma 6 1195397 CAT melanoma 108 942051 8176257 19239181 8760289 19288216 9174127 7198835 11423987 8789804 15809714 6854056 3844051 9366524 6761344 271968 1281615 8504247 15224238 10571724 6091052 8654943 9858937 1396976 9733794 19804819 15880589 2440339 3461723 19536997 1494537 5432063 11079619 8668349 3488815 14907713 1906159 9425310 8205530 36810 8107260 1195397 2904655 9387143 8332936 701496 1617650 1906501 1309586 8857671 8034604 1406630 CAT metastatic melanoma 3 8857671 9733794 10571724 CAT prostatic intraepithelial neoplasia 3 8170479 9092797 7522959 CAT thyroid medullary carcinoma 1 7750460 CAV1 NSCLC 1 15205342 CAV1 SCLC 1 15205342 CAV1 hereditary breast cancer 1 16897435 CAV1 invasive breast cancer 1 10218480 CAV1 melanoma 2 21373757 20709760 CAV1 metastatic melanoma 1 20709760 CAV2 invasive breast cancer 1 10218480 CBL SCLC 1 9833576 CBL melanoma 1 336380 CBS hereditary breast cancer 1 19204208 CBS melanoma 2 10395327 9066632 CBX7 breast adenocarcinoma 1 16564011 CCK SCLC 5 2178246 1337381 6254391 8221657 1977617 CCK invasive prostate carcinoma 2 5432063 CCK mammary adenocarcinoma 7 5432063 8166673 CCK medullary carcinoma 1 8208365 CCK medullary thyroid cancer 5 2071230 11713969 12658727 10541353 19853977 CCK medullary thyroid carcinoma 8 1446595 7566512 2752980 2753982 1523166 7099265 8584140 CCK melanoma 30 942051 5432063 CCK thyroid medullary carcinoma 1 8208365 CCL17 Melanoma 1 10037236 CCL17 infiltrating breast cancer 1 10449169 CCL17 melanoma 1 10037236 CCL18 melanoma 1 16468035 CCL18 metastatic melanoma 1 16468035 CCL19 NSCLC 1 17487412 CCL19 adenocarcinoma of breast 1 14974761 CCL19 melanoma 1 19609245 CCL1 melanoma 1 20930067 CCL1 metastatic melanoma 1 20930067 CCL20 NSCLC 1 14991063 CCL20 melanoma 6 15744745 20220766 14500387 16709808 21660450 11749970 CCL20 metastatic melanoma 1 16709808 CCL21 Melanoma 1 10037799 CCL21 NSCLC 3 17237035 17487412 CCL21 early-stage breast cancer 1 11242036 CCL21 melanoma 12 16708388 10537110 17237035 20448171 15073111 16112911 11242036 17130836 17575105 16942445 10398600 CCL21 metastatic melanoma 2 15073111 11242036 CCL24 Melanoma 1 10037236 CCL24 melanoma 1 10037236 CCL25 Melanoma 1 19283929 CCL25 melanoma 1 19283929 CCL25 metastatic melanoma 1 19283929 CCL27 melanoma 5 16644201 12729801 12174089 9933168 CCL28 melanoma 1 20880198 CCL2 NSCLC 3 17433654 17709550 20395632 CCL2 invasive breast cancer 1 11229684 CCL2 melanoma 12 18503747 21660450 2053591 19013246 16421945 19841169 12060384 17709550 17868906 15981210 21076067 19155472 CCL2 metastatic prostate cancer 1 2491503 CCL3 Melanoma 1 11369232 CCL3 melanoma 3 14500387 12070296 11369232 CCL4 Melanoma 1 11369232 CCL4 melanoma 2 15479880 11369232 CCL5 Melanoma 1 11369232 CCL5 mammary adenocarcinoma 1 21621198 CCL5 melanoma 3 12067988 12060384 11369232 CCND1 NSCLC 4 7620180 16989170 1533816 16406195 CCND1 female breast cancer 1 15300811 CCND1 invasive breast cancer 3 20543821 20033484 19904758 CCND1 male breast cancer 1 15300811 CCND1 melanoma 18 16523260 19633643 17440070 20544847 21300445 21497295 21086634 17260012 16098043 9747885 17363583 16291979 16610570 1439824 CCND1 metastatic melanoma 3 17440070 1439824 16610570 CCND1 sporadic breast cancer 6 19434886 11012095 18043898 15355907 15351094 10213514 CCND2 NSCLC 2 11429699 CCNE1 invasive breast cancer 1 20473280 CCNE1 melanoma 2 17260012 20544847 CCNE2 melanoma 1 7816818 CCNY NSCLC 2 20596919 21273179 CCR10 melanoma 7 16644201 17306330 15519136 12174089 9933168 10588729 CCR1 NSCLC 2 19887480 18972130 CCR1 melanoma 2 17306330 7689250 CCR2 NSCLC 1 17433654 CCR2 melanoma 3 19224633 11477558 15981210 CCR2 metastatic prostate cancer 1 2491503 CCR3 mammary adenocarcinoma 1 21621198 CCR3 melanoma 1 19224633 CCR4 cutaneous melanoma 1 20005902 CCR4 melanoma 5 14707056 19841169 15520172 20005902 10588729 CCR4 metastatic melanoma 2 15520172 20005902 CCR4 metastatic prostate cancer 1 19533748 CCR5 Melanoma 1 11369232 CCR5 breast adenocarcinoma 1 11861388 CCR5 melanoma 17 17306330 10537110 19224633 17909797 12682253 18097956 15479880 15833871 12754747 2414279 11175814 271968 14972535 1899072 9721091 11369232 CCR5 metastatic melanoma 1 17909797 CCR6 melanoma 3 10537110 20220766 16709808 CCR6 metastatic melanoma 1 16709808 CCR6 metastatic prostate cancer 1 19533748 CCR7 Melanoma 1 15753377 CCR7 NSCLC 6 18437055 21081040 21373990 12673677 17487412 CCR7 melanoma 22 20934217 21166932 11477558 12902520 15753377 16112911 17891505 17306330 14500398 19727134 21357539 17032700 18235009 10725753 16675488 12130505 15073111 10450746 17130836 15825167 CCR7 metastatic melanoma 1 15073111 CCR8 melanoma 1 16547270 CCS cutaneous melanoma 2 9875133 9247632 CCS malignant cutaneous melanoma 1 9247632 CCS melanoma 19 18408594 18300804 12072203 10504528 20087159 20712646 17341045 8908164 16672185 1463095 19500183 15712852 9875133 2521288 15347490 9247632 8060155 2004337 CCS metastatic melanoma 4 9875133 19500183 2004337 15347490 CCS non-cutaneous melanoma 1 20712646 CD14 Melanoma 1 10528188 CD14 bronchogenic carcinoma 5 1698311 CD14 cutaneous melanoma 1 11511318 CD14 mammary adenocarcinoma 2 826205 8404190 CD14 melanoma 24 16638222 942051 16982774 3372995 11211150 2186820 7489749 10587357 10528188 20930067 8471592 11511318 9851930 7587740 2440339 10037230 12375741 8384652 CD14 metastatic melanoma 3 10587357 8471592 20930067 CD151 melanoma 4 21536858 16798740 19508413 16476329 CD160 melanoma 1 21482699 CD163 melanoma 2 20713886 20580464 CD163 metastatic melanoma 1 20580464 CD19 melanoma 5 12055212 12191505 18477047 6205072 19284496 CD200 Melanoma 1 10700174 CD200 melanoma 2 18060403 10700174 CD200 metastatic melanoma 1 10700174 CD209 melanoma 1 20930067 CD209 metastatic melanoma 1 20930067 CD22 Melanoma 1 1335364 CD22 mammary adenocarcinoma 1 18925876 CD22 melanoma 4 1335364 14972535 2544500 CD244 Melanoma 1 15889254 CD244 melanoma 2 15889254 11714776 CD27 cutaneous melanoma 1 21382782 CD27 melanoma 12 10537110 19949105 19998338 10685652 21389874 8180034 20842060 20861189 21382782 10920190 CD27 metastatic melanoma 2 10685652 CD28 Melanoma 1 1335364 CD28 NSCLC 4 17066423 21373990 20137575 10359702 CD28 mammary adenocarcinoma 1 7545119 CD28 melanoma 78 1714933 942051 12391201 2113314 19998338 9551360 10229815 15611321 8755635 16489051 2523712 9190943 11263527 10770642 15496203 19556898 10586094 2678947 11599894 11829280 19001145 9058809 10432279 21389874 7543078 1380533 10510357 1944559 7520026 2440339 1320641 7489747 21240487 8810254 14643304 12357321 11169413 2525422 10685652 7543139 3488815 1555235 7515929 15944290 17339453 20303179 10920190 10916752 18000991 19949105 16507598 10357215 1335364 307029 1847722 10478642 8536275 9743337 1370679 17060905 CD28 metastatic melanoma 8 1944559 1847722 10478642 10586094 10685652 10229815 CD2 Melanoma 1 3276787 CD2 NSCLC 1 10359702 CD2 SCLC 1 1617315 CD2 invasive prostate carcinoma 1 5432063 CD2 mammary adenocarcinoma 3 5432063 CD2 melanoma 26 2972357 7519126 16365416 7482707 19933767 9565372 2471587 11714776 2010090 7686816 5432063 10363176 3263897 16002700 CD2 metastatic melanoma 1 7686816 CD33 melanoma 1 19284496 CD34 Melanoma 2 12601365 10037799 CD34 NSCLC 6 10738124 16849585 1378165 12763212 19580343 18202780 CD34 SCLC 1 9413215 CD34 breast adenocarcinoma 1 21676868 CD34 invasive breast cancer 1 1281237 CD34 invasive breast carcinoma 1 19554512 CD34 invasive prostate carcinoma 1 5432063 CD34 male breast carcinoma 1 17972055 CD34 mammary adenocarcinoma 3 5432063 CD34 medullary thyroid carcinoma 2 8964151 17580345 CD34 melanoma 52 8290310 19498459 7686442 14663357 12601365 16113607 16293181 17429142 21457155 10397265 7518850 20052466 15923371 18727808 12528772 18523148 18300804 5432063 9389720 19523924 18417679 11737519 9529137 1427757 21206975 18288398 18633355 14744438 7489749 19068467 1370171 9720500 21881483 12973032 19287984 12147581 CD34 metastatic melanoma 5 9720500 1427757 21206975 9389720 12528772 CD34 skin melanoma 1 19068467 CD36 amelanotic melanoma 15 365006 7509756 7538019 2414670 3306918 12438774 10381529 781840 7525338 1385207 1732018 12679569 CD36 melanoma 64 1343706 1866180 7538019 7505121 11820799 7531696 9857015 8925881 1883201 10956645 11920636 1575284 7509756 9478926 2414670 1379600 4372903 7525338 7513076 8324744 10407492 1732018 1385207 7527299 8838662 9591321 1382720 8059915 3306918 10381529 9679984 781840 1710120 9126999 1361507 2686026 15468604 12679569 365006 12438774 12664607 2645800 1711552 8601718 1716523 9747513 2473841 9662702 2224132 CD36 prostatic intraepithelial neoplasia 1 16076702 CD37 melanoma 1 8478146 CD38 NSCLC 1 21373990 CD38 melanoma 6 10537110 14669796 12777981 16078447 18523148 11583285 CD38 metastatic melanoma 2 14669796 11583285 CD40 Melanoma 1 10837406 CD40 NSCLC 1 11719375 CD40 invasive breast cancer 1 10092774 CD40 mammary adenocarcinoma 1 7954438 CD40 melanoma 82 11093145 3492537 15983979 8006603 18351578 7694363 12646609 8270878 10384104 11829280 21904215 10409230 18714014 16651452 11017102 19609245 7535682 10077623 18214476 7681587 15879094 1555235 10537110 20842056 1460426 20682365 11985564 3029503 2552899 11163401 12778481 1714933 10986562 12391201 17707139 12192302 10647992 9679973 9689106 11751400 12191505 11599894 10866318 10439315 10837406 9851930 2440339 15995707 10640737 9205055 15912532 20664356 21240487 11359814 11477558 8695856 16213477 16971810 12827310 21577140 10843723 12487060 16315029 8980186 12082460 15627212 12676804 15173021 17626150 19651174 11730853 12147624 11059638 18391758 9624005 CD40 metastatic melanoma 4 8980186 11730853 20842056 11017102 CD40 sporadic breast cancer 1 11007364 CD44 Melanoma 5 15746159 12574156 10951266 10528188 12207262 CD44 NSCLC 15 9815811 15027119 9316006 16533775 18771959 9472088 17276588 11263866 12871777 18081709 8568590 9662339 9935179 11135226 CD44 SCLC 7 8568590 9662339 9152947 9846498 7543820 8733762 7515025 CD44 amelanotic melanoma 2 15046397 12450197 CD44 breast adenocarcinoma 2 10347170 8621236 CD44 cutaneous melanoma 4 8980608 7537711 7542641 CD44 invasive breast cancer 2 17392272 CD44 invasive breast carcinoma 1 17450528 CD44 invasive prostate carcinoma 1 5432063 CD44 mammary adenocarcinoma 7 6828386 5432063 1707342 CD44 melanoma 149 8869105 11289136 9609138 8649792 10951266 8721447 1172191 10465577 10700175 271968 7511044 11698478 11423990 20600893 8752662 1742741 10397265 7529138 9766527 10704461 10528188 12207262 7537711 18577517 1816072 12629218 10365093 9291817 11257096 20925198 15046397 19526360 5432063 1873852 12706526 9413186 9042224 7912108 3052290 1361507 18234417 7542641 21078678 18579572 16288042 8429233 8977706 9935179 12450197 16718268 14704146 9506538 9663602 7507366 1370171 11774029 18971959 9816190 15256450 16101031 2304086 20042890 12670907 11985564 1730778 14724537 8400143 9666819 7519126 17943188 12702150 12574156 16023319 15645431 15746159 18287387 8832418 9158006 1372525 7535756 9399665 9637922 16631740 15314545 11764382 10415735 15292257 2233756 2466576 17065075 9138110 15541026 11168803 11748454 8621236 1707342 9681395 7544563 7518347 8640067 15003475 12657724 11287286 14676121 21136024 8805300 14744789 8219755 15679115 7496158 19434087 8980608 21655660 11326665 12883358 19235924 12429809 1991990 1465456 CD44 metastatic melanoma 2 8621236 19235924 CD44 metastatic prostate cancer 3 10348742 8929476 15711375 CD44 prostatic intraepithelial neoplasia 1 12218571 CD44 recurrent breast cancer 1 11712800 CD46 NSCLC 2 19259664 15286781 CD46 melanoma 6 7414950 7482707 9402107 10408345 8569195 CD46 metastatic melanoma 1 10408345 CD46 metastatic prostate cancer 1 19199789 CD47 Melanoma 1 12924949 CD47 melanoma 11 14739297 2477120 10671513 12924949 11479293 15094119 10934203 12218055 CD47 prostatic intraepithelial neoplasia 1 16076702 CD48 melanoma 4 14666660 15634901 11507070 16002700 CD4 Melanoma 5 1904004 10049938 9455798 8457622 10087266 CD4 NSCLC 5 21512403 10566144 21373990 17409796 11719375 CD4 SCLC 1 14978140 CD4 adenocarcinoma of breast 1 14974761 CD4 anaplastic thyroid cancer 1 8949575 CD4 breast adenocarcinoma 1 1332579 CD4 cutaneous melanoma 1 17145305 CD4 infiltrating breast carcinoma 1 10049938 CD4 invasive breast cancer 1 10092774 CD4 invasive prostate carcinoma 2 5432063 CD4 mammary adenocarcinoma 9 9853512 1358974 5432063 2449978 CD4 melanoma 217 10049938 20664354 271968 2974427 1314129 10087266 20463604 17208475 9500593 2509557 1705166 9579571 18481388 18714014 19745721 17198085 2823261 8810254 10626817 1712819 8457622 8840987 2967537 8513449 12704385 19602547 18706958 9014317 10397255 1847722 1460426 10566144 1835714 9721091 9725211 16355115 9721092 11280763 17142742 8875231 1964053 9336741 15603192 9033654 18414854 10654199 2523712 15785758 16133107 12921948 11380611 3025221 15383569 20930067 11838656 8822624 2440339 8758259 10950155 14972535 21091910 16232202 12957798 11027314 10987298 18097956 3260124 10843723 9570527 15577315 21152437 10608349 11606397 8819128 7989121 10204484 20236425 11007932 18292586 21080167 12973032 1610694 1392109 10588729 12734366 11861608 1639535 1676344 14709904 3100627 2695455 10646607 10899917 21045150 2582450 9067406 21204893 2958293 15240689 2427582 12560234 20551833 17082590 11413487 15661883 2795694 19103244 7513262 9455798 15591121 12718934 1825105 2398302 18299892 11964300 5432063 19238009 16061687 9617892 20427771 19808957 2668866 10537110 11859424 17142788 11979434 8137857 9888698 15699177 2143062 17545632 1679414 10918514 10629086 10403641 12439608 7684435 12391201 11886510 21746967 21149604 9704728 17441676 17471171 11751400 17519620 1655988 11041020 10435085 17145305 15945101 3903508 17312129 21187441 15723450 8617987 1446917 17982057 10781081 18820132 10485653 15756643 15107539 15775996 12487060 19190115 10334988 12193750 10797297 1904004 21048114 19727134 19752754 9126975 3301632 15914325 10398600 7703833 9624005 CD4 metastatic melanoma 21 18820132 2582450 16061687 19808957 20427771 12193750 1655988 18481388 12560234 20930067 8819128 15699177 3903508 15945101 15723450 10397255 1847722 1446917 10629086 12439608 15591121 CD4 metastatic prostate cancer 1 18077443 CD4 recurrent lung cancer 1 16362409 CD53 melanoma 2 8478146 2258620 CD55 SCLC 2 7690355 15926079 CD55 melanoma 4 1709845 9402107 10408345 8569195 CD55 metastatic melanoma 1 10408345 CD58 SCLC 1 10431691 CD58 melanoma 5 307029 9651826 11211150 7686816 11323217 CD58 metastatic melanoma 1 7686816 CD59 Melanoma 2 7688394 1383132 CD59 SCLC 2 7690355 15926079 CD59 melanoma 12 6238120 7538980 15325283 1283443 8674069 7510237 1383132 11056001 11807824 9402107 8027172 8569195 CD59 metastatic melanoma 1 7538980 CD5 Melanoma 1 8162613 CD5 SCLC 1 1617315 CD5 melanoma 8 3100627 307029 1847722 18301236 15660655 1954344 21622855 8162613 CD5 metastatic melanoma 1 1847722 CD63 benign breast tumor 1 18841290 CD63 cutaneous melanoma 1 7665237 CD63 melanoma 31 14508073 11422083 11013215 15542372 15140074 8478146 12960315 16563377 9120293 15375577 8661157 20216102 11764278 14500369 9331283 9578433 1634775 7665237 19949097 18652234 2070066 8642258 9790070 2244923 15202015 12740908 8630057 1371549 CD63 metastatic melanoma 1 9790070 CD63 metastatic prostate cancer 1 9815782 CD63 skin melanoma 1 18652234 CD68 SCLC 1 15829322 CD68 anaplastic thyroid cancer 1 8949575 CD68 anaplastic thyroid carcinoma 1 11358012 CD68 cutaneous melanoma 1 11474288 CD68 invasive breast carcinoma 1 9854492 CD68 melanoma 18 15662134 11789717 7627808 15113392 8944042 10571119 15018122 11474288 15769283 8238729 10871066 12567259 11190453 19068467 12140874 19461244 10574605 10843290 CD68 skin melanoma 1 19068467 CD69 Melanoma 2 17893569 3276787 CD69 NSCLC 1 17949407 CD69 melanoma 22 21461580 10782054 14669796 19514839 9933110 7543139 20964805 17893569 7923243 12777981 12855630 1380674 1847722 307029 19734207 10640783 10371507 CD69 metastatic melanoma 4 7923243 1847722 14669796 10371507 CD6 melanoma 3 1873027 2440339 19933767 CD70 mammary adenocarcinoma 1 11228533 CD70 melanoma 7 20008292 21577140 15956983 11228533 11289576 10920190 17982105 CD72 melanoma 1 1847722 CD72 metastatic melanoma 1 1847722 CD74 melanoma 2 17283135 8397411 CD7 SCLC 1 1617315 CD7 cutaneous melanoma 1 1692197 CD7 melanoma 1 1692197 CD80 Melanoma 5 10037236 12054065 10837406 CD80 NSCLC 5 14605671 17066423 17600468 9833760 11551413 CD80 mammary adenocarcinoma 1 11228533 CD80 melanoma 56 15374609 12391201 17707139 10477389 11228533 17827069 16489051 2523712 9755876 8006603 19092054 10854602 7694363 20008292 9199968 1910679 19556898 9242455 11599894 11829280 12054065 10510357 10837406 9851930 17487359 14996751 7520026 11930109 1717995 9533541 10332153 18497970 16197336 14577912 18178868 1695651 16982774 9375572 9852289 8635191 8652275 18391753 16315029 15627212 18000991 10537110 7489749 17626150 10587357 15990392 11289576 12536202 10037236 CD80 metastatic melanoma 2 10587357 14577912 CD81 melanoma 3 17071049 8630057 16113057 CD81 metastatic melanoma 1 16113057 CD81 metastatic prostate cancer 1 12750295 CD82 NSCLC 2 10706135 CD82 melanoma 2 15375577 16113057 CD82 metastatic melanoma 1 16113057 CD82 metastatic prostate cancer 1 9815782 CD83 Melanoma 2 1335364 10049938 CD83 NSCLC 1 19141400 CD83 breast adenocarcinoma 1 9202705 CD83 infiltrating breast carcinoma 1 10049938 CD83 melanoma 16 7694363 12778481 1910679 18621475 18682943 10049938 11093145 1335364 19758341 15983979 10037230 11165714 15627212 CD83 metastatic prostate cancer 1 11238679 CD86 Melanoma 7 10528188 10037236 10837406 CD86 NSCLC 2 19141400 11551413 CD86 melanoma 51 15389286 21834230 12391201 11093145 16489051 14512794 18059370 2582450 10854602 9407964 9199968 1910679 19556898 11599894 11161986 11829280 10725753 10528188 16651452 10510357 10837406 17312129 9851930 9359474 7520026 11964300 16197336 14577912 18178868 1695651 16860441 8652275 11211150 18391753 15627212 18000991 10587357 16645618 16107020 19450896 15990392 21573508 7868898 10640783 10037230 20871626 10037236 CD86 metastatic melanoma 3 2582450 10587357 14577912 CD9 NSCLC 2 10327061 12569360 CD9 SCLC 4 16491954 20940407 12569360 17018612 CD9 melanoma 17 8760289 8478146 1512264 16000878 10700175 16113057 16476329 17764889 16523488 1720807 11739177 16001959 18802920 1370679 2544500 17071049 8630057 CD9 metastatic melanoma 2 16523488 16113057 CD9 metastatic prostate cancer 2 16198313 12750295 CDA NSCLC 1 18347182 CDA melanoma 1 4039785 CDC25A Melanoma 1 10919634 CDC25A bilateral breast cancer 1 14997059 CDC25A melanoma 2 10919634 10380937 CDC25B Melanoma 1 10919634 CDC25B NSCLC 1 17651784 CDC25B melanoma 1 10919634 CDC25C Melanoma 1 10919634 CDC25C melanoma 1 10919634 CDC26 melanoma 4 942051 CDC27 melanoma 5 942051 10334988 CDC2 anaplastic thyroid cancer 1 14557495 CDC2 invasive breast cancer 2 17529973 CDC2 melanoma 2 12235113 2138713 CDC45L melanoma 2 18319330 CDC6 prostatic intraepithelial neoplasia 1 11297246 CDC7 cutaneous melanoma 1 17768177 CDC7 melanoma 2 7712486 17768177 CDCP1 melanoma 1 14739293 CDH12 NSCLC 1 19473719 CDH13 NSCLC 1 12455028 CDH13 melanoma 1 19441164 CDH13 sporadic breast cancer 1 9615235 CDH15 sporadic breast cancer 1 9615235 CDH16 sporadic breast cancer 1 9615235 CDH1 cutaneous melanoma 1 19295016 CDH1 female breast cancer 1 21868547 CDH1 hereditary breast cancer 1 18544963 CDH1 invasive breast cancer 1 20568901 CDH1 lobular neoplasia 1 18726595 CDH1 melanoma 5 19795419 8790415 20848731 21348412 19295016 CDH1 recurrent breast cancer 1 21155598 CDH1 sporadic breast cancer 1 18544963 CDH2 NSCLC 1 14500366 CDH2 melanoma 1 20848731 CDK2 Melanoma 3 10673502 9425228 17119452 CDK2 SCLC 1 10559916 CDK2 breast adenocarcinoma 1 17869226 CDK2 hereditary breast cancer 1 15770521 CDK2 melanoma 26 15357840 20026273 14996720 9425228 11322924 10673502 14729633 9427972 17283158 14657672 9498822 12793438 15607961 16142328 11479422 10594749 17119452 10912792 10380937 9790949 15179185 9689056 7589260 15974571 CDK2 metastatic prostate cancer 1 16823852 CDK4 Melanoma 9 10721488 10596908 18025917 21412176 18083368 9425228 15883616 20096196 CDK4 NSCLC 5 15964238 8519415 20478545 10762631 21092188 CDK4 SCLC 1 7585152 CDK4 breast adenocarcinoma 1 17869226 CDK4 bronchogenic carcinoma 2 9651176 CDK4 cutaneous melanoma 6 16374456 9146691 21412176 21051013 16759158 10896329 CDK4 melanoma 126 19260062 16314743 8640065 20544847 9425228 10338330 16759158 9598804 11828258 18025917 17713569 10498896 18402768 8134105 21352266 9146691 11479422 8603820 7804989 1537606 15195137 10721488 10631149 19968499 12747754 10777219 21412176 16860662 16540642 10987867 10380935 19011513 20842456 11243640 9839807 8153634 9498822 10389768 10398427 12459645 8970586 9311594 10630172 15899796 10874641 9416844 14729633 20132244 11668523 10596908 8746340 11741799 19712690 7666916 16815849 14641821 9354451 10966854 1531137 15179185 15054867 10918183 15880589 12826035 9916806 9328469 16291979 7777061 12904177 7652577 16193861 20340136 16049960 20687502 20026273 19273108 21051013 11579459 17909018 17260012 17505264 7478520 14646620 18083368 9258659 19238106 16354195 15663508 11711428 16374456 9036865 17440070 20096196 12100489 10380937 18023021 10896329 8528263 17047042 18068103 17725850 10646864 20539244 1439824 15577313 CDK4 metastatic melanoma 5 10721488 21352266 16049960 17440070 1439824 CDK4 prostatic intraepithelial neoplasia 1 10029595 CDK4 sporadic breast cancer 1 1757079 CDK5 anaplastic thyroid carcinoma 1 17045167 CDK5R1 melanoma 1 3488815 CDK6 melanoma 13 11711428 8134105 17973255 20340136 10777219 10389768 16815849 9354451 10380937 17909018 10835646 7777061 CDK7 mammary adenocarcinoma 1 6828386 CDK7 melanoma 1 14729633 CDK8 melanoma 1 15688000 CDK9 mammary adenocarcinoma 1 6828386 CDK9 melanoma 1 14729633 CDKL5 NSCLC 1 9620804 CDKN1A NSCLC 1 21551261 CDKN1A anaplastic thyroid cancer 1 16392960 CDKN1A invasive breast cancer 1 15138599 CDKN1A melanoma 5 7712486 17693191 20484992 21383005 21693616 CDKN1A metastatic melanoma 1 21383005 CDKN1B SCLC 1 10559916 CDKN1B melanoma 2 20851711 21336261 CDKN1C melanoma 2 21058226 16908595 CDKN2A Melanoma 20 19464594 11857391 21412176 16457759 646394 18025917 18083368 15883616 11323215 10338331 9624532 20096196 12497626 16032697 12789279 15120668 21325014 9335442 14642927 CDKN2A NSCLC 4 15118073 10679921 9624535 17575133 CDKN2A SCLC 2 11433400 9624535 CDKN2A cutaneous melanoma 24 10696348 17992122 17066441 19571771 19751883 21412176 16567973 21051013 16759158 646394 12175554 11103670 9583722 10644453 1512795 16374456 18672145 17414113 18205010 16801015 9724087 15305154 14506702 20711207 CDKN2A invasive breast cancer 1 16988943 CDKN2A medullary thyroid carcinoma 1 18299477 CDKN2A melanoma 287 21118390 18398432 10338330 10716963 21352266 20041885 9536218 16845325 10738302 15264268 20093296 21412176 16457759 11726555 9389568 19011513 8653687 15140248 17363583 10696348 12459644 9973307 12175554 9135995 15856016 12406345 11122857 12120226 20132244 10086455 11276379 9624532 17992582 15146471 12789279 10070944 9479083 19464594 15516847 16193861 19571771 10620111 10642429 17397031 7295511 2721929 17218939 12019208 17505264 12789288 11045568 9724087 15781657 15221796 15577313 19260062 16314743 9598804 11566337 12494470 21336261 12362978 15304098 9920427 17055252 9579564 21153565 12853981 15290653 16234555 18299477 11511314 17171691 16540642 12700603 646394 11595880 21348412 17295241 9839807 17414113 18205010 11156381 11181786 10508477 15120668 12459645 15265701 19179113 19077144 11103670 14502854 11398194 17001621 9204956 15054867 15880589 11221509 20711207 21150883 11966726 10360174 16567973 20099499 10667595 11008905 11544530 15150307 20876876 18023021 16801015 3344216 17047042 12072536 21325014 10688850 14506702 10646864 20539244 17011832 20653773 11221846 15950708 18025917 10498896 17196510 16284365 11319798 17885757 10523831 15195137 21307304 18406873 12001124 9699728 19751883 16893909 19523171 12925390 11243640 9696646 20629734 11323215 10537008 15781639 20574843 10389768 9603434 10398427 20140953 16032697 18178632 19320745 10630172 9247305 10874641 10537004 18177469 16896043 15761864 19712690 12789280 10966854 9354451 19578363 10918183 10719365 12826035 11136714 14642927 21051013 9823374 6188586 15122588 14745721 11044180 16354195 16374456 9168176 19585149 20096196 8528263 12362979 16988943 10999737 12783933 11857391 20544847 15533787 16759158 15724013 17381417 10644453 17713569 19484507 18672145 10490845 17492760 10631149 16214921 10922411 12883368 12783922 17992122 10777219 12459643 10987867 10380935 16470311 1512795 10338331 17625456 17488338 11477665 15305154 16397522 17066441 8790415 12119461 9416844 20484992 20936153 15860862 18981015 20526219 9439668 14508519 14646619 8761411 11668523 18481196 9757829 11433531 19339902 12497626 16354203 9916806 20687502 12950144 11579459 10753192 17909018 9583722 17260012 18983535 14646620 18083368 19238106 20189796 16609049 18814281 11807902 17255954 9335442 16395703 15705881 11118625 CDKN2A metastatic melanoma 4 11544530 21352266 12925390 9823374 CDKN2A skin melanoma 1 20099499 CDKN2A skin, melanoma 1 10523831 CDKN2A sporadic breast cancer 1 1757079 CDKN2B NSCLC 1 9624535 CDKN2B SCLC 1 9624535 CDKN2B cutaneous melanoma 1 9724087 CDKN2B medullary thyroid carcinoma 1 17909067 CDKN2B melanoma 16 10360174 9416844 10338330 9598804 9135995 10753192 11566337 14646620 8761411 11668523 9168176 10490845 19578363 20140953 9724087 11136714 CDKN2C cutaneous melanoma 1 9724087 CDKN2C melanoma 2 11668523 9724087 CDKN2D female breast cancer 1 8317490 CDKN2D melanoma 1 15533787 CDR1 Melanoma 1 3883355 CDR1 melanoma 5 4973471 20824708 12831531 16227204 3883355 CDR1 metastatic melanoma 1 4973471 CDR2 Melanoma 1 3883355 CDR2 melanoma 1 3883355 CDX2 NSCLC 1 15753982 CDX2 medullary carcinoma 1 7926500 CDX2 prostatic intraepithelial neoplasia 1 16512601 CEACAM1 NSCLC 1 21341111 CEACAM1 breast adenocarcinoma 1 10647931 CEACAM1 cutaneous melanoma 1 19461083 CEACAM1 mammary adenocarcinoma 1 11922629 CEACAM1 melanoma 21 2428037 9047385 12786716 10721489 12011132 15604255 15476270 16822608 19633846 15356119 17056532 19461083 10742145 16291724 10647931 10403641 CEACAM1 metastatic melanoma 1 15604255 CEACAM3 melanoma 2 15356119 18497986 CEACAM5 melanoma 2 15356119 18497986 CEACAM6 Melanoma 1 10446041 CEACAM6 melanoma 3 15356119 10446041 CEACAM6 metastatic melanoma 1 10446041 CEBPG breast adenocarcinoma 1 10429967 CEL melanoma 4 16140576 19934274 16507396 16598743 CEL skin melanoma 1 16507396 CEP72 NSCLC 1 18328944 CETP SCLC 2 14907713 CETP mammary adenocarcinoma 1 14907713 CETP melanoma 2 14907713 CFH NSCLC 1 21503575 CFI bronchogenic carcinoma 1 6297715 CFI melanoma 1 8122041 CFL1 NSCLC 1 14736927 CFLAR NSCLC 1 21481786 CFLAR SCLC 1 21481786 CFP melanoma 2 17397179 14770086 CFTR SCLC 2 12397014 1360704 CFTR invasive prostate carcinoma 1 5432063 CFTR mammary adenocarcinoma 5 8737083 7541942 5432063 CFTR melanoma 16 7744080 5432063 10600767 CGA NSCLC 3 16084735 11058619 16340245 CGA invasive prostate carcinoma 1 5432063 CGA male breast cancer 1 10221692 CGA mammary adenocarcinoma 3 5432063 CGA medullary thyroid carcinoma 1 18271679 CGA melanoma 16 15688405 5432063 7804989 CGA metastatic prostate cancer 1 16005374 CGN melanoma 1 2425928 CHD5 melanoma 3 12569282 21250965 CHD5 metastatic melanoma 1 12569282 CHEK2 bilateral breast cancer 13 20472656 17333477 11967536 14997059 16772121 19372713 10617473 CHEK2 female breast cancer 5 15488637 17636422 16492927 15649950 CHEK2 hereditary breast cancer 2 14661035 18431737 CHEK2 invasive breast cancer 3 11967536 19863560 CHEK2 male breast cancer 7 11984555 15488637 17661168 18759107 21165771 17636422 14648717 CHEK2 melanoma 3 18024013 21348412 20041885 CHEK2 prostatic intraepithelial neoplasia 1 10419595 CHEK2 sporadic breast cancer 6 11967536 18058223 15803363 16337852 CHEK2 unilateral breast cancer 5 16880452 16830057 16772121 CHFR NSCLC 4 20705357 18623126 20473935 21057211 CHL1 Melanoma 1 10700174 CHL1 melanoma 4 20829195 12771237 10700174 12750282 CHL1 metastatic melanoma 1 10700174 CHM melanoma 1 18286468 CHP melanoma 1 2546031 CHRNA3 NSCLC 3 20234319 19733931 19491260 CHRNA3 melanoma 1 10656687 CHRNA5 NSCLC 1 19733931 CHST10 melanoma 1 19470764 CIB1 invasive breast cancer 1 12198493 CIC breast adenocarcinoma 2 3276821 1337544 CIC bronchial carcinoma 1 5476753 CIC invasive prostate carcinoma 2 5432063 CIC mammary adenocarcinoma 6 5432063 CIC melanoma 42 6927370 2915889 7168010 20178109 3046746 5432063 3802085 5806584 11665753 7037157 3778209 3703459 886189 8421596 3518930 12629218 2962476 CIITA NSCLC 1 10365094 CIITA SCLC 2 10365094 12819045 CIITA cutaneous melanoma 1 17067677 CIITA mammary adenocarcinoma 1 12731043 CIITA melanoma 15 15326139 16650406 11432807 10725753 11872950 17304627 8409425 12147620 17067677 16312044 17180681 17911618 16819279 11418637 15577315 CISH NSCLC 5 18304690 21532627 17406029 19505745 20843314 CISH SCLC 1 10064396 CISH infiltrating breast carcinoma 1 17585541 CISH invasive breast cancer 4 19760503 20594272 3798106 CISH invasive breast carcinoma 2 15861212 16290155 CIT NSCLC 1 15869322 CIT mammary adenocarcinoma 2 1617832 8514459 CIT medullary thyroid cancer 1 19004986 CIT medullary thyroid carcinoma 1 9799343 CIT melanoma 3 3565312 2090199 3124954 CKS1B melanoma 1 11463388 CLC melanoma 3 3344216 6334137 5549896 CLDN1 hereditary breast cancer 1 11071387 CLDN1 melanoma 1 17160014 CLN3 melanoma 3 10900469 11830536 CLOCK melanoma 1 11246849 CLPTM1L NSCLC 2 19369581 18328944 CLPTM1L cutaneous melanoma 1 19151717 CLPTM1L melanoma 1 19151717 CLSPN hereditary breast cancer 1 18281469 CLU NSCLC 1 19879423 CLU melanoma 3 17994631 18510700 16886681 CNO SCLC 2 14907713 CNO mammary adenocarcinoma 1 14907713 CNO melanoma 2 14907713 COL11A1 NSCLC 1 17016581 COL18A1 sporadic breast cancer 1 16807676 COL1A1 male breast cancer 1 6585139 COL1A1 medullary thyroid carcinoma 1 1195397 COL1A1 melanoma 2 2440339 1195397 COL1A2 breast adenocarcinoma 1 10797313 COL1A2 male breast cancer 1 6585139 COL2A1 melanoma 1 271968 COMMD1 melanoma 5 942051 18289014 COMP SCLC 2 8033748 2543304 COMP melanoma 4 19420857 10806050 12218055 COMT NSCLC 2 14734459 18258609 COMT amelanotic melanoma 1 8433011 COMT invasive breast cancer 3 9855007 12727796 16381944 COMT mammary adenocarcinoma 1 18192686 COMT melanoma 7 942051 8080447 8433011 18394561 COMT sporadic breast cancer 1 15388245 COPA NSCLC 1 16103883 COPA melanoma 1 2746297 COPA metastatic melanoma 1 2746297 COPG NSCLC 1 18220333 COX10 melanoma 1 6312838 COX10 metastatic melanoma 1 6312838 COX17 NSCLC 1 14612491 CP NSCLC 10 15951165 10655437 18416583 21585704 21585705 11904983 12848590 14656390 CP SCLC 2 831755 11904983 CP bronchial carcinoma 1 6640827 CP bronchogenic carcinoma 1 18005620 CP invasive breast cancer 1 831755 CP malignant prostate tumor 1 10499589 CP medullary thyroid carcinoma 2 1326293 1195397 CP melanoma 31 942051 10655437 16914202 1538421 5806584 3109434 1172191 271968 7696855 3674957 19349552 3536081 1490110 947509 1195397 17283135 9429898 8145033 6447175 6469511 1591725 CP metastatic melanoma 2 10655437 1591725 CP prostatic intraepithelial neoplasia 2 11295633 9865844 CP recurrent lung cancer 1 10664335 CPA4 NSCLC 2 17237035 CPA4 melanoma 1 17237035 CPD Melanoma 1 16827749 CPD cutaneous melanoma 2 11920582 20307647 CPD mammary adenocarcinoma 1 5962839 CPD melanoma 9 11920582 20307647 7559630 19788533 12388548 10946581 16827749 14961301 CPE NSCLC 1 19474385 CPE breast adenocarcinoma 1 19428990 CPE invasive prostate carcinoma 1 5432063 CPE mammary adenocarcinoma 3 5432063 CPE medullary thyroid carcinoma 1 1195397 CPE melanoma 19 7559630 6094682 1195397 5432063 7623204 17804705 2997335 CPE prostatic intraepithelial neoplasia 1 11691807 CPM SCLC 1 3875741 CPM invasive breast cancer 1 10550133 CPM melanoma 2 8683365 2810387 CPM metastatic melanoma 1 2810387 CPM recurrent breast cancer 1 8751807 CPM unilateral breast cancer 4 19172584 18028020 9443863 20425603 CPO melanoma 1 8949782 CPSF3 melanoma 2 18287387 CPZ melanoma 3 7055803 3109363 3756939 CR1 bronchogenic carcinoma 1 1698311 CR1 invasive prostate carcinoma 1 5432063 CR1 mammary adenocarcinoma 3 5432063 CR1 melanoma 23 1847994 5432063 17250547 7594501 1172191 5696820 637870 6312838 CR1 metastatic melanoma 1 6312838 CR2 invasive prostate carcinoma 3 5432063 CR2 mammary adenocarcinoma 9 5432063 CR2 melanoma 41 11791175 5432063 11809676 CRH SCLC 1 10537286 CRH medullary thyroid carcinoma 7 1474334 8766879 16610247 14557423 18694866 1312432 1322279 CRH melanoma 11 10536983 17181633 11606483 9758420 9506767 11396159 11586496 10816662 11936276 CRH metastatic melanoma 1 11936276 CRK NSCLC 2 10793061 17474147 CRLF1 female breast cancer 1 8317490 CRP NSCLC 4 17288188 10588079 21569644 19060504 CRP SCLC 3 8081044 17649794 1320568 CRP benign breast tumor 1 14648971 CRP bronchial carcinoma 1 15314978 CRP bronchogenic carcinoma 1 1597938 CRP cutaneous melanoma 1 11144523 CRP invasive breast cancer 1 19728082 CRP invasive prostate carcinoma 3 5432063 CRP mammary adenocarcinoma 11 5136579 10050106 5432063 CRP medullary thyroid carcinoma 1 14692663 CRP melanoma 59 17329034 19307507 5432063 21546857 10806050 8453558 11468518 19995546 3844051 21843079 271968 8548924 8622090 13650640 11144523 8557680 CRP metastatic melanoma 3 8453558 11468518 11144523 CRP metastatic prostate cancer 1 15906096 CRP recurrent breast carcinoma 1 14648971 CRY1 SCLC 2 14907713 CRY1 mammary adenocarcinoma 1 14907713 CRY1 melanoma 2 14907713 CRYAB melanoma 1 12438269 CS Melanoma 1 11278606 CS NSCLC 4 14624715 14597747 17410040 21128227 CS SCLC 2 14597747 2852124 CS cutaneous melanoma 1 16855787 CS early-stage breast cancer 3 2916935 2143667 8757272 CS early-stage breast carcinoma 1 12569590 CS invasive breast cancer 3 16150811 1534216 CS male breast cancer 1 8859033 CS mammary adenocarcinoma 2 7538264 12602905 CS medullary carcinoma 2 16029131 8599045 CS medullary thyroid cancer 2 18646485 11572035 CS medullary thyroid carcinoma 4 16029131 16610247 8599045 20332708 CS melanoma 27 1541825 942051 11992379 8360273 20165985 18306092 1532183 7929188 17656038 11278606 16855787 21080439 8620534 6204383 11083865 6606682 9062384 15086557 3571291 15531549 CS prostatic intraepithelial neoplasia 1 16224209 CSE1L melanoma 1 15504919 CSF1R melanoma 1 11689955 CSF1R metastatic prostate cancer 1 11689955 CSK melanoma 2 1555235 11118478 CSNK1A1 NSCLC 1 20671611 CSNK1A1 melanoma 1 21566537 CSNK2A1 NSCLC 1 20671611 CSPG4 melanoma 2 21070915 20455858 CST3 melanoma 1 3344216 CST6 invasive breast carcinoma 1 16912163 CSTA NSCLC 1 21325429 CTCF invasive breast carcinoma 2 10839546 CTCF melanoma 2 2440339 10626816 CTGF NSCLC 1 16877704 CTGF invasive breast cancer 2 10494775 17550972 CTGF melanoma 3 21673687 1309586 9767231 CTH melanoma 1 7061953 CTHRC1 melanoma 1 21477558 CTLA4 NSCLC 1 17932815 CTLA4 SCLC 1 18455243 CTLA4 melanoma 20 1714933 21061768 20721523 10984562 18027152 21061759 20150263 10899917 2523712 18321236 8635191 15314544 19490900 15496203 19118070 20512304 12789294 17932815 18528295 CTLA4 metastatic melanoma 6 17932815 18528295 21061768 20721523 10984562 21061759 CTNNB1 Melanoma 2 18042149 11950921 CTNNB1 NSCLC 1 16007200 CTNNB1 SCLC 1 16007200 CTNNB1 cutaneous melanoma 1 11950921 CTNNB1 medullary thyroid carcinoma 1 17131411 CTNNB1 melanoma 10 15133491 11351304 11930117 18042149 12124804 18287387 12964006 11950921 21294210 CTNNB1 metastatic melanoma 1 11950921 CTNND1 NSCLC 1 20715154 CTSB NSCLC 1 987581 CTSB melanoma 1 15367886 CTSB metastatic prostate cancer 1 8661103 CTTN melanoma 1 21562571 CUL1 NSCLC 1 10338207 CX3CL1 cutaneous melanoma 1 20005902 CX3CL1 medullary thyroid carcinoma 1 18984779 CX3CL1 melanoma 3 19013246 17372897 20005902 CX3CL1 metastatic melanoma 1 20005902 CX3CR1 cutaneous melanoma 1 20005902 CX3CR1 melanoma 3 17372897 9306402 20005902 CX3CR1 metastatic melanoma 1 20005902 CXCL10 NSCLC 1 11776375 CXCL10 breast adenocarcinoma 1 15081542 CXCL10 melanoma 5 17032700 21155750 21235385 15173015 16782388 CXCL10 metastatic melanoma 1 21235385 CXCL12 Melanoma 1 11369232 CXCL12 NSCLC 4 18575756 20378003 16929169 19787276 CXCL12 SCLC 5 15471215 14603250 10506573 20940407 CXCL12 breast adenocarcinoma 1 15081542 CXCL12 cutaneous melanoma 1 12499276 CXCL12 early-stage breast cancer 2 11242036 CXCL12 mammary adenocarcinoma 1 10710306 CXCL12 melanoma 21 19660434 12626597 20036848 14583470 12499276 2523712 19305148 11369232 15205345 8971175 21742774 15843590 16929176 20930067 16493048 11242036 16685428 10588729 CXCL12 metastatic melanoma 4 12626597 11242036 20930067 CXCL12 metastatic prostate cancer 1 15180966 CXCL13 prostatic intraepithelial neoplasia 1 19375853 CXCL14 early-stage breast cancer 1 11242036 CXCL14 melanoma 4 11242036 20333465 16001073 CXCL14 metastatic melanoma 1 11242036 CXCL16 melanoma 2 19812206 14699018 CXCL1 NSCLC 1 17476345 CXCL1 bronchial carcinoma 1 10735013 CXCL1 female breast cancer 1 10735013 CXCL1 mammary adenocarcinoma 1 17470200 CXCL1 melanoma 15 2685559 16098041 15899804 11719444 20596077 10391945 11112786 12964041 1906501 16452192 11536292 10843728 10735013 20722759 CXCL1 metastatic prostate cancer 2 10823417 18780829 CXCL2 mammary adenocarcinoma 1 21621198 CXCL2 melanoma 4 11112786 15899804 3493432 19940857 CXCL5 NSCLC 1 19129922 CXCL5 melanoma 3 8145033 19155472 CXCL9 Melanoma 1 20948440 CXCL9 breast adenocarcinoma 1 19787232 CXCL9 melanoma 5 17653822 21179030 15173015 20948440 16618770 CXCL9 metastatic melanoma 1 20948440 CXCR3 NSCLC 2 17949407 19887480 CXCR3 breast adenocarcinoma 1 15081542 CXCR3 cutaneous melanoma 1 10606049 CXCR3 melanoma 11 12626597 15520172 15173015 16165256 17297455 10606049 15981210 11571298 8760810 10588729 CXCR3 metastatic melanoma 2 12626597 15520172 CXCR4 Melanoma 4 19779716 9121432 15753377 15059909 CXCR4 NSCLC 10 18502034 16322285 12673677 20147779 21341111 15802268 18575756 20378003 16929169 18695264 CXCR4 SCLC 9 15471215 14603250 19335276 10506573 20147779 12414661 20457658 15806155 CXCR4 anaplastic thyroid cancer 3 12519884 CXCR4 breast adenocarcinoma 1 9478934 CXCR4 cutaneous melanoma 2 12499276 17970806 CXCR4 early-stage breast cancer 7 11242036 CXCR4 invasive breast cancer 1 20020198 CXCR4 mammary adenocarcinoma 2 20151982 10710306 CXCR4 melanoma 76 21105715 19660434 20036848 15753377 15059909 15225616 15207725 16826425 15029227 12499276 9121432 12815382 19305148 271968 9306402 19627512 10469343 17306330 16929176 16638848 17032700 11689955 11413487 20930067 17332756 16493048 14972535 17410362 21076067 10200343 16288036 21056990 12626597 20061818 12176869 20925198 14583470 18097956 17297455 17970806 2414279 15981210 11571298 15205345 9933168 21742774 12782611 15843590 10898330 18235009 19779716 11242036 9721091 16300475 19932585 10588729 CXCR4 metastatic melanoma 10 16288036 12626597 11242036 20930067 CXCR4 metastatic prostate cancer 4 15180966 18201276 11689955 21076047 CXCR6 melanoma 3 17306330 19812206 14699018 CXCR7 NSCLC 1 20378003 CXCR7 early-stage breast cancer 2 11242036 CXCR7 melanoma 6 12626597 11242036 20930067 CXCR7 metastatic melanoma 4 12626597 11242036 20930067 CXorf1 melanoma 1 9881668 CYB5D1 melanoma 1 8849440 CYBA melanoma 1 15958521 CYBB melanoma 1 2425263 CYC1 medullary thyroid carcinoma 1 1195397 CYC1 melanoma 9 942051 1195397 CYLD melanoma 1 10655586 CYP11A1 melanoma 2 12139394 11161433 CYP19A1 hereditary breast cancer 1 16604491 CYP19A1 invasive breast cancer 1 17325027 CYP1A1 NSCLC 10 16012082 8706015 19608585 12007217 14734459 20845989 10493307 16195240 20015843 CYP1A1 SCLC 3 14602525 12007217 15646021 CYP1A1 breast adenocarcinoma 3 11710520 19424633 19601638 CYP1A1 bronchogenic carcinoma 2 9263643 1844873 CYP1A1 female breast cancer 3 15583370 16792888 11408954 CYP1A1 invasive breast cancer 1 8910454 CYP1A1 melanoma 2 271968 16998606 CYP1A1 prostatic intraepithelial neoplasia 1 15195126 CYP1A1 sporadic breast cancer 1 15725614 CYP1A2 SCLC 2 14907713 CYP1A2 breast adenocarcinoma 2 18497089 19666078 CYP1A2 bronchogenic carcinoma 1 1844873 CYP1A2 mammary adenocarcinoma 1 14907713 CYP1A2 melanoma 2 14907713 CYP1B1 NSCLC 3 14734459 18258609 14644512 CYP1B1 breast adenocarcinoma 6 18497089 10702233 19666078 11710520 19424633 19601638 CYP1B1 bronchogenic carcinoma 1 9263643 CYP1B1 invasive breast cancer 2 8910454 CYP1B1 melanoma 4 10204484 20103730 19690133 19820397 CYP27B1 melanoma 2 21160030 15225832 CYP2C19 recurrent breast cancer 1 10955816 CYP2C9 breast adenocarcinoma 1 19074529 CYP2C9 recurrent breast cancer 1 10955816 CYP2D6 NSCLC 1 10493307 CYP2D6 SCLC 9 14907713 14602525 CYP2D6 bronchial carcinoma 1 10445407 CYP2D6 bronchogenic carcinoma 3 8299311 8528267 2011143 CYP2D6 invasive breast cancer 1 20809362 CYP2D6 mammary adenocarcinoma 4 14907713 CYP2D6 melanoma 12 14907713 7586185 1600608 10471058 CYP2D6 recurrent breast cancer 2 17115111 CYP2E1 NSCLC 4 16142352 15536330 18258609 9066584 CYP2E1 melanoma 2 13650640 17847068 CYP3A4 NSCLC 1 17575239 CYP3A4 SCLC 1 14515059 CYP3A4 bronchial carcinoma 1 10445407 CYP3A4 melanoma 5 10344739 942051 CYP3A4 recurrent breast cancer 1 10955816 CYP3A5 SCLC 1 14515059 CYP3A5 bronchial carcinoma 1 10445407 CYR61 invasive breast cancer 1 15782133 CYR61 melanoma 1 19632997 CYR61 metastatic melanoma 1 19632997 DAAM1 mammary adenocarcinoma 1 12632087 DAAM2 mammary adenocarcinoma 1 12632087 DAB2 metastatic prostate cancer 1 15041729 DAB2IP metastatic prostate cancer 3 20332235 15041729 15210113 DACT1 melanoma 1 21362156 DAD1 SCLC 1 16116477 DAO Melanoma 1 12777977 DAO SCLC 2 14907713 DAO mammary adenocarcinoma 1 14907713 DAO medullary thyroid carcinoma 3 6798062 DAO melanoma 3 12777977 14907713 DAP NSCLC 2 12473584 15634757 DAP cutaneous melanoma 1 10766168 DAP medullary carcinoma 1 9664176 DAP melanoma 1 10766168 DAPK1 NSCLC 1 19506903 DARC NSCLC 1 7699323 DARC melanoma 3 7744785 10477904 7592830 DBC1 NSCLC 1 15746151 DBF4 cutaneous melanoma 1 17768177 DBF4 melanoma 1 17768177 DBH melanoma 5 3488815 942051 DBI melanoma 1 1292782 DBN1 NSCLC 1 21242119 DBP melanoma 7 2987824 19394758 10896812 10940259 223503 5806584 DBP skin melanoma 1 10940259 DBT invasive prostate carcinoma 2 5432063 DBT mammary adenocarcinoma 6 5432063 DBT melanoma 26 5432063 DC2 Melanoma 1 11829282 DC2 melanoma 1 11829282 DCC NSCLC 4 7812947 10353603 12527710 DCC female breast cancer 1 2424168 DCC invasive breast cancer 2 11056302 10969518 DCC invasive breast carcinoma 4 8460634 1371874 8592434 7519589 DCC mammary adenocarcinoma 1 966244 DCC melanoma 4 3930422 8427884 6311560 1594239 DCC recurrent breast cancer 1 2444337 DCI melanoma 1 2440339 DCK melanoma 1 7698025 DCN melanoma 1 5647268 DCT NSCLC 2 11551421 15196738 DCT bronchial carcinoma 1 5701856 DCT melanoma 11 10461199 1492075 18674612 7855073 15265682 20237288 14712208 7858411 20386969 8234201 8752840 DDB1 melanoma 1 12504558 DDB2 melanoma 1 8242752 DDC NSCLC 2 8007421 10715307 DDC SCLC 4 2438285 8007421 2168288 7896456 DDC medullary thyroid carcinoma 4 6798062 6736207 DDC melanoma 6 11121376 942051 17535031 DDR1 NSCLC 2 20596615 18083107 DDR1 early-stage breast cancer 1 12490681 DDX58 melanoma 1 19099299 DEC1 invasive breast cancer 1 12507560 DENND2D melanoma 1 18677770 DES invasive breast cancer 1 16896041 DES mammary adenocarcinoma 4 10357781 1253164 6768454 3020299 DES medullary carcinoma 1 3104256 DES melanoma 12 942051 15621675 6323603 11515019 2430037 2224777 9764806 9662379 DES metastatic prostate cancer 7 3529921 15046698 3883502 2968760 2724259 12835516 3139279 DES prostatic intraepithelial neoplasia 1 11507058 DFNA5 melanoma 2 11297734 16735241 DHCR24 melanoma 1 15688385 DHCR7 SCLC 2 14907713 DHCR7 mammary adenocarcinoma 1 14907713 DHCR7 melanoma 2 14907713 DHFR NSCLC 4 21036757 9762351 18187583 19419926 DHFR SCLC 3 5963888 DHFR invasive prostate carcinoma 6 5432063 DHFR mammary adenocarcinoma 20 8277497 5432063 1732551 DHFR medullary thyroid carcinoma 5 1195397 DHFR melanoma 91 18512713 1195397 5432063 8886973 16039863 1368055 18324763 20564235 7430700 2823261 DHH melanoma 1 1394207 DHODH melanoma 1 21430780 DIAPH1 melanoma 1 15250933 DIP NSCLC 1 11857398 DIP melanoma 8 942051 DKK1 NSCLC 1 17363569 DKK1 melanoma 1 10841026 DKK3 NSCLC 2 17949785 11408931 DKK4 melanoma 1 16331256 DLC1 NSCLC 2 17888903 DLEC1 NSCLC 2 20630829 21426665 DMBT1 NSCLC 1 10213490 DMBT1 SCLC 2 10962442 10213490 DMBT1 hereditary breast cancer 1 19830809 DMBT1 melanoma 3 12239452 8205526 12673672 DMC1 melanoma 1 3943125 DMD SCLC 4 14907713 DMD invasive breast carcinoma 1 10839546 DMD invasive prostate carcinoma 1 5432063 DMD mammary adenocarcinoma 6 14907713 7188842 5432063 DMD medullary thyroid carcinoma 2 1195397 DMD melanoma 22 14907713 1195397 5432063 17314512 19804941 18723276 DMD metastatic melanoma 1 19804941 DMN cutaneous melanoma 1 3334971 DMN melanoma 24 16179867 12079204 2044059 8320355 12076557 3411143 9267246 3738187 9293264 2715663 2347959 3855946 6630618 2308925 1558990 6341476 5910392 2029092 3334971 21262599 DMP1 NSCLC 1 11021631 DMP1 melanoma 1 11711428 DMPK melanoma 1 21438541 DNAJB6 melanoma 1 15589840 DNMT1 NSCLC 4 10325416 16888795 DNMT1 SCLC 1 20682643 DNMT1 breast adenocarcinoma 1 10647931 DNMT1 cutaneous melanoma 1 10555141 DNMT1 melanoma 10 16497664 10924517 10647931 8242752 10555141 19932585 16801630 DNMT1 sporadic breast cancer 1 19943104 DNMT3A cutaneous melanoma 1 10555141 DNMT3A melanoma 2 16497664 10555141 DNMT3B NSCLC 3 16773201 16951144 DNMT3B SCLC 1 12101420 DNMT3B cutaneous melanoma 3 10555141 DNMT3B melanoma 5 10802651 10555141 19932585 DNMT3L melanoma 1 12538238 DR1 NSCLC 2 9887101 987581 DR1 infiltrating breast cancer 1 10449169 DR1 invasive prostate carcinoma 1 5432063 DR1 mammary adenocarcinoma 3 5432063 DR1 medullary thyroid carcinoma 1 1195397 DR1 melanoma 21 9807738 1195397 5432063 1848598 1380674 271968 1847504 12817001 DR1 metastatic melanoma 2 1848598 12817001 DRAM breast adenocarcinoma 1 21490427 DRD2 melanoma 1 12964006 DRD3 melanoma 1 2064354 DSC2 melanoma 1 10902626 DSE melanoma 1 2199796 DSP melanoma 1 3025221 DSPP melanoma 5 942051 3025221 DSPP prostatic intraepithelial neoplasia 1 16108038 DST NSCLC 1 8806100 DST SCLC 3 1963547 8806100 8221655 DST melanoma 1 2113314 DTNB Melanoma 1 2065101 DTNB SCLC 4 14907713 DTNB invasive prostate carcinoma 1 5432063 DTNB mammary adenocarcinoma 5 14907713 5432063 DTNB melanoma 20 2065101 14907713 13428781 5432063 DTNB metastatic melanoma 1 2065101 DUSP1 NSCLC 1 20890299 DUSP1 melanoma 1 18289014 DUSP26 anaplastic thyroid cancer 2 19233143 16924234 DUSP2 melanoma 1 10395327 DUSP6 NSCLC 1 15095291 E2F1 NSCLC 3 16317086 11768610 10559859 E2F1 SCLC 1 11313916 E2F1 anaplastic thyroid cancer 1 15118916 E2F1 bronchogenic carcinoma 1 15607962 E2F1 invasive breast cancer 1 21478909 E2F1 melanoma 13 9845363 9627115 20026813 16775429 18682683 10918605 15574415 21139044 12649208 21080799 9689056 21454583 16481740 E2F1 metastatic melanoma 5 21139044 21080799 20026813 16775429 18682683 E2F1 metastatic prostate cancer 1 21045146 E2F1 prostatic intraepithelial neoplasia 1 9426064 E2F2 melanoma 3 9689056 10594755 E2F3 NSCLC 1 10559859 E2F4 NSCLC 1 10559859 E2F4 anaplastic thyroid cancer 1 15118916 E2F4 anaplastic thyroid carcinoma 1 17981789 E2F4 melanoma 1 18676853 E2F5 invasive breast cancer 1 21374739 E2F5 melanoma 1 21454583 E4F1 NSCLC 1 10559859 EBAG9 invasive breast cancer 1 15867365 EBP SCLC 4 14907713 EBP mammary adenocarcinoma 2 14907713 EBP melanoma 10 942051 14907713 10493511 10208280 ECD Melanoma 1 21135106 ECD NSCLC 1 7063747 ECD invasive breast cancer 1 20480225 ECD melanoma 5 12538688 10588391 21135106 11817040 ECD metastatic melanoma 1 11817040 ECHS1 melanoma 1 21693616 ECT2 NSCLC 1 16495035 EDA melanoma 1 18176544 EDG1 invasive breast cancer 1 12941847 EDN1 melanoma 1 11709722 EDNRA melanoma 2 10383740 EDNRB melanoma 5 16954478 15906230 16623715 10383740 EEA1 melanoma 1 9889123 EED metastatic prostate cancer 2 10604983 EFEMP1 sporadic breast cancer 1 19115204 EFNB3 SCLC 1 10037197 EFS SCLC 1 12108918 EFS bronchial carcinoma 1 10543288 EFS melanoma 4 21451389 17651037 2319140 9872311 EFS metastatic melanoma 2 17651037 2319140 EGF Melanoma 6 15514032 17456752 15087376 15883616 16248800 10587647 EGF NSCLC 79 10226546 9290266 19374595 8735986 2380259 21142856 11251004 1419897 17204867 16205628 12646240 18569529 15735034 16766261 19037840 9615719 17634832 10622253 15492241 19004725 17145836 20477246 15084387 18701187 20878128 10815932 12460919 17276470 18390417 15078990 18296914 16552172 19307998 10655437 21807458 1327036 20551051 9615470 2830015 17496429 2857420 18779612 20942630 18245547 16633328 15777970 15492792 7683573 18081709 15118073 20225761 10471051 19509246 21262974 19105704 1327029 17082181 18497061 20146583 15738541 10973323 20005069 15733386 19127503 15802268 15772294 1690210 14988746 19569236 EGF SCLC 14 7903203 2993906 11313903 6254391 15492792 2848004 2380259 2830015 14907713 3032412 10770635 9468525 16633328 EGF amelanotic melanoma 1 7730808 EGF anaplastic thyroid cancer 2 15078990 18423422 EGF anaplastic thyroid carcinoma 2 15027116 3381624 EGF breast adenocarcinoma 17 11969291 7916898 1776854 11897504 7981445 10403829 18289622 8364927 2795690 2683995 12761490 10769641 10786684 8439318 10364198 11004908 8083436 EGF bronchogenic carcinoma 2 5926742 1828071 EGF female breast cancer 2 8996543 2032259 EGF invasive breast cancer 4 15704104 17294443 19038333 11524552 EGF invasive breast carcinoma 3 10622253 EGF invasive prostate carcinoma 17 5432063 EGF male breast cancer 1 2870269 EGF malignant prostate tumor 1 10499589 EGF mammary adenocarcinoma 80 9539953 8467499 9150275 8521618 5432063 9563648 10209028 5544593 7753557 8422702 8276719 2530243 9858340 14907713 16166198 9405304 8957076 8105439 7672928 1703045 9397155 13598821 3004710 12374462 16397232 16414307 2055947 11759827 2986710 3056958 EGF medullary carcinoma 1 811671 EGF medullary thyroid carcinoma 9 1326293 18756447 1195397 EGF melanoma 366 6243633 12749703 7644477 7706254 9582016 20061986 2831241 5806584 16248800 19003995 7689722 6983525 2340496 3000950 3002610 15087376 5884360 17119451 3489522 16307652 16098054 3419514 9478978 19896805 10393532 1323541 2834372 5432063 6771000 3652009 19718025 11048727 1555235 14907713 637870 10980614 21078678 17170735 10363586 15373802 6300498 9042221 1195397 8402738 3733878 14681060 11844511 15382061 10587647 3464598 1878604 19706684 6090450 6605968 2991238 2988138 17760830 18440031 7763004 10655437 942051 10614576 10651165 18930841 14660701 3261802 2390002 9973604 2145926 1720807 2484016 9849459 6279663 3500949 2440339 12370822 17472582 1505069 9735390 7730808 3316051 9448920 10866317 7693726 11356986 8814543 6178977 8679052 9429077 9626350 12515170 6298120 9334810 2389591 16452192 10597292 2576236 9488658 8836111 1846706 15172643 15584372 4636326 7679996 7585535 3494524 10366420 2285223 6059350 EGF metastatic melanoma 7 10655437 10866317 6279663 16098054 12370822 6300498 3316051 EGF metastatic prostate cancer 4 9535896 17013895 17960590 17363490 EGF prostatic intraepithelial neoplasia 3 10325501 7522959 11506815 EGF recurrent prostate cancer 1 14662770 EGF thyroid medullary carcinoma 1 811671 EGFL7 NSCLC 1 20034472 EGFR Melanoma 3 20010863 17111370 12207743 EGFR NSCLC 740 20127143 20423982 10226546 17227238 18438878 21357891 9014747 11448895 15788655 19371962 15913841 11251004 16778591 20130436 16843264 15604279 15857287 10481927 20956191 21463141 20155428 17410005 16766261 21423210 18367287 12796401 20673491 18458043 20716641 15084387 19201048 17175059 10764334 20832137 20159991 17353898 15196739 21317742 19096301 15899817 20627894 20480736 12429640 20973798 17913857 10209964 20228844 17383523 17011067 7683573 18281673 20815376 10703508 15386420 21067263 19430813 19692681 17161498 16361534 15095291 9421349 18199554 20439190 20404520 18712184 17547522 10468583 20868346 16316305 17224926 17382029 16857821 10656440 20009914 18413800 18263768 15815931 17549418 15015570 19692680 16531062 15886316 11432888 21428885 21572125 17673615 16646071 21654681 17054433 16956694 18316341 17274376 16183941 19349489 10676634 17578022 17011066 16015534 16140420 20878128 15688623 17047074 18355939 21274533 11844598 21512415 17716025 7882337 20036027 20595147 19459856 21807458 14720353 15026553 17616683 19138950 16024629 20022659 18185470 20959484 15728811 18172786 18325048 20942630 20022809 15753456 20073576 19491201 18696232 16938658 12060626 17192902 15118073 21632451 17317677 20473935 21876080 15897572 17671149 18261354 16818618 20035424 12044241 2766284 17545606 19487967 17713473 16870303 16472709 12234991 17285735 21518819 21860002 20357614 18484217 12748244 14641989 16185155 17409951 19088816 21526964 19086609 18448997 19795580 15813676 18347147 1419897 18506667 18706736 16272456 19339104 15713516 1314134 10576740 16890793 20859451 17671150 19393834 16043828 17205515 19185949 18520805 18782080 17575133 15314969 18263773 19381026 20828860 15492241 17618013 17349623 18304690 20085868 21292812 19059670 15710947 17487844 18971836 10815932 12708474 19680291 21192563 11350918 16334173 18509184 16818680 20118973 17015027 16354869 16140912 17332333 19153117 17368623 19088154 19667260 21152424 18513579 19477549 17237005 21030498 1341235 12154033 20026060 17455141 19519298 18651255 20225761 19596959 17931092 15770208 16336751 15910663 20363215 9066588 19509246 15895392 21132006 21080748 12068308 21045158 18497061 17550984 19476276 16785470 19093231 20005069 20009909 15994928 21550561 18957054 18242762 15802268 17145885 16820093 17018617 9290266 18513582 19318484 16919840 16818686 8068846 18448998 16205628 20552223 16253759 15526754 21418699 20878103 10690556 19349493 20840812 19037840 21272159 21159653 16857814 17634832 20921461 15753357 20963488 8391918 19225067 930945 19680294 15118125 19680292 20519133 15665299 20087963 19959251 18789554 17361439 15476598 16608981 17645848 18726117 2857420 21187458 18666211 21513367 20421816 17537621 19064956 16088519 19046792 17575121 15788682 21155184 17589302 16324767 17180521 20154724 18379349 18956645 19531623 18083041 19123074 21216488 20040275 15157306 20974565 15638957 17406029 20127001 18381944 15886310 19058870 21154125 19706809 20036602 18569529 12901223 15217959 19247083 21196266 17337084 19671872 15610717 11165398 21204748 16322287 18061305 10383151 17157952 18513580 21436589 21196393 15078990 16750500 17548126 17099782 17551136 21093094 12422312 14656386 20852864 17607370 10655437 21196162 18827604 16800963 21411446 19787214 18309959 20975380 16921488 21796416 16912157 20647329 17932690 19461168 9747120 19952121 15284455 15492792 18513581 17409862 16877703 17634830 11432895 17111370 19530244 19362943 20530710 20822827 20530444 19105704 18347146 20887192 15738541 17458894 21635547 12460918 20712464 16459173 19362942 17927584 20603615 11146490 20406974 10734314 1741162 10216485 15638956 16088516 19945766 18379359 20358631 8617772 16865253 21233671 18389522 18186271 15712203 20309946 16003726 19381876 9815714 10438723 18187583 20803614 19155283 10622253 15753661 20477246 19233551 19712993 18647257 15166626 19841986 18467317 15182824 20151670 20635059 16282720 21067269 21757595 20015198 18418018 15025409 20551051 16198442 19417559 9615470 20559151 21406185 19643949 18222149 18245547 12688680 14582710 19549709 16425520 20647703 18270968 19536777 21216486 12882624 21481786 19379120 21430404 19804422 16685386 19299077 15952926 19404216 19360319 14534727 17631905 19057271 21606196 18632637 10767376 14988746 18271876 10761709 18349398 17493170 18317074 7063747 15604253 18303439 17653080 18243402 17203166 20837450 16628257 18978556 15638955 21029366 17322538 16288556 21258258 12196365 17145836 18166836 18413750 21107285 19505745 19357847 19433372 16869779 17276470 17948911 17695511 16909423 20980824 20229816 18949411 16262567 17496429 19650855 21524465 15777970 20223111 19473721 17285540 19519336 16980606 17268351 15696205 18451158 21116327 20103621 20660959 20395213 12374696 18423782 16857818 20199974 10524458 20146583 17409968 10973323 20705357 20860097 20975373 19127503 20386533 21266922 16199108 19038731 18520299 21053345 18832819 15582898 12480189 17435415 19482958 16512978 20943620 17898810 15735034 19884861 17964994 19760159 16863509 18429954 21306997 20551260 16505443 17548322 15196544 19763916 18407408 19852530 21175241 18296914 10873086 9516978 19632939 20097187 19692773 19473722 19427302 20156777 19185385 16827805 18779612 20843314 17785547 20388064 15144948 17409855 20585086 21271222 17874972 20840818 15647370 10728703 16969107 20400478 16806963 17456787 19638461 16731747 20237869 16424029 21030453 18083107 21057211 16459174 19147750 21262974 17577030 17082181 12204532 21332242 16567021 17908804 16024644 16730855 16230409 20939760 15733386 18202784 21057810 19786660 21443472 11521727 16003751 19569236 EGFR SCLC 23 1911210 21481786 17549418 20028651 15026553 17601631 6266631 14603439 20130436 21178714 11165398 17784875 15994928 15492792 18829487 20837450 2848004 15647370 10770635 10318809 20852864 EGFR anaplastic thyroid cancer 5 17938326 21220477 10628390 15078990 EGFR anaplastic thyroid carcinoma 3 10942601 15827337 10628390 EGFR bilateral breast cancer 1 8847135 EGFR breast adenocarcinoma 12 12761490 17251686 1709586 10347170 17363959 10647931 19514842 3093483 18289622 EGFR bronchial carcinoma 1 21424799 EGFR bronchogenic carcinoma 1 19241901 EGFR cutaneous melanoma 2 20562656 21713365 EGFR early-stage breast cancer 1 20665703 EGFR female breast cancer 1 12683217 EGFR invasive breast cancer 15 15095477 11165756 15031710 19685490 10706093 11920586 20473280 19065064 20543821 18536655 11782368 17001676 9582527 16322251 EGFR invasive breast carcinoma 12 10622253 10681748 7517222 12118023 18060028 11389077 19434314 18400253 EGFR invasive prostate carcinoma 1 7606709 EGFR male breast cancer 2 1949915 12419588 EGFR male breast carcinoma 1 1538271 EGFR malignant prostate tumor 1 10499589 EGFR mammary adenocarcinoma 8 8105439 9397155 11194458 12605184 15668805 7753557 8957076 1318304 EGFR medullary carcinoma 3 15958055 19886718 18175520 EGFR medullary thyroid carcinoma 6 19776290 9247102 1326293 18756447 20943719 EGFR melanoma 108 18347140 11713583 10802651 12749703 12522257 7706254 20544847 20061986 21713365 19003995 11231770 1322798 17594688 17549380 9815926 9688140 18398842 10440377 16098054 3419514 19896805 20528747 15273254 18023415 19596357 17522246 637870 21078678 20562656 15695395 9042221 11287972 14681060 12469172 11208852 18227705 1629628 20232784 10628399 9216646 17760830 18440031 10655437 942051 9620065 18377216 15714117 20010863 15902326 18287387 19948538 17453948 14660701 17284372 17032700 2145926 9849459 10647931 21617791 17472582 1505069 8758927 19328671 8144194 2766284 17520845 17251686 11356986 12068308 9334810 10597292 8245015 12460918 1846706 15172643 16077934 10713699 19273060 EGFR metastatic melanoma 11 15273254 11713583 10655437 16098054 20232784 10628399 EGFR metastatic prostate cancer 5 9535896 17013895 17363490 18769126 19294521 EGFR nsclc 1 18083041 EGFR prostatic intraepithelial neoplasia 6 9924433 7606709 15472903 10519415 17183836 7892162 EGFR recurrent breast cancer 1 9865918 EGFR recurrent lung cancer 1 16140420 EGFR undifferentiated thyroid carcinoma 1 16287490 EGLN3 medullary thyroid carcinoma 1 17102081 EGLN3 melanoma 1 17102081 EGR1 NSCLC 2 20959484 7478546 EGR1 breast adenocarcinoma 1 16093249 EGR1 medullary thyroid carcinoma 1 1195397 EGR1 melanoma 3 16093249 19706684 1195397 EGR1 prostatic intraepithelial neoplasia 1 11567222 EGR2 medullary thyroid carcinoma 1 1195397 EGR2 melanoma 3 1906159 19706684 1195397 EGR3 melanoma 2 1906159 19706684 EIF3A invasive breast cancer 2 17529973 EIF3H NSCLC 1 10362802 EIF5A2 NSCLC 1 20830705 EMB SCLC 2 14907713 EMB mammary adenocarcinoma 1 14907713 EMB melanoma 2 14907713 EMD NSCLC 1 14988746 EMD melanoma 3 20956101 15483013 18388930 EMD metastatic melanoma 1 18388930 EML4 NSCLC 10 20009909 18242762 10706887 18593892 21103621 19737969 19032370 17625570 ENG bronchial carcinoma 1 3003007 ENG metastatic prostate cancer 1 10348742 ENO1 NSCLC 2 21159241 17094902 EPHA2 sporadic breast cancer 1 17011986 EPHA3 melanoma 1 14993899 EPHA3 metastatic melanoma 1 14993899 EPHA4 prostatic intraepithelial neoplasia 1 15342375 EPHB2 SCLC 1 10037197 EPHB6 SCLC 1 10037197 EPHX1 NSCLC 1 18258609 EPO NSCLC 3 18347197 17649769 15772576 EPO amelanotic melanoma 1 7305612 EPO female breast carcinoma 1 9473775 EPO mammary adenocarcinoma 1 12118093 EPO melanoma 5 9270023 2112046 7305612 16110135 1650000 EPOR melanoma 1 9270023 EPOR prostatic intraepithelial neoplasia 1 17637760 EPS8 malignant prostate tumor 1 10499589 EPX melanoma 1 12773629 ERBB2 NSCLC 6 10973323 10764334 15994928 17311002 10656440 16818618 ERBB2 SCLC 1 15994928 ERBB2 female breast cancer 1 15300811 ERBB2 hereditary breast cancer 1 18567944 ERBB2 invasive breast cancer 3 17529973 19945923 ERBB2 male breast cancer 1 15300811 ERBB2 malignant breast tumor 1 11425269 ERBB2 mammary adenocarcinoma 2 16585198 15870067 ERBB2 melanoma 2 1322798 14993899 ERBB2 metastatic melanoma 1 14993899 ERBB2 metastatic prostate cancer 2 18769126 19294521 ERBB2 sporadic breast cancer 4 18596026 19434886 1757079 15351094 ERBB3 malignant breast tumor 1 11425269 ERBB3 melanoma 2 7540532 15150091 ERBB4 Melanoma 1 20021303 ERBB4 melanoma 2 20021303 19718025 ERC1 invasive prostate carcinoma 1 5432063 ERC1 mammary adenocarcinoma 3 5432063 ERC1 melanoma 13 5432063 ERC2 invasive prostate carcinoma 1 5432063 ERC2 mammary adenocarcinoma 3 5432063 ERC2 melanoma 13 5432063 ERCC1 NSCLC 62 20504223 10320375 16557672 19538866 20462983 15764785 17640298 19488864 15026553 19361884 16195237 12867068 20082278 12114432 19799875 14624713 21168393 18623378 21597406 18342529 20395129 19884554 21493726 21248763 20541281 19962780 21152077 18450322 21918337 20351547 17222938 16980606 20673515 20332140 20189873 17417781 19552012 17396481 18977553 18804893 21029626 19733931 12437479 18823676 15720263 11156237 10754494 20705357 17602079 11058619 19123003 19150580 17489733 17905465 19900859 20878620 20801905 16351803 11071672 19253035 19875192 ERCC1 SCLC 4 20975385 21440950 15026553 17889401 ERCC1 cutaneous melanoma 1 17210993 ERCC1 invasive breast cancer 1 19318915 ERCC1 melanoma 3 17210993 8845476 11150357 ERCC1 metastatic prostate cancer 5 16957145 ERCC2 NSCLC 1 11058619 ERCC2 invasive breast cancer 2 18196582 16030124 ERCC2 melanoma 1 11888908 ERCC4 invasive breast cancer 1 17436274 ERCC5 invasive breast cancer 1 16381944 ERCC6 Melanoma 1 16258177 ERCC6 melanoma 1 16258177 EREG NSCLC 1 19138950 ERF anaplastic thyroid cancer 1 11846609 ERG NSCLC 2 21047489 20507803 ERG cutaneous melanoma 2 8489436 21674222 ERG melanoma 11 14499824 10946080 1544774 7829090 9443392 12137767 16562510 8489436 8502479 21674222 8249579 ERG metastatic melanoma 2 16562510 9443392 ERG metastatic prostate cancer 3 16951141 9443392 ERG prostatic intraepithelial neoplasia 17 19396168 21383613 17922029 21623182 18065961 18563191 9443392 21961743 16432235 16213704 11854455 21169414 19396167 ESAM melanoma 2 12819200 20153339 ESD NSCLC 1 16319328 ESR1 female breast cancer 1 21868547 ESR1 invasive breast cancer 1 20033484 ESR1 sporadic breast cancer 3 16477637 17904846 ESR2 sporadic breast cancer 3 16261413 19429453 17904846 ETS1 invasive breast cancer 1 21444677 ETS1 melanoma 1 1713127 ETV1 Melanoma 1 12054346 ETV1 melanoma 3 17123506 20944735 12054346 ETV1 metastatic prostate cancer 1 16951141 ETV1 prostatic intraepithelial neoplasia 2 17922029 19789348 ETV4 melanoma 1 17123506 ETV4 metastatic prostate cancer 1 16951141 ETV4 prostatic intraepithelial neoplasia 1 20736744 ETV5 melanoma 1 17123506 ETV6 NSCLC 1 17625570 ETV6 invasive breast cancer 1 15887243 ETV6 melanoma 1 1709722 EVI2B melanoma 1 12519127 EWSR1 breast adenocarcinoma 1 10647931 EWSR1 melanoma 5 10647931 20712646 EWSR1 non-cutaneous melanoma 1 20712646 EXOC2 invasive breast cancer 2 17529973 EXOC3 NSCLC 1 18328944 EYA3 invasive breast cancer 1 20418914 EZH2 NSCLC 2 21539681 21270667 EZH2 SCLC 1 18421308 EZH2 anaplastic thyroid cancer 1 11846609 EZH2 cutaneous melanoma 1 16330673 EZH2 invasive breast carcinoma 3 17502350 19661437 11126200 EZH2 medullary carcinoma 1 19886718 EZH2 melanoma 7 8790415 17693191 16330673 20838376 17911618 21383005 14993899 EZH2 metastatic melanoma 2 21383005 14993899 EZH2 metastatic prostate cancer 5 12374961 18006806 15210113 10604983 F10 Melanoma 2 8417834 8923704 F10 SCLC 2 14907713 F10 cutaneous melanoma 1 8923704 F10 mammary adenocarcinoma 1 14907713 F10 melanoma 129 10406796 20140010 3149236 17135264 4062257 12884286 3080378 8417834 2734821 10363980 7908833 8857670 7256537 9209343 16920575 18567001 3708559 10366710 8402221 10749584 7650296 1668533 21087931 3999729 10330411 3542141 3625393 209054 7961886 8180966 1409107 7657528 3132343 14907713 336380 10999942 15300733 6852342 2578042 3139579 2833329 2297694 21393247 10744047 8436442 6463854 3917273 1940447 2744198 15024700 3200838 8541723 7600558 2015198 8251042 15187325 2549531 1536778 3479636 17363539 3756921 17986856 1512264 2663559 6480158 1317866 17582610 20950440 8065154 2293912 7059943 19640177 1380952 7560451 2147942 1977729 12973697 12133994 11863419 3105864 2161802 5344176 18495474 1337002 7101131 8740457 9414396 6088347 8923704 2440339 9271506 10380426 9241963 2168345 2051777 16536457 11190493 3711669 6848176 15281235 8225856 7192863 2167782 1405587 4077343 3762173 10091936 10712915 7356511 1738231 3552203 8390876 18674393 7087484 10660099 14520692 908034 15651048 10982396 18600473 16462764 5560840 975082 12168807 F10 metastatic melanoma 8 15187325 6088347 15024700 10363980 3200838 7600558 1317866 2297694 F11 invasive prostate carcinoma 1 5432063 F11 mammary adenocarcinoma 3 5432063 F11 melanoma 16 5432063 6208129 7046918 1585837 F12 SCLC 2 1654059 1660040 F12 amelanotic melanoma 1 5918574 F12 mammary adenocarcinoma 1 5544593 F12 melanoma 4 144559 2737997 5918574 8332118 F2 NSCLC 2 1718400 2430072 F2 SCLC 6 14907713 F2 amelanotic melanoma 1 12100494 F2 bronchial carcinoma 1 5706694 F2 bronchogenic carcinoma 2 6059570 F2 cutaneous melanoma 1 10870514 F2 mammary adenocarcinoma 4 427787 14907713 F2 melanoma 23 942051 12100494 10096553 2303529 2302705 10870514 6572555 9851930 7414950 1661823 14907713 6573723 558988 6312838 F2 metastatic melanoma 2 6312838 F3 mammary adenocarcinoma 2 5840387 F3 melanoma 2 2302705 7956691 F5 melanoma 3 209054 21159666 9176486 F5 metastatic melanoma 1 21159666 F7 invasive prostate carcinoma 1 5432063 F7 mammary adenocarcinoma 3 5432063 F7 melanoma 13 5432063 F8 melanoma 2 1661823 8724788 F9 SCLC 1 2823151 F9 invasive prostate carcinoma 2 5432063 F9 mammary adenocarcinoma 6 5432063 F9 medullary thyroid carcinoma 4 1195397 1350057 F9 melanoma 58 942051 9486968 5432063 2900709 5806584 7657528 2884032 2562438 3488815 14734818 887927 2456211 14516789 11497284 9611775 3058164 1382418 1195397 1837520 2440339 1623557 2040539 3461723 F9 metastatic prostate cancer 1 1525060 FAAH melanoma 3 9790682 FABP7 invasive breast carcinoma 1 19590950 FABP7 melanoma 4 16237179 15734831 16618771 FADD NSCLC 1 17075122 FADD SCLC 1 9990849 FADD breast adenocarcinoma 1 9786905 FADD melanoma 7 9217148 19285976 17075122 16438619 19342627 10980599 11716543 FAM129B melanoma 1 21148485 FANCA bronchogenic carcinoma 1 12766948 FANCA invasive breast cancer 1 9806548 FANCC bronchogenic carcinoma 2 12766948 FANCC invasive breast cancer 1 9806548 FANCC sporadic breast cancer 1 19536649 FANCD2 NSCLC 1 15694018 FANCD2 bronchogenic carcinoma 1 12766948 FANCD2 invasive breast cancer 1 9806548 FANCD2 sporadic breast cancer 2 19536649 16679306 FANCG bronchogenic carcinoma 1 12766948 FANCG invasive breast cancer 2 9806548 FANCI sporadic breast cancer 1 19536649 FANCL sporadic breast cancer 1 16679306 FAP NSCLC 1 15230629 FAP anaplastic thyroid carcinoma 1 7962323 FAP cutaneous melanoma 1 12542520 FAP melanoma 5 9591632 8391923 15133496 12542520 12019208 FAS NSCLC 3 12466971 21481786 11165392 FAS SCLC 3 12466971 21481786 11165392 FAS anaplastic thyroid carcinoma 1 11686581 FAS breast adenocarcinoma 1 18239283 FAS infiltrating breast cancer 1 17653900 FAS invasive breast cancer 1 15390078 FAS melanoma 18 942051 11163401 17904792 19168581 15172643 11225993 18618109 17762755 9261184 10900469 10092779 16538172 17652623 12903626 FAS prostatic intraepithelial neoplasia 2 20464497 15880754 FASLG NSCLC 1 11165392 FASLG SCLC 1 11165392 FASLG melanoma 1 16538172 FASN breast adenocarcinoma 1 10647931 FASN melanoma 7 10647931 21213365 20805790 18770866 FASN metastatic melanoma 1 18770866 FAT melanoma 1 19228739 FAT metastatic prostate carcinoma 1 18700688 FBLN1 breast adenocarcinoma 1 10647931 FBLN1 melanoma 4 10647931 FBLN5 melanoma 1 18339882 FBN2 NSCLC 1 15951052 FBP1 SCLC 2 14907713 FBP1 mammary adenocarcinoma 1 14907713 FBP1 melanoma 2 14907713 FBXL14 NSCLC 1 10655587 FBXO11 melanoma 1 19360327 FCRLA melanoma 1 17625599 FDFT1 NSCLC 1 987581 FEN1 SCLC 1 14562054 FES melanoma 1 7814145 FEV bronchogenic carcinoma 1 9334092 FEZ1 NSCLC 1 12114433 FEZ1 SCLC 1 12114433 FGF10 melanoma 3 10873378 FGF12 anaplastic thyroid carcinoma 1 17045167 FGF1 melanoma 2 21302306 8819125 FGF2 NSCLC 4 19318994 21152424 17145836 FGF2 melanoma 8 12464388 15091189 12137767 16029424 8970586 16288042 15314170 11280792 FGF2 metastatic melanoma 1 12464388 FGF3 prostatic intraepithelial neoplasia 1 10945637 FGF4 melanoma 1 19633643 FGF4 prostatic intraepithelial neoplasia 1 10945637 FGF6 prostatic intraepithelial neoplasia 1 10945637 FGF7 NSCLC 1 21152424 FGF7 melanoma 3 10873378 FGF8 prostatic intraepithelial neoplasia 1 10629559 FGF9 NSCLC 2 17145836 FGFR1 NSCLC 4 15994928 6382953 17145836 FGFR1 SCLC 2 15994928 19903855 FGFR1 invasive breast cancer 2 20473280 12040186 FGFR1 malignant prostate tumor 1 9537256 FGFR1 medullary thyroid carcinoma 1 1326293 FGFR1 melanoma 9 3344216 10684625 18245465 6382953 8819125 19949352 10395325 FGFR1 metastatic melanoma 1 18245465 FGFR1 metastatic prostate cancer 1 11085537 FGFR1 prostatic intraepithelial neoplasia 3 14695195 14678983 11406643 FGFR1OP NSCLC 1 17888034 FGFR2 NSCLC 3 21152424 17145836 FGFR2 SCLC 1 19903855 FGFR2 female breast cancer 1 19582883 FGFR2 hereditary breast cancer 1 19863427 FGFR2 invasive breast cancer 3 17529973 17081916 FGFR2 malignant prostate tumor 1 9537256 FGFR2 melanoma 4 1847668 3344216 19147536 FGFR2 prostatic intraepithelial neoplasia 2 14695195 11406643 FGFR2 sporadic breast cancer 1 21060860 FGFR3 NSCLC 2 17949785 21152424 FGFR3 early-stage breast cancer 1 11242036 FGFR3 hereditary breast cancer 1 19863427 FGFR3 melanoma 4 3344216 11242036 18677770 FGFR3 metastatic melanoma 1 11242036 FGFR4 Melanoma 1 1716514 FGFR4 NSCLC 1 18949411 FGFR4 invasive breast cancer 1 16109476 FGFR4 medullary thyroid cancer 1 15709206 FGFR4 melanoma 3 1716514 FGFR4 metastatic melanoma 1 1716514 FGFR4 metastatic prostate cancer 1 18756523 FH NSCLC 3 18482780 21104151 19259664 FH invasive breast cancer 2 1469898 15066923 FH invasive prostate carcinoma 1 5432063 FH mammary adenocarcinoma 3 5432063 FH melanoma 16 5432063 5833547 5806584 FH prostatic intraepithelial neoplasia 1 7524011 FH sporadic breast cancer 1 17063276 FHIT NSCLC 18 10519387 12771912 17974981 9187130 7522041 17949785 11325823 19948914 10426784 2821400 12518864 18690840 15313915 15197197 15341994 15541815 11479891 16618724 FHIT SCLC 5 17119051 12007194 11479891 2821400 FHIT bilateral breast cancer 2 9157994 11200774 FHIT hereditary breast cancer 1 9624249 FHIT invasive breast cancer 1 14999140 FHIT medullary thyroid carcinoma 1 15982921 FHIT sporadic breast cancer 5 10463571 20490964 18593338 20417865 FHL1 Melanoma 1 1056313 FHL1 melanoma 1 1056313 FHL2 NSCLC 2 10102273 FHL2 SCLC 1 12044010 FHL2 melanoma 2 10201372 14583455 FHOD1 mammary adenocarcinoma 1 12632087 FHOD1 melanoma 1 12665555 FLG melanoma 1 2190217 FLJ11151 melanoma 2 14764994 FLJ11151 metastatic melanoma 1 14764994 FLNA melanoma 4 20650901 20857334 20697352 12821655 FLNB melanoma 1 17172441 FLT1 melanoma 2 7734144 7681160 FLT3 SCLC 1 12748309 FLT3 melanoma 4 12778481 8835289 10685662 9458075 FLT3 metastatic melanoma 2 8835289 10685662 FLT4 melanoma 1 7681160 FMNL2 melanoma 2 18665374 FMO1 melanoma 1 2199796 FMO2 melanoma 1 2199796 FMO3 melanoma 1 2199796 FMR1 melanoma 2 9881668 6312838 FMR1 metastatic melanoma 1 6312838 FN1 melanoma 2 10447947 17060937 FOS NSCLC 1 11788907 FOS melanoma 1 6091052 FOSL1 melanoma 2 19588500 FOXA1 invasive breast carcinoma 1 18538561 FOXC1 melanoma 1 12821655 FOXC2 NSCLC 1 20460685 FOXC2 melanoma 1 10373119 FOXD3 Melanoma 1 21478267 FOXD3 melanoma 3 21478267 11799066 15701967 FOXG1 melanoma 1 17217994 FOXL1 NSCLC 1 20460685 FOXM1 NSCLC 1 19200615 FOXM1 melanoma 2 10802651 20658516 FOXM1 metastatic melanoma 1 20658516 FOXO1 NSCLC 4 18483217 10102273 19513505 FOXO1 melanoma 2 3304147 2175676 FOXO3 NSCLC 1 18483217 FOXO3 melanoma 3 18245465 FOXO3 metastatic melanoma 1 18245465 FOXO4 NSCLC 1 18483217 FOXO4 melanoma 1 2175676 FOXP3 Melanoma 1 15240741 FOXP3 NSCLC 2 19538059 21617226 FOXP3 anaplastic thyroid cancer 1 11846609 FOXP3 cutaneous melanoma 1 17851585 FOXP3 invasive breast carcinoma 2 17653902 20556505 FOXP3 melanoma 17 18413770 16799341 18820132 19435913 19471123 17851585 10605010 10553041 19147574 18414854 21177412 10605607 19808957 15240741 17914561 FOXP3 metastatic melanoma 5 16799341 18820132 10605010 15240741 19808957 FPGS invasive prostate carcinoma 1 5432063 FPGS mammary adenocarcinoma 3 5432063 FPGS melanoma 13 5432063 FPRL1 melanoma 1 1910690 FRAP1 melanoma 1 16685428 FRMD3 NSCLC 1 17260017 FRS2 NSCLC 2 17145836 FRS2 melanoma 1 14993899 FRS2 metastatic melanoma 1 14993899 FSHB NSCLC 1 7522041 FTL bronchial carcinoma 1 5706694 FTL melanoma 1 7419736 FUS invasive breast cancer 1 11731425 FUS melanoma 1 11063792 FUT1 SCLC 1 16880505 FUT2 SCLC 1 16880505 FXN invasive prostate carcinoma 1 5432063 FXN mammary adenocarcinoma 3 5432063 FXN melanoma 13 5432063 G0S2 NSCLC 1 19816938 G6PD SCLC 2 14907713 G6PD cutaneous melanoma 1 20043092 G6PD mammary adenocarcinoma 1 14907713 G6PD medullary thyroid carcinoma 1 1195397 G6PD melanoma 12 942051 1195397 10232848 20043092 14907713 1140870 19243250 2250705 GAA invasive prostate carcinoma 1 5432063 GAA mammary adenocarcinoma 3 5432063 GAA melanoma 16 19769732 271968 5432063 11676832 GAA metastatic prostate cancer 1 7979239 GAB2 SCLC 1 12611639 GAB2 melanoma 1 17443002 GABARAP breast adenocarcinoma 1 21490427 GABRP sporadic breast cancer 1 16187283 GADD45A melanoma 1 16931908 GADD45A sporadic breast cancer 1 19728081 GAK melanoma 1 6431036 GAL medullary thyroid carcinoma 1 1195397 GAL melanoma 4 13428781 1195397 3938367 GALNT14 melanoma 1 17767167 GALNT4 invasive breast carcinoma 1 11438682 GALR1 melanoma 1 17637475 GALR2 SCLC 2 10980593 GALT melanoma 1 2440339 GAPDH NSCLC 1 16319328 GAPDH SCLC 1 12615892 GAPDH invasive breast cancer 1 9935231 GAPDH invasive prostate carcinoma 1 5432063 GAPDH mammary adenocarcinoma 3 5432063 GAPDH melanoma 31 942051 11928988 5432063 11476540 14654933 21255653 9649157 20977885 16462795 21501115 9378546 GART SCLC 2 14907713 GART mammary adenocarcinoma 1 14907713 GART melanoma 2 14907713 GAS1 melanoma 1 18280770 GAS7 melanoma 1 15133843 GATA3 invasive breast cancer 1 17129787 GATA3 invasive breast carcinoma 1 21229645 GATA3 melanoma 2 1460426 21091910 GATA4 cutaneous melanoma 1 10555141 GATA4 melanoma 2 20977544 10555141 GBA melanoma 1 19921300 GC NSCLC 14 11556252 19737998 9728582 19075598 10623702 8608979 19353596 16804877 10591208 10550150 12879472 14716031 1327567 16806572 GC SCLC 9 10995388 14907713 10591208 8608979 GC anaplastic thyroid cancer 1 12747470 GC breast adenocarcinoma 1 20334155 GC bronchogenic carcinoma 1 8269587 GC female breast cancer 2 15265021 10593993 GC invasive breast cancer 1 16381944 GC invasive prostate carcinoma 2 5432063 GC mammary adenocarcinoma 10 14907713 5432063 2867631 GC medullary thyroid carcinoma 2 1195397 GC melanoma 66 1714933 10802651 942051 3098721 16331256 10378691 9524063 5432063 19639414 3488815 10495428 14907713 12149137 18602825 271968 17767397 4054905 5772652 12894475 9425310 1195397 16623715 18930904 18278030 9261184 20876209 8995238 10462496 GC metastatic prostate cancer 1 10604983 GCA NSCLC 1 15930031 GCA medullary thyroid carcinoma 1 9617347 GCA melanoma 2 15683221 GCG SCLC 1 1348017 GCG invasive breast cancer 1 14744747 GCG melanoma 2 10942517 GCG metastatic melanoma 1 10942517 GCK melanoma 1 10702802 GCLC NSCLC 2 15254739 16012725 GCLC SCLC 1 16012725 GCLM NSCLC 2 15254739 16012725 GCLM SCLC 1 16012725 GCM2 medullary thyroid cancer 1 19952463 GDF15 prostatic intraepithelial neoplasia 2 15342369 17286605 GDF3 melanoma 1 20950440 GDNF Melanoma 1 8084609 GDNF SCLC 1 9559344 GDNF bronchial carcinoma 1 15870700 GDNF cutaneous melanoma 1 8084609 GDNF medullary carcinoma 1 10947080 GDNF medullary thyroid cancer 1 17638907 GDNF medullary thyroid carcinoma 9 9284737 10947080 10426588 9474863 9681515 12056817 15351743 9559344 9600247 GDNF melanoma 4 8084609 21079792 7954839 20201982 GEM NSCLC 17 15951165 18804894 19173823 15639725 17143600 17028052 19838034 12025223 10446980 10637256 15389886 11828947 10572603 16622691 11697823 12783203 9402180 GEM anaplastic thyroid cancer 1 10815936 GEM melanoma 5 9668338 9535903 7928631 18772397 20721616 GEM prostatic intraepithelial neoplasia 4 11175795 10498888 15026373 5635018 GFAP invasive breast carcinoma 1 1701519 GFAP invasive prostate carcinoma 1 5432063 GFAP mammary adenocarcinoma 3 5432063 GFAP medullary carcinoma 1 2993153 GFAP medullary thyroid carcinoma 1 1195397 GFAP melanoma 22 8358154 3300612 2423348 1195397 1805570 5432063 1708642 16815016 1594490 14600146 GFI1 SCLC 1 15960971 GFRA1 medullary thyroid cancer 1 16813162 GFRA1 medullary thyroid carcinoma 1 11360200 GFRA2 medullary thyroid carcinoma 1 11360200 GFRA3 medullary thyroid carcinoma 2 12490080 11360200 GGN metastatic prostate cancer 1 11592091 GH1 invasive prostate carcinoma 1 5432063 GH1 mammary adenocarcinoma 3 5432063 GH1 melanoma 13 5432063 GHR NSCLC 1 17468511 GHR invasive prostate carcinoma 2 5432063 16141391 GHR mammary adenocarcinoma 3 5432063 GHR melanoma 13 5432063 GHR prostatic intraepithelial neoplasia 1 16141391 GHRH NSCLC 2 17332943 15469915 GHRH SCLC 4 15382037 11090963 2993906 10639112 GHRH medullary thyroid carcinoma 1 1934528 GIF invasive prostate carcinoma 1 5432063 GIF mammary adenocarcinoma 4 5432063 2654951 GIF melanoma 15 5432063 2471704 6410683 GIP NSCLC 4 12902886 10925367 14758140 10811675 GIP invasive prostate carcinoma 1 5432063 GIP mammary adenocarcinoma 3 5432063 GIP melanoma 13 5432063 GIPC1 NSCLC 1 16240642 GIPC1 melanoma 1 11836571 GIPC2 melanoma 1 11836571 GIPC3 melanoma 1 11836571 GK amelanotic melanoma 2 781840 GK melanoma 7 15305416 17224549 6312838 781840 GK metastatic melanoma 1 6312838 GLA lung mucoepidermoid carcinoma 1 8731577 GLA melanoma 5 9299418 8259374 7123414 1650000 9344043 GLG1 invasive breast cancer 1 18463975 GLI1 NSCLC 3 16909105 19200615 11108711 GLI1 SCLC 1 16616798 GLI1 melanoma 5 9845363 11689955 9547293 10465584 GLI1 metastatic melanoma 1 9547293 GLI1 metastatic prostate cancer 1 11689955 GLO1 melanoma 1 10373458 GLO1 metastatic melanoma 1 10373458 GLRA1 SCLC 2 14741407 12944912 GLTSCR1 melanoma 1 11150357 GML NSCLC 1 10717525 GMPS melanoma 4 942051 GNA11 melanoma 1 21159145 GNAS NSCLC 1 17600468 GNB3 female breast cancer 1 17978878 GNG10 melanoma 1 19147396 GNRH1 invasive breast cancer 1 12037407 GNRHR invasive breast cancer 1 12037407 GOLPH3 melanoma 1 17613433 GP2 melanoma 2 10395702 9174600 GP5 melanoma 1 16227159 GPAA1 invasive breast cancer 1 17047043 GPC1 medullary carcinoma 1 2432352 GPC1 melanoma 1 8370471 GPC3 mammary adenocarcinoma 2 19288189 18404367 GPC3 melanoma 5 18974622 15623647 19517479 15807627 16299239 GPI SCLC 1 1327504 GPI amelanotic melanoma 2 3306918 GPI breast adenocarcinoma 1 15177868 GPI invasive breast cancer 1 17047043 GPI invasive prostate carcinoma 2 5432063 GPI mammary adenocarcinoma 6 5432063 GPI melanoma 51 942051 15645126 18613052 16288862 3306918 5432063 11413487 20464779 6479244 1709845 20697352 8027172 20153795 GPI prostatic intraepithelial neoplasia 2 7539865 GPNMB Melanoma 1 20375921 GPNMB melanoma 8 20375921 16609006 20824708 17516925 16964280 7878743 20373269 19383330 GPNMB metastatic melanoma 1 16964280 GPR124 melanoma 1 10947988 GPR174 melanoma 1 20880198 GPR18 melanoma 1 20880198 GPR4 melanoma 1 15280385 GPR56 melanoma 6 17314516 17640904 17575113 21724588 2893381 20374731 GPR56 metastatic melanoma 2 17314516 20374731 GPT bronchial carcinoma 1 7125855 GPT melanoma 3 16282509 6964041 1394831 GPX1 female breast cancer 1 16287877 GPX1 invasive breast cancer 1 14744747 GPX1 sporadic breast cancer 1 21434422 GPX3 melanoma 1 20043075 GRB2 medullary thyroid carcinoma 1 1326293 GRB2 melanoma 2 1322798 10091608 GREM1 bilateral breast cancer 1 19505925 GRIA1 melanoma 1 3344216 GRIA3 melanoma 1 3344216 GRIN2A melanoma 1 21629217 GRK5 mammary adenocarcinoma 1 10085129 GRK6 melanoma 2 17130136 15650023 GRM1 Melanoma 1 12704387 GRM1 melanoma 5 17609672 17332361 12704387 20505744 19458050 GRN melanoma 1 20862309 GRP NSCLC 9 10622253 8959679 8018339 11121866 17349623 8806107 1717141 10545285 GRP SCLC 62 10985927 1325285 3026617 8959679 10589749 2409423 2839114 11299758 2842362 2555450 6266631 1320893 12009231 9857994 7784258 10699954 2993906 7869832 8391296 8383784 1314136 9194577 8044796 7847823 2411209 6136018 8971929 1717141 2853597 2066982 2467598 16052225 9700092 9716729 14907713 7529212 3472765 16490321 8241020 2853594 1565825 12415686 2457430 9000570 2169019 1661625 6736205 1309802 2550492 12474049 15364143 2847257 10318809 16609038 9468588 1328611 2535962 10545285 GRP bronchogenic carcinoma 1 2842159 GRP invasive breast carcinoma 1 10622253 GRP mammary adenocarcinoma 1 14907713 GRP medullary carcinoma 4 6748945 2300897 2840564 6412451 GRP medullary thyroid carcinoma 5 1976126 2890090 1195397 6370416 1627139 GRP melanoma 10 9041380 14907713 10985675 20544786 1195397 8370164 GRPR NSCLC 5 10622253 8018339 10545285 17349623 GRPR SCLC 3 10545285 12474049 GRPR invasive breast carcinoma 1 10622253 GSDML melanoma 1 16735241 GSR melanoma 1 9764808 GSTM1 Melanoma 2 17072629 2007784 GSTM1 NSCLC 7 16012082 8706015 14734459 11751390 10493307 16195240 GSTM1 SCLC 1 15646021 GSTM1 benign thyroid tumor 1 18094897 GSTM1 cutaneous melanoma 1 21461548 GSTM1 female breast cancer 2 11731429 11408954 GSTM1 invasive breast cancer 2 15141140 9426059 GSTM1 melanoma 12 17072629 19484507 11352862 7634433 7905099 1600608 15044619 2007784 17342328 9110358 10651688 21461548 GSTM1 prostatic intraepithelial neoplasia 1 15195126 GSTM1 sporadic breast cancer 6 19287154 18392488 18080216 11731429 15725614 19902106 GSTM3 bronchogenic carcinoma 1 10749130 GSTP1 NSCLC 11 10655437 15247904 12455028 14734459 18258609 7459811 20845989 16195240 10493307 GSTP1 bronchogenic carcinoma 1 10749130 GSTP1 female breast cancer 1 11408954 GSTP1 melanoma 9 1850090 10655437 19484507 16998606 17342328 2440339 16814760 14654977 GSTP1 metastatic melanoma 1 10655437 GSTP1 metastatic prostate cancer 1 7459811 GSTP1 prostatic intraepithelial neoplasia 11 10094098 11295612 16446401 20177014 17558856 12010858 11857497 9641498 12845678 14755684 15195126 GSTP1 sporadic breast cancer 3 21434422 18080216 10779639 GSTT1 Melanoma 1 17072629 GSTT1 NSCLC 4 14734459 11751390 20845989 16195240 GSTT1 SCLC 1 15646021 GSTT1 benign thyroid tumor 1 18094897 GSTT1 bronchogenic carcinoma 1 10749130 GSTT1 cutaneous melanoma 1 21461548 GSTT1 female breast cancer 3 12888106 11731429 11408954 GSTT1 invasive breast cancer 1 9426059 GSTT1 melanoma 7 17342328 17072629 19484507 11352862 21461548 1600608 16998606 GSTT1 prostatic intraepithelial neoplasia 1 15195126 GSTT1 sporadic breast cancer 6 19287154 18392488 18080216 11731429 15725614 19902106 GSTZ1 melanoma 1 10597185 GSTZ1 sporadic breast cancer 1 10597185 H2AFX female breast cancer 1 11731429 H2AFX sporadic breast cancer 2 18206537 11731429 HAL amelanotic melanoma 1 19140894 HAL melanoma 2 19140894 11289136 HAND1 melanoma 1 19441164 HAP1 cutaneous melanoma 1 18414292 HAP1 melanoma 4 17294171 18414292 15745047 HAP1 metastatic melanoma 1 18414292 HARS NSCLC 1 19895165 HAS1 invasive breast cancer 1 17315194 HAS1 melanoma 1 10594733 HAS2 invasive breast cancer 2 16024615 17315194 HAS2 melanoma 3 7529138 19285976 10594733 HAS3 invasive breast cancer 1 17315194 HAS3 melanoma 1 19285976 HBB NSCLC 1 7688555 HBB anaplastic thyroid cancer 1 10437618 HBE1 NSCLC 1 9217765 HBM melanoma 2 11448477 9342756 HBP1 invasive breast cancer 2 16495219 17616670 HBP1 melanoma 2 18814281 HBXIP NSCLC 1 19885569 HD Medullary Thyroid Cancer 1 6211129 HD Melanoma 1 3029899 HD NSCLC 5 21532627 16542217 20592358 16222451 8535215 HD SCLC 1 11915735 HD bilateral breast cancer 1 18722264 HD bronchogenic carcinoma 2 6233397 1698311 HD cutaneous melanoma 1 1281615 HD invasive prostate carcinoma 1 5432063 HD mammary adenocarcinoma 4 3088311 5432063 HD medullary thyroid cancer 1 6211129 HD medullary thyroid carcinoma 3 1195397 17021738 HD melanoma 34 5432063 20930514 942943 11587220 5806584 19846971 1281615 11313348 8789740 2369143 11727793 1195397 21558968 3029899 17363583 19777689 11776411 7726138 1293171 HD metastatic melanoma 3 19846971 21558968 7726138 HDAC10 NSCLC 1 15305372 HDAC1 Melanoma 1 17850504 HDAC1 hereditary breast cancer 1 21102443 HDAC1 invasive prostate carcinoma 1 5432063 HDAC1 mammary adenocarcinoma 3 5432063 HDAC1 melanoma 20 15520174 8790415 16936740 17312308 10318790 17906119 5432063 12208741 HDAC1 metastatic prostate cancer 1 21636851 HDAC2 invasive prostate carcinoma 1 5432063 HDAC2 mammary adenocarcinoma 3 5432063 HDAC2 melanoma 18 10318790 5432063 17409421 12208741 19738609 HDAC2 metastatic prostate cancer 1 21636851 HDAC3 invasive prostate carcinoma 1 5432063 HDAC3 mammary adenocarcinoma 3 5432063 HDAC3 melanoma 13 5432063 HDAC4 NSCLC 1 17145876 HDAC4 melanoma 2 17363583 12208741 HDAC6 anaplastic thyroid cancer 1 17914112 HDAC6 anaplastic thyroid carcinoma 1 17914112 HDAC6 breast adenocarcinoma 1 20970878 HDAC6 melanoma 1 21562571 HDC Melanoma 1 12777977 HDC SCLC 4 10416006 10455376 9093707 2842552 HDC breast adenocarcinoma 1 17895589 HDC mammary adenocarcinoma 1 17895589 HDC melanoma 6 15671558 12777977 15899839 16328055 11442763 3492537 HDC metastatic melanoma 1 11442763 HDGF NSCLC 5 21426662 18478933 15870924 16397209 HDGF melanoma 1 14583466 HECA extracutaneous melanoma 1 7726633 HECA melanoma 1 7726633 HERC2 invasive breast cancer 2 17529973 HERC2 melanoma 1 7601462 HES1 Melanoma 1 7593279 HES1 SCLC 2 11306509 20388374 HES1 breast adenocarcinoma 1 10647931 HES1 melanoma 5 10647931 7593279 HES1 metastatic melanoma 1 7593279 HEXIM1 invasive breast cancer 1 12941847 HEYL invasive breast cancer 1 15520192 HFE male breast cancer 1 16003728 HGD NSCLC 1 11714532 HGD melanoma 3 10802651 16849579 9758716 HGF NSCLC 19 11519038 10655587 19381026 16322223 11175849 20716641 17550984 20146583 16945480 9012470 2146276 11172296 7621472 10734314 12210733 10545285 HGF SCLC 9 10995388 11408346 17322284 1655405 12611639 11839685 10545285 HGF anaplastic thyroid cancer 1 10487693 HGF anaplastic thyroid carcinoma 1 1674365 HGF invasive breast cancer 2 11562767 15767355 HGF invasive breast carcinoma 2 19920187 16449979 HGF male breast cancer 1 6585139 HGF medullary carcinoma 1 19097356 HGF melanoma 36 10749582 15027484 16912161 11781826 17453948 15608673 17371876 11169978 14647442 17625596 2440339 15917694 19438869 12054494 16019220 11333132 1555235 10469620 16707471 15056871 12670923 20164843 16181453 7513258 1846706 15333517 7679996 10234025 7823252 16462764 1657643 9779824 16455654 HGF metastatic melanoma 1 16912161 HGF metastatic prostate cancer 1 17016625 HGF prostatic intraepithelial neoplasia 2 19542190 12883672 HGF recurrent breast cancer 2 9816076 12645900 HGS NSCLC 1 10591208 HGS SCLC 1 10591208 HIF1A melanoma 1 8343963 HIF1A sporadic breast cancer 1 18279708 HIPK1 NSCLC 1 10216070 HIPK2 NSCLC 1 10216070 HIPK2 melanoma 1 12095419 HLA-A Melanoma 3 1618656 7814879 8640799 HLA-A NSCLC 1 9330606 HLA-A bronchogenic carcinoma 1 1654063 HLA-A cutaneous melanoma 1 11251973 HLA-A female breast cancer 1 9808907 HLA-A invasive prostate carcinoma 5 5432063 HLA-A mammary adenocarcinoma 15 5432063 HLA-A medullary thyroid carcinoma 2 1195397 HLA-A melanoma 134 1671580 2404572 6608815 11948496 9508371 9670966 9052759 9740247 1786070 9072006 8847229 8752930 16365741 9190943 271968 10752474 1912518 20430956 19092054 2987824 3402430 10687134 1373343 1396976 12704681 7814879 1733512 8640799 9809996 6337853 9096641 1618656 11251973 5765335 15728523 2034277 5432063 15853896 6208124 12618909 7994925 10699951 12669244 12957394 11132148 9286277 18616910 1195397 8027550 10363989 8530149 5696820 3760563 10403641 7689931 8368751 10746555 17114498 10602000 6312838 HLA-A metastatic melanoma 7 6337853 7994925 10687134 3760563 8027550 6312838 15853896 HLA-B Melanoma 2 11886514 9816214 HLA-B NSCLC 1 10744655 HLA-B cutaneous melanoma 1 11251973 HLA-B female breast cancer 1 9808907 HLA-B invasive prostate carcinoma 3 5432063 HLA-B mammary adenocarcinoma 9 5432063 HLA-B medullary thyroid carcinoma 2 1195397 HLA-B melanoma 96 19340423 1371301 10079292 15713214 9072006 8847229 8204347 16365741 1912518 9462725 6167544 2987824 3402430 1396976 10415043 9816214 9815820 8941878 8206526 11251973 5765335 15592718 5432063 1912519 8717527 15853896 6208124 12618909 10699951 11132148 9286277 9935159 2880915 1195397 10363989 8027550 9973437 5696820 8530149 7622289 9839551 3760563 10403641 11886514 8743295 10597191 6312838 HLA-B metastatic melanoma 5 8941878 3760563 8027550 6312838 15853896 HLA-B metastatic prostate cancer 1 11857386 HLA-C Melanoma 1 9816214 HLA-C female breast cancer 1 9808907 HLA-C invasive prostate carcinoma 1 5432063 HLA-C mammary adenocarcinoma 3 5432063 HLA-C melanoma 29 9788622 15248031 12714638 5432063 10363989 16914567 9816214 8717527 1786070 5696820 16365741 3760563 10403641 15016654 6312838 HLA-C metastatic melanoma 2 3760563 6312838 HLA-DPB1 melanoma 1 7612235 HLA-DQA1 melanoma 1 16433795 HLA-DQB1 Melanoma 1 7960221 HLA-DQB1 NSCLC 1 987581 HLA-DQB1 cutaneous melanoma 1 7960221 HLA-DQB1 melanoma 5 8960099 16365741 7960221 7607705 3461723 HLA-DRA NSCLC 1 16360016 HLA-DRA melanoma 3 7740833 11079619 10198604 HLA-E Melanoma 1 16920947 HLA-E melanoma 9 12618909 11157852 19181932 10403641 10479054 19514381 16920947 1331239 HLA-G Melanoma 1 11886514 HLA-G NSCLC 3 17673327 19602033 20156510 HLA-G SCLC 1 20156510 HLA-G breast adenocarcinoma 1 10323337 HLA-G melanoma 28 10958353 12006763 11559559 10213506 11157852 14602236 11726606 11019361 15514928 15880415 18481003 11263857 10841284 10752474 17689098 17689555 14602237 14602228 16045815 14708716 9371813 10092548 11886514 10479054 19665041 17400064 14639610 HLA-G skin melanoma 1 9371813 HLF melanoma 1 18652234 HLF skin melanoma 1 18652234 HMGA1 breast adenocarcinoma 1 16564011 HMGA1 familial breast carcinoma 1 19896837 HMGA1 mammary adenocarcinoma 1 14737112 HMGA2 NSCLC 2 17477356 17540598 HMGA2 melanoma 1 19288218 HMGB1 NSCLC 3 19535236 20430742 19933377 HMGB1 melanoma 7 15369667 18616526 17667523 10398600 16968820 HMGB1 prostatic intraepithelial neoplasia 1 12110890 HMHA1 melanoma 1 18414982 HNMT Melanoma 1 12777977 HNMT melanoma 1 12777977 HNRNPA2B1 melanoma 4 942051 HNRPK NSCLC 1 17612614 HNT melanoma 1 10485652 HOXA10 melanoma 1 10947988 HOXA9 anaplastic thyroid cancer 1 14729064 HOXA9 melanoma 1 10947988 HOXB13 melanoma 1 17145863 HOXB7 Melanoma 1 3226725 HOXB7 melanoma 3 11522651 15077196 3226725 HOXB7 metastatic melanoma 1 3226725 HOXC9 NSCLC 1 19506903 HOXD3 melanoma 1 12405287 HP Melanoma 1 1716514 HP SCLC 4 14907713 HP mammary adenocarcinoma 3 14907713 1098413 HP melanoma 25 6253089 210723 7097043 1716514 1555235 19323560 14907713 427782 9719456 7059982 3327627 21391684 11299817 16699821 7371017 10503874 7726912 10629661 13650640 7054310 HP metastatic melanoma 1 1716514 HPD amelanotic melanoma 1 4016749 HPD bilateral breast carcinoma 1 2710953 HPD melanoma 4 271968 8541727 4016749 6713952 HPN melanoma 1 19280161 HPR SCLC 3 14907713 7473809 HPR mammary adenocarcinoma 1 14907713 HPR melanoma 20 10188730 12594810 942051 14907713 10188729 15580305 12880975 HPR metastatic melanoma 2 10188730 10188729 HPS1 melanoma 2 11836498 11564171 HPS3 melanoma 1 11836498 HPS4 melanoma 1 11836498 HPSE breast adenocarcinoma 1 16093249 HPSE melanoma 4 16093249 17213834 12464388 11457866 HPSE metastatic melanoma 1 12464388 HR NSCLC 18 16542217 16808850 16987564 10811675 10506617 19650855 19933916 17702091 9187198 17356533 20400478 16542216 20956191 16641907 19917841 21047489 15609074 HR SCLC 2 15510598 16808850 HR anaplastic thyroid cancer 1 19117336 HR breast adenocarcinoma 1 21399880 HR cutaneous melanoma 1 19073198 HR early-stage breast cancer 2 10922410 15964183 HR female breast cancer 2 19491612 20473863 HR invasive breast cancer 20 20809362 15695075 16777984 17081916 20814819 15325881 21358301 20526200 19565333 19957028 11550140 3798106 17855700 17708572 10424750 20877320 21301956 12824205 18612147 HR invasive breast carcinoma 1 16938528 HR invasive prostate carcinoma 5 5432063 HR male breast cancer 1 18504455 HR mammary adenocarcinoma 15 5432063 HR melanoma 90 942051 10500842 9589196 19073198 21150923 5432063 18356341 8618842 4030140 271968 16508630 19117336 21087856 10560672 19222695 6642753 20237897 16804906 9753316 9766565 19847812 18406602 6312838 HR metastatic melanoma 1 6312838 HR metastatic prostate cancer 2 18299979 10085161 HR prostatic intraepithelial neoplasia 1 10519415 HR sporadic breast cancer 3 10856252 21060860 HRAS Melanoma 1 8903473 HRAS NSCLC 2 9815804 10576740 HRAS SCLC 2 14907713 HRAS cutaneous melanoma 1 12789284 HRAS mammary adenocarcinoma 2 14907713 7682100 HRAS melanoma 18 17518771 20047469 16750612 16964246 21170325 8903473 14907713 12789284 14961576 271968 19438459 17297468 20055910 12902988 20871217 HRAS metastatic melanoma 2 17518771 20055910 HRG invasive breast cancer 2 15704104 15782133 HRG invasive breast carcinoma 1 11389077 HRG melanoma 1 18398842 HS3ST2 melanoma 1 8790415 HSD17B2 hereditary breast cancer 1 17260097 HSD17B2 sporadic breast cancer 1 17260097 HSF1 invasive prostate carcinoma 1 5432063 HSF1 mammary adenocarcinoma 3 5432063 HSF1 melanoma 15 5432063 21044828 21397038 HSPA2 NSCLC 1 18452162 HSPA8 melanoma 1 16034300 HSPB1 NSCLC 1 20231684 HTR1B melanoma 1 11709722 HTRA2 SCLC 1 9990849 HYAL1 SCLC 1 12684632 HYAL1 invasive breast cancer 1 17315194 HYAL1 prostate cancer metastatic 1 11163112 HYAL2 SCLC 1 12684632 HYAL2 invasive breast cancer 1 16024615 HYAL3 SCLC 1 12684632 IAPP medullary carcinoma 1 8050128 IAPP medullary thyroid carcinoma 1 11720876 IAPP melanoma 1 14704146 ICOS Melanoma 1 16179369 ICOS melanoma 3 14643304 15496203 16179369 ID1 NSCLC 2 21606196 20709421 ID1 SCLC 1 2483307 ID1 breast adenocarcinoma 1 16557594 ID1 melanoma 1 12547711 ID2 breast adenocarcinoma 1 16557594 ID2 melanoma 1 16845325 IDE melanoma 1 7895911 IDH1 anaplastic thyroid cancer 4 19117336 IDH1 melanoma 5 19117336 21356389 IDH2 anaplastic thyroid cancer 2 19117336 IDH2 melanoma 3 19117336 21356389 IDI1 invasive breast carcinoma 1 11126200 IDS invasive prostate carcinoma 1 5432063 IDS mammary adenocarcinoma 3 5432063 IDS melanoma 17 942051 5432063 IFI16 breast adenocarcinoma 1 17981542 IFI16 medullary thyroid carcinoma 1 15572361 IFI16 melanoma 3 9242382 19170058 IFI27 melanoma 1 12244326 IFI44 melanoma 1 17784819 IFIH1 Melanoma 1 16714379 IFIT1 melanoma 1 18941247 IFITM3 melanoma 1 19147396 IFNAR1 melanoma 3 10321728 IFNAR2 melanoma 1 8197455 IFNB1 NSCLC 1 7688555 IFNG melanoma 1 16835788 IFNG sporadic breast cancer 2 15900487 20443055 IFNW1 melanoma 1 20574843 IGF1 NSCLC 4 20145156 15033751 10085289 12356750 IGF1 anaplastic thyroid carcinoma 1 8538619 IGF1 early-stage breast cancer 1 18719053 IGF1 hereditary breast cancer 3 16679866 10432916 17010055 IGF1 melanoma 4 11048727 18478012 10395327 10085289 IGF1R NSCLC 1 19767315 IGF1R early-stage breast cancer 1 17719783 IGF1R invasive breast carcinoma 1 18683043 IGF1R melanoma 6 2877871 16715137 11494131 14710367 8378091 15562833 IGF1R metastatic prostate cancer 1 12019176 IGF2 NSCLC 1 8929541 IGF2 breast adenocarcinoma 1 8636375 IGF2 early-stage breast cancer 1 18719053 IGF2 invasive breast carcinoma 2 18497053 10839546 IGF2 melanoma 2 20483645 21058226 IGF2R NSCLC 1 18037232 IGF2R melanoma 1 20483645 IGFBP2 melanoma 1 14744083 IGFBP2 prostatic intraepithelial neoplasia 1 12684767 IGFBP3 Melanoma 1 11021816 IGFBP3 NSCLC 1 15247904 IGFBP3 hereditary breast cancer 1 16679866 IGFBP3 melanoma 5 16988787 18287387 11021816 IGFBP6 anaplastic thyroid carcinoma 1 17045167 IGFBP7 Melanoma 1 17314971 IGFBP7 melanoma 10 20233623 18267069 18267066 20440262 20510919 17314971 19788444 IGFBP7 metastatic melanoma 1 17314971 IGHM melanoma 1 19121090 IHH melanoma 1 9845363 IK invasive breast cancer 1 11697078 IK melanoma 3 12172639 10489423 IKBKB invasive breast cancer 1 20473280 IL10 NSCLC 2 19505916 10424443 IL10 cutaneous melanoma 1 12394188 IL10 melanoma 7 16835788 10382762 11479428 19617629 8825865 10380940 12394188 IL12RB2 melanoma 1 10706132 IL15 cutaneous melanoma 1 9605179 IL15 melanoma 2 9605179 21564417 IL15 metastatic melanoma 1 9605179 IL18 NSCLC 2 17237035 IL18 melanoma 3 18288107 17411412 17237035 IL1A NSCLC 1 19505916 IL1A melanoma 4 942051 IL1B NSCLC 2 19461122 11165392 IL1B SCLC 1 11165392 IL1RN bronchogenic carcinoma 1 10673212 IL21 melanoma 2 18497970 18259184 IL21 metastatic melanoma 1 18259184 IL2 Melanoma 2 8683899 9131386 IL2 bronchogenic carcinoma 1 2485685 IL2 invasive prostate carcinoma 1 5432063 IL2 mammary adenocarcinoma 3 5432063 IL2 medullary carcinoma 1 3499823 IL2 melanoma 65 11245457 9816154 1306361 8683899 8649792 18849195 20460472 16158274 9131386 2066760 10700175 2257565 10654199 7584091 3493846 9813669 1622738 9388872 3872139 2066765 12777981 1694591 3022915 10080611 11828254 3484660 7737287 3259209 8144194 9499820 3493433 5432063 7994925 15471828 8099724 10380940 9162268 12777988 307029 1875225 8509212 3259468 6332059 3485011 2207076 6977498 3262591 6312838 IL2 metastatic melanoma 11 9499820 10080611 20460472 2066760 2257565 1875225 7994925 11828254 7737287 6312838 IL3 NSCLC 1 17625570 IL3 melanoma 1 5549896 IL4 cutaneous melanoma 1 9605179 IL4 mammary adenocarcinoma 1 10209488 IL4 melanoma 6 9605179 1901239 8509212 11530504 17258448 8314773 IL4 metastatic melanoma 1 9605179 IL4I1 melanoma 1 21469114 IL4R melanoma 1 17258448 IL5 cutaneous melanoma 1 9605179 IL5 mammary adenocarcinoma 1 10209488 IL5 melanoma 2 9605179 11359800 IL5 metastatic melanoma 1 9605179 IL6 Melanoma 1 1716514 IL6 NSCLC 2 19505916 12113582 IL6 cutaneous melanoma 1 12394188 IL6 female breast cancer 2 16959787 15265021 IL6 mammary adenocarcinoma 1 9227345 IL6 melanoma 11 16835788 8649792 12394188 21268068 20418497 1716514 11479428 7914181 12629218 IL6 metastatic melanoma 3 7914181 21268068 1716514 IL7 melanoma 2 8241952 8840152 IL7R NSCLC 1 19505916 IL8 Melanoma 1 10447678 IL8 female breast cancer 1 16959787 IL8 melanoma 4 10447678 7698025 16685428 1316786 IL9 Melanoma 1 646394 IL9 cutaneous melanoma 1 646394 IL9 melanoma 3 646394 ILF3 melanoma 1 11167023 ILK NSCLC 5 10655587 10656437 19176380 18316341 20299233 ILK anaplastic thyroid cancer 1 16093430 ILK melanoma 6 10871859 21278793 17575101 9736715 11944043 21035499 ILK metastatic prostate cancer 2 10637513 IMP3 cutaneous melanoma 1 19734845 IMP3 melanoma 1 19734845 IMP3 metastatic melanoma 1 19734845 IMPDH2 melanoma 1 18682683 IMPDH2 metastatic melanoma 1 18682683 ING1 Melanoma 1 12894234 ING1 NSCLC 1 8390038 ING1 cutaneous melanoma 1 15201991 ING1 melanoma 10 15201991 10360174 10498868 12894234 11966686 12012016 12243754 12429989 ING2 melanoma 2 16520380 10427941 ING3 melanoma 3 16520380 17634537 19935701 ING3 metastatic melanoma 1 19935701 ING4 cutaneous melanoma 1 19430401 ING4 melanoma 4 18375955 21056991 19430401 INHBA melanoma 1 20043075 INPP4B metastatic prostate cancer 1 21224358 INS melanoma 3 3488815 3000950 813153 INSL3 medullary thyroid carcinoma 1 15956746 INSM1 SCLC 1 16052225 IPMK SCLC 1 10834940 IPP melanoma 2 7589601 5549896 IRF1 invasive breast cancer 1 10749912 IRF1 sporadic breast cancer 1 10749912 IRF3 Melanoma 2 16116171 IRF3 melanoma 11 18591409 17114474 18272195 21413007 15492225 21632561 17140406 20711230 21795596 IRF4 invasive breast cancer 2 17529973 IRF4 melanoma 6 19710684 21270109 10716963 11017102 IRF4 metastatic melanoma 1 11017102 IRF7 melanoma 4 16177806 15492225 21795596 IRF9 breast adenocarcinoma 1 11522652 IRS1 melanoma 1 2440339 IRS2 prostatic intraepithelial neoplasia 1 9766646 ISG15 melanoma 5 16177806 12067988 15342634 8197455 ITCH anaplastic thyroid carcinoma 1 19016753 ITGA11 NSCLC 1 17016581 ITGA2 female breast cancer 1 16317580 ITGA3 melanoma 1 21593728 ITGB3 female breast cancer 1 16317580 ITGB3 hereditary breast cancer 1 3061869 ITGB3 melanoma 2 20851711 9104944 ITK SCLC 1 10506573 IVD melanoma 1 16110135 JAK1 cutaneous melanoma 1 16741510 JAK1 melanoma 7 21900956 17028922 8197455 19949352 10389946 16741510 JAK2 NSCLC 1 20358631 JAK2 SCLC 4 831755 10506573 8387214 JAK2 anaplastic thyroid cancer 1 19117336 JAK2 invasive breast cancer 1 831755 JAK2 melanoma 12 21248298 11287972 21566085 18287387 12821943 10398600 12419827 12589944 9139833 19047140 19117336 JAK2 metastatic melanoma 1 19047140 JAK2 metastatic prostate cancer 1 15735720 JAK3 Melanoma 1 646394 JAK3 NSCLC 1 10082509 JAK3 SCLC 1 10506573 JAK3 cutaneous melanoma 1 646394 JAK3 melanoma 7 8197455 11418623 10389946 646394 JAK3 metastatic melanoma 1 11418623 JARID1B melanoma 2 20546534 20589969 JMJD1A melanoma 1 13679920 JMJD2B melanoma 1 13679920 JMJD3 Medullary Thyroid Carcinoma 1 19269919 JMJD3 melanoma 3 8620534 JUN NSCLC 1 11788907 JUN melanoma 2 3488815 3304147 KCNMA1 melanoma 1 21072171 KCNN3 NSCLC 1 987581 KDR Melanoma 1 8554590 KDR NSCLC 2 21724587 10402473 KDR invasive breast carcinoma 1 14517445 KDR medullary carcinoma 1 9590699 KDR melanoma 14 7734144 10639280 16618733 10541969 7681160 11702693 7858416 10616207 10947988 7814145 11095400 10211121 8554590 12782586 KDR metastatic melanoma 1 10541969 KEAP1 NSCLC 2 10987304 21248763 KEAP1 SCLC 1 10987304 KEAP1 female breast cancer 1 8317490 KIF27 melanoma 1 15547730 KIF7 melanoma 1 15547730 KIN medullary thyroid carcinoma 1 1195397 KIN melanoma 2 1195397 10197632 KIR2DL1 NSCLC 1 20600442 KIR2DL1 SCLC 1 20600442 KIR2DL2 NSCLC 1 20600442 KIR2DL2 SCLC 1 20600442 KIR2DL2 melanoma 1 9605119 KIR2DL3 NSCLC 1 20600442 KIR2DL3 SCLC 1 20600442 KIR2DL3 melanoma 1 9605119 KIR2DL4 melanoma 1 17689555 KIR2DS1 melanoma 1 15248031 KIR2DS2 melanoma 1 15248031 KIR2DS4 melanoma 1 15265913 KIR3DL1 NSCLC 1 20600442 KIR3DL1 SCLC 1 20600442 KIR3DL1 melanoma 2 15248031 9605119 KISS1 Melanoma 1 12543799 KISS1 NSCLC 1 20392988 KISS1 melanoma 4 19112386 12543799 12650602 8885814 KISS1R melanoma 1 12574233 KIT Melanoma 3 19652585 12595048 21157411 KIT NSCLC 3 19816149 10582338 KIT SCLC 5 14676102 12748309 15623596 17420067 12867062 KIT amelanotic melanoma 1 17965534 KIT cutaneous melanoma 5 19047099 20110797 20716882 20711207 20088873 KIT mammary adenocarcinoma 1 14737112 KIT medullary carcinoma 1 15958055 KIT medullary thyroid cancer 2 16249420 17193820 KIT melanoma 66 17492934 20545949 12522257 1760373 21569090 7687762 20944735 19500183 19718013 16034302 9233789 16753594 21495997 18980976 19035443 20716882 21191613 21934481 17885757 22007305 20110797 21905615 21325067 11095400 21119596 20711207 21356389 20088873 18936790 20457136 18510589 21157411 18777214 17327598 16767900 19118061 19652585 19047099 10947988 19788535 12219791 18066592 20055910 19264228 18421059 17965534 21680547 20337985 12690299 19671763 11287972 19996579 10582338 1371338 21709696 20350535 12595048 14513377 KIT metastatic melanoma 8 12219791 19500183 20055910 7687762 19671763 19996579 10582338 KIT multifocal breast cancer 1 10468897 KIT sporadic breast cancer 1 12618013 KIT undifferentiated thyroid carcinoma 1 16287490 KL melanoma 2 1300735 2473008 KLF14 melanoma 1 19578363 KLF17 melanoma 1 17420453 KLF2 melanoma 1 10851172 KLF4 melanoma 2 14744438 16845325 KLF4 metastatic prostate cancer 1 21159640 KLF6 NSCLC 3 19333010 15172991 21551261 KLF6 invasive breast cancer 1 12757776 KLF6 melanoma 2 20660367 KLF6 recurrent prostate cancer 1 15994951 KLK10 NSCLC 2 20180809 21255913 KLRG1 melanoma 1 21442355 KPNA2 NSCLC 1 20658535 KPNA2 invasive breast cancer 1 17899179 KPNA2 invasive breast carcinoma 1 17899179 KRAS NSCLC 75 16043825 19638574 18438878 15815931 17549418 16818686 20034872 18349398 15733851 20358631 8068846 21258250 21428885 20309946 15604253 10576740 18223238 17671150 21463141 19393834 20878103 16043828 17575133 19349489 20921461 19247083 10676634 15753357 16863509 20871262 21306997 16140420 14601056 21768463 21636543 15118125 19680292 20087963 16909423 21543344 10655437 18418018 19096301 19787214 20022659 20559151 21271222 20840818 17192902 15118073 17634830 17317677 19596959 15696205 20439190 21074889 21030453 12068308 20145159 19476276 20009909 21518819 12460918 19127503 16857821 18242762 21266922 KRAS SCLC 2 17549418 20028651 KRAS cutaneous melanoma 1 14691295 KRAS invasive breast cancer 1 19685490 KRAS melanoma 31 1675933 10655437 2691957 21056896 18287387 12068308 17297468 11992261 19276360 19788444 16381005 21191613 14691295 12460918 10537299 16273242 10440377 14961576 16636341 16917802 KRAS metastatic melanoma 3 16381005 10655437 21056896 KRAS recurrent lung cancer 1 16140420 KRT16 melanoma 1 20977544 KRT18 melanoma 1 15028282 KY mammary adenocarcinoma 1 11334732 L1CAM cutaneous melanoma 1 20548313 L1CAM melanoma 4 18982394 20548313 19270649 16243793 LAMB2 cutaneous melanoma 1 14081488 LAMB2 melanoma 1 14081488 LAMB3 SCLC 1 10964684 LAMB3 melanoma 1 20216102 LAMC1 melanoma 1 1400587 LAMC2 SCLC 1 10964684 LAMP1 melanoma 3 16132574 17589432 11266477 LAT mammary adenocarcinoma 1 6828386 LAT melanoma 1 1848598 LAT metastatic melanoma 1 1848598 LATS2 NSCLC 2 19008013 19238334 LBP SCLC 3 14907713 1320568 LBP bronchogenic carcinoma 1 1698311 LBP mammary adenocarcinoma 1 14907713 LBP medullary thyroid carcinoma 1 1195397 LBP melanoma 7 14907713 11992379 6301485 1195397 7641420 LBR melanoma 1 7312175 LCAT SCLC 2 14907713 LCAT mammary adenocarcinoma 1 14907713 LCAT melanoma 6 20460451 14907713 13428781 163332 LCN1 SCLC 1 20398190 LCT SCLC 2 14907713 LCT mammary adenocarcinoma 1 14907713 LCT melanoma 2 14907713 LDHA melanoma 1 20607826 LDHB NSCLC 1 16890323 LDLR melanoma 1 9407548 LDOC1 metastatic prostate cancer 1 15906096 LEF1 melanoma 2 11986304 16146765 LEP invasive breast cancer 1 19697123 LEPR invasive breast cancer 1 19697123 LGALS3 malignant thyroid tumor 1 17221114 LGALS3BP melanoma 1 21660451 LGALS7 melanoma 1 20177751 LGALS7 skin melanoma 1 20177751 LHX1 cutaneous melanoma 1 10766168 LHX1 melanoma 1 10766168 LIF anaplastic thyroid cancer 1 14656208 LIF anaplastic thyroid carcinoma 1 14656208 LIF benign breast tumor 1 746596 LIF medullary thyroid cancer 3 20570039 7509801 LIF medullary thyroid carcinoma 2 15572361 15613280 LIF melanoma 13 8672851 7780033 5577458 14647442 1380037 7590943 7540532 7668537 8031997 1742740 7648448 18088575 7622421 LIG3 NSCLC 1 16195237 LILRB1 Melanoma 1 15889254 LILRB1 melanoma 1 15889254 LIMK1 metastatic prostate cancer 1 12821664 LMO2 breast adenocarcinoma 1 10647931 LMO2 medullary thyroid carcinoma 1 1195397 LMO2 melanoma 7 18287387 10647931 1195397 LMO7 invasive breast carcinoma 1 21670154 LOC123688 NSCLC 1 19733931 LOX Melanoma 1 17064918 LOX NSCLC 1 2766284 LOX SCLC 1 1524896 LOX amelanotic melanoma 4 8979270 2032224 1322803 2311170 LOX breast adenocarcinoma 1 8979270 LOX invasive breast cancer 6 17685448 16440329 16357151 16757721 17130123 LOX mammary adenocarcinoma 1 20932327 LOX melanoma 71 2348472 7850800 7699416 7923219 8910291 10644713 9247085 12839950 17887664 15772071 2987824 10589771 2210887 12376466 9609244 8792622 9816054 10656430 1879972 1314294 16740715 8137286 9185859 9065413 3417782 9414395 2065327 10407033 2445469 15305153 11280792 2311170 3262091 8712680 12786716 1322803 1450059 8979270 16769036 9949291 20598531 8564968 2032224 1447304 17308048 9313857 3346110 1826901 2440339 8605725 1718583 4124667 9466664 2766284 19737966 17306531 1315898 10594755 12154058 1470927 1737396 18667259 7872665 20053779 9417037 1524896 1828713 LOX prostatic intraepithelial neoplasia 1 15010818 LOXL2 melanoma 1 12154058 LPA Melanoma 1 10087266 LPA NSCLC 2 10102273 LPA SCLC 5 7525056 10318809 7074609 9468525 LPA invasive breast cancer 3 19038333 16473279 16109476 LPA melanoma 31 12738990 21159750 16782709 18852138 19461126 14744855 10362139 17123862 1322798 16503403 10094823 15066181 18710386 17554559 10087266 20495010 12135981 11943209 19609003 14681060 8682874 16627485 19079345 10074947 21465666 2440339 9428812 20079728 8641966 LPA metastatic melanoma 1 18852138 LPL NSCLC 2 987581 10362129 LPL SCLC 6 14907713 LPL mammary adenocarcinoma 4 14907713 6386147 LPL medullary thyroid carcinoma 1 1195397 LPL melanoma 17 13428781 1207755 1195397 11062730 5806584 10628359 10628360 10226565 14907713 2730639 2016276 LPL prostatic intraepithelial neoplasia 1 9377551 LPO mammary adenocarcinoma 1 9459181 LPO melanoma 3 13428781 36810 LPP SCLC 2 14907713 LPP mammary adenocarcinoma 1 14907713 LPP melanoma 3 14907713 8426092 LPXN metastatic prostate cancer 1 17329398 LRAT cutaneous melanoma 2 16234259 12419830 LRAT epithelioid melanoma 1 12419830 LRAT melanoma 2 16234259 12419830 LRG1 NSCLC 1 21557262 LRP1 melanoma 1 16778201 LRP5 invasive breast cancer 1 11306511 LRP5 melanoma 1 8134376 LRP6 invasive breast cancer 1 16473279 LRP6 melanoma 2 17103032 10549354 LRRK2 melanoma 1 21207412 LSAMP NSCLC 1 21255913 LSP1 melanoma 1 9616178 LSP1 sporadic breast cancer 1 16551851 LSR melanoma 1 7101099 LSS melanoma 1 2305030 LTA Melanoma 1 17897065 LTA SCLC 2 14907713 LTA invasive prostate carcinoma 1 5432063 LTA mammary adenocarcinoma 4 14907713 5432063 LTA medullary thyroid carcinoma 2 1195397 LTA melanoma 22 2365496 9615714 1195397 5432063 5806584 6744313 17897065 14907713 LTB melanoma 2 8686758 16157421 LTF NSCLC 1 16152584 LTF melanoma 1 5927631 LTK Melanoma 1 6324393 LTK melanoma 2 6324393 LY6K NSCLC 1 18089789 LYN invasive breast cancer 1 16899776 LYN melanoma 1 1964053 LZTS1 melanoma 1 18559591 LZTS2 melanoma 1 9765382 MAD1L1 SCLC 1 16130125 MAF mammary adenocarcinoma 1 2947976 MAF melanoma 19 3003193 3525761 14768696 5529055 3920339 6378389 3316511 1206741 3023762 3930068 3926955 953987 6430995 1623557 2985242 10483463 MAG1 invasive breast cancer 1 10844588 MAG NSCLC 1 16400659 MAG SCLC 2 1319823 2418056 MAG bronchogenic carcinoma 1 2418056 MAG invasive prostate carcinoma 1 5432063 MAG mammary adenocarcinoma 3 5432063 MAG melanoma 15 2428939 16118287 5432063 MAGEA1 melanoma 1 19441164 MAGED1 melanoma 1 21612333 MAK melanoma 1 1515425 MAL2 medullary thyroid carcinoma 1 1195397 MAL2 melanoma 1 1195397 MAL NSCLC 1 10655587 MAL SCLC 2 14907713 MAL amelanotic melanoma 1 19140894 MAL mammary adenocarcinoma 1 14907713 MAL medullary thyroid carcinoma 1 1195397 MAL melanoma 6 15761078 19140894 14907713 1195397 17373968 MALT1 melanoma 1 10837071 MAML1 melanoma 1 18503747 MAN2C1 prostatic intraepithelial neoplasia 1 21556061 MAOA SCLC 2 14907713 MAOA mammary adenocarcinoma 1 14907713 MAOA melanoma 2 14907713 MAP2 Melanoma 1 7593279 MAP2 cutaneous melanoma 2 10781592 MAP2 invasive prostate carcinoma 4 5432063 MAP2 mammary adenocarcinoma 12 5432063 MAP2 melanoma 59 20100193 16638848 8868472 5432063 10781592 7593279 19004774 MAP2 metastatic melanoma 5 20100193 10781592 7593279 19004774 MAP3K8 melanoma 1 21213951 MAP4 NSCLC 1 18613117 MAP4 breast adenocarcinoma 1 10444166 MAP4 early-stage breast cancer 1 18068131 MAPK10 SCLC 1 16116477 MAPK9 NSCLC 1 15082789 MAPK9 SCLC 1 15082789 MARCKS melanoma 11 10982396 7493637 8625478 7531203 8420923 1643643 9537244 9426227 MASP1 NSCLC 1 9258658 MAZ melanoma 1 3881170 MB NSCLC 2 8941402 9531757 MB SCLC 5 14907713 3021922 MB breast adenocarcinoma 1 12124797 MB early-stage breast cancer 1 18398821 MB invasive breast cancer 2 12866036 16462139 MB mammary adenocarcinoma 2 14907713 MB medullary thyroid carcinoma 1 1195397 MB melanoma 17 21459032 1195397 8069095 19016762 21577143 9274441 14907713 17704642 10499637 9299418 9568100 3493066 16052340 MB metastatic melanoma 3 21577143 10499637 MBD1 Melanoma 1 17634428 MBD1 SCLC 1 12894222 MBD2 Melanoma 1 17634428 MBD2 NSCLC 3 10325416 9620804 MBD2 SCLC 1 12101420 MBD2 cutaneous melanoma 1 10555141 MBD2 melanoma 1 10555141 MBD3 SCLC 1 12101420 MBD4 SCLC 2 12826050 12101420 MBP SCLC 6 14907713 MBP invasive prostate carcinoma 4 5432063 MBP mammary adenocarcinoma 15 14907713 5432063 MBP medullary carcinoma 1 811671 MBP medullary thyroid cancer 1 7509801 MBP medullary thyroid carcinoma 1 1195397 MBP melanoma 72 1910679 2427582 1195397 5432063 9075767 5806584 181845 14907713 12643284 8696262 5549896 14600146 1567791 6059350 MBP thyroid medullary carcinoma 1 811671 MC1R Melanoma 11 17072629 18183429 10596908 16723376 15992961 21128237 16827749 18083368 9335442 15872364 15883616 MC1R amelanotic melanoma 1 19388674 MC1R cutaneous melanoma 11 16801015 17066441 16845407 17223878 18637131 18488027 20711207 16567973 16759158 MC1R invasive breast cancer 3 17529973 16988943 MC1R melanoma 144 7704033 16845407 9665397 18637131 12006619 12473109 16567972 10471058 16759158 20010862 14709592 15992961 19388674 16827749 19338054 16877522 19585506 18292087 16284365 17434924 19484507 21084381 17496785 18282187 20374726 16809487 7804989 20056629 16721784 17492760 11500805 21171144 15250941 16135451 10631149 16214921 20564045 12883368 11951125 15748644 19737927 16723376 18787543 18368129 18366057 7581459 20629734 11481256 17072629 12503610 16982779 15140248 16417234 20067588 17130136 15105175 17279550 17066441 16793869 19077144 16005546 15650023 8894704 12851339 10537004 18717677 20526219 21128237 21270109 10201538 8643993 14523936 21073170 17348700 12851335 18183429 10596908 18171696 19755124 19339902 15054867 17223878 12826035 20711207 15824139 20721616 10462496 16193861 11179997 17325166 18683857 10885670 16567973 17397031 12439754 18983535 18488027 18083368 9331097 20189796 11487574 18158948 19837749 20876876 19269164 16801015 19710684 15221796 16988943 8556703 9335442 16420249 8790622 20539244 11830546 12950734 MC1R metastatic melanoma 1 12851339 MC2R melanoma 1 11196427 MC4R melanoma 2 11145747 19737927 MCAM Melanoma 3 11934156 9398060 12771231 MCAM NSCLC 1 12632016 MCAM cutaneous melanoma 2 9810513 9187135 MCAM melanoma 16 9810513 19137261 9730695 14516134 10362144 15610525 17569608 10938273 15091192 12771237 17982057 9398060 19958117 16969099 15692338 9187135 MCAM metastatic melanoma 2 9810513 15610525 MCC Melanoma 2 9717649 11384789 MCC NSCLC 1 9815804 MCC SCLC 10 14755241 10994482 7814141 8026890 21571955 11433400 10064396 8834173 1348017 8244578 MCC cutaneous melanoma 1 10382808 MCC mammary adenocarcinoma 1 20127412 MCC melanoma 17 8850357 11241902 18645305 15187997 8026890 10382808 10971559 16896047 18190446 11384789 20096162 14663358 19400830 10067813 21521357 21514002 21892294 MCHR1 melanoma 1 12176038 MCHR2 melanoma 1 11708774 MCL1 NSCLC 2 21406400 21132008 MCL1 SCLC 1 18519752 MCL1 melanoma 3 20829195 17991738 15241487 MCM4 NSCLC 1 20884074 MCM5 prostatic intraepithelial neoplasia 1 11297246 MCM6 melanoma 2 18319330 MCM7 NSCLC 2 16518415 MCM7 melanoma 1 12538238 MCM7 prostatic intraepithelial neoplasia 1 20388916 MDC1 NSCLC 1 12792649 MDC1 early-stage breast cancer 1 20521098 MDH2 melanoma 1 16577360 MDM2 NSCLC 16 12700635 15313915 17538168 9815889 10559859 10861503 8069852 18071312 19903807 17957785 11960384 19238334 21268124 15165086 9426200 MDM2 SCLC 2 12700635 10419854 MDM2 breast adenocarcinoma 1 10647931 MDM2 bronchogenic carcinoma 1 8666362 MDM2 cutaneous melanoma 2 20535124 12175554 MDM2 female breast cancer 1 1978757 MDM2 medullary carcinoma 1 10614665 MDM2 medullary thyroid carcinoma 2 11948421 10614665 MDM2 melanoma 27 19318491 10360174 16523260 19273108 9823374 20544847 15940237 12175554 17260012 16557269 6358278 9757829 20024089 6606682 8631022 21159614 10861567 20535124 9529248 10647931 15878855 20615750 10549356 MDM2 metastatic melanoma 1 9823374 MDM2 sporadic breast cancer 1 18026875 ME2 medullary thyroid carcinoma 1 1195397 ME2 melanoma 1 1195397 MECP2 NSCLC 2 9620804 MECP2 melanoma 1 2440339 MEIS1 melanoma 1 14614319 MELK bilateral breast cancer 1 18579814 MEN1 SCLC 4 10559916 10738303 8938448 MEN1 invasive breast cancer 1 18500673 MEN1 medullary thyroid cancer 1 12050290 MEN1 medullary thyroid carcinoma 9 1983211 21358189 9666051 17037976 2575577 20669560 18328987 11786689 10805954 MEN1 melanoma 4 10918183 2440339 3419514 10465580 MERTK melanoma 1 10802651 MET NSCLC 36 19088816 21481786 19381026 18413800 19188161 18513582 20154724 18379349 20404520 20716641 19353596 12204532 17577030 8957065 19804422 21768463 20146583 20388064 21428885 21623265 15994928 17332337 20860097 20519133 21443472 16043828 17317677 15788682 10734314 1741162 MET SCLC 4 21847116 21481786 15994928 1655405 MET anaplastic thyroid carcinoma 1 1674365 MET breast adenocarcinoma 1 9478934 MET invasive breast cancer 2 9051326 3798106 MET invasive prostate carcinoma 1 5432063 MET mammary adenocarcinoma 4 5432063 11175856 MET medullary carcinoma 1 10871851 MET medullary thyroid carcinoma 1 12884527 MET melanoma 25 942051 17371876 19735263 5432063 21444680 20067553 6188586 1445811 20044642 MFN1 Melanoma 1 16116171 MFRP melanoma 1 12964006 MGC16169 melanoma 1 10802651 MGMT Melanoma 1 241485 MGMT NSCLC 6 12455028 19795445 11719438 12473584 21288129 15942649 MGMT anaplastic thyroid cancer 1 14729064 MGMT cutaneous melanoma 1 10766168 MGMT melanoma 52 8612308 10048977 942051 19946217 9610864 12667699 16964376 9071912 12170182 11064356 10629085 20729302 11054678 16417233 1554383 18546261 6825208 18289047 9038616 10766168 19147755 1503911 241485 21460749 12114539 17691113 20541396 21493591 12402349 16039682 11279615 18245773 1394831 10208646 21329652 19934293 19441164 16374457 12168066 20080829 17523078 21811257 12970393 17203227 MGMT metastatic melanoma 3 18289047 16417233 9071912 MGMT prostatic intraepithelial neoplasia 2 12845678 14743506 MGP NSCLC 1 21440881 MGP invasive prostate carcinoma 1 5432063 MGP mammary adenocarcinoma 3 5432063 MGP melanoma 17 11029492 14764994 5432063 7769264 MGP metastatic melanoma 1 14764994 MGRN1 melanoma 1 19737927 MIA2 melanoma 2 15780062 12586826 MIA3 melanoma 1 21264445 MIA Melanoma 14 15057037 16280006 11092043 10760702 1719320 17657179 12170180 19104451 11848098 12459649 20733613 18633128 17348447 21642354 MIA NSCLC 1 10188906 MIA SCLC 2 14907713 MIA amelanotic melanoma 1 8567124 MIA breast adenocarcinoma 1 8826613 MIA cutaneous melanoma 2 18382126 10760702 MIA mammary adenocarcinoma 2 8826613 14907713 MIA melanoma 107 15201995 1719320 11326668 11991352 12230496 19270465 18382126 15550140 15525822 15760334 12168059 19521988 12124520 19852767 15457091 18477894 15547763 17431427 7830587 14699039 363626 16033099 15057037 12655531 12459654 10806050 11112213 2015346 10353744 19104451 14907713 1292782 20570137 17469741 10713658 11813878 10342628 15657726 7923218 11092043 17599744 9857251 12704461 20361532 15386421 12170180 17264538 11848098 17276671 16517605 11396205 7784217 12384563 18537677 8550608 16331256 12607797 15118759 21540751 10873378 17661202 2208165 10470221 14615412 10760702 9242442 17132106 8567124 7954871 21642354 16280006 8521420 19200257 18616526 15170138 15575836 2124371 15906071 15208686 8826613 11468518 10398105 19099221 10886506 11054027 12586826 11903234 10451031 12459649 20733613 17944451 11479431 MIA metastatic melanoma 13 12168059 10760702 11092043 11326668 9857251 11903234 17132106 7830587 11468518 16517605 10342628 14615412 MIA metastatic prostate cancer 1 17286429 MIA skin melanoma 1 20361532 MIB1 NSCLC 1 19406050 MIB1 invasive breast cancer 4 9343325 10510669 14659340 19495959 MIB1 invasive breast carcinoma 1 10507081 MIB1 melanoma 2 9716046 9696289 MIB1 sporadic breast cancer 1 1757079 MICB melanoma 2 20714339 1831465 MIF Melanoma 1 1101782 MIF NSCLC 4 15064733 15541816 20369477 MIF invasive prostate carcinoma 1 5432063 MIF mammary adenocarcinoma 4 5432063 18490711 MIF melanoma 29 2828246 10878343 18058468 14714555 5432063 352988 11161003 9125755 5927631 1101782 181845 6372592 10544003 6337575 18171979 16391788 MIF metastatic melanoma 1 6337575 MIP NSCLC 6 10506617 11720758 7600032 15301874 8392287 MIP melanoma 1 10549356 MITF Melanoma 9 10446041 22046555 20388797 10673502 21358674 21435193 19214655 MITF Skin Melanoma 1 22046555 MITF melanoma 142 10504528 20544847 8645245 17314970 20067553 17975146 16877522 9440696 12086670 20428797 14993899 15760334 18451137 15607961 15103749 14744763 15896776 2010090 15701967 16899407 11431374 15577322 16337607 16510564 7874168 19464596 17384650 9480987 21119619 21697700 7862173 19214655 11176069 10080955 20514428 15089040 18399807 18644190 19067971 17250547 21442473 19661697 11929831 16862190 19647520 16964280 10536982 21435193 10644012 7680081 9870544 18316599 16382990 12734112 15581068 21278792 16394501 10187858 20077436 20083088 17439838 15961632 21051724 17363583 15568981 18627530 19558635 12028584 15357840 18697716 20723590 18444964 9647758 14597395 20596077 17237008 11310793 12859621 20045939 10673502 10841026 20357686 12789278 17201154 17568620 17371876 20388797 14717844 20043140 21358674 16495675 19123006 18281284 8343963 20201954 17516925 11234888 10446041 11041365 21597199 20559116 10201372 20514666 16001050 20067556 10777564 16869735 19659611 17260012 10760582 15986136 21072171 10747853 22046555 17284958 15150091 10694430 MITF metastatic melanoma 10 18697716 15577322 10777564 10446041 16964280 17975146 15986136 11176069 14993899 19558635 MITF skin melanoma 2 22046555 21278792 MLANA melanoma 2 7874168 17891747 MLC1 SCLC 2 14907713 MLC1 mammary adenocarcinoma 1 14907713 MLC1 melanoma 2 14907713 MLCK invasive breast cancer 1 10504330 MLCK invasive prostate carcinoma 1 5432063 MLCK mammary adenocarcinoma 3 5432063 MLCK melanoma 13 5432063 MLH1 anaplastic thyroid carcinoma 1 10598809 MLH1 cutaneous melanoma 1 17938272 MLH1 early-stage breast cancer 1 12490681 MLH1 hereditary breast cancer 2 6804195 20658644 MLH1 male breast cancer 2 10206076 MLH1 medullary carcinoma 2 21422910 16996571 MLH1 melanoma 9 15516847 15814658 19441164 17938272 9872311 11241897 3344216 12696065 15161053 MLL3 melanoma 1 12676563 MLL SCLC 1 10656442 MLL melanoma 5 14648067 8790415 9446662 8562938 12618768 MLL metastatic prostate cancer 1 19528479 MLN NSCLC 7 14700483 19086605 11268449 20619479 12025225 15008692 9631370 MLN melanoma 5 3053811 18301236 3401250 1582798 12766034 MLN metastatic melanoma 1 1582798 MLZE melanoma 1 11223543 MLZE metastatic melanoma 1 11223543 MMACHC melanoma 1 19200761 MMD melanoma 1 6358278 MME melanoma 5 1315361 11477587 10815882 8384652 MMP13 melanoma 1 8692946 MMP13 metastatic prostate cancer 1 11454720 MMP14 invasive breast cancer 1 11470741 MMP14 melanoma 3 16170365 18045645 19434087 MMP19 Melanoma 1 20098411 MMP19 cutaneous melanoma 1 20098411 MMP19 melanoma 1 20098411 MMP1 NSCLC 1 15528217 MMP1 cutaneous melanoma 1 20655738 MMP1 invasive breast cancer 1 15389378 MMP1 mammary adenocarcinoma 1 7188842 MMP1 melanoma 3 17339606 17721608 20655738 MMP1 metastatic prostate cancer 1 19782069 MMP2 Melanoma 1 20098411 MMP2 NSCLC 2 11844598 18081709 MMP2 breast adenocarcinoma 1 11861388 MMP2 cutaneous melanoma 1 20098411 MMP2 invasive breast cancer 1 11470741 MMP2 mammary adenocarcinoma 2 17505812 16158251 MMP2 melanoma 15 19288012 15781633 10064977 8695225 19243021 12927791 17140727 16170365 18045645 12404291 16337627 20098411 17845054 MMP3 NSCLC 1 15528217 MMP3 invasive breast cancer 1 15389378 MMP3 mammary adenocarcinoma 1 16158251 MMP3 melanoma 4 19097084 10702308 12404291 MMP8 melanoma 3 21119930 10815882 MMP8 metastatic melanoma 1 21119930 MMP9 NSCLC 6 19132754 15196544 18676277 16086239 15246188 18081709 MMP9 SCLC 1 12044010 MMP9 breast adenocarcinoma 3 10647931 11861388 MMP9 mammary adenocarcinoma 2 7188842 16158251 MMP9 melanoma 15 19288012 16638848 12782611 21119930 11837455 15479880 10647931 3299408 MMP9 metastatic melanoma 1 21119930 MMP9 metastatic prostate cancer 2 16957145 11454720 MN1 mammary adenocarcinoma 2 11802204 8612210 MNDA melanoma 1 10828447 MNS1 melanoma 1 1714453 MNT melanoma 2 19736515 1327005 MNT sporadic breast cancer 2 18040608 16093719 MOCS1 mammary adenocarcinoma 1 12632087 MOG melanoma 1 1813244 MOS medullary carcinoma 1 2974318 MOS metastatic prostate cancer 1 9381242 MPG melanoma 2 1890311 2430975 MPI melanoma 1 8200910 MPL Melanoma 1 10037236 MPL anaplastic thyroid cancer 1 19117336 MPL melanoma 9 10198602 7639018 16452176 9426699 8033972 19117336 8799366 12504661 10037236 MPL metastatic melanoma 1 16452176 MPO NSCLC 5 15536330 18258609 15331175 9066584 16195240 MPO SCLC 4 14907713 17302182 12432558 MPO breast adenocarcinoma 1 1675786 MPO early-stage breast cancer 1 19752340 MPO invasive breast cancer 1 10494775 MPO invasive prostate carcinoma 3 5432063 MPO mammary adenocarcinoma 10 14907713 5432063 MPO melanoma 42 10802651 14907713 5432063 MPO sporadic breast carcinoma 1 1568230 MPP1 melanoma 2 12438269 271968 MPP2 melanoma 1 271968 MPP3 NSCLC 2 13679854 16205641 MPP3 SCLC 1 16205641 MPST melanoma 1 20446008 MR1 melanoma 5 942051 7502736 MRC2 melanoma 1 18641652 MSC bronchogenic carcinoma 1 10673212 MSC cutaneous melanoma 1 10428027 MSC melanoma 16 18617688 15781633 5349009 10357234 19651174 10653008 15969624 17925570 18571836 10748043 10428027 12881305 18205182 10850313 14744438 MSC metastatic melanoma 1 17925570 MSC prostatic intraepithelial neoplasia 1 11452083 MSH2 Melanoma 1 241485 MSH2 anaplastic thyroid carcinoma 1 10598809 MSH2 bilateral breast cancer 1 20552889 MSH2 cutaneous melanoma 1 21809660 MSH2 male breast cancer 1 10206076 MSH2 medullary carcinoma 2 16996571 MSH2 melanoma 12 15516847 18481196 15814658 241485 21473113 17611581 11241897 3344216 21348412 15161053 21809660 19741564 MSH2 prostatic intraepithelial neoplasia 1 20798067 MSH5 NSCLC 1 19491260 MSH6 Melanoma 1 241485 MSH6 bilateral breast cancer 1 20552889 MSH6 medullary carcinoma 1 16996571 MSH6 melanoma 4 3344216 15264268 21348412 241485 MSN melanoma 1 10694293 MST1 NSCLC 1 15007383 MST1 breast adenocarcinoma 1 10647931 MST1 melanoma 6 15007383 10647931 9671319 MST1R NSCLC 1 17625570 MSX2 melanoma 1 21730974 MSX2 prostatic intraepithelial neoplasia 1 21091772 MT1E melanoma 1 20848733 MT1G NSCLC 1 19506903 MT3 Melanoma 1 16865283 MT3 melanoma 2 16865283 12662345 MT4 melanoma 1 271968 MTA1 NSCLC 5 10655587 20935042 21290196 11804687 21892752 MTA1 breast adenocarcinoma 1 10967548 MTA1 invasive breast cancer 1 11250725 MTA1 mammary adenocarcinoma 2 12650603 10967548 MTA1 melanoma 2 12650603 10967548 MTA1 metastatic prostate cancer 1 14871807 MTA1 metastatic prostate carcinoma 1 18700688 MTA2 NSCLC 1 20704817 MTA2 mammary adenocarcinoma 1 12650603 MTA2 melanoma 1 12650603 MTA3 NSCLC 1 10655587 MTAP Melanoma 1 9335442 MTAP NSCLC 1 9840931 MTAP breast adenocarcinoma 2 14506228 12438261 MTAP melanoma 13 21343389 19097084 18996776 11045568 20574843 17537037 20140953 15596045 11566337 9335442 16618867 MTG1 SCLC 2 14907713 MTG1 mammary adenocarcinoma 1 14907713 MTG1 melanoma 2 14907713 MTHFR NSCLC 5 19956367 11814064 16334126 17468511 15217535 MTHFR SCLC 2 11814064 12883704 MTHFR bilateral breast cancer 1 11094304 MTHFR breast adenocarcinoma 1 11295154 MTHFR female breast cancer 1 19956367 MTHFR invasive breast cancer 3 19838916 12430180 15598763 MTHFR melanoma 2 15902326 8790415 MTHFR sporadic breast cancer 1 15004488 MTHFR unilateral breast cancer 1 11094304 MTHFS NSCLC 1 11814064 MTHFS SCLC 1 11814064 MTR invasive breast cancer 1 19838916 MTR melanoma 3 10338333 2260867 271968 MTRR NSCLC 2 11814064 17468511 MTRR SCLC 1 11814064 MTUS1 anaplastic thyroid cancer 1 11846609 MTUS1 invasive breast carcinoma 1 14743218 MTUS1 sporadic breast cancer 1 19287154 MUC16 NSCLC 2 17237035 MUC16 melanoma 1 17237035 MUC1 NSCLC 12 18324627 14613654 10706135 21421804 17949785 21689064 20477220 18539357 12515617 18971836 15729695 MUC1 SCLC 2 14907713 MUC1 anaplastic thyroid cancer 1 17545635 MUC1 anaplastic thyroid carcinoma 1 3334817 MUC1 breast adenocarcinoma 4 12754289 9850097 9823326 1709586 MUC1 early-stage breast cancer 2 10856797 MUC1 invasive breast cancer 2 14659323 15818618 MUC1 invasive breast carcinoma 3 15168731 20682394 15976813 MUC1 mammary adenocarcinoma 7 14907713 9462722 10798646 11439371 8422670 10946812 MUC1 melanoma 13 20530670 1559234 2190217 21063392 7687622 9829729 15661883 12147624 12054066 14907713 10890383 12553374 MUC1 metastatic prostate cancer 1 12581019 MUC1 prostatic intraepithelial neoplasia 1 16773184 MUC1 recurrent breast cancer 1 11192829 MUC4 invasive breast carcinoma 1 15976813 MUC4 mammary adenocarcinoma 3 10232613 10798646 8163496 MUC4 melanoma 1 9829729 MUC5B breast adenocarcinoma 1 9478934 MUC6 NSCLC 1 15753982 MUC6 invasive breast cancer 1 14659323 MUC6 invasive breast carcinoma 1 15976813 MUC7 melanoma 1 9829729 MUM1 melanoma 1 12920225 MUS81 NSCLC 1 16751265 MUT melanoma 1 9550401 MUTYH NSCLC 1 17337257 MUTYH melanoma 1 21279954 MVD Melanoma 1 20354907 MVD NSCLC 11 18230272 10738124 16596284 19213790 19580343 18215438 10023341 12692416 11156208 16391866 10850461 MVD cutaneous melanoma 2 12780721 12115882 MVD early-stage breast cancer 1 10840166 MVD invasive breast cancer 3 9170027 11899385 9582527 MVD invasive breast carcinoma 2 7517222 19554512 MVD mammary adenocarcinoma 1 20127412 MVD medullary carcinoma 2 16954441 12148586 MVD melanoma 20 14612518 1281874 10509639 10218462 17692490 14691146 17996669 20354907 12115882 12766034 19068467 17645504 17387385 18315603 14746853 16681591 12780721 16545398 21467168 12147581 MVD skin melanoma 1 19068467 MVP NSCLC 24 8616115 2553879 8387607 11824892 2839903 1325143 8387175 12057869 8387177 9570378 7600032 10582148 1281446 11776576 9268948 16340847 12520749 11776862 8394881 1699498 1312587 7551920 1659842 15896623 MVP SCLC 3 3004724 2072153 1699498 MVP amelanotic melanoma 1 1516068 MVP bronchogenic carcinoma 1 3880810 MVP melanoma 2 1516068 MVP recurrent breast cancer 2 7826082 10925694 MX2 melanoma 1 8617574 MXI1 melanoma 4 14559981 3344216 10229497 10552217 MYB anaplastic thyroid cancer 1 11846609 MYB melanoma 4 2877871 8491193 10802651 21086634 MYB sporadic breast cancer 1 11034064 MYC Melanoma 1 15834944 MYC NSCLC 7 12466971 10362802 21478903 19247083 17308053 21406400 18386774 MYC SCLC 5 12466971 19685073 16116477 18519752 1683566 MYC breast adenocarcinoma 2 10647931 14527409 MYC bronchial carcinoma 1 15140556 MYC bronchogenic carcinoma 1 15607962 MYC hereditary breast cancer 1 15770521 MYC invasive breast cancer 3 20473280 12150449 20033484 MYC invasive breast carcinoma 1 1701519 MYC mammary adenocarcinoma 2 11175856 MYC melanoma 15 8927709 16523260 17161897 17516926 19736515 21497295 10647931 10592173 17297468 18046334 12091305 1103152 MYC metastatic prostate cancer 1 8797572 MYC prostatic intraepithelial neoplasia 2 8532528 9766646 MYC recurrent prostate cancer 1 7529134 MYCL1 SCLC 2 16116477 21676885 MYCL1 melanoma 3 1531137 1594239 MYCN SCLC 3 1346589 16116477 19446745 MYCN anaplastic thyroid cancer 1 11846609 MYCN melanoma 7 11896617 1511437 10499637 10050884 16328668 11511973 MYCN metastatic melanoma 2 10499637 MYH9 melanoma 1 19198601 MYL9 melanoma 1 19198601 MYO18B NSCLC 1 10591208 MYO18B SCLC 1 10591208 MYO7A melanoma 1 19320733 MYOD1 female breast cancer 1 21868547 MZF1 melanoma 1 12115485 NAB2 melanoma 3 19706684 15608673 NAB2 prostatic intraepithelial neoplasia 1 11567222 NAG mammary adenocarcinoma 1 8529435 NAG melanoma 2 11048727 3734483 NANS melanoma 1 16167981 NAPA invasive prostate carcinoma 1 5432063 NAPA mammary adenocarcinoma 3 5432063 NAPA melanoma 13 5432063 NASP invasive prostate carcinoma 1 5432063 NASP mammary adenocarcinoma 3 5432063 NASP melanoma 13 5432063 NAT1 NSCLC 1 18258609 NAT1 SCLC 1 10559916 NAT1 benign breast tumor 1 11478689 NAT1 breast adenocarcinoma 1 20100460 NAT1 female breast cancer 1 16416017 NAT1 mammary adenocarcinoma 1 15226670 NAT1 melanoma 6 942051 16314733 10820364 NAT1 metastatic melanoma 1 10820364 NAT2 NSCLC 2 9066583 18706736 NAT2 benign breast tumor 1 11478689 NAT2 bronchogenic carcinoma 2 8528267 NAT2 female breast cancer 1 16416017 NAT2 invasive breast cancer 1 16541303 NAV3 melanoma 1 19058223 NBN NSCLC 2 10506617 NBN melanoma 1 20729302 NCAM1 melanoma 2 2440339 12964006 NCK2 melanoma 1 9735390 NCL prostatic intraepithelial neoplasia 1 16773184 NCOA3 melanoma 1 17008696 NDP Melanoma 1 7850948 NDP NSCLC 2 20819493 16323445 NDP anaplastic thyroid carcinoma 2 2163458 NDP mammary adenocarcinoma 1 11768315 NDP melanoma 10 1322996 7702594 1325378 8978595 9513729 8358737 14973076 8572601 9387143 8904247 NDP metastatic melanoma 1 7702594 NDRG1 melanoma 1 10589791 NDRG1 metastatic prostate cancer 1 12702552 NDRG2 melanoma 2 19067970 19336468 NDRG2 metastatic prostate cancer 1 12702552 NEB SCLC 2 9716729 12397014 NEDD4 melanoma 1 12732614 NEDD4 recurrent prostate cancer 1 11306464 NEDD9 melanoma 3 20679910 10639512 16814709 NEDD9 metastatic melanoma 1 16814709 NEFL NSCLC 1 10362129 NEFL prostatic intraepithelial neoplasia 2 9338751 9377551 NELF prostatic intraepithelial neoplasia 1 9645439 NES NSCLC 1 19746267 NES breast adenocarcinoma 1 10647931 NES melanoma 7 10647931 9765382 20882037 21802410 NES metastatic melanoma 1 20882037 NES metastatic prostate cancer 1 10085161 NEU1 melanoma 1 10580127 NF1 NSCLC 1 8707409 NF1 SCLC 2 8094318 8707409 NF1 cutaneous melanoma 1 8648172 NF1 female breast cancer 1 1978757 NF1 mammary adenocarcinoma 1 6828386 NF1 medullary carcinoma 1 7579825 NF1 medullary thyroid carcinoma 1 17704047 NF1 melanoma 31 11094247 1172191 271968 8299427 16857415 7811291 10430926 11129335 8011699 15057048 1568246 6308607 7579825 8499944 11706558 2198896 8648172 9721092 15649148 NF2 breast adenocarcinoma 1 10647931 NF2 medullary carcinoma 1 7579825 NF2 medullary thyroid carcinoma 1 1283329 NF2 melanoma 11 12819605 8162073 10647931 18497985 7579825 16857415 9593664 NFIB SCLC 1 21764851 NFIB anaplastic thyroid cancer 1 11846609 NFKB1 anaplastic thyroid cancer 1 11846609 NFKB1 melanoma 1 17492467 NFKBIA melanoma 1 17492467 NFU1 melanoma 1 271968 NFYC melanoma 1 16287085 NGFR melanoma 5 2536190 21178583 16625082 1651328 8740419 NHS NSCLC 1 20233509 NHS SCLC 3 20709456 20356561 10065152 NHS bronchogenic carcinoma 1 12485170 NHS invasive breast cancer 4 9797701 16777984 19810287 20711652 NHS invasive prostate carcinoma 3 5432063 NHS mammary adenocarcinoma 9 5432063 NHS melanoma 48 12671536 12372363 5432063 1420858 6132057 11713806 12890456 6343513 NHS metastatic prostate cancer 1 11713806 NID1 melanoma 1 21478494 NKD2 NSCLC 1 10622253 NKD2 invasive breast carcinoma 1 10622253 NKX2-1 NSCLC 1 17625570 NKX2-3 melanoma 1 19441164 NLRC4 melanoma 1 20566831 NLRP3 melanoma 4 19221555 20566831 11220676 21159638 NMB NSCLC 4 8959679 1717141 10545285 NMB SCLC 7 8134305 8959679 1328611 1717141 8391296 10545285 NMB melanoma 1 20824708 NMBR NSCLC 3 8018339 10545285 NMBR SCLC 2 10545285 NME1 melanoma 2 9174127 7794272 NME1 sporadic breast carcinoma 1 1568230 NMU NSCLC 1 17018595 NMU mammary adenocarcinoma 2 8910858 7348582 NNMT NSCLC 1 19242722 NNT melanoma 2 16922676 19664848 NOD2 invasive breast cancer 1 15666202 NOD2 melanoma 4 19099299 15785318 11017102 21411292 NOD2 metastatic melanoma 1 11017102 NODAL melanoma 1 18579681 NOG melanoma 2 10779327 16077966 NOG metastatic melanoma 1 10779327 NOS1 NSCLC 1 8069852 NOS1 breast adenocarcinoma 1 17611397 NOS2A prostatic intraepithelial neoplasia 1 11310211 NOS3 NSCLC 1 8069852 NOS3 breast adenocarcinoma 1 17611397 NOS3 invasive breast cancer 1 17592771 NOS3 prostatic intraepithelial neoplasia 1 11310211 NOTCH1 medullary thyroid cancer 1 17090547 NOTCH2 bilateral breast cancer 1 11967536 NOTCH2 invasive breast cancer 1 11967536 NOTCH2 melanoma 3 11689955 17260012 20544847 NOTCH2 metastatic prostate cancer 1 11689955 NOTCH2 sporadic breast cancer 1 11967536 NOTCH3 NSCLC 1 21118965 NOV melanoma 1 1309586 NOX4 Melanoma 1 11997235 NOX4 melanoma 1 11997235 NP NSCLC 10 17552365 12520749 17103443 20571354 17650789 16086879 19173919 19958624 20673502 18241646 NP SCLC 2 14907713 NP breast adenocarcinoma 1 12628320 NP invasive prostate carcinoma 8 5432063 NP mammary adenocarcinoma 26 14907713 5950849 5432063 NP medullary carcinoma 1 20133461 NP medullary thyroid carcinoma 1 1362414 NP melanoma 119 3708699 5432063 7523246 20643481 1172191 11395193 7820823 20889205 14907713 9202058 21345488 8572587 6091052 NP metastatic prostate cancer 1 19551858 NP prostatic intraepithelial neoplasia 5 9306966 15010818 8712742 7823597 17549353 NPB melanoma 1 7419736 NPC1 breast adenocarcinoma 1 21490427 NPFF melanoma 1 11387329 NPL melanoma 1 17208430 NPPB melanoma 1 10407033 NPTX2 cutaneous melanoma 1 10766168 NPTX2 melanoma 1 10766168 NPY medullary carcinoma 1 2872701 NPY medullary thyroid carcinoma 2 8514771 2879655 NPY melanoma 3 12094613 11586496 7867799 NPY prostatic intraepithelial neoplasia 1 16614113 NQO1 Melanoma 1 16865283 NQO1 NSCLC 14 12370763 9865924 7565631 3141925 9748120 10681517 14734459 14592434 9066584 NQO1 SCLC 3 3141925 14592434 NQO1 amelanotic melanoma 1 20145642 NQO1 breast adenocarcinoma 1 11306049 NQO1 melanoma 11 20145642 11600935 11331784 20226854 19759547 16865283 20204281 10564678 15993843 3200250 NQO2 Melanoma 1 16865283 NQO2 NSCLC 1 9865924 NQO2 melanoma 2 16865283 15993843 NR4A1 melanoma 3 18292087 12021921 21362156 NR4A2 melanoma 2 18292087 21362156 NR4A3 melanoma 1 18641652 NRAS Melanoma 4 15837158 21157411 18042149 10766161 NRAS NSCLC 2 10576740 14601056 NRAS cutaneous melanoma 10 21253789 18205010 14522897 19383316 10766161 20711207 20703244 20173664 20357817 16899595 NRAS melanoma 100 16462768 19682280 12783933 18679422 18509361 12522257 21569090 20544847 18983537 20010862 16098043 19438459 17297468 20173664 20118982 9054499 15191558 15195137 17507627 19954345 2278957 12783922 16567964 21157411 2691957 21253789 21836492 10966103 17295241 20055910 16818621 15948220 16845322 18205010 17119447 16567976 9593664 17301836 20140953 18227705 16636341 17488338 17363583 18323787 20703244 15048078 15467732 14522897 18287387 21482206 9405100 15688405 10766161 16098042 17518771 8927709 19383313 18042149 16964246 16273242 18510700 16001072 11221509 20711207 15837158 16474847 19633643 16888631 15252839 21436676 18375819 19264228 21362156 16417231 16899595 8668210 19441164 16827748 18814281 20233623 18451171 21251608 14961576 19434085 19383316 20141835 14695152 20357817 NRAS metastatic melanoma 6 21482206 17518771 21836492 20055910 16818621 16888631 NRF1 cutaneous melanoma 1 10555141 NRF1 melanoma 1 10555141 NRG1 melanoma 2 7540532 11836553 NRK bronchogenic carcinoma 3 5926742 NRK invasive prostate carcinoma 1 5432063 NRK mammary adenocarcinoma 3 5432063 NRK melanoma 21 6572559 942051 5884360 3489522 5432063 3000706 NRL invasive breast cancer 1 19635758 NRP1 NSCLC 4 10402473 17699853 NRP1 melanoma 4 10780661 10518505 20664171 10537299 NRP2 melanoma 2 10206987 10518505 NSF melanoma 8 942051 NTRK1 medullary thyroid carcinoma 3 15584614 11279608 10443680 NTRK2 medullary thyroid carcinoma 1 11279608 NTRK3 medullary thyroid carcinoma 1 11279608 NTS medullary thyroid carcinoma 1 1195397 NTS melanoma 4 11823861 10360174 1195397 6690781 NUAK1 breast adenocarcinoma 1 10647931 NUAK1 melanoma 4 10647931 NUAK2 melanoma 2 21460252 14993899 NUAK2 metastatic melanoma 1 14993899 NUMB NSCLC 1 20133837 OAT SCLC 2 1313679 2177630 OCA2 Melanoma 1 15883616 OCA2 amelanotic melanoma 1 16199032 OCA2 invasive breast cancer 2 17529973 OCA2 melanoma 14 7704033 16199032 18683857 15889046 7601462 3978567 14709592 19710684 19320733 10631149 20629734 8421497 OGG1 NSCLC 3 21376741 17337257 16195237 OGG1 melanoma 4 942051 OLIG1 NSCLC 1 16400659 OLIG2 melanoma 2 11689955 19441164 OLIG2 metastatic prostate cancer 1 11689955 OMG melanoma 1 17270962 OMP SCLC 4 14907713 OMP invasive prostate carcinoma 2 5432063 OMP mammary adenocarcinoma 8 14907713 5432063 OMP melanoma 36 8256501 942051 14907713 5432063 5806584 OPA1 male breast cancer 1 6585139 OPRM1 melanoma 1 2440339 OSM melanoma 26 17028186 10462753 9815830 16971773 1380037 11711546 8504408 19332062 7780030 10210110 7590943 2463792 7593253 8672851 9664143 12692260 11407148 9429898 18798220 17374732 9188471 19097071 11399520 1338575 16909117 10391682 OSM metastatic melanoma 3 16909117 18798220 19097071 OSMR melanoma 2 17028186 17374732 OTC melanoma 6 21424129 9703914 2683997 10663636 9293482 6312838 OTC metastatic melanoma 1 6312838 OTOR melanoma 5 10873378 11161796 11813878 OXT melanoma 1 10592173 P11 melanoma 1 1331239 P2RY5 melanoma 1 20880198 P4HB melanoma 1 17420453 PAEP melanoma 1 19799645 PAEP metastatic melanoma 1 19799645 PAG1 melanoma 1 10958353 PAH Melanoma 1 719179 PAH SCLC 2 14907713 PAH bronchogenic carcinoma 1 11219854 PAH invasive breast cancer 1 16789472 PAH mammary adenocarcinoma 1 14907713 PAH medullary carcinoma 1 4589748 PAH melanoma 6 14907713 3086244 1910690 6312838 1564251 PAH metastatic melanoma 1 6312838 PAH prostatic intraepithelial neoplasia 2 7544958 10325509 PAH sporadic breast cancer 1 10506754 PAK1 NSCLC 2 21482786 10082509 PAK1 invasive breast cancer 3 12198493 10766836 PAK1 melanoma 6 10330411 17519232 16845324 15066181 21566085 PAK2 melanoma 2 10330411 21177766 PALB2 bilateral breast cancer 1 21165770 PALB2 female breast cancer 2 20582465 21285249 PALB2 hereditary breast cancer 3 12006540 11237395 19763884 PALB2 invasive breast cancer 1 19863560 PALB2 male breast cancer 3 20582465 21165771 20927582 PALB2 melanoma 1 21153565 PALM metastatic prostate carcinoma 1 11939729 PAM NSCLC 1 8806108 PAM SCLC 1 8806108 PAM medullary thyroid carcinoma 1 9169429 PAM melanoma 28 11074806 14504895 20654056 1901497 8261570 8292886 17884168 3972396 20799777 9442798 15940485 5833547 20727581 16970772 1933857 3871173 20176531 3231444 10224504 7601653 7594638 15778614 17255762 2122349 3972395 10918606 PARG melanoma 1 16288862 PARP1 NSCLC 1 20799148 PARP1 invasive breast cancer 1 21301956 PARP1 melanoma 1 11150357 PATE melanoma 1 11719440 PAX2 NSCLC 1 18073207 PAX2 SCLC 1 18073207 PAX2 melanoma 1 19441164 PAX3 NSCLC 1 18073207 PAX3 SCLC 1 18073207 PAX3 cutaneous melanoma 1 14081488 PAX3 melanoma 20 19401874 18327212 10777564 20067553 10841026 11221862 10554014 18627422 21496114 15760334 16316407 18982394 15896776 15701967 15956257 19320733 14081488 16450380 21802410 PAX3 metastatic melanoma 1 10777564 PAX4 melanoma 1 18949370 PAX5 NSCLC 1 18073207 PAX5 SCLC 1 18073207 PAX7 melanoma 2 10554014 19441164 PAX8 NSCLC 1 18073207 PAX8 SCLC 1 18073207 PAX8 anaplastic thyroid cancer 2 9398720 21912554 PAX8 anaplastic thyroid carcinoma 1 12970322 PAX8 medullary carcinoma 1 18502330 PAX8 medullary thyroid carcinoma 1 12135859 PAX9 NSCLC 1 18073207 PAX9 SCLC 1 18073207 PAX9 melanoma 1 18949370 PBX1 NSCLC 2 19356220 15231524 PBX1 melanoma 1 12821655 PBX2 NSCLC 1 19356220 PC Melanoma 1 21555592 PC NSCLC 5 16446341 10213211 11432888 9440737 15609074 PC SCLC 10 14907713 10071286 12025961 PC anaplastic thyroid cancer 1 17199737 PC breast adenocarcinoma 1 12221585 PC bronchial carcinoma 2 5706694 18958432 PC early-stage breast cancer 1 10353728 PC invasive breast carcinoma 1 7831155 PC invasive prostate carcinoma 1 5432063 PC male breast cancer 1 16003728 PC male breast carcinoma 1 14648798 PC mammary adenocarcinoma 8 14907713 3484975 5432063 PC medullary carcinoma 3 16954441 11691809 17393302 PC medullary thyroid carcinoma 4 8768845 18942719 7609706 10843147 PC melanoma 68 13428781 12119461 18287387 17102113 15131409 373916 17381417 271968 12120226 3350842 7964215 20041885 12221585 10074947 2440339 15516847 9018236 5432063 9625440 9194578 16287994 8603386 16893909 14907713 21220501 1606881 3742604 10711634 10617272 7845864 8879256 7436875 17047042 8425204 7648866 PC metastatic melanoma 1 9194578 PC metastatic prostate cancer 14 10235151 17013895 18365871 16108016 15735720 15867270 11275705 17545529 15906096 1637554 19056927 20725143 8187068 18497080 PC prostatic intraepithelial neoplasia 19 15586249 16328554 17987811 11516343 19672287 16512601 15010818 15800681 8606873 15342375 17549353 16301117 10833901 8343042 21556061 14977833 11297246 7520576 7510946 PC recurrent breast cancer 1 16515576 PCAF Melanoma 1 12209135 PCAF SCLC 1 12894222 PCAF melanoma 1 12209135 PCAF metastatic melanoma 1 12209135 PCDH20 NSCLC 1 16651412 PCNA Melanoma 1 19057970 PCNA NSCLC 19 10320375 1324657 9023408 19580343 15246053 10769714 16195237 11750711 10373663 1355398 16320585 12763212 16101161 19200616 7674094 9444650 9467964 12692416 PCNA SCLC 5 1355531 12101420 15246053 1348920 PCNA anaplastic thyroid cancer 2 19513966 12747470 PCNA benign breast tumor 1 8447282 PCNA breast adenocarcinoma 2 10870682 21284537 PCNA bronchogenic carcinoma 2 9151120 8521707 PCNA cutaneous melanoma 3 12780721 7950356 10089072 PCNA infiltrating breast carcinoma 1 12968963 PCNA invasive breast cancer 6 8447282 7936757 14659340 9538167 9065598 10089075 PCNA invasive breast carcinoma 4 8536762 12968963 7831155 17294729 PCNA male breast cancer 1 14965580 PCNA medullary carcinoma 2 11374817 11004692 PCNA medullary thyroid carcinoma 2 7651932 8098331 PCNA melanoma 51 8103531 942051 11827070 7499576 9651116 7950356 18481002 19437532 10089072 9824629 9627220 7902020 7901312 9696290 10460750 7739200 7906909 10661321 17028925 10373290 7904841 8105711 12780721 11950912 1363460 1356162 7908912 1360495 12395373 11926384 10482011 10102344 9427972 7496162 2015845 15389561 9178819 19057970 12243754 8929245 15172643 7886008 10805961 15609335 2596553 14514652 7864299 PCNA metastatic melanoma 3 7739200 10373290 19437532 PCNA prostatic intraepithelial neoplasia 6 21031434 10861755 17575168 7823597 10672681 7681206 PCNA sporadic breast cancer 2 17822314 7849087 PCNA thyroid medullary carcinoma 1 11374817 PDC SCLC 2 14907713 PDC invasive prostate carcinoma 1 5432063 PDC mammary adenocarcinoma 4 14907713 5432063 PDC medullary carcinoma 2 10574602 11004692 PDC melanoma 26 942051 14907713 16365416 5432063 17827069 12672071 PDCD4 recurrent breast cancer 1 21271219 PDE11A NSCLC 1 10582338 PDE11A melanoma 1 10582338 PDE11A metastatic melanoma 1 10582338 PDE3A melanoma 1 12530061 PDE4B melanoma 1 17390056 PDE4C melanoma 1 9349724 PDE5A melanoma 2 21251608 21215707 PDGFA Melanoma 1 1716514 PDGFA melanoma 5 21606571 8344381 1716514 PDGFA metastatic melanoma 1 1716514 PDGFB melanoma 2 21606571 8344381 PDGFC NSCLC 1 18483217 PDGFRA NSCLC 2 18483217 19816149 PDGFRA medullary thyroid cancer 1 16249420 PDGFRA melanoma 7 10947988 21191613 12522257 18777214 20944735 PDGFRA multifocal breast cancer 1 10468897 PDK1 NSCLC 1 11078882 PDK1 breast adenocarcinoma 1 10647931 PDK1 invasive prostate carcinoma 1 5432063 PDK1 mammary adenocarcinoma 3 5432063 PDK1 melanoma 22 10753910 10647931 9006895 5432063 20197379 15772071 PDK1 prostatic intraepithelial neoplasia 1 17562488 PDK2 anaplastic thyroid cancer 1 11846609 PDK2 invasive prostate carcinoma 1 5432063 PDK2 mammary adenocarcinoma 3 5432063 PDK2 melanoma 13 5432063 PDK3 invasive prostate carcinoma 1 5432063 PDK3 mammary adenocarcinoma 3 5432063 PDK3 melanoma 13 5432063 PDK4 invasive prostate carcinoma 1 5432063 PDK4 mammary adenocarcinoma 3 5432063 PDK4 melanoma 13 5432063 PDSS2 melanoma 1 19188149 PELP1 invasive breast cancer 1 19495959 PER1 melanoma 4 942051 PER2 melanoma 4 942051 PER3 melanoma 4 942051 PERP female breast cancer 1 1978757 PERP melanoma 4 16784742 16557269 11396142 19040420 PEX14 melanoma 4 942051 PF4 melanoma 6 3488815 7698025 11689883 8296793 1316786 1706960 PFKFB4 melanoma 1 16311927 PGC medullary thyroid carcinoma 1 1195397 PGC melanoma 1 1195397 PGD female breast cancer 1 1978757 PGD melanoma 1 10841026 PGDS Hurthle cell neoplasm 1 9597150 PGDS medullary carcinoma 1 9597150 PGF NSCLC 1 15192305 PGF SCLC 1 15192305 PGF medullary carcinoma 1 4388134 PGK1 SCLC 2 14907713 PGK1 mammary adenocarcinoma 1 14907713 PGK1 melanoma 3 14907713 11476540 PGM1 bilateral breast cancer 1 2766568 PGM1 invasive breast cancer 1 9935231 PGR breast adenocarcinoma 1 688231 PGR invasive breast cancer 1 17436274 PGR invasive breast carcinoma 1 7538357 PGR melanoma 1 19441164 PGR sporadic breast cancer 1 16477637 PHB SCLC 4 14907713 PHB hereditary breast cancer 2 19071013 17004108 PHB mammary adenocarcinoma 2 14907713 PHB melanoma 16 942051 14907713 PHF20 NSCLC 1 19473719 PHLDA1 melanoma 1 12384558 PHLDA1 metastatic melanoma 1 12384558 PI3 Melanoma 1 21367959 PI3 NSCLC 5 16570272 21042768 21120482 10102273 PI3 SCLC 1 11408346 PI3 anaplastic thyroid carcinoma 1 17606321 PI3 invasive breast cancer 1 12040186 PI3 invasive breast carcinoma 1 19418217 PI3 medullary carcinoma 1 19209125 PI3 melanoma 10 15122079 16382039 8668210 19493313 16837202 19747926 12435856 18722093 21367959 PI3 metastatic melanoma 3 15122079 12435856 21367959 PIAS3 NSCLC 2 11358816 19569236 PIAS3 melanoma 2 15760334 9480987 PIF1 SCLC 2 14907713 PIF1 mammary adenocarcinoma 1 14907713 PIF1 melanoma 2 14907713 PIGF melanoma 2 10780661 7681160 PIK3CA NSCLC 8 21481786 18242762 9591638 12460918 15647370 15206079 PIK3CA SCLC 3 21481786 19394761 15647370 PIK3CA invasive breast cancer 2 19685490 19818761 PIK3CA invasive breast carcinoma 1 19418217 PIK3CA melanoma 4 12460918 10537299 16567976 PIN1 prostatic intraepithelial neoplasia 1 7611534 PIN1 sporadic breast cancer 1 10448115 PIP malignant breast tumor 1 2727805 PIP melanoma 1 9843996 PIP prostatic intraepithelial neoplasia 1 10029444 PIR melanoma 3 9346484 21514450 17288615 PITPNA melanoma 1 10656687 PITX1 melanoma 1 21300782 PKD1 melanoma 2 10406796 10447947 PKD1 metastatic prostate cancer 1 20940406 PKD2 melanoma 1 10321728 PKP3 NSCLC 1 16103059 PLA2G2A melanoma 1 9219842 PLA2G6 melanoma 3 10716963 PLAA cutaneous melanoma 1 10644453 PLAA melanoma 1 10644453 PLAU NSCLC 1 19117638 PLAUR NSCLC 1 19117638 PLD1 Melanoma 1 14646617 PLD1 anaplastic thyroid carcinoma 1 20689131 PLD1 breast adenocarcinoma 1 10709112 PLD1 melanoma 7 12074591 15067002 9488658 14615486 14646617 14596936 15895362 PLD2 breast adenocarcinoma 1 10709112 PLD2 melanoma 1 15067002 PLEK2 melanoma 1 14559830 PLG melanoma 1 9315071 PLK1 anaplastic thyroid carcinoma 1 17981789 PLK1 invasive breast carcinoma 1 18056432 PLK1 medullary carcinoma 1 16127294 PLK1 melanoma 2 18591409 PLN metastatic prostate carcinoma 1 15316314 PLP2 melanoma 1 20043097 PLTP melanoma 1 20418497 PLXNB3 melanoma 1 19462467 PLXNB3 sporadic breast cancer 1 17011986 PLXND1 Melanoma 1 16480699 PLXND1 melanoma 3 16166308 16480699 PML NSCLC 1 10559859 PML SCLC 1 10699936 PML melanoma 2 9716575 10482575 PML sporadic breast cancer 1 17822314 PMS1 hereditary breast cancer 1 9616736 PMS1 melanoma 3 11198475 8107676 15161053 PMS1 metastatic melanoma 1 8107676 PMS2 bilateral breast cancer 1 20552889 PMS2 hereditary breast cancer 1 6804195 PMS2 medullary carcinoma 1 21422910 PMS2 melanoma 3 12696065 15161053 20729302 PNKP breast adenocarcinoma 1 19773431 PNMT amelanotic melanoma 1 1329982 PNMT melanoma 6 942051 13293190 1329982 POLH melanoma 1 19477635 POLQ hereditary breast cancer 1 18281469 POLR2A melanoma 1 9652794 POMC SCLC 12 3003221 1704018 2159969 11158338 8383976 4310919 10353606 2472813 11762358 10340952 8800643 2558057 POMC bronchial carcinoma 1 10195696 POMC medullary carcinoma 2 6546764 2990767 POMC medullary thyroid carcinoma 4 3488930 1195397 1312432 1322279 POMC melanoma 13 9747358 9506767 1936257 10644013 1195397 19077144 11936276 10536983 16269535 8245678 21126174 10690896 2823261 POMC metastatic melanoma 1 11936276 POMP invasive prostate carcinoma 1 5432063 POMP mammary adenocarcinoma 3 5432063 POMP melanoma 13 5432063 POR invasive prostate carcinoma 1 5432063 POR mammary adenocarcinoma 3 5432063 POR melanoma 14 271968 5432063 POSTN melanoma 2 15549095 17060937 POT1 melanoma 1 9846570 POU3F2 Melanoma 1 21435193 POU3F2 melanoma 2 20337985 21435193 POU5F1 breast adenocarcinoma 1 10647931 POU5F1 melanoma 4 10647931 PPARG melanoma 6 942051 3344216 16713673 PPIE SCLC 1 9747881 PPL invasive prostate carcinoma 1 5432063 PPL mammary adenocarcinoma 3 5432063 PPL melanoma 13 5432063 PPM1D female breast cancer 1 15300811 PPM1D invasive breast cancer 1 20543821 PPM1D male breast cancer 1 15300811 PPP1R13B melanoma 1 20601096 PPP2R1A breast adenocarcinoma 1 10713707 PPP2R1B NSCLC 1 11279526 PPP2R1B breast adenocarcinoma 1 10713707 PRAME NSCLC 1 19473719 PRAME cutaneous melanoma 1 15604288 PRAME melanoma 34 9753074 17624586 9619397 16179254 18591381 16914202 11298586 17534929 12688312 10699956 10682862 21278353 16620968 17108098 15627212 18088454 20838376 9740504 21592570 18815192 17693191 19474511 19625708 16980585 17891747 16103086 18452107 18088461 15604288 15683221 PRDM14 NSCLC 1 20840815 PRDM14 invasive breast cancer 1 20473280 PRDX1 melanoma 1 18996230 PRDX2 melanoma 2 16778180 16034300 PRKAR1A melanoma 1 18059235 PRKD3 melanoma 1 21527556 PRKDC hereditary breast cancer 1 18281469 PRKDC melanoma 1 11150357 PRL breast adenocarcinoma 3 17639048 12198240 18220741 PRL invasive breast cancer 1 19635758 PRL invasive breast carcinoma 1 9389544 PRL mammary adenocarcinoma 3 6828386 16167140 5544593 PRL medullary carcinoma 1 6144034 PRL medullary thyroid carcinoma 1 6128443 PRL melanoma 7 13428781 17726458 8197455 12516958 6872938 19473755 PRL metastatic prostate cancer 5 9076462 11880864 16101186 16011043 10765095 PRL prostatic intraepithelial neoplasia 1 20861223 PRL recurrent breast cancer 2 108096 8712744 PRLR invasive breast carcinoma 1 9389544 PRLR medullary thyroid carcinoma 1 16166330 PRMT1 melanoma 1 15826948 PRMT5 melanoma 1 10655586 PRPS2 melanoma 1 18682683 PRPS2 metastatic melanoma 1 18682683 PRSS3 NSCLC 2 16013053 15313892 PRX melanoma 1 16507396 PRX skin melanoma 1 16507396 PSAP metastatic prostate cancer 3 18299979 16080200 PSAP prostate carcinoma metastatic 1 20863373 PSAP prostatic intraepithelial neoplasia 2 16512601 17108105 PSCA prostatic intraepithelial neoplasia 7 7539865 20955382 17957793 9012485 19822092 11980648 PSD medullary carcinoma 1 9065607 PTCH1 NSCLC 1 19200615 PTCH1 melanoma 1 9845363 PTEN Melanoma 4 11062743 18042149 22013435 10766161 PTEN NSCLC 40 10655587 19506903 17342327 20959484 20358631 10082509 21146147 16324768 18303439 16061473 14981940 9591638 19956847 18316341 20889565 19124237 20444542 17431403 19795445 18390835 12208743 10468583 20447721 17237035 19763916 10102273 12714585 20673489 11448917 15129904 16003751 17158870 PTEN Prostatic Intraepithelial Neoplasia 1 20936707 PTEN SCLC 1 11448917 PTEN bilateral breast carcinoma 1 19968660 PTEN breast adenocarcinoma 1 20930614 PTEN bronchogenic carcinoma 1 10673212 PTEN cutaneous melanoma 8 15735123 10861467 9894586 18519684 10766161 20173664 18794153 20959481 PTEN hereditary breast cancer 5 21360002 12372056 14732174 18544963 10030809 PTEN invasive breast cancer 4 19685490 18058533 19318915 19818761 PTEN invasive prostate carcinoma 2 15877079 15994948 PTEN male breast cancer 3 17907078 8859033 PTEN male breast carcinoma 1 17907078 PTEN medullary thyroid carcinoma 4 11407658 18931957 9851769 11165748 PTEN melanoma 91 21468134 20544847 15986137 16571650 9150145 18931688 22013435 10552217 20173664 20959481 14993899 11062743 16256737 9467011 21444680 19424565 16344319 10446968 19047166 15195137 10861467 12435856 18519684 12126149 14623898 20956280 9513729 16861905 12821943 12782594 18794153 9894586 18794886 9593664 11595133 17363583 16818626 12235113 15735123 17170126 16170333 10766161 15466193 18468901 16715137 18042149 20029030 11948493 9443392 12907143 10537299 16273242 18510700 11221509 16868446 19798057 10545506 16193861 10514407 10201372 8197455 21445789 18097542 12459646 19264228 16417231 15663508 17237035 12789288 16609049 10881743 11232644 19493313 9288767 12902988 PTEN metastatic melanoma 7 19047166 12435856 9894586 18931688 9443392 14993899 PTEN metastatic prostate cancer 11 18714395 8797572 16288293 21076047 12019176 21224358 15500293 9443392 PTEN prostatic intraepithelial neoplasia 21 19396168 10564676 7515114 21381033 21556061 9443392 18383208 9766646 16489020 19384952 18395839 20388916 20534477 12782654 19396167 PTEN sporadic breast cancer 3 20237868 20300775 18544963 PTEN undifferentiated thyroid carcinoma 1 11165748 PTER melanoma 1 10363980 PTER metastatic melanoma 1 10363980 PTGER2 NSCLC 2 18666211 19787276 PTGS2 NSCLC 2 11895880 20811626 PTGS2 SCLC 1 11895880 PTGS2 female breast cancer 1 15265021 PTGS2 invasive breast cancer 1 16381944 PTH NSCLC 1 10622253 PTH SCLC 1 20712709 PTH bronchial carcinoma 1 498990 PTH early-stage breast cancer 1 15299183 PTH invasive breast carcinoma 1 10622253 PTH invasive prostate carcinoma 2 5432063 PTH mammary adenocarcinoma 8 2986710 5432063 9617205 PTH medullary carcinoma 6 5892553 7121251 3960014 5095737 9497883 166271 PTH medullary thyroid cancer 3 19952463 9824366 12050290 PTH medullary thyroid carcinoma 11 2458067 7297504 8756555 7121251 14593085 2585894 2994224 19461156 11443172 16695961 19636196 PTH melanoma 28 3083507 5432063 10022898 PTH metastatic prostate cancer 1 15637291 PTH metastatic prostate carcinoma 2 3003405 1425426 PTH recurrent prostate cancer 1 11158001 PTK2 melanoma 1 19949352 PTK7 melanoma 1 9185712 PTK7 metastatic melanoma 1 9185712 PTN Melanoma 2 11041363 1279432 PTN NSCLC 1 8217186 PTN medullary carcinoma 1 9669289 PTN melanoma 9 9287210 12168844 12457284 7875612 11241349 11041363 8063762 1279432 15496960 PTOV1 prostatic intraepithelial neoplasia 1 18451224 PTP4A3 melanoma 1 21135111 PTPN11 melanoma 4 16631468 11992261 17927788 PTPRD NSCLC 1 15994928 PTPRD SCLC 1 15994928 PTPRD melanoma 4 10588391 18948947 17363583 11684447 PTPRK melanoma 1 18276111 PTPRO SCLC 1 10955770 PTPRZ1 invasive breast cancer 1 3798106 PTS SCLC 2 14907713 PTS mammary adenocarcinoma 1 14907713 PTS melanoma 2 14907713 PVR medullary thyroid carcinoma 1 1195397 PVR melanoma 1 1195397 PXN NSCLC 3 19353596 17317677 PYGM melanoma 2 2440339 3419514 PYY SCLC 2 14907713 PYY mammary adenocarcinoma 1 14907713 PYY medullary carcinoma 1 2872701 PYY melanoma 2 14907713 RAB14 NSCLC 1 21358675 RAB27A melanoma 2 12531900 18281284 RAB32 melanoma 1 14499590 RAB32 metastatic melanoma 1 14499590 RAB37 NSCLC 1 18687502 RAB38 melanoma 1 10910072 RAB5A metastatic prostate carcinoma 1 18700688 RAD18 NSCLC 1 17624554 RAD50 hereditary breast cancer 2 16474176 18281469 RAD51 NSCLC 3 10506617 19960343 RAD51 SCLC 2 12711116 12712436 RAD51 early-stage breast cancer 1 12490681 RAD51 female breast cancer 2 1990835 15766593 RAD51 male breast cancer 1 1990835 RAD51 melanoma 4 19808958 3943125 19690133 1356162 RAD51 sporadic breast cancer 2 17063276 19671671 RAD52 medullary thyroid carcinoma 2 1195397 RAD52 melanoma 3 8107676 1195397 RAD52 metastatic melanoma 1 8107676 RAD52 sporadic breast cancer 1 10856252 RAF1 NSCLC 1 1656362 RAF1 SCLC 2 1656362 1683566 RAF1 melanoma 3 11992261 20141835 RAG1 melanoma 1 12124318 RAG2 melanoma 2 17157791 RAGE Melanoma 1 17584162 RAGE NSCLC 1 11282423 RAGE melanoma 16 10399917 17329034 18616526 15009731 15922119 20375277 17584162 20093728 9865739 11121376 15823719 10398600 16801630 RAGE prostatic intraepithelial neoplasia 1 12110890 RALBP1 NSCLC 1 17483352 RALBP1 SCLC 1 17273774 RAN NSCLC 1 19818597 RARA melanoma 1 9721092 RARB bilateral breast cancer 1 18577732 RARB melanoma 1 9973307 RASEF melanoma 1 16174859 RASSF1 NSCLC 4 19795445 12584574 11313894 18313166 RASSF1 SCLC 4 12584574 11313894 10888881 RASSF1 medullary thyroid carcinoma 1 12097277 RASSF1 undifferentiated thyroid carcinoma 1 12097277 RASSF2 NSCLC 2 17891178 17549418 RASSF2 SCLC 2 10888881 17549418 RB1 Melanoma 1 15834944 RB1 NSCLC 3 7620180 9355981 9426200 RB1 SCLC 4 19685073 11408346 1346589 1325850 RB1 breast adenocarcinoma 1 10647931 RB1 hereditary breast cancer 1 12907636 RB1 medullary thyroid carcinoma 1 11502837 RB1 melanoma 12 8808691 16936740 11205230 10647931 12461781 11581185 15660415 18677770 14654977 RB1 metastatic melanoma 1 8808691 RB1 prostatic intraepithelial neoplasia 1 18383208 RB1CC1 melanoma 2 16936740 10592327 RBL1 SCLC 1 11030152 RBL2 SCLC 1 11030152 RBP2 melanoma 1 10616211 RBP3 medullary carcinoma 2 8094065 1979053 RBP3 medullary thyroid carcinoma 1 1353639 RCC2 melanoma 1 18849993 RDH10 NSCLC 1 19473719 RECK NSCLC 2 20032402 15196549 RECK breast adenocarcinoma 1 10647931 RECK melanoma 6 10647931 15604273 RELA melanoma 1 10837071 RELN melanoma 1 3344216 REN cutaneous melanoma 1 14081488 REN melanoma 2 17721277 14081488 REST SCLC 1 10766169 REST melanoma 1 12095419 RET Medullary Thyroid Carcinoma 5 7864888 7987299 9191060 17623957 21150841 RET Melanoma 1 8084609 RET SCLC 4 8691602 8635999 9559344 12767512 RET anaplastic thyroid cancer 1 11846609 RET breast adenocarcinoma 1 9478934 RET bronchial carcinoma 1 15870700 RET cutaneous melanoma 1 8084609 RET hereditary breast cancer 1 9616736 RET medullary carcinoma 27 18480660 10947080 15805688 9881336 15516777 10369718 16808642 15761550 18846693 14557476 12659362 9300199 8678956 20847059 15753666 15271413 17270543 15853229 16445820 17391636 11914470 11269881 10392179 15863962 9497883 16955009 11321340 RET medullary thyroid cancer 74 16220440 15753673 15606376 8807338 9794240 15657578 17555398 3697657 10090311 19465682 20496261 7985085 17639053 15771139 8829625 14870788 19169490 17895320 21741956 12869215 11148685 12050290 11746981 8751579 18979455 12727845 10575840 18936155 11187163 8981015 20463576 20497437 16782438 15717653 11578946 18646485 9167955 15531548 15240638 15233908 17952863 8038990 7829628 20380254 18987170 16053382 21460789 21332094 17006846 16451770 18043252 19522830 16519882 20570039 16029119 12057161 11817715 10372725 20847059 15709206 17638907 17462286 16954442 7909818 11788682 12694233 16813162 21134556 16865647 12490846 16525712 11849247 RET medullary thyroid carcinoma 409 17016649 7633441 20713208 12016484 17372903 17063805 11376404 8538031 9700574 10805954 9255265 14602786 12415360 10216512 7824936 9681850 8141431 11037345 10023663 9074721 18445656 20013610 18174721 7913027 10845096 9068584 19475497 15640548 9090527 20712590 9146685 7902324 2758156 12604374 9018112 9868525 8917360 7784092 15844786 20087666 11932300 15316058 9090493 10220148 9881336 14586073 17576593 1326293 9382992 11241313 7907913 12746565 21551259 7596047 12811413 9160884 10022819 11331212 20669560 15351743 12721726 9820617 15947103 8734284 21150841 16839264 7864888 12135859 9447290 8640806 15129804 9600247 17527003 11845976 9360560 8563482 9660211 18794325 10876191 10921320 12193298 16328197 9747064 19241927 14555929 20878247 10622534 9236487 9818022 9247627 16162888 12490842 11753660 8734285 10999773 15588245 8621380 11279608 7705835 15592804 8733882 18174722 20083156 8736281 19411807 8829625 15240649 17639056 9621513 10843147 9879991 15867345 11280716 18299477 20801952 20833330 17684396 15531714 10084577 9681851 14526122 11205236 16350733 8616867 15586612 14760839 20943719 17185892 10323403 9067749 17623957 7862441 11502837 12679485 10865039 12941793 20521125 9777362 11589684 16230779 7829628 9824378 8855832 9259198 11351254 9242375 18316595 16634961 18845906 7627269 11987030 12788868 10811228 19522831 8582691 9777749 15671773 18771606 20369307 16849421 8675603 14604749 17037976 11462876 17102081 16840909 10539905 15982921 9559344 18984779 9111992 10652352 11238493 8765374 10871866 11757248 15940252 12884527 19826964 10628190 16628270 7874109 7910861 15345114 21186952 12087092 9263335 7478569 15883703 15292360 10445857 15320968 17021738 15771139 14870788 16756963 12872262 7682102 11490939 17131411 9223675 12519890 9690518 18365214 11338505 9075701 12490080 9046972 18248648 9012462 12920219 17209045 11230481 7595171 17279407 15584614 17097365 20463576 11524247 20080836 12673960 15741265 10443680 15135800 8557249 15523405 7595167 12205548 21358189 15271414 11130252 9851769 9070340 11194546 17019434 16311865 8538029 9516056 12150334 7736432 11720239 8579892 12406571 16029119 16736292 12072055 8907678 9263528 16715139 12182058 16712668 15240641 14668737 15588376 9617347 18756447 11149622 15472167 20189981 12674901 9384613 19484261 20704575 9606292 7845675 8632274 11386462 9167949 19649389 8103403 15883707 10442282 18495576 16758654 14557473 10024437 7743500 3697657 9097963 18058472 17626779 17137035 17909067 19934298 18942719 12869215 8675600 18075281 11038208 19374919 11389085 8768845 10426588 9706252 12606135 9474863 8949970 7881414 18979455 19776290 7915165 12917638 10951350 11820587 10484798 15271413 17102091 16732321 11429053 10926325 14715928 17391636 10458257 20852865 11269881 12734540 11443172 11360200 19269918 11356339 14500395 9666051 11577645 16868135 8600671 17897902 7906865 16444355 11295841 16226978 15355438 15531548 11839664 18805915 18987170 16490247 11165748 7911697 9950371 16419493 18282654 18624279 11502806 17704047 8556060 9284737 10947080 1682518 17848262 15753368 17610518 12056817 8884827 10522989 15041969 19443294 14628904 10225659 7959702 12182057 15517481 8797874 10209484 15991157 15630638 8099202 7835899 10937775 15863962 8570194 7563185 21228881 11114642 10367625 RET melanoma 16 18299477 8084609 17159911 12376466 17102081 15208686 20048069 7814145 11092979 10407033 18097012 17334087 20201982 7954839 16857415 RET prostatic intraepithelial neoplasia 1 9539239 RET thyroid medullary carcinoma 1 18480660 RET undifferentiated thyroid carcinoma 2 8319199 11165748 RFC1 sporadic breast cancer 1 21113649 RGS12 NSCLC 1 15951850 RGS14 NSCLC 1 15951850 RGS1 NSCLC 1 15951850 RGS1 melanoma 1 18580492 RGS5 melanoma 1 21389866 RGS7 NSCLC 1 15951850 RHEB melanoma 1 20944654 RHOA NSCLC 1 16357138 RHOA melanoma 1 10806050 RHOB NSCLC 1 21551261 RIF1 melanoma 1 8327732 RILP melanoma 1 7954790 RING1 metastatic prostate cancer 1 10604983 RLF SCLC 2 6254391 9747881 RLN2 anaplastic thyroid carcinoma 1 11641245 RMI1 melanoma 1 17900800 RNASEL melanoma 1 16908595 RNASEL unilateral breast cancer 1 10866653 RNASET2 melanoma 2 18543608 19129501 RNF11 invasive breast cancer 1 12591741 RNF26 melanoma 1 12964006 RNF5 melanoma 1 17804730 RNF5 metastatic melanoma 1 17804730 ROBO1 NSCLC 1 12082532 ROCK2 anaplastic thyroid cancer 1 11846609 ROR2 melanoma 2 19099260 17712139 RP2 melanoma 1 11413487 RPA2 melanoma 1 9508376 RPE65 melanoma 2 9434945 16682408 RPE amelanotic melanoma 2 17987514 3934778 RPE invasive prostate carcinoma 1 5432063 RPE mammary adenocarcinoma 3 5432063 RPE melanoma 43 8344798 9647758 5432063 1634350 16563377 11035078 11642378 10910072 17987514 10760582 1478275 3934778 10656687 7160628 10843728 9870544 18079680 19969359 16682408 10467250 10096573 1426393 1552165 7715931 11041365 2440339 152778 7615019 1406630 RPL4 melanoma 1 11476540 RPL8 melanoma 1 17440064 RPLP0 melanoma 1 11476540 RPS14 melanoma 1 2440339 RPS6KB1 early-stage breast cancer 1 10922410 RREB1 melanoma 1 21086634 RRM1 NSCLC 17 10320375 17602079 19884554 19488864 15026553 21248763 20660959 7522041 15172981 19552012 19304340 17602080 20223551 16980606 19474385 21496433 RRM1 SCLC 1 15026553 RRM2 NSCLC 2 17602080 15172981 RRM2 melanoma 1 20944646 RUNX2 invasive breast cancer 1 16314837 RUNX2 melanoma 1 21693616 RUNX2 metastatic prostate cancer 2 18453541 21368580 RUNX3 NSCLC 5 10102273 16328045 17606310 19787276 RUNX3 SCLC 1 16328045 RUNX3 melanoma 4 8790415 21656750 20930067 14744438 RUNX3 metastatic melanoma 1 20930067 RUNX3 prostatic intraepithelial neoplasia 1 14743506 RYR1 SCLC 2 14907713 RYR1 mammary adenocarcinoma 1 14907713 RYR1 melanoma 2 14907713 Rgr melanoma 1 9150145 S100A10 melanoma 2 20093728 19521263 S100A11 NSCLC 1 10395934 S100A11 melanoma 1 15150091 S100A11 metastatic prostate cancer 1 15668896 S100A13 melanoma 1 20208480 S100A1 NSCLC 1 10395934 S100A1 benign breast tumor 1 10753920 S100A1 cutaneous melanoma 1 9274623 S100A1 mammary adenocarcinoma 1 10869553 S100A1 melanoma 3 10399917 20042890 9274623 S100A2 Melanoma 1 11278647 S100A2 NSCLC 7 10395934 19118029 15800916 12400018 19238334 11691825 17689067 S100A2 amelanotic melanoma 1 11278647 S100A2 breast adenocarcinoma 2 10429967 S100A2 cutaneous melanoma 1 9274623 S100A2 melanoma 7 12652189 16988787 11278647 17785578 12748257 9291441 9274623 S100A3 cutaneous melanoma 1 9274623 S100A3 melanoma 1 9274623 S100A4 Melanoma 1 11278647 S100A4 NSCLC 4 18676277 10811984 S100A4 amelanotic melanoma 1 11278647 S100A4 anaplastic thyroid cancer 2 15579771 10098765 S100A4 anaplastic thyroid carcinoma 1 16551737 S100A4 benign breast tumor 1 10753920 S100A4 breast adenocarcinoma 2 10429967 S100A4 cutaneous melanoma 1 9274623 S100A4 invasive breast cancer 1 17550972 S100A4 mammary adenocarcinoma 3 7188842 10869553 8051043 S100A4 melanoma 10 11278647 10399917 16077966 9274623 19011512 19139886 18452107 15133476 9291441 19024009 S100A6 NSCLC 2 20531302 18620780 S100A6 breast adenocarcinoma 1 10429967 S100A6 cutaneous melanoma 1 9274623 S100A6 melanoma 6 12748257 20093728 9291441 19542912 9925766 9274623 S100A6 prostatic intraepithelial neoplasia 1 9426064 S100A7 NSCLC 1 17418446 S100A7 cutaneous melanoma 1 12459653 S100A7 melanoma 2 12459653 19521263 S100A8 NSCLC 1 8069852 S100A8 early-stage breast cancer 1 11242036 S100A8 melanoma 3 10399917 11242036 S100A8 metastatic melanoma 1 11242036 S100A9 NSCLC 2 21369941 17689067 S100A9 invasive breast carcinoma 1 15110881 S100A9 melanoma 2 10399917 19521263 S100B Melanoma 3 11278647 11899133 12140382 S100B amelanotic melanoma 1 11278647 S100B cutaneous melanoma 2 18752249 9274623 S100B melanoma 36 8292888 12040282 15178678 18454690 20093728 14646622 12140382 9274623 18337650 10717564 12569284 18752249 1780988 11745448 15456252 10380938 10393932 9925766 21087856 14764062 19047287 11278647 10728757 20592382 20361532 2394738 12515998 17276671 20042890 15642286 10343200 15105899 10354072 S100B metastatic melanoma 5 12040282 18454690 10380938 14646622 10354072 S100B skin melanoma 2 1780988 20361532 S100P NSCLC 3 18339871 20198348 17689067 S100P metastatic prostate cancer 1 11085537 SAC early-stage breast cancer 1 18068131 SAC melanoma 4 3064805 6606628 9430714 8421600 SAE2 melanoma 1 10187858 SAFB2 hereditary breast cancer 1 10707955 SAG NSCLC 1 11668520 SAP30 melanoma 1 9759497 SARS NSCLC 1 15196733 SARS melanoma 1 15357629 SART1 invasive breast cancer 2 17529973 SART3 melanoma 4 1840703 SART3 metastatic melanoma 1 1840703 SASP Melanoma 1 1279432 SASP SCLC 4 14907713 SASP mammary adenocarcinoma 2 14907713 SASP melanoma 6 14907713 21751950 1279432 SCD medullary carcinoma 1 19048000 SCD melanoma 1 6871840 SCGB3A2 NSCLC 1 12051626 SCN1A melanoma 1 3344216 SCN2A melanoma 1 3344216 SCN8A melanoma 1 12756237 SCP2 melanoma 4 942051 SCT bronchial carcinoma 1 4371169 SCT medullary carcinoma 2 5851951 10930759 SCT melanoma 4 12734366 12704385 10984562 20199770 SCT metastatic melanoma 1 10984562 SDC3 medullary carcinoma 1 2432352 SDC4 breast adenocarcinoma 1 20229236 SDC4 melanoma 1 20803552 SDC4 metastatic melanoma 1 20803552 SDHA melanoma 1 9721092 SDHB medullary thyroid cancer 1 16249420 SDHB medullary thyroid carcinoma 3 16322339 14557473 15841772 SDHB melanoma 1 9721092 SDHC Medullary Thyroid Carcinoma 1 19269919 SDHC medullary thyroid carcinoma 1 16322339 SDHC melanoma 2 16857415 9721092 SDHC multifocal breast cancer 1 10468897 SDHD Medullary Thyroid Carcinoma 1 19269919 SDHD medullary carcinoma 1 14557476 SDHD medullary thyroid carcinoma 3 16322339 14557473 17102081 SDHD melanoma 3 17102081 16857415 9721092 SDHD multifocal breast cancer 1 10468897 SDS SCLC 19 14907713 7074609 SDS bronchial carcinoma 1 135264 SDS bronchogenic carcinoma 5 5926742 14159292 1222394 5797110 SDS invasive prostate carcinoma 56 5432063 SDS mammary adenocarcinoma 179 14907713 4055917 5432063 10464301 SDS medullary carcinoma 3 1179556 7279700 811671 SDS melanoma 802 942051 13428781 7689480 5432063 223503 15331126 5806584 3052290 14907713 271968 3257967 6891842 11716681 6165237 411835 6656776 3333835 6443174 4080827 7407914 2439392 2692715 12068003 825377 9178889 7929595 3142086 17414324 7054310 8030576 3086301 SDS metastatic melanoma 1 9178889 SDS metastatic prostate cancer 1 6391553 SDS recurrent breast cancer 1 1615759 SDS thyroid medullary carcinoma 1 811671 SEC23IP melanoma 1 21343389 SEL1L prostatic intraepithelial neoplasia 1 16623793 SEMA3A NSCLC 1 10402473 SEMA3B NSCLC 2 12810670 10402473 SEMA3E mammary adenocarcinoma 1 16024618 SEMA3F NSCLC 1 10402473 SEMA3F melanoma 1 10206987 SENP1 prostatic intraepithelial neoplasia 3 15558026 17932034 11955951 SENP5 melanoma 1 10187858 SEPP1 NSCLC 1 17468511 SERP1 melanoma 1 1354393 SERPINB5 NSCLC 1 20531302 SET NSCLC 1 16397209 SET breast adenocarcinoma 1 21297667 SET cutaneous melanoma 1 15201991 SET invasive breast carcinoma 1 11126200 SET melanoma 1 15201991 SET metastatic prostate cancer 1 12374961 SETDB1 anaplastic thyroid cancer 1 11846609 SETDB1 melanoma 1 21430779 SEZ6L2 NSCLC 1 16863507 SEZ6L NSCLC 1 17804757 SEZ6L SCLC 2 17804757 11175339 SF1 melanoma 1 20308086 SFN melanoma 2 21649489 14534741 SFN prostatic intraepithelial neoplasia 1 17473212 SFRP1 NSCLC 2 20353273 16007200 SFRP1 SCLC 1 16007200 SFRP1 breast adenocarcinoma 1 10647931 SFRP1 mammary adenocarcinoma 1 7188842 SFRP1 melanoma 4 10647931 SFRP1 prostatic intraepithelial neoplasia 1 12845678 SFTPB NSCLC 1 14553843 SFTPC melanoma 3 10873378 SGK NSCLC 2 10102273 SGK SCLC 1 10559916 SGPL1 melanoma 1 19934311 SHB SCLC 1 2982771 SHBG bilateral breast cancer 1 12151349 SHBG breast adenocarcinoma 1 2521298 SHBG female breast cancer 1 17514649 SHBG invasive breast cancer 1 7529185 SHBG male breast cancer 1 17514649 SHBG melanoma 2 21184767 14707170 SHBG sporadic breast cancer 1 12151349 SHD melanoma 1 11773082 SHE SCLC 1 5963888 SHE bronchogenic carcinoma 1 10713475 SHE invasive prostate carcinoma 1 5432063 SHE mammary adenocarcinoma 3 5432063 SHE melanoma 13 5432063 SHF male breast carcinoma 1 11102893 SHH melanoma 3 1847668 9845363 11689955 SHH metastatic prostate cancer 2 11689955 17363490 SHH prostatic intraepithelial neoplasia 1 14651923 SI SCLC 2 14907713 SI cutaneous melanoma 1 1381702 SI mammary adenocarcinoma 1 14907713 SI melanoma 14 942051 1381702 20131017 2266793 1232535 12794599 14907713 16034304 15023745 9132092 SILV cutaneous melanoma 1 20548313 SILV melanoma 7 7874168 10808130 20548313 19951123 16704461 11310793 SIN3A NSCLC 1 17854949 SIP1 invasive breast cancer 1 19324106 SIP1 melanoma 1 3938367 SIPA1 sporadic breast cancer 1 16142231 SIRT1 NSCLC 2 10102273 SIRT1 melanoma 1 15821341 SIRT1 prostatic intraepithelial neoplasia 1 21189328 SIRT2 amelanotic melanoma 2 781840 SIRT2 melanoma 3 781840 SKI NSCLC 1 19491201 SKI SCLC 1 10521066 SKI melanoma 8 12793438 19845874 14583455 20404506 21466664 11719430 15986136 15338953 SKI metastatic melanoma 1 15986136 SKP2 NSCLC 1 10338207 SKP2 SCLC 5 10559916 12824902 15611929 17760257 SKP2 hereditary breast cancer 2 15933754 15770521 SKP2 melanoma 3 20883453 11463388 10323868 SKP2 metastatic melanoma 1 20883453 SKP2 sporadic breast cancer 1 15933754 SLA2 melanoma 1 271968 SLA cutaneous melanoma 1 19782700 SLA melanoma 5 15054867 8363104 17208430 19317739 19782700 SLC11A2 mammary adenocarcinoma 1 20392994 SLC23A1 invasive breast cancer 1 16381944 SLC23A2 invasive breast cancer 1 16381944 SLC24A4 invasive breast cancer 2 17529973 SLC24A4 melanoma 2 19710684 3932522 SLC29A1 melanoma 1 15205344 SLC2A13 NSCLC 1 19473719 SLC2A1 NSCLC 1 17512190 SLC33A1 melanoma 1 12739170 SLC40A1 mammary adenocarcinoma 1 20392994 SLC45A2 melanoma 5 7704033 19710684 18563784 18683857 19578363 SLC5A3 melanoma 1 9441750 SLC6A18 NSCLC 1 18328944 SLC6A3 NSCLC 1 18328944 SLC7A5 SCLC 1 21439283 SLCO1B1 NSCLC 1 18221820 SLFN5 melanoma 1 20956525 SLN Melanoma 24 15190493 16690018 12960803 15190496 16078125 18521043 16614873 15934808 11314945 19387163 14506642 20403119 15305158 9143171 15023749 15221928 15305156 11092046 10630072 17103064 15190494 8998116 20864825 10656243 SLN NSCLC 4 19348199 17669814 11838649 15900235 SLN breast adenocarcinoma 1 9788605 SLN cutaneous melanoma 36 19424099 15820594 20629829 18704971 12365370 15078708 10958507 21430406 18979135 19387163 15190500 19352698 21269653 21944515 11678867 17541771 17103064 18543038 18452214 15057050 20681375 16078125 21337878 12365371 15737183 19032379 15381452 11314945 12839854 15960921 16374454 21498148 17441381 21549243 9829388 20864825 SLN early-stage breast cancer 8 20567971 19937389 18841040 20683362 16382130 16264367 21480245 17634536 SLN female breast cancer 3 12602900 15135473 17000390 SLN infiltrating breast cancer 1 20349776 SLN invasive breast cancer 21 15507173 18222378 10366202 15190488 18019642 11041107 10203087 19559610 19957043 16369717 12850770 15251164 16036784 18797874 10027197 18841504 21258771 15756265 18436181 11937312 11202270 SLN invasive breast carcinoma 3 15053296 21105616 15612028 SLN male breast cancer 3 12602900 15135473 18387465 SLN melanoma 257 15190493 15725812 16690018 12794026 10440689 16034304 10402980 18697715 16618904 12365370 21430406 15722817 19018076 9326712 15965729 16632218 16324835 10560857 12325417 21064111 11678867 15827673 16617387 12595045 12511153 21294131 15057050 16920504 15846142 21327637 10340877 21337878 14530813 9626228 10761797 17674939 12440165 20708974 19040513 16675577 11092041 16885754 12673706 15097961 14522375 21612993 19348199 15305158 15026857 12839854 17336247 16374454 11261621 17294674 21549243 9829388 10711247 11599912 20091836 11413531 11387357 12930350 17827069 8355042 20629829 17066225 19517194 20460880 15078708 14993013 17126981 19387163 14503941 16418885 20403119 17923201 10630072 12006683 17103064 20392688 18452214 18543038 18020932 16107497 14991887 8739991 17453294 17709624 11140875 17008696 12365387 12422766 17567303 15864481 15023750 12637471 10594862 17504997 11258775 19401063 17214673 12851837 12455783 12691454 10921182 21238827 15221928 17284974 17441381 20571343 12481009 20922895 19669838 18165880 11952287 15659497 19827151 12960803 12350035 12630771 21858830 14997348 20037337 18704971 20526218 15868503 10958507 17560249 15115647 16932024 18571920 19352698 12744615 21944515 21944512 15023749 18631192 17304480 17541771 13679456 15218874 19914461 11599899 17447982 15646256 9403042 10966037 18724099 15737183 10071292 19032379 14512793 18684064 10506625 21502914 16265014 16875082 11011963 15934808 12115392 11314945 18982394 12365384 12653752 14506642 15991183 12170437 16307945 17397029 9143171 21498148 15227696 17879679 17138222 11092040 8998116 10199930 11531778 17188103 8170938 19424099 15820594 15190496 21480244 10877250 16135473 21389834 18979135 12845627 19953329 11127051 18389323 15190500 21269653 19101696 18697711 11042566 19967481 15305156 10203086 15487450 17574500 17573881 12957624 10722024 20664356 17683380 10656243 15110956 20681375 16078125 12365371 9273811 18521043 17380009 16614873 20039281 16209077 12569283 20634015 15381452 12719864 15571965 11568570 12794025 12509949 15960921 19218909 17122545 15900235 15577326 9132347 20229353 10819362 17950088 21944522 20864825 14694523 SLN metastatic melanoma 20 11952287 15725812 8170938 12794026 10440689 16078125 17674939 15078708 11092041 12115392 16932024 14506642 10560857 12170437 17284974 15305156 15487450 12481009 20571343 9829388 SLN multifocal breast cancer 1 18852929 SLN recurrent breast cancer 1 18240753 SLN skin melanoma 1 14530813 SLPI NSCLC 2 15231673 11013357 SMAD3 NSCLC 1 21515830 SMAD4 melanoma 1 17854080 SMAD7 bilateral breast cancer 1 19505925 SMAD7 melanoma 2 10851172 21551368 SMC3 breast adenocarcinoma 1 10647931 SMC3 melanoma 4 10647931 SMO NSCLC 1 19200615 SMO melanoma 1 14573765 SMO metastatic prostate cancer 1 16108016 SMO prostatic intraepithelial neoplasia 1 11751373 SMS breast adenocarcinoma 2 9537589 8754775 SMS cutaneous melanoma 2 1153228 SMS medullary carcinoma 2 2897264 2883196 SMS medullary thyroid carcinoma 3 9002774 2431492 2891186 SMS melanoma 4 1153228 19433071 10770642 SMS metastatic melanoma 1 1153228 SMURF2 melanoma 1 17450523 SMYD1 NSCLC 1 16397209 SMYD3 NSCLC 1 18027872 SNAI1 metastatic prostate cancer 1 20397042 SNAI2 metastatic prostate cancer 1 20506051 SNRK NSCLC 1 15733851 SNRPN melanoma 2 10570957 9973307 SOBP melanoma 2 8087487 20597839 SOCS1 SCLC 1 16116477 SOCS1 melanoma 5 19469017 18289047 17404264 8187174 SOCS1 metastatic melanoma 2 18289047 17404264 SOCS3 NSCLC 1 21042758 SOCS3 anaplastic thyroid cancer 1 19638576 SOCS3 melanoma 7 10570957 17404264 17273770 21624767 8187174 17374732 SOCS3 metastatic melanoma 1 17404264 SOCS5 anaplastic thyroid cancer 1 19638576 SOD1 SCLC 2 14907713 SOD1 mammary adenocarcinoma 1 14907713 SOD1 melanoma 3 9764808 14907713 SOD2 NSCLC 3 15534883 18258609 15331175 SOD2 anaplastic thyroid cancer 1 11846609 SOD2 invasive breast cancer 1 14744747 SOD2 melanoma 8 16263711 9764808 7908424 2440339 8026882 10232848 2032208 8572603 SOD2 metastatic melanoma 1 8572603 SOS1 melanoma 3 1568246 11992261 SOSTDC1 anaplastic thyroid carcinoma 1 11453659 SOX10 melanoma 15 12028584 19845757 10432284 15896776 16623715 10777564 20067553 18923447 12944398 11234888 20890226 20653825 19558635 SOX10 metastatic melanoma 2 10777564 19558635 SOX1 SCLC 2 20420183 9337405 SOX21 SCLC 1 9337405 SOX2 SCLC 1 9337405 SOX2 melanoma 4 10802651 21410764 12789282 SOX3 SCLC 1 9337405 SOX4 prostatic intraepithelial neoplasia 1 12873978 SOX5 invasive prostate carcinoma 1 19173284 SOX5 prostatic intraepithelial neoplasia 1 19173284 SOX6 melanoma 1 15696967 SOX9 melanoma 5 18923447 9027483 19845757 15896776 116129 SOX9 recurrent prostate cancer 1 17234760 SP110 melanoma 1 21182075 SP1 NSCLC 2 9511851 17474147 SP1 SCLC 1 9511851 SP1 invasive breast carcinoma 1 16364251 SP1 invasive prostate carcinoma 1 5432063 SP1 mammary adenocarcinoma 12 1703045 2441856 5432063 3325879 1849044 20213245 2496916 1377934 6205005 1655815 SP1 melanoma 19 1869051 12818424 11246025 8436437 8107260 5432063 1688382 SP1 sporadic breast cancer 1 18026875 SP2 invasive prostate carcinoma 1 5432063 SP2 mammary adenocarcinoma 4 5432063 2583749 SP2 melanoma 13 5432063 SPANXC metastatic prostate cancer 1 15906096 SPARC Melanoma 1 17934501 SPARC NSCLC 3 14500371 21532503 19787276 SPARC breast adenocarcinoma 1 2335186 SPARC cutaneous melanoma 1 21654834 SPARC invasive breast cancer 2 9850090 SPARC invasive prostate carcinoma 1 5432063 SPARC mammary adenocarcinoma 3 5432063 SPARC melanoma 44 20100207 21616936 17934501 5432063 18813945 19661316 2015346 11782382 10629546 16314734 20955243 17625595 21654834 8734932 9018235 15958556 18059024 16885349 12500936 19068096 19082484 17994631 2335186 10749584 10088554 9008236 SPARC metastatic melanoma 2 19082484 9008236 SPARC metastatic prostate cancer 3 16957145 10475375 10741745 SPARCL1 NSCLC 1 15375558 SPG7 sporadic breast cancer 1 10480368 SPHK1 NSCLC 1 21325072 SPHK1 breast adenocarcinoma 1 12441135 SPN SCLC 2 8040180 2163746 SPN bronchogenic carcinoma 1 1395762 SPN melanoma 1 1657377 SPOCK1 NSCLC 1 19816938 SPP1 SCLC 2 14907713 SPP1 mammary adenocarcinoma 1 14907713 SPP1 melanoma 3 14907713 17891747 SPR melanoma 2 19686647 20940903 SPRR3 melanoma 1 2190217 SPRY2 melanoma 1 15313890 SPRY4 melanoma 2 21558391 15313890 SRC NSCLC 4 19491201 10418975 19046792 20709421 SRC SCLC 1 15531725 SRC cutaneous melanoma 1 16741510 SRC mammary adenocarcinoma 1 11175856 SRC melanoma 7 21357539 10639512 3957463 10389946 16741510 17229570 2224114 SRC metastatic prostate cancer 1 21703419 SRD5A2 infiltrating breast carcinoma 1 6682775 SRF invasive breast cancer 1 10678165 SRF invasive breast carcinoma 1 21670154 SRF melanoma 6 942051 19198601 SRI NSCLC 1 8392315 SRM NSCLC 1 20815376 SRM unilateral breast cancer 1 3208657 SRP14 melanoma 1 2199796 SRP9 melanoma 1 2199796 SRPK1 NSCLC 1 17332336 SRR Melanoma 2 1291888 19008093 SRR melanoma 2 1291888 19008093 SRY male breast cancer 1 14686579 SRY mammary adenocarcinoma 1 6828386 SSB SCLC 2 14907713 SSB breast adenocarcinoma 1 10647931 SSB mammary adenocarcinoma 1 14907713 SSB melanoma 10 942051 14907713 10647931 SSR2 melanoma 1 12601018 SST NSCLC 3 9258658 9089594 1309431 SST SCLC 3 8834173 11290438 12570813 SST breast adenocarcinoma 2 9537589 8754775 SST medullary thyroid carcinoma 2 15743023 12359227 SST melanoma 5 16314738 10537142 20043075 18682975 16179863 SST metastatic melanoma 1 16314738 SST metastatic prostate cancer 1 11275705 SSTR1 SCLC 1 7968260 SSTR1 melanoma 1 11344389 SSTR1 prostatic intraepithelial neoplasia 1 20646346 SSTR2 NSCLC 2 16570185 20653396 SSTR2 SCLC 3 7968260 15371104 7854974 SSTR2 medullary thyroid carcinoma 4 12063634 12734860 16601140 11344221 SSTR2 melanoma 3 11344389 10373412 18682975 SSTR3 Melanoma 1 20146879 SSTR3 cutaneous melanoma 1 20146879 SSTR3 medullary thyroid carcinoma 1 9799343 SSTR3 melanoma 2 11344389 20146879 SSTR3 prostatic intraepithelial neoplasia 1 20646346 SSTR4 medullary thyroid carcinoma 1 9661621 SSTR4 melanoma 1 11344389 SSTR4 prostatic intraepithelial neoplasia 1 20646346 SSTR5 Melanoma 1 20146879 SSTR5 cutaneous melanoma 1 20146879 SSTR5 medullary thyroid carcinoma 2 9799343 11344221 SSTR5 melanoma 2 11344389 20146879 SSX1 melanoma 2 10749136 9378559 SSX1 metastatic melanoma 1 10749136 SSX2 melanoma 11 8840996 16837900 15382048 18314130 9547328 18688854 10749136 9378559 15683221 SSX2 metastatic melanoma 1 10749136 SSX3 melanoma 1 9378559 SSX5 melanoma 2 10749136 9378559 SSX5 metastatic melanoma 1 10749136 SSX7 melanoma 1 12216073 ST14 NSCLC 1 20980099 STAR invasive breast cancer 10 20522797 11795345 15687611 10983739 10234895 11194089 11916233 14687601 1832192 STAT1 Melanoma 1 9748142 STAT1 medullary thyroid carcinoma 1 21551259 STAT1 melanoma 32 15668815 8197455 10596912 19232485 12114539 19723881 10023678 11900988 9748142 9353349 21795596 21551368 9287210 18453571 17404264 21751950 12926238 17374732 15826948 20180146 19396596 14732359 12504558 15240658 10366420 10391682 20712572 15009724 STAT1 metastatic melanoma 3 20180146 17404264 15009724 STAT1 metastatic prostate cancer 1 16427044 STAT2 Melanoma 1 9748142 STAT2 melanoma 8 15668815 12502864 12244326 9748142 10596912 12504558 16523488 STAT2 metastatic melanoma 1 16523488 STAT3 Melanoma 1 10037236 STAT3 NSCLC 16 17824789 11358816 15217536 18043125 21138684 20358631 21225866 12068308 17549413 20871632 20073576 15643501 19861436 18296914 19046792 19569236 STAT3 SCLC 3 11408346 16116477 10506573 STAT3 anaplastic thyroid cancer 2 19825993 19638576 STAT3 breast adenocarcinoma 2 20140019 9478934 STAT3 cutaneous melanoma 1 10428027 STAT3 invasive breast carcinoma 1 18060028 STAT3 mammary adenocarcinoma 1 14734732 STAT3 medullary thyroid cancer 2 20570039 7509801 STAT3 medullary thyroid carcinoma 5 17145757 15572361 15613280 15753368 17209045 STAT3 melanoma 86 21278793 15170211 21610112 15120650 11463388 12865928 9287210 18453571 11689955 9891090 18222423 17374732 11442760 19097071 18941194 15826948 9480987 9815768 15564140 16710719 16909117 10391682 19494262 21356389 19755418 14734732 18454317 19232485 18698165 12114539 10023678 11463377 10428027 18392040 19011510 12589944 19351839 17404264 19617629 11896598 10389946 9188471 12649187 21521745 19758315 17150037 10037236 21118964 18386001 18798092 19995546 18287387 15986140 21900956 15269985 20939432 19823036 19851315 20712572 15451439 8197455 15851011 18171991 20030320 10777564 11564763 12068308 16536977 15061701 21527558 12926238 21624767 18505050 10398600 19913908 STAT3 metastatic melanoma 6 17150037 17404264 16909117 19097071 10777564 19494262 STAT3 metastatic prostate cancer 4 20332235 15735720 11689955 16427044 STAT3 prostatic intraepithelial neoplasia 1 12110890 STAT4 melanoma 1 19338001 STAT5A mammary adenocarcinoma 1 16395311 STAT6 Melanoma 1 10037236 STAT6 NSCLC 1 17237818 STAT6 mammary adenocarcinoma 1 12574371 STAT6 melanoma 4 19041933 19338001 10037236 15589317 STC1 medullary thyroid carcinoma 1 10937775 STIM1 melanoma 1 11413487 STIP1 melanoma 1 16034300 STK11 melanoma 2 15516847 18353141 STK17A melanoma 1 12438269 STMN1 melanoma 1 21612405 STS NSCLC 8 10655437 11791177 12124802 15286713 7885406 15777800 STS invasive breast cancer 1 17275999 STS melanoma 11 7589601 10655437 8850423 20204294 10444588 15313738 10873378 19097421 2440339 STS metastatic melanoma 1 10655437 STX17 melanoma 2 19209086 18641652 STX7 melanoma 1 19714869 SULF2 NSCLC 1 11533491 SULT1A1 SCLC 2 14907713 SULT1A1 mammary adenocarcinoma 1 14907713 SULT1A1 melanoma 2 14907713 SULT1A1 sporadic breast cancer 1 15894657 SULT1B1 SCLC 2 14907713 SULT1B1 mammary adenocarcinoma 1 14907713 SULT1B1 melanoma 2 14907713 SULT1E1 sporadic breast cancer 1 15894657 SULT2A1 SCLC 2 14907713 SULT2A1 mammary adenocarcinoma 1 14907713 SULT2A1 melanoma 2 14907713 SUMO1 NSCLC 1 19859084 SUMO2 mammary adenocarcinoma 1 6828386 SUMO3 mammary adenocarcinoma 1 6828386 SUZ12 metastatic prostate cancer 1 10604983 SYK invasive breast cancer 1 15492255 SYK sporadic breast cancer 1 12382187 SYTL5 invasive breast carcinoma 1 11438682 T Melanoma 139 8683899 1719320 19326132 8194873 10684858 12773015 10049938 8044834 11225990 16248800 9131386 11829282 10215777 18463539 19001147 15240741 15917653 2593166 15009721 10087266 11062743 12806279 15889254 21105125 10528188 11315507 9354462 8966600 18767944 6324393 2793246 8111190 1618656 11599896 9455798 16033477 10919634 21668310 8976717 20882685 1668534 21667026 8941875 17555533 8457622 11450597 15879092 16163671 11369232 19405172 15514379 10407412 12209135 3276787 6850592 1335364 11121134 9686582 14870989 11886514 10037236 10950150 11007933 15856458 15335320 10382738 12924949 16551247 11280765 16116171 19845503 17290408 12019167 8748167 19034678 9816214 20948440 10837406 11676397 19074732 16141364 10446041 10435115 10838664 19212346 7456419 3123073 18083375 18956370 14732881 17647270 10478640 15125569 16153443 15286398 9219827 12937634 9614572 18432693 16596713 17106244 9561371 21182840 10700174 15291987 18034529 10717634 10037799 T NSCLC 174 18689151 19862983 16569460 18365271 1388654 14991063 1327075 19644957 10188720 19597336 18478932 10576740 18528866 19461122 8697416 18045808 16400659 10946920 8640452 18711188 19572148 15667799 11206229 19956367 19594543 17066423 9711528 16174093 14611679 21091107 20395632 10566144 11102892 10655437 12419426 21257943 16786144 7015512 18756899 8387421 9176499 16782226 9815542 3576199 9794367 16128739 20089329 21330443 10811984 16622681 16596224 10500295 17709550 21555438 18770861 19431148 15201976 12471625 20189873 14739035 11197915 8142173 12239453 15046400 8380130 21271351 10102273 19795170 7750121 20137575 15753462 10552961 21164365 19713832 10744655 10501501 10082509 15251169 11505501 12700635 1679529 8684631 11093813 16596204 11691819 20477813 10663610 16924494 8964098 17996327 20830705 8391918 18771959 9330606 17991324 1905840 8122112 16036776 15949868 11595709 17617559 16282720 15286781 20473949 11751630 9657662 17639396 18671239 17875516 19380192 17335148 8923469 8609701 18215193 21373990 9756419 16211295 14605671 9815567 1601523 20349288 8393206 18953838 15312341 12060626 16101161 18029051 10359702 8247546 15337041 18302654 9792051 7522041 14629822 19082459 17599645 7671234 11719375 11551413 9012470 16135732 17949407 17825949 17645781 7952630 17651784 18606477 8911109 9833760 T SCLC 91 14517844 10493519 2483307 19380192 1648702 1312696 8387421 8878464 17143611 7685987 3576199 12700635 20349288 2997622 5963888 18028190 8640452 1325431 2486841 2420009 1617315 14978140 8387214 2631796 15294948 9989614 2140528 6254391 8183553 14907713 11030152 19082459 1661346 1340473 8643438 15573129 18455243 9415308 10506573 16609038 1394222 1448670 T adenocarcinoma of breast 1 14974761 T amelanotic melanoma 13 8194873 3306918 7015512 781840 2076346 3597877 19056538 9222283 T anaplastic thyroid cancer 4 11846609 10098765 17199737 T anaplastic thyroid carcinoma 4 2521756 15713704 1409079 17981789 T benign breast tumor 2 16188129 10753920 T bilateral breast cancer 2 8589730 12151349 T breast adenocarcinoma 29 10071250 10352316 3018928 19727575 8204946 10210137 10553082 9202705 18245667 18242970 16093249 17895589 1332579 10996629 16442348 2723437 16297421 12243359 8621922 1709586 10544014 10849765 10647931 11861388 7749146 9498799 T bronchial carcinoma 35 5643759 7036468 8801658 12713485 6452044 5848663 9516924 1495304 5413507 1203845 6273672 5706694 T bronchogenic carcinoma 43 308122 8800448 9623300 1698311 6059570 14978691 9434330 9011591 2992269 1728232 9663424 308318 2823377 8317872 1455018 2485685 1850720 4179831 3027619 10673212 1203845 8146359 792341 617190 302883 8337104 9220416 15552781 T cutaneous melanoma 35 11920582 21667026 17851585 1831067 8918263 1281615 2349086 1452213 7597303 19405172 2593166 21382782 15514379 12170439 17145305 21174553 17279413 2458044 9578425 12140383 16374454 15262308 17441381 8917636 18519684 3260930 14760073 11180105 21489891 15604288 15645483 T early-stage breast cancer 4 10856797 11242036 20022069 2807652 T extracutaneous melanoma 1 7726633 T female breast cancer 6 19956367 7558532 17978878 11731429 10778762 16786141 T female breast carcinoma 1 9219918 T hereditary breast cancer 5 16604491 17004108 1676470 1540973 T infiltrating breast cancer 4 10449169 4614858 3524802 T infiltrating breast carcinoma 7 10049938 18842336 T invasive breast cancer 26 15867365 21846823 1322387 12060497 17592771 12750287 8259422 1566134 17047043 11376414 16958961 11689575 10092774 11731425 20658316 11327541 11753038 12206513 1648040 17129787 1334964 11229684 19589821 T invasive breast carcinoma 4 18820666 17653902 20556505 14601082 T invasive prostate carcinoma 125 8895741 5432063 T male breast cancer 4 6086848 14767551 21165771 9219918 T male breast carcinoma 1 1964731 T malignant breast neoplasm 1 16699369 T malignant breast tumor 1 11381198 T malignant prostate tumor 1 17938645 T mammary adenocarcinoma 488 7729957 7960242 9551618 9853512 10570277 11228533 12918065 5544593 8422670 10710306 7545119 9423286 3485100 3849979 11896445 16167349 9472781 18097564 10528190 18292539 423966 16424205 1473255 21813611 12038706 12649291 3884721 3874912 12574371 14734732 5432063 7963533 9859214 2654951 10209488 14907713 75226 2831375 7477296 9300676 3039263 21621198 3493072 17895589 12727834 5538822 2519827 6191674 1358974 3871818 7722313 5962839 19395374 16740768 12605184 20091859 8144525 11313802 6198295 8674054 3979412 12731043 8704249 12154045 1991996 3360239 1824777 17470200 10523677 10397169 11334732 3091274 7594480 9893033 3922632 1707342 7730633 11892837 9581908 7954438 7577803 10819579 8569177 15221967 1149045 3849980 2449978 10811121 9020154 6828386 18035537 T medullary carcinoma 12 1672872 3026138 18469794 20092246 1330875 2416716 15660281 6238229 11894115 856446 811671 11188855 T medullary thyroid cancer 1 16053382 T medullary thyroid carcinoma 67 11600571 12439612 1355264 10414462 9382992 12673960 12016484 9920370 18209041 18283628 15345114 461906 9449631 9557261 1061670 18617610 1195397 6438633 16954430 8954146 11733228 T melanoma 6047 9845363 19758325 8336188 7690346 9578424 5330183 18565862 1172191 1910625 11357146 5961144 20133862 17999919 21715316 11289139 10235487 1532109 10663611 12359759 10886507 20635909 10421782 19745721 20060741 11599896 2499552 16450380 12616100 7516926 17234791 1898716 20093296 7703289 7912108 9346484 11450597 6654521 10973791 14732231 12957394 19001146 2335461 14696099 17084367 21185705 16116198 21131422 6448800 21200381 3917475 5135623 7638987 20164430 14634102 18056166 7015512 16033529 1964053 11918082 9336741 8752930 9816138 21518728 15778407 8457777 17628799 20974468 15102697 9816214 8228088 12230493 15995707 15472713 222788 16483188 7527299 8374955 6607104 1590998 10866317 17075125 21041732 11477558 21430221 16823927 9070664 8823372 2529220 10809954 8615665 21074058 18839429 12682787 19276376 7738617 15783261 17505262 9839551 3084648 3886826 3158401 16300475 12384805 7996674 10588729 15554386 10190907 7499443 14687714 11774245 15542372 12767067 2295088 21074064 21730023 15336780 20694520 11918705 17878095 10660615 1081937 18316621 16968820 1380674 6324393 6976680 7520026 3257303 9537230 11536167 15001157 11836634 11874634 12747754 15313927 6605993 1878892 17555533 16237070 8935625 20501952 14764739 3493432 10958359 10946294 18084329 8603805 2538434 19843856 9973498 14626566 10746555 3167614 9875672 16397745 16455987 11565838 15940237 9704728 7705956 16618770 15068853 8546993 16421945 20395199 14767547 1312472 11041020 3485457 14609222 10384155 12789294 8617987 19752747 1713127 8695856 3117884 16197336 12839930 20030320 16596997 11132924 21345488 17667523 12193750 1493634 15314544 1861072 11730848 9614572 11730853 11509956 6607324 19501956 8683899 6203018 7774619 11798470 10049938 15755630 12918065 9935227 10933943 8529408 1346796 15127235 16509828 20463604 20686964 20844763 20731045 7716716 9279688 15235391 21346771 14688322 18480845 9610911 8173237 9743519 8769476 21304398 12084927 10399962 18545973 20934217 11739504 12000866 11673513 1386550 10467372 8331293 20179203 9815928 9862627 637870 9279687 10506108 5559161 20686970 10384132 8419164 20927455 8971174 19706684 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12088412 7678350 308186 T melanoma of skin 1 5481224 T metastatic melanoma 397 18157017 8336188 1925250 11765182 18565862 3108402 1370687 2830969 11357146 7919965 9815676 2593166 18481388 9257373 9001571 19752745 20635909 11017102 10586088 2985706 12616100 8242664 9000554 1848598 12525559 21410773 14577912 11450597 2060186 14732231 15688403 19001146 9685698 3328139 10397255 1847722 3917475 10910069 10658910 7638987 10655437 18056166 1359903 18695871 9456433 12543800 8280718 12536239 16033818 15778407 7627996 21174553 18593930 12576430 17023641 10829299 2936447 19513522 8635862 11180105 2469732 10866317 16760175 3623718 10797269 11300491 9500606 15520172 12682787 11912149 17223740 10700174 7751637 6023376 9466650 21074064 2582450 7954526 15725960 18777615 9865679 18354418 9551926 19737958 1081937 11001549 2059968 16829643 7585540 7522957 18405863 9657917 18031135 15001157 11874634 16960691 16681827 18289047 19139884 10706736 9430233 9415573 9042204 6224806 16754342 15577321 9816296 12209135 10811122 10629086 10687135 8744727 20460472 10745033 17172802 1971794 17273561 1312472 18312383 14609222 19769743 5413507 3903508 15723450 16925496 1446917 10435115 3260930 19752747 18820132 8162615 10777564 12445284 12193750 11927633 11544530 21074059 9614572 11730853 16465362 625264 8181865 10229815 3496855 15725959 3805131 20686964 19242378 10687134 21346771 2458044 19424570 1533591 10754316 2139701 7737287 21304398 10399962 9624003 10897045 11739504 11418623 21325070 6577218 12445279 14568971 7994925 11051273 16818621 14629628 12068387 16457760 1394343 17404264 21445780 10587357 1873855 10478642 3760563 1819216 7614474 17673618 16215718 19342963 17875752 14679012 7923243 15931392 10916759 10605010 13680194 18615619 15705908 1944559 3158614 8006593 10371507 10996626 2091502 8440919 7589065 2785562 14669796 18390413 21069321 10203037 9823374 17229499 20143391 2147056 1840703 16891861 15703492 12817001 9710747 8726415 19451549 10757353 8819128 18528295 9592179 9759882 6822741 9706977 15295006 15695408 15534492 16468035 10984562 15563845 9815737 7927369 9469433 15240741 21159666 10609652 12560234 9833762 17683111 1428237 10543249 15297401 19104936 15591121 9935203 9044853 15609471 11257393 19293190 18413772 16061687 1790139 21083648 20427771 1452213 19808957 12525694 10925359 15699177 7576053 16609058 14997347 15335320 8170938 16551247 15001164 11583285 10786815 15570431 7706734 20712569 1655988 10586094 20948440 10746551 10561265 12202904 10446041 10850338 12209588 16799341 10771475 10641571 7553683 16308572 17062687 19193552 8162611 10856307 19609242 11242036 6312838 2406452 T metastatic prostate cancer 26 8170835 10425272 11739538 19201656 11238679 18077443 8797572 1698118 11857386 3760119 18704362 16760639 12096343 8028037 11319623 17896564 20976449 10996633 11782385 10766182 8299557 9269988 14633713 T metastatic prostate carcinoma 1 9041192 T prostate cancer metastatic 1 11387358 T prostate carcinoma metastatic 1 9627057 T prostatic intraepithelial neoplasia 22 8895741 16406862 10519415 16397253 17473212 11888907 12727848 10487632 12708490 447482 10564676 21411524 21865407 10074161 11280793 8299557 12228243 9269988 12208767 T recurrent lung cancer 2 16362409 17431340 T recurrent malignant melanoma 1 17165592 T recurrent melanoma 3 7576053 15715049 T recurrent prostate cancer 3 12639303 17507814 12750268 T regressing melanoma 1 12839930 T skin melanoma 6 11103812 1831067 21844394 9389558 18324836 T spindle cell melanoma 1 12873447 T sporadic breast cancer 13 19429453 19585237 19380022 17100994 11007364 20443055 19744559 11093813 12445306 11731429 12151349 18403774 17505880 T thyroid medullary carcinoma 1 811671 T unilateral breast cancer 1 8589730 TACC3 NSCLC 1 16930330 TACSTD1 NSCLC 1 14553843 TACSTD2 prostatic intraepithelial neoplasia 1 20699415 TAF15 melanoma 1 20048082 TAL1 melanoma 1 7496160 TANK melanoma 1 18941247 TAP1 Melanoma 1 9816214 TAP1 melanoma 18 11241306 9632673 15265902 2034277 17229499 9052759 17278102 9605759 17999701 11751378 8270878 12777979 15990392 9816214 10687135 3760563 9624005 8864173 TAP1 metastatic melanoma 3 10687135 3760563 17229499 TAP2 melanoma 12 11751378 11241306 15265902 12777979 2034277 9052759 8851724 12707328 17332298 10687135 17999701 8864173 TAP2 metastatic melanoma 1 10687135 TAT Melanoma 1 11418311 TAT NSCLC 2 17617559 21189450 TAT SCLC 1 8388741 TAT melanoma 18 14614132 942051 17664565 15446799 16940149 16491043 12297042 6073493 10958836 12538688 11418311 12672050 18566222 10570427 11333128 TAT prostatic intraepithelial neoplasia 1 9092797 TAZ NSCLC 1 21258416 TAZ invasive breast cancer 2 16300735 TBC1D7 NSCLC 1 20095038 TBK1 melanoma 3 14679297 12539043 18256672 TBP melanoma 6 20729763 942051 14706458 TBX2 melanoma 4 11689487 18353141 15781639 15093729 TBX3 melanoma 2 11689487 TCAP recurrent prostate cancer 1 17662081 TCF21 NSCLC 2 10987304 20945327 TCF21 SCLC 1 10987304 TCF4 medullary thyroid carcinoma 1 21551259 TCF7L2 melanoma 1 10592173 TDH invasive prostate carcinoma 1 5432063 TDH mammary adenocarcinoma 3 5432063 TDH melanoma 14 5432063 13650640 TDP1 NSCLC 1 16751265 TEC SCLC 1 16713013 TEC melanoma 3 11718143 19650861 10389946 TEF melanoma 1 18174239 TEK melanoma 1 9192754 TEP1 melanoma 1 12792796 TERF2 invasive breast cancer 1 10398097 TERF2 invasive breast carcinoma 1 10398097 TERT NSCLC 4 17468511 19369581 21083788 17130181 TERT SCLC 1 15611929 TERT invasive breast cancer 1 10398097 TERT invasive breast carcinoma 2 12950019 10398097 TERT melanoma 10 10973307 21300782 21116649 8868103 17917827 10440377 9252327 20621064 15746944 TERT metastatic melanoma 1 8868103 TERT sporadic breast cancer 1 19380022 TESK1 Melanoma 1 10446041 TESK1 melanoma 2 10446041 TESK1 metastatic melanoma 1 10446041 TF Melanoma 1 10456459 TF NSCLC 12 18594312 15736466 12579319 1716883 8993769 20400243 18575726 1975283 15989475 12953149 TF SCLC 7 12900288 14514974 16211870 1975283 11888669 14610319 8806110 TF breast adenocarcinoma 2 2196117 8647650 TF invasive breast cancer 2 8895765 8574960 TF mammary adenocarcinoma 4 6828386 11169979 3967949 1825477 TF melanoma 42 942051 19550359 12192302 11434567 10592173 16722634 8191400 14500372 12028585 11891850 1959842 11943929 19067186 16831290 2850474 19419757 19594545 16801104 6336977 12391545 11697711 15386437 18292996 7521887 16689759 1540975 3754536 11414630 11816709 10456459 1465406 1372439 1423816 TF metastatic melanoma 3 11434567 15386437 12028585 TF metastatic prostate cancer 1 14665359 TF prostatic intraepithelial neoplasia 1 19219655 TFAP2A melanoma 1 1916817 TFAP2C invasive breast cancer 1 18825690 TFAP2C melanoma 1 10570957 TFDP1 NSCLC 1 20715154 TFE3 melanoma 5 20164056 21278792 9223672 10707962 TFE3 metastatic melanoma 1 20164056 TFE3 skin melanoma 1 21278792 TFEB melanoma 1 10707962 TFF1 breast adenocarcinoma 1 15177868 TFF2 breast adenocarcinoma 1 15177882 TFG NSCLC 1 18242762 TFPI melanoma 5 8497849 17139378 12941039 12083497 12028585 TFPI metastatic melanoma 2 17139378 12028585 TFR2 NSCLC 1 17681636 TFRC mammary adenocarcinoma 1 20392994 TG Melanoma 2 16040064 21182840 TG NSCLC 1 10453443 TG SCLC 3 14907713 5963888 TG anaplastic thyroid carcinoma 3 15650765 12414907 9724055 TG bronchial carcinoma 1 5706694 TG female breast cancer 1 2580432 TG invasive prostate carcinoma 1 5432063 TG mammary adenocarcinoma 7 8760062 14907713 10616216 3317217 5432063 TG medullary carcinoma 2 8372687 3971371 TG medullary thyroid cancer 1 1996539 TG medullary thyroid carcinoma 2 1195397 8454270 TG melanoma 47 18688565 942051 13428781 10201372 5432063 17208430 5806584 10226565 14907713 10094823 5549896 1316786 1567791 17356804 10537110 12851687 16040064 19212807 3485457 36810 1195397 9685698 17652336 21182840 689834 13293190 10811985 3461723 TG metastatic melanoma 1 9685698 TG metastatic prostate cancer 1 10344216 TG prostatic intraepithelial neoplasia 2 12708490 21076617 TGFA SCLC 2 14907713 TGFA mammary adenocarcinoma 1 14907713 TGFA melanoma 2 14907713 TGFB1 invasive breast cancer 3 21596841 15006917 12750287 TGFB1 melanoma 1 16835788 TGFBI melanoma 1 18510700 TGFBR1 NSCLC 2 21225232 19690145 TGFBR1 melanoma 1 16167981 TGFBR1 sporadic breast cancer 1 10360819 TGFBR2 melanoma 1 19293232 TGFBR2 prostatic intraepithelial neoplasia 1 18381416 TGFBR3 NSCLC 2 18174241 20677641 TGM2 NSCLC 2 19763620 14500366 TH NSCLC 1 20071759 TH melanoma 13 942051 7910809 20735210 17634957 6125004 6119694 13293190 17198085 5549896 2451275 TH recurrent thyroid carcinoma 1 21649470 THBS1 cutaneous melanoma 1 10766168 THBS1 melanoma 3 10766168 14654977 7816818 THRB NSCLC 1 8806102 THRB SCLC 1 8806102 THRB melanoma 1 7909244 THY1 melanoma 1 20043075 TIE1 melanoma 4 16685428 10487832 TIMP1 NSCLC 4 15246188 9816309 10706135 TIMP1 breast adenocarcinoma 1 10647931 TIMP1 mammary adenocarcinoma 1 7188842 TIMP1 melanoma 5 15036259 10647931 TIMP2 invasive breast cancer 1 11470741 TIMP2 mammary adenocarcinoma 1 17505812 TIMP3 NSCLC 1 17189404 TIMP3 melanoma 1 12845640 TJP1 melanoma 4 942051 TK1 NSCLC 1 15583816 TKTL1 NSCLC 2 18394773 TKTL1 breast adenocarcinoma 1 10647931 TKTL1 invasive breast cancer 1 17342325 TKTL1 melanoma 4 10647931 TLE1 melanoma 1 3461723 TLE2 melanoma 1 3461723 TLR1 melanoma 1 9851930 TLR2 anaplastic thyroid cancer 4 11846609 TLR2 invasive breast cancer 1 12040186 TLR2 mammary adenocarcinoma 1 826205 TLR2 melanoma 17 21191404 15369667 21041732 21191814 11093145 11017102 2244923 9851930 10899917 20807806 10956645 19103244 TLR2 metastatic melanoma 1 11017102 TLR3 melanoma 39 12778481 19758325 17535975 21730023 16782388 17404303 17671143 10646607 21402711 12368362 17277125 19016379 17142768 17372897 16177806 19001446 18178804 15995707 16625202 12539043 20930504 19120474 12496964 11359814 20019748 16751377 18272195 21266579 16153868 20395558 18941247 17661372 16210631 21187438 17339430 21632561 10640783 20164430 TLR4 anaplastic thyroid cancer 2 11846609 TLR4 mammary adenocarcinoma 1 826205 TLR4 melanoma 26 15369667 18031543 21730023 18798092 15153540 9851930 2244923 17974996 19001446 15995707 10640783 8145033 14744795 12539043 20664975 TLR4 prostatic intraepithelial neoplasia 1 21169414 TLR5 melanoma 1 17535975 TLR7 melanoma 12 20519933 18288107 16365416 17535975 19966212 20543857 15995707 18439103 21402711 17950005 20937315 TLR9 NSCLC 4 18805433 16818518 16922592 19843072 TLR9 melanoma 17 18288107 12778481 16365416 19497760 21239155 16922592 16751377 9662379 9851930 18805433 15995707 10640783 17950005 18804283 19808957 20937315 TLR9 metastatic melanoma 1 19808957 TM9SF4 melanoma 1 19893578 TM9SF4 metastatic melanoma 1 19893578 TMEFF2 NSCLC 1 15942649 TMPO melanoma 1 233304 TMPRSS2 melanoma 2 2987824 TMPRSS2 metastatic prostate cancer 2 16951141 TMPRSS2 prostatic intraepithelial neoplasia 5 19396168 12131161 16213704 21169414 20736744 TNAP SCLC 2 14907713 TNAP mammary adenocarcinoma 1 14907713 TNAP melanoma 3 10513816 14907713 TNC Melanoma 1 18096869 TNC invasive breast cancer 1 12036947 TNC melanoma 2 12359049 18096869 TNF Melanoma 9 8194873 11445875 1313774 10446041 15879092 15383566 1989645 10799299 10629075 TNF NSCLC 9 10576740 2171561 9519229 19505916 9669810 11802207 12208743 3312244 15634757 TNF SCLC 5 14907713 8581394 2171561 8777713 TNF amelanotic melanoma 3 8194873 781840 TNF anaplastic thyroid cancer 1 12843137 TNF anaplastic thyroid carcinoma 1 12843137 TNF breast adenocarcinoma 15 15870704 9786905 16440323 2723437 8051124 15023539 3018928 9419972 7750203 10647931 20492887 7905787 19799649 2556313 14527409 TNF bronchogenic carcinoma 3 1634820 1698311 TNF cutaneous melanoma 2 10428027 16767915 TNF female breast cancer 1 8983286 TNF invasive breast cancer 2 11689575 17436274 TNF invasive breast carcinoma 1 17234183 TNF invasive prostate carcinoma 4 5432063 TNF mammary adenocarcinoma 23 8569177 15466213 5432063 11273779 11404387 1918993 6828386 14907713 8676012 1902865 TNF medullary carcinoma 1 10945619 TNF medullary thyroid carcinoma 1 1195397 TNF melanoma 338 8529289 3257413 8194873 15466213 2971724 3015137 8814690 10094108 7685328 7584091 15956983 18931688 3095251 9060545 9670274 8792001 8598489 2224840 7606887 9572472 10890379 11389822 2531194 8636761 12744614 10510388 3083507 3005411 2338840 10966059 10799299 12717360 19221555 8847144 9973211 14696119 14907713 9346484 11004679 9067963 10955785 8859722 2111349 2111373 8631596 3115109 1617834 8314385 7914181 1535986 9725211 11131677 17062604 1796817 11221832 2642026 3260254 10644010 1673988 3278752 16033529 10647992 17653822 8132736 10352307 16935777 1103152 12574370 16099618 8038592 12728254 1760811 7522155 8598463 9329556 9029113 9815721 9851930 3100623 8204733 2440339 3594575 9621525 9878124 16767915 11565829 8395334 781840 7750203 1989645 20429035 8873050 9546782 10843728 8144583 9490698 8580367 2489532 3525433 10702308 9692912 181845 2537297 8738402 7908659 7600564 11007932 8145033 10389992 11530504 1594086 3091262 8486931 14518284 9033367 1305889 9417816 10754286 10916761 1790140 14726404 11350910 9101810 2384672 3492537 1875058 10899917 12388254 8562498 18974777 1623932 19790008 8471591 1651157 1694591 1207755 1544709 1370233 17274948 2181070 3139842 9536262 2324095 9216689 17575157 2090873 12844496 7589064 16681827 6439593 7617079 7601571 8665570 5432063 9663484 3138196 3805727 11313369 9892208 1347555 2450880 2196116 10428027 15879092 17986662 1351873 2149669 3493432 10464704 11824246 11251979 15289829 3330013 6606682 17460144 2459402 1195397 19617629 10321728 8038591 11001908 2576655 3029503 15354406 10629075 12391201 8440412 1590281 10391945 1376302 8894681 2296051 12761882 9298936 8242663 7674090 11399512 9387244 11205316 10617615 9706258 9743343 10446041 1446917 8376787 7734956 10647931 2183930 8661206 9778589 9392330 17909055 11062439 2012796 16213477 3791201 3488815 11776490 1901239 10873516 8006453 2121817 1906286 2158515 16767914 11429164 7600565 18281491 1143319 10778963 1868490 7553683 16709800 1905388 11445875 2584706 8940515 1918993 1450672 1389477 3260822 1906430 1826631 10398600 16615114 2379220 1406630 TNF metastatic melanoma 12 8395334 16681827 7553683 8598489 10890379 1446917 10446041 8814690 7914181 18931688 9298936 8486931 TNF sporadic breast cancer 1 10383455 TNFRSF10A NSCLC 1 19505916 TNFRSF10C sporadic breast cancer 1 16322213 TNFRSF4 SCLC 1 16116477 TNFRSF9 Melanoma 1 646394 TNFRSF9 cutaneous melanoma 1 646394 TNFRSF9 melanoma 3 646394 TNFSF10 melanoma 2 10900469 TNFSF14 melanoma 1 14871849 TNFSF15 melanoma 1 16685428 TNN melanoma 2 16354203 1770551 TOP1 melanoma 4 10700175 271968 20465595 TOP1MT melanoma 1 17161897 TOP2A NSCLC 3 17949785 18078328 17639997 TOP2A early-stage breast cancer 2 19401546 19620479 TOP2A female breast cancer 2 10702400 TOP2A invasive breast cancer 3 20473280 20543821 19945923 TOP2A sporadic breast cancer 1 11888924 TOP2B prostatic intraepithelial neoplasia 1 20836279 TOPBP1 melanoma 1 15290653 TP53 Melanoma 1 10489624 TP53 NSCLC 30 10353731 18259947 12581892 17330809 9187130 17949785 19217709 12409262 16499995 16989164 7630642 18690840 17957785 1314134 15604253 19914087 9258658 19461122 9416838 18336951 8664051 19398556 12007217 15118073 12875622 2176544 20889565 21189450 17575133 12538456 TP53 Prostatic Intraepithelial Neoplasia 1 20936707 TP53 SCLC 12 19914087 19390995 11677115 11061602 10065152 12007217 8402711 19685073 7553622 10528922 21210145 17374419 TP53 anaplastic thyroid cancer 2 12716888 19117336 TP53 anaplastic thyroid carcinoma 1 15650765 TP53 bilateral breast cancer 2 19127115 16772121 TP53 breast adenocarcinoma 3 10647931 9010231 16644204 TP53 bronchial carcinoma 1 17406801 TP53 cutaneous melanoma 3 19400696 9724087 17414113 TP53 female breast cancer 2 16331344 8695152 TP53 hereditary breast cancer 8 18822852 21360002 11774352 11139324 10432928 TP53 invasive breast cancer 3 7665243 17449902 10749912 TP53 lobular neoplasia 1 18223478 TP53 male breast cancer 1 16996204 TP53 medullary carcinoma 1 18502330 TP53 medullary thyroid carcinoma 1 11502837 TP53 melanoma 33 10489624 20851711 8640724 15557758 9389568 15761078 11096420 7597286 17295241 10528923 12409262 19117336 12619107 16354195 12394187 8153634 9661661 8514460 17414113 7687871 11216673 15195137 19400696 10762636 10647931 9724087 15961632 10549356 16908595 TP53 prostatic intraepithelial neoplasia 2 7515114 18383208 TP53 sporadic breast cancer 13 17284368 1961222 10749912 11439364 21061796 7923057 19434886 16996204 18403774 15351094 17505880 10688858 TP53 undifferentiated thyroid carcinoma 1 16278386 TP53 unilateral breast cancer 1 16772121 TP63 NSCLC 1 19247083 TP73 NSCLC 1 12875622 TP73 anaplastic thyroid cancer 1 12716888 TPCN2 cutaneous melanoma 1 18583973 TPCN2 melanoma 1 18583973 TPI1 SCLC 2 14907713 TPI1 mammary adenocarcinoma 1 14907713 TPI1 melanoma 2 14907713 TPM3 anaplastic thyroid cancer 1 11846609 TPO Melanoma 1 10528188 TPO NSCLC 2 9329364 14689068 TPO SCLC 1 8784480 TPO malignant thyroid tumor 1 1422230 TPO medullary carcinoma 3 10401674 8732452 8691639 TPO medullary thyroid carcinoma 1 8157713 TPO melanoma 3 11007917 10828006 10528188 TPO undifferentiated thyroid carcinoma 1 8631011 TPPP NSCLC 1 18328944 TPR melanoma 2 8327732 12964006 TRADD NSCLC 2 10102273 TRAF2 breast adenocarcinoma 1 10647931 TRAF2 melanoma 11 11064452 10702802 10617615 11001908 10647992 9346484 10647931 11402319 TRAF2 metastatic melanoma 1 11402319 TRAF3 melanoma 3 11001908 12539043 10837071 TRAF5 melanoma 1 11001908 TRAF6 Melanoma 1 16116171 TRAF6 melanoma 5 10647992 11001908 9346484 10617615 16153868 TRH Melanoma 2 11196180 TRH medullary carcinoma 3 3115636 1971777 224071 TRH medullary thyroid carcinoma 6 3115636 1971777 1595326 9421422 3121619 2513321 TRH melanoma 5 15328193 10447100 11196180 3935947 TRH prostatic intraepithelial neoplasia 1 9645439 TRH recurrent breast cancer 2 816451 108096 TRIB2 melanoma 1 20208562 TRIO SCLC 1 15611929 TRIP13 NSCLC 1 18328944 TRPC1 melanoma 1 11413487 TRPC6 NSCLC 1 20681449 TRPM1 Melanoma 1 21435193 TRPM1 cutaneous melanoma 1 11112208 TRPM1 melanoma 7 11112208 19587221 14744763 19436059 21435193 21072171 TRPM2 melanoma 1 18957938 TRPM4 melanoma 1 12893253 TRPM7 melanoma 1 17632567 TRPM8 breast adenocarcinoma 1 20932258 TRPM8 melanoma 1 18684990 TRPM8 metastatic prostate cancer 1 20043080 TRPS1 recurrent prostate cancer 1 7529134 TRPV1 melanoma 2 16043290 11208852 TRPV6 breast adenocarcinoma 2 18245667 TRPV6 prostatic intraepithelial neoplasia 1 14586412 TRRAP melanoma 1 21629217 TSC1 NSCLC 1 20095038 TSC1 SCLC 2 7585152 10559916 TSC1 invasive breast cancer 1 20658316 TSC1 melanoma 2 10823953 19893040 TSC1 prostatic intraepithelial neoplasia 1 18381428 TSC22D1 metastatic prostate cancer 1 18299979 TSC2 NSCLC 1 15358166 TSC2 SCLC 2 7585152 10559916 TSC2 invasive breast cancer 1 20658316 TSC2 melanoma 4 10823953 11473261 16027121 19155472 TSEN2 melanoma 4 942051 TSG101 NSCLC 1 9764824 TSG101 SCLC 1 9764824 TSHR Melanoma 1 17158770 TSHR anaplastic thyroid carcinoma 1 8892315 TSHR cutaneous melanoma 1 17158770 TSHR melanoma 1 17158770 TSN NSCLC 1 20664959 TSN melanoma 4 942051 TSPAN13 prostatic intraepithelial neoplasia 1 19148481 TSPAN8 melanoma 1 21081927 TST melanoma 1 5806584 TTC4 melanoma 1 11126369 TTF1 NSCLC 1 12827614 TTF1 mammary adenocarcinoma 1 17089068 TTK anaplastic thyroid carcinoma 1 17981789 TTL melanoma 1 19459643 TTLL12 metastatic prostate cancer 1 20162578 TTR NSCLC 1 19795445 TTR invasive breast cancer 1 14623537 TTR melanoma 6 6467196 2766273 3837083 11084869 6056841 6091052 TUBB3 melanoma 1 19122647 TUSC1 melanoma 1 20574843 TWIST1 anaplastic thyroid cancer 1 21389145 TWIST1 hereditary breast cancer 1 19863427 TWIST1 melanoma 1 20679910 TXN melanoma 1 16167981 TXNIP Melanoma 1 12543799 TXNIP melanoma 1 12543799 TXNL4B early-stage breast cancer 1 18398821 TYK2 melanoma 1 9139833 TYMS NSCLC 1 19839929 TYMS melanoma 1 10700175 TYR Melanoma 2 9335442 11092047 TYR NSCLC 1 11926387 TYR amelanotic melanoma 2 14634018 20145642 TYR cutaneous melanoma 2 20548313 18488027 TYR melanoma 27 7704033 20145642 15265682 14643522 11310793 12543800 12201672 12860366 18488027 19585149 12459648 16682408 16059651 19710684 14634018 17891747 17726460 20548313 10631149 9335442 11092047 19320745 11176069 TYR metastatic melanoma 3 12543800 12459648 11176069 TYRO3 melanoma 2 12086670 TYRP1 amelanotic melanoma 1 14634018 TYRP1 cutaneous melanoma 1 18488027 TYRP1 melanoma 15 7704033 18334748 15265682 14643522 11310793 10910072 9434945 19710684 14634018 11095412 18488027 20197744 TYRP1 metastatic melanoma 1 18334748 UBC bilateral breast cancer 2 15177434 21473293 UBC unilateral breast cancer 4 21473293 15177434 12393792 16880452 UBE2C NSCLC 1 19638487 UBE3A NSCLC 1 9620804 UCHL1 SCLC 1 10888881 UCHL1 breast adenocarcinoma 1 8204946 UCHL1 invasive breast cancer 1 15138599 UCHL1 melanoma 1 8204946 UCK1 melanoma 1 10802651 UCN melanoma 1 18443956 UCP2 melanoma 1 18068334 UGDH melanoma 2 18287387 UGT1A8 breast adenocarcinoma 1 18497089 UGT2B17 metastatic prostate cancer 1 7979239 UGT2B7 breast adenocarcinoma 1 18497089 UHRF1 melanoma 1 8242752 UHRF1 sporadic breast cancer 1 19943104 ULBP2 melanoma 3 19671853 20714339 19089914 UNC5C melanoma 1 16595896 UNG melanoma 1 2440339 UPF1 melanoma 4 942051 UPRT melanoma 1 17294721 USF1 melanoma 1 11118618 USO1 invasive prostate carcinoma 1 5432063 USO1 mammary adenocarcinoma 3 5432063 USO1 melanoma 13 5432063 USP13 melanoma 1 21659512 UVRAG breast adenocarcinoma 1 21490427 VAMP3 melanoma 1 17332756 VAMP8 melanoma 2 11278762 VASP NSCLC 1 9187198 VASP invasive breast cancer 1 18813837 VASP melanoma 1 21762694 VAV1 NSCLC 1 8122112 VCAM1 melanoma 1 19128254 VCAN melanoma 1 17060937 VCP NSCLC 3 19356220 15231524 VCP benign thyroid tumor 1 17264533 VDAC1 NSCLC 2 15972865 VDAC2 melanoma 1 10440377 VDAC3 melanoma 1 10440377 VDR Melanoma 1 19008093 VDR NSCLC 5 10102273 17119052 8923469 VDR breast adenocarcinoma 2 16322098 3754600 VDR bronchogenic carcinoma 1 10673212 VDR cutaneous melanoma 3 18183598 17210993 16990805 VDR female breast cancer 1 10545416 VDR invasive breast cancer 2 17855696 15585794 VDR melanoma 32 18183598 20214982 18816636 8894704 20153427 17210993 19667145 16990805 10597185 9431991 19667161 12174089 17172823 16626332 17229570 10344739 20542050 8769954 10690530 15225804 21160030 2440339 10797570 8001151 19008093 19679055 VDR sporadic breast cancer 4 10597185 12150447 VEGFA breast adenocarcinoma 1 10647931 VEGFA melanoma 7 21389833 10647931 17359289 16318581 VEGFC NSCLC 3 20890299 19687765 21161269 VEGFC melanoma 1 17676035 VHL Medullary Thyroid Carcinoma 1 19269919 VHL Melanoma 2 1279432 VHL NSCLC 3 18420585 18358560 12518864 VHL SCLC 2 8183553 VHL invasive breast cancer 1 8652274 VHL medullary carcinoma 1 19097356 VHL medullary thyroid cancer 2 11156410 21630273 VHL medullary thyroid carcinoma 7 11407658 8768845 7682102 7911697 7907913 17102081 17704047 VHL melanoma 10 16912013 13679920 11309305 16256737 17102081 2440339 1279432 9721092 9933168 VHL prostatic intraepithelial neoplasia 1 11144893 VIM invasive breast carcinoma 1 7538357 VIM mammary adenocarcinoma 1 10432004 VIM melanoma 2 19795419 20977544 VIP NSCLC 9 9363981 12009244 8392287 8735986 1965032 1327029 8873894 11165399 VIP SCLC 19 2908812 7846539 12570813 1965034 9535210 8711501 14907713 8677443 2838487 9194577 8204348 8387187 8389407 2831519 2853597 VIP anaplastic thyroid carcinoma 1 2842148 VIP bronchial carcinoma 3 8820247 193482 4162018 VIP invasive prostate carcinoma 2 5432063 VIP mammary adenocarcinoma 8 14907713 5432063 VIP medullary carcinoma 3 7925114 5851951 9071985 VIP medullary thyroid cancer 1 12658727 VIP medullary thyroid carcinoma 2 8832707 3281190 VIP melanoma 43 1667418 6602860 8381403 2538330 8771530 7957315 2558362 5432063 7703717 1314189 3010209 14907713 2839143 1192430 VISA Melanoma 1 16116171 VISA melanoma 5 18936944 20711230 16153868 17653195 16309964 VIT melanoma 1 9650331 VKORC1 melanoma 1 8790415 VPS33A melanoma 1 15790593 VPS33B melanoma 1 15790593 VWF invasive prostate carcinoma 1 5432063 VWF mammary adenocarcinoma 3 5432063 VWF melanoma 16 18023715 7674090 5432063 20505748 VWF metastatic melanoma 1 20505748 WAS SCLC 2 14907713 WAS mammary adenocarcinoma 1 14907713 WAS medullary carcinoma 1 5851951 WAS melanoma 3 14907713 6056841 WFDC1 melanoma 1 19488830 WFDC1 metastatic melanoma 1 19488830 WISP2 melanoma 1 10802651 WIZ melanoma 1 19734436 WNK1 melanoma 1 10395327 WNT3A Melanoma 1 18539969 WNT3A melanoma 3 19458050 18539969 WNT5A Melanoma 1 12086864 WNT5A melanoma 8 15363539 18794093 19099260 17712139 15531600 12086864 10777564 WNT5A metastatic melanoma 1 10777564 WRN NSCLC 1 10377944 WRN melanoma 3 16361718 8722214 WRNIP1 NSCLC 1 17888034 WT1 Melanoma 1 15105900 WT1 NSCLC 3 7688555 19384943 7522041 WT1 early-stage breast cancer 1 8402885 WT1 medullary thyroid carcinoma 3 10101119 11502837 WT1 melanoma 15 10942395 1656527 15105900 17992115 10500969 7927908 19615003 19638168 17496787 17927581 17912546 19461674 6312838 8402885 WT1 metastatic melanoma 1 6312838 WT1 metastatic prostate cancer 2 11299720 11085537 WWOX NSCLC 2 21138684 17289881 WWOX SCLC 1 21276135 WWOX invasive breast cancer 2 15692750 12591741 XAF1 melanoma 3 12029096 15610524 16801630 XCR1 melanoma 1 17306330 XDH SCLC 1 3017905 XDH melanoma 1 3017905 XPA NSCLC 2 10320375 16195237 XPA melanoma 5 6633557 20103730 10699759 18348450 XPC Melanoma 2 16291983 16258177 XPC NSCLC 2 20571354 17508409 XPC cutaneous melanoma 3 15731165 17164380 XPC invasive breast cancer 1 18196582 XPC melanoma 13 942051 17164380 16291983 15494739 16258177 18717677 15731165 15623356 XRCC1 NSCLC 16 15301704 19157633 20814250 21376741 21129812 17337257 16195237 21627375 15534883 14734459 19958624 20978448 10022987 17504986 20104979 10409325 XRCC1 SCLC 2 17302182 17504986 XRCC1 breast adenocarcinoma 1 10647931 XRCC1 cutaneous melanoma 2 19073198 16621887 XRCC1 female breast cancer 1 19701703 XRCC1 medullary thyroid carcinoma 1 1195397 XRCC1 melanoma 14 942051 10363972 19073198 10647931 1195397 16621887 XRCC1 sporadic breast cancer 2 17063276 19051060 XRCC2 NSCLC 3 10506617 16195237 XRCC2 melanoma 1 15126335 XRCC3 Melanoma 1 15883616 XRCC3 NSCLC 5 10506617 16407418 20462983 16195237 XRCC3 early-stage breast cancer 1 12490681 XRCC3 melanoma 5 20601096 15009726 12037675 11059748 15126335 XRCC3 skin melanoma 1 12037675 XRCC3 sporadic breast cancer 1 17063276 XRCC4 NSCLC 2 17237035 XRCC4 melanoma 1 17237035 XRCC5 melanoma 1 11741501 YAP1 NSCLC 1 16319328 YARS melanoma 1 15577315 YY1 mammary adenocarcinoma 1 15870067 YY1 medullary thyroid carcinoma 1 1195397 YY1 melanoma 11 11132148 942051 1195397 21506111 18460348 9759497 17911631 9822623 ZADH1 melanoma 1 18497997 ZAR1 melanoma 2 8666360 21206179 ZBP1 mammary adenocarcinoma 1 17878234 ZBP1 melanoma 3 17114474 19497760 ZBTB10 melanoma 1 19639204 ZBTB34 melanoma 1 16718364 ZEB1 NSCLC 5 16707460 10655587 20980099 19628293 17575121 ZEB1 invasive breast cancer 2 19324106 ZEB1 melanoma 2 10655586 21593765 ZEB1 metastatic prostate cancer 2 21703419 20428808 ZEB2 NSCLC 1 20980099 ZEB2 invasive breast cancer 1 19324106 ZEB2 melanoma 1 10947988 ZFR male breast cancer 1 10617653 ZFYVE21 melanoma 1 20601096 ZIC1 SCLC 2 10716248 ZIC2 SCLC 4 15880380 10716248 9337405 ZIC4 SCLC 2 10716248 ZNF133 breast adenocarcinoma 1 10429967 ZNF146 melanoma 1 16595896 ZNF217 female breast cancer 1 15300811 ZNF217 male breast cancer 1 15300811 ZNF217 sporadic breast cancer 1 10835626 ZP3 invasive prostate carcinoma 1 5432063 ZP3 mammary adenocarcinoma 3 5432063 ZP3 melanoma 13 5432063