30 Jun 2006: Gatbonton T, Imbesi M, Nelson M, Akey JM, Ruderfer DM, et al. (2006) Correction: Telomere Length as a Quantitative Trait: Genome-Wide Survey and Genetic Mapping of Telomere Length-Control Genes in Yeast. PLOS Genetics 2(6): e104. https://doi.org/10.1371/journal.pgen.0020104 View correction
Telomere length-variation in deletion strains of Saccharomyces cerevisiae was used to identify genes and pathways that regulate telomere length. We found 72 genes that when deleted confer short telomeres, and 80 genes that confer long telomeres relative to those of wild-type yeast. Among identified genes, 88 have not been previously implicated in telomere length control. Genes that regulate telomere length span a variety of functions that can be broadly separated into telomerase-dependent and telomerase-independent pathways. We also found 39 genes that have an important role in telomere maintenance or cell proliferation in the absence of telomerase, including genes that participate in deoxyribonucleotide biosynthesis, sister chromatid cohesion, and vacuolar protein sorting. Given the large number of loci identified, we investigated telomere lengths in 13 wild yeast strains and found substantial natural variation in telomere length among the isolates. Furthermore, we crossed a wild isolate to a laboratory strain and analyzed telomere length in 122 progeny. Genome-wide linkage analysis among these segregants revealed two loci that account for 30%–35% of telomere length-variation between the strains. These findings support a general model of telomere length-variation in outbred populations that results from polymorphisms at a large number of loci. Furthermore, our results laid the foundation for studying genetic determinants of telomere length-variation and their roles in human disease.
Telomere maintenance is of great importance to ensure genome stability in organisms with linear genomes. In humans, telomeres shorten as a function of age and serve as a marker of cell replication history. Understanding the genetic differences in telomere length-maintenance may help provide the insights into the basis for different rates of aging among individuals and differences in individuals' propensity for aging-associated diseases such as cancer. Studies in yeast and other model organisms have defined several pathways that ensure stability of chromosome ends. In order to capture full complement of genes that participate in telomere maintenance in yeast Saccharomyces cerevisiae, the authors undertook a comprehensive screen for genes that affect telomere length. Among 152 identified genes, the authors found 39 genes whose function is critical for telomere maintenance in the absence of telomerase. The authors extended their studies from laboratory yeast strains to outbred populations of yeast and discovered significant phenotypic variation in telomere length among the isolates. Telomere length-analysis of a cross between a wild yeast isolate and a laboratory strain support a general model of telomere length-variation in outbred populations that results from polymorphisms at a large number of loci. This finding provides a basis for genetic studies of telomere maintenance in human populations.
Citation: Gatbonton T, Imbesi M, Nelson M, Akey JM, Ruderfer DM, Kruglyak L, et al. (2006) Telomere Length as a Quantitative Trait: Genome-Wide Survey and Genetic Mapping of Telomere Length-Control Genes in Yeast. PLoS Genet2(3): e35. https://doi.org/10.1371/journal.pgen.0020035
Editor: Michael Snyder, Yale University, United States of America
Received: August 11, 2005; Accepted: January 27, 2006; Published: March 17, 2006
Copyright: © 2006 Gatbonton et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This work was supported by a National Institute of Heart, Lung, and Blood Institute grant (HL04211 to AB), National Cancer Institute grants (CA 103728 to AB and CA 78746 to JAS), National Institutes of Mental Health grant (R37 MH59520 to LK), and the research grant from Merck. AB is an Ellison Medical Foundation Scholar. LK is a James S. McDonnell Centennial Fellow.
Competing interests: The authors have declared that no competing interests exist.
Abbreviations: bp, base pair; BY, laboratory strain; dNTP, deoxyribonucleotide; EST, ever shorter telomere gene; kb, kilobase; NMD, nonsense-mediating RNA decay; RM11, vineyard strain; TLM, telomere length-maintenance gene; VPS, vascuolar protein sorting
Telomeres are complex structures at the ends of linear chromosomes composed of DNA, proteins, and ribonuclear protein complexes . Telomeric DNA is composed of highly repetitive sequences (T2AG3)n in humans and (C1–3A/TG1–3)n in yeast . The primary function of telomeres is to prevent genomic instability by ensuring complete DNA replication and protecting ends of chromosomes. While repetitive sequences in yeast telomeres span an average of 350 base pairs (bp), human telomeres exceed several kilobases (kb) . In all organisms studied, telomere length can vary significantly from the equilibrium value and still support viability and replicative proficiency, indicating that there is considerable leeway in the absolute number of telomeric repeats required to maintain telomere functions.
Several pathways have been identified that regulate telomere length in yeast and humans. Telomerase is a highly specialized ribonuclear reverse transcriptase enzyme that catalyzes extension of 5′-ends of the lagging DNA strand using an RNA template . Yeast telomerase is composed of the reverse transcriptase catalytic subunit (Est2p), an RNA template (TLC1) , and two additional protein subunits (Est1p and Est3p) . Telomerase activity can overcome telomere shortening that results from the “end-replication problem” [7,8]. In humans, telomerase activity occurs only in germ cells and a subset of proliferating somatic cells . As a result, in most human cells telomeres shorten as a function of cellular division and serve as a genetic and biochemical clock of cellular replication . In yeast, the absence of telomerase leads to replicative senescence after 60–80 doublings . Related telomere erosion-induced senescence phenotypes  have been observed in human cells in culture, which raised the possibility that the process of telomere erosion may contribute to cellular and organismal aging in humans . Additional pathways involved in telomere length- regulation in yeast include telomere- or telomerase-interacting proteins (Rap1p, Rif1p, Rif2p, and Pif1p), the Ku70/Ku80 end-capping complex , the nonsense-mediated RNA decay (NMD) pathway (Nmd2p, Upf3p, and Nam7p) , and the RMX (Rad50p, Mre11p, Xrs2p) DNA-strand break repair complex . The genetic and functional relationships among these diverse pathways are under active investigation . In this study, we used a collection of yeast-deletion strains in order to capture full complement of non-essential genes that control telomere length in yeast and examined their relationship with major telomere-maintenance pathways. Furthermore, we evaluated the genetic basis for telomere length-variation in outbred yeast populations.
Screening Deletion Strains for Genes That Regulate Telomere Length
We carried out a screen of 4,820 MATa haploid deletion strains representing the majority of non-essential yeast genes to identify loci that contribute to telomere maintenance. DNA was isolated from each strain, digested with XhoI restriction enzyme, and after electrophoresis, analyzed by Southern blotting using a Y′-subtelomeric probe. Most yeast chromosome ends contain one or several Y′-repetitive elements . The most distal XhoI site on the chromosome is located close to the 3′-end of the Y′-element so that the terminal restriction fragment contains about 900 bp of the subtelomeric Y′-repeat and approximately 350 bp of telomeric TG repeats (Figure 1A). In addition, the use of Y′-probe resolves two major large restriction fragments derived from the tandem repeats of longer Y′- (6.7 kb) and shorter Y′- (5.2 kb) elements. There are several other minor bands that vary in length due to the presence of other repetitive sequences such as X′-elements. A representative Southern blot from the initial screen is shown in Figure 1B and the blots for all the deletion strains are provided as supplemental data at http://www.fhcrc.org/labs/bedalov/index.html. The magnitude of the telomere length-alteration was scored on a 1–3 scale: (1) in short telomere strains corresponding to the reduction of the telomere length by 200, (2) 200–50, or (3) less than 50 bp; and in long telomere strains, (1) an increase by more than 300, (2) 50–300 bp, or (3) less than 50 bp.
(A) The average length of imperfect (C1–3A/TG1–3)n telomeric repeats is 350 bp. Y′-s and Y′-L are subtelomeric repetitive elements 5.2 and 6.7 in length. (B) A representative Southern blot from the telomere length survey. Terminal restriction fragments are visualized using Y′-probe. Short terminal restriction fragment in lane 12B corresponds to rad50Δ.
There were 247 strains in the haploid MATa set identified as having altered telomere length in the initial screen and further analyzed by re-isolating their DNA and confirming the telomere length-alteration. If confirmed, telomere length in the corresponding homozygous diploid mutant was analyzed. Only mutants that had consistent telomere length- alterations in haploid and homozygous diploids were used for further analysis. As the next step in identifying telomere length-maintenance (TLM) genes, we carried out allelism analysis of the KanMx locus and the altered telomere length for all the short telomere mutants and for selected long telomere mutants (mutants that scored 1 and 2). Allelism testing was performed through random spore and tetrad analysis of the progeny derived from the diploids generated by mating mutants with the wild-type strain and confirming the co-segregation of altered telomere length and the KanMx marker gene. Random spores were obtained through genetic selection for haploid MATa KanMx progeny using a strategy developed by Tong et al.  and analyzed for telomere length individually or as pools of spores. If the results of random spore analysis suggested lack of co-segregation of the KanMx and telomere length-alteration, tetrad dissections were carried out and examined for 2:2 co-segregation of the telomere length-change and KanMx marker. This battery of tests reduced the number of genes that regulate telomere length to 152 genes as listed in Table 1.
Genes Whose Deletion Affects Telomere Length and Their Interaction with Telomerase Pathway
Among 4,820 deletion mutants we found 72 tlm mutants with consistently short telomeres and 80 mutants with long telomeres (Figure 2 and Supporting Information). Of these mutants, 64 (42 with short and 22 with long telomeres) corresponded to genes previously identified as telomere maintenance genes including all three ever shorter telomere (EST) genes, providing validation for our screen. In addition to having the shortest telomeres in the deletion set, mutants in EST genes also exhibited a large variation in the size of the distal restriction fragment, a consequence of recombination and amplification of subtelomeric Y′-elements. No other tlm gene deletion exhibited this phenotype suggesting that there are no novel EST genes in the deletion set. Further validation came from a recent study, Askree et al., who reported a telomere length survey of the deletion set similar to ours . While there is a significant overlap between the genes found to regulate telomere length in that study with the genes reported here, 94 are unique to our study.
Relationship between TLM Genes and Major Telomere Length-Maintenance Pathways
TLM genes belonged to several functional classes: genes required for POL2 transcription (27 genes) and ribosome biogenesis (22 genes); vacuolar protein sorting (VPS) (15 genes) represented the largest groups of genes. In order to begin to assign specific telomere maintenance roles to the newly identified genes, we examined their relationship with genes that perform known functions at telomeres: telomerase (TLC1) and telomere-capping functions (YKU70) .
Two assays were used to determine the relationship between the novel genes and telomerase. First, we examined whether the mutations affect the ability of yeast to replicate in the absence of telomerase (replicative senescence). Accelerated replicative senescence was interpreted as evidence for non-epistasis with the telomerase pathway. Second, we measured telomere length in double mutants that lack the TLM gene and TLC1, the RNA component of telomerase. The TLM genes that participate exclusively in the telomerase pathway are not expected to affect replicative senescence or increase the rate of telomere loss in the absence of telomerase. Conversely, if misregulation of telomerase activity is responsible for the phenotype in mutants that have increased telomere length, the increased telomere length will be entirely dependent on telomerase.
Growth of telomerase-deficient yeast is characterized by gradual loss of telomeric DNA that is accompanied by loss of viability or senescence. After 60–80 doublings, telomerase-deficient tlc1 cells stop dividing except for a few survivors that have gained the capacity to maintain their telomeres through homologous recombination [6,22]. We carried out senescence assays by performing several successive streak-outs of single tlc1 and double tlc1 tlm mutants. As previously reported, senescence phenotype of tlc1 est1 double mutant was similar to that of tlc1 or est1 single mutants. However, double tlc1 yku70 mutants known to be defective in the telomerase-capping functions senesce after approximately 20 divisions in the absence of telomerase (Table 1 and unpublished data). We identified 22 tlm (15 short-telomere and seven long-telomere) genes whose loss accelerated senescence of telomerase-deficient yeast. TLM genes in this category included those that participate in sister chromatid cohesion (e.g., DCC1, CTF8), deoxyribonucleotide (dNTP) biosynthesis (MET7, RNR1), VPS (VPS15, VPS28, VPS23), transcription (SRB2, SRB5), and DNA replication and repair (SLX8, ELG1, RAD27, DOA4) (Figure 3A and Table 1). Furthermore, mutants in two genes with unknown functions, YDL119 and YPL017, also exhibited a more rapid loss of viability in the absence of telomerase. These results suggest that a subset of tlm genes carry out functions at telomeres that are not exclusively dependent on telomerase.
(A) Senescence assay. Following sporulation, a TLC1/tlc1 TML/tlm heterozygous diploid strain and spore germination, haploid single tlc1, tlm, and double tlc1 tlm mutants and wild-type progeny derived from the same tetrad were streaked-out on rich medium. Strains with double mutations grew poorly relative to tlc1 and tlm single mutation. Genes required for chromatid cohesion (e.g., CFF8), dNTP biosynthesis (e.g., MET7), VPS (e.g., VPS15), and DNA replication (e.g., SLX8) are required for growth in the absence of telomerase.
(B) TLM genes affect senescence rate independently of RAD52-mediated homologous recombination pathway. Spores derived from TLC1/tlc1 TML/tlm RAD52/rad52 heterozygous diploid strains were allowed to germinate, and haploid single rad52, double rad52 tlc1, rad52 tlm, and triple rad52 tlc1 tlm mutants were streaked-out successively on rich medium. The strains with triple mutations (rad52 tlc1 tlm) grew poorly relative to strains containing rad52 tlc1 double mutations.
(C) Synthetic lethality induced by the lack of RAD52, TLC1, and YKU70. Tetrads were derived from TLC1/tlc1 YKU70/yku70 RAD52/rad52 heterozygous diploid strain. Unlike the double tlc1 yku70, tlc1 rad52, or yku80 tlc1 mutants that are capable of colony formation (note that yku70 tlc1 double mutants form small colonies), the triple rad52 tlc1 yku70 mutant spores die as microcolonies.
Because homologous recombination is important for telomere maintenance and cell proliferation in the absence of telomerase [6,22], we examined the possibility that TLM genes affect senescence through interfering with rad52-dependent homologous recombination pathway. We therefore compared the senescence rates of tlc1 rad52 double and tlc1 rad52 tlm triple and double mutants for several TLM genes including YKU70, CTF8, SLX8, DCC1, MET7, and YPL017c. As reported previously , we found that tlc1 rad52 double mutants lose viability after approximately 40 doublings (i.e., most of the tlc1 rad52 double mutants are incapable of forming colonies upon second streak-out) (Figure 3B). The lack of TLM genes further accelerate loss of viability, as tlc1 rad52 tlm triple mutants die as microcolonies following germination (e.g., yku70) (Figure 3C) or die at the first streak-out (e.g., ctf8, slx8, dcc1, ypl017c, and met7) (Figures 3B and S1). The observation that the senescence rate effect of TLM genes is preserved in the absence of RAD52 suggests that homologous recombination is not the primary pathway through which described TLM genes affect senescence.
To evaluate the relationship between telomerase and other telomere maintenance genes with a more sensitive assay, we compared telomere length in the double tlc1 tlm mutant with the single tlc1 mutant. In agreement with the synthetic interaction in the senescence assay, deletion of sister chromatid cohesion genes (e.g., DCC1, CTF8), dNTP biosynthesis (RNR1, MET7, PRS3), VPS, and two members of mediator complex (SRB2 and SRB5) showed a synthetic telomere phenotype (reduced telomere length) with the lack of TLC1 (Figure 4A and Table 1). This result confirms that more rapid loss of viability in this subset of double mutants is directly related to accelerated loss of telomeric DNA. However, synthetic interaction was also seen with members of other groups, which did not show an accelerated senescence phenotype, including all of the nonsense-mediated decay (NMD) pathway genes (e.g., NAM7, UPF3, NMD2), telomeric DNA-end-processing (XRS2, RAD50), and two ribosomal genes (RPL13B and RPL34B). In order to directly examine the effect of tlm genes on the rate of telomere loss induced by the absence of telomerase, we employed a galactose-inducible telomerase system. Single tlc1 and double tlm tlc1 strains containing a galactose-inducible TLC1 on a plasmid (GAL-TLC1) were grown in galactose medium (telomerase ON) and then switched to glucose medium (telomerase OFF). After five divisions without telomerase in glucose medium, telomere length of tlc1 strain was indistinguishable from the telomere length of a strain grown in galactose, whereas the telomere length in the double tlc1 tlm mutants was reduced (Figure 4B). These results demonstrate that the rate of telomere loss in the absence of telomerase is accelerated in a subset of tlm mutants, which further confirms the role of the corresponding TLM genes in telomerase-independent telomere maintenance mechanisms.
(A) Mutants in genes required for dNTP synthesis (RNR1) and VPS (VSP34) exhibit accelerated telomere loss in the absence of telomerase. This shows telomere length of single tlc1, tlm, and double tlc1 tlm mutants 20 doublings after germination of TLC1/tlc1 TML/tlm heterozygous diploids. Telomere length in est1 tlc1 double mutants is the same as the telomere length in tlc1 or est1 single mutants. Telomere length of double rnr1 tlc1 and vps34 tlc1 mutants is shorter than the telomere length of single rnr1, vps34, or tlc1 singe mutants.
(B) The loss of telomeric DNA in the absence of telomerase is accelerated in dNTP (rnr1, met7), sister chromatid cohesion (ctf8, dcc1), and VPS (vps15) mutants. Single tlc1 or double tlc1 tlm mutants containing galactose-inducible TLC1 plasmid (GAL-TLC1) were grown in galactose medium (TLC1 +) or in glucose (TLC −) medium for five cell divisions. Single tlc1 mutants do not have significant telomere loss while the telomere loss is easily appreciated in the double tlc1 tlm mutants.
Similar analyses were carried out in a subset of mutants that confer long telomeres to establish whether their increased telomere length was dependent on telomerase activity (Figure 5A). Telomere length of the long telomere tlm tlc1 double mutants was indistinguishable from the telomere length of the tlc1 single mutant, indicating that their long telomere phenotype was entirely dependent on the telomerase pathway. This result is consistent with the model where the absence of TLM genes perturbs normal mechanisms that limit telomerase access to telomeres. Interestingly, several of the long telomere mutants exhibited accelerated loss of viability in the absence of telomerase (e.g., rad27, slx8, elg1) (Figure 5A and Table 1), suggesting that the same defect that increased telomerase-mediated telomere elongation in the presence of telomerase makes chromosome ends more vulnerable in the absence of telomerase.
(A) Telomerase is required for increased telomere length in long telomere mutants. This shows telomere length of single tlc1, tlm, and double tlc1 tlm mutants 20 doublings after germination of TLC1/tlc1 TML/tlm heterozygous diploids. Telomere length of double tlc1 tlm mutants is similar to telomere length of tlc1 single mutants.
(B) VPS genes and NMD genes participate in separate telomere-maintenance pathways. VSP genes (e.g., VPS34, VPS15) are epistatic with KU telomere-capping pathway (e.g., YKU70), and NMD genes (e.g., NAM7) have synthetic telomere phenotype with the lack of YKU70.
The synthetic phenotype of NMD genes and VPS genes with the lack of telomerase raised the possibility that these mutants affect telomere capping. The Ku DNA-end-binding proteins carry on an important telomere-capping role. We therefore evaluated the relationship of KU pathways and NMD and VPS genes by comparing telomere length in single yku70 and double yku70 nmd or yku70 vps strains. The loss of YKU70 exhibited a synthetic phenotype with the loss of NMD genes and was epistatic with the loss of VPS genes (Figure 5B and unpublished data). This result indicates that VPS genes function in the KU-capping pathway distinct from the NMD pathway. In further support of this idea we observed synthetic telomere phenotypes between VPS and NMD genes (Figure 5B).
Telomere Length-Variation in Natural Isolates
Our results using the laboratory yeast strain indicate that myriad genes control telomere length. A trait that is controlled by a large number of genes has the potential to exhibit phenotypic variation in genetically diverse populations, and indeed, when we analyzed variation in telomere length in 13 Saccharomyces cerevisiae strains isolated from the wild , we found that the size of the terminal restriction fragment varied significantly among different strains (Figure 6A). The difference in size was due exclusively to alterations in the size of telomeric repeats and was not due to the variation in the size of the Y′-DNA as determined by the analysis of the terminal fragment by PCR and DNA sequencing (unpublished data). The size of the telomeric DNA between the isolates varied between 150 and 400 bp. We hypothesized that different telomere lengths between the strains were due to polymorphisms in many loci. To further evaluate this possibility, we analyzed telomere length in the progeny derived from crossing the laboratory strain (BY) and one of the wild isolates (RM11). The telomeres in the haploid RM11 strain are approximately 100 bp shorter than the telomeres in the haploid BY strain. In order to study the underlying genetic basis of this difference in telomere length, we analyzed telomere lengths of 122 haploid progeny from a cross between BY and RM11. The distribution has several interesting features (Figure 6B). First, the segregants show a continuous broad range of telomere lengths, consistent with a trait that is controlled by many loci. Second, the average length of telomeres among the segregants of 272 bp is shorter than the average length of the parental strains (302 bp), which is suggestive of non-additive interactions among the loci involved. Finally, it is interesting to note that none of the segregants has telomere length longer than BY; while a fraction (27%) have telomere length shorter than RM11. The phenomenon of a trait having progeny values more extreme than either parent, called transgressive segregation, is observed for many traits and indicates the presence of multiple loci that have compensating effects in the parents. Transgressive segregation can occur as a result of non-additive interactions among the loci and is consistent with the above observation. Furthermore, while all the segregants in this study shared the same replication history following germination (having undergone approximately 80 doublings), it is possible that final telomere length-equilibrium had not been achieved, which may skew the distribution of the telomere lengths.
(A) Variation of telomere length among natural isolates of S. cerevisiae. Southern blot with terminal restriction fragments from diploid strains (lanes 1–12, 14) isolated from vineyards, their haploid derivatives (lanes 13, 15–17), and two laboratory strains BY (lane18) and A363A (lane 19). Haploid strains RM5–1 (lane 13) are derived from diploid strain Bb24(4) (lane 9), haploid strain Y55a (lane 15) from diploid strain Y55 (lane 14), haploid strain RM3-1a (lane 16) from diploid strain Bb3(1) (lane 8), and haploid strain RM4–1 (lane 17) from diploid strain Bb24(3) (lane 4). Other diploid strains include Bb26(5) (lane 1), Bb31(2) (lane 2), Bb32 or RM11 (lane 3), PC25A (lane 5), Ba25 (lane 6), Bb2(1) (lane 7), Bb25(6) (lane 10), Bb 25(8) (lane 11), and Bb 26(2) (lane 12).
(B) Average telomere length-variation in 122 haploid progeny of a cross between vineyard (RM11-1a, a haploid progeny of diploid RM11) and laboratory (BY) strain. Average telomere length of the progeny is continuously distributed between 222 and 342 bp, consistent with the genetic trait controlled by several loci. The average telomere length in the parents, obtained through three independent measurements, was 350 ± 7 and 256 ± 5 for BY and RM11, respectively.
(C) Genome scan for loci that control telomere length in BY and RM11. The arrows indicate significant loci at Chromosome 12 and Chromosome 13.
To identify quantitative trait loci- (QTL) mediating variation in telomere length in the segregants, we performed a genome-wide linkage analysis. In this analysis, genetic markers were used to classify each locus in the genome as inherited from the BY or RM11 parent in each segregant. Then, for each locus, the distributions of telomere lengths were compared between segregants inheriting the BY allele and those inheriting the RM11 allele. A significant difference between these distributions indicates that the tested locus lies near a sequence polymorphism between the two strains that affect telomere length. Specifically, linkage analysis was performed with 3,312 genetic markers that were previously genotyped in all of the segregants using oligonucleotide microarrays [24,25]. Telomere length showed evidence of linkage to several loci (Figure 6C), with significant linkage peaks occurring on Chromosome 12 and Chromosome 13 (Table 2). The LOD scores of 7.4 and 4.3 at Chromosome 12 and Chromosome 13 loci were significant (genome-wide corrected p < 0.01), as we did not observe any scores higher than four in the analysis of 100 permuted datasets. Several genes known to regulate telomere length reside in the mapped regions including EST1, VPS34, RPS28B, ARV1, and VPS9 . Polymorphisms that result in amino-acid substitutions in these genes (Table S1) are likely candidates that control telomere length in the segregants. Alternatively, telomere length might be determined by the polymorphisms in essential genes that reside in these regions (i.e., genes that were not evaluated directly in this study) or by polymorphisms in the regulatory elements. Interestingly, the telomere length-effect of the Chromosome 12 locus was in the opposite direction from the difference between the parents. In other words, the Chromosome 12 RM11 allele conferred longer telomeres and the BY allele conferred shorter telomeres, even though the RM11 parent has shorter telomeres than the BY parent, which is consistent with transgressive segregation (Table 2). The Chromosome 12 and Chromosome 13 loci explained only 25% and 13% of the telomere length-variation among the segregants, respectively, suggesting the presence of several other unidentified loci that contribute to telomere length-variation. The average telomere length of the segregants closer to the shorter telomere length of the RM11 parent is surprising given the finding that the RM11 alleles of the major Chromosome 12 locus confer longer telomeres. Other RM11 alleles from the loci that were not mapped and that confer short telomeres may account for this finding. Other loci with smaller effects on telomere length may not have been mapped due to limited sample size. Furthermore, genes that participate in telomere length-regulation have complex, epistatic relationships, which is consistent with the evidence for non-additive effects from the distribution of telomere lengths and may decrease the statistical power of single-locus linkage analysis. Taken together, our results support the idea that telomere length in genetically diverse yeast strains behaves as a quantitative trait controlled by many genes.
Overview of the Telomere Length Screen
Askree et al. recently carried out a genome-wide survey of the haploid deletion strains of S. cerevisiae for alterations in telomere length and reported 119 mutants with short telomeres and 53 mutants with long telomeres . In total, 58 genes overlap between Askree et al. and our data, leaving 114 genes unique to Askree et al. and 94 genes unique to our study. However, the results of the two screens are more congruent than these numbers imply, since both sets of telomere-associated genes include different members within the same genetic pathways. A striking example is the overlap in ribosomal protein gene deletions: 24 RPS and RPL genes were identified in the two studies (eight genes in Askree et al. and 16 genes in our study) with only two genes overlapping. Similar results were found with VPS genes and the members of mediator complex. Differences in technical details of the primary screens and different methods for verification of the initial hits likely account for the surprisingly low gene overlap and for considerable differences in the ratio of long to short telomere mutants in two studies. While XhoI restriction digest were used in both studies, Southern blots were carried out using a telomeric probe by Askree et al. and subtelomeric Y′-probe in our study. Unlike the Y′-probe, the use of telomeric probe is expected to increase the signal intensity of the long telomere mutants, which may be interpreted as DNA overloading rather than perturbation in telomere length and could be responsible for differences in the scoring of the mutants. On the other hand, the substantially lower number of the short telomere mutants in our study (72 versus 119) is likely due to more stringent criteria for verification of the initial hits, which in our study included evaluation of homozygous diploids as well as allelism studies for all short and some long telomere mutants (allelism studies were carried out for very small number of genes by Askree et al.). While assays in our study eliminated several of the genes reported to have strong telomere effect, in the study by Askree et al. (e.g., CTK1, URE2) the large majority of differences were in genes that were reported to have slight effects on telomere length. It should be noted that some telomere phenotypes require many cell divisions to fully manifest: since analyses of segregants were carried out after only 20–30 doublings in the mutants, some mutations that confer a delayed effect would not be detected creating a false-negative result.
The annotation of gene function for a large number of yeast genes illuminated several pathways involved in telomere maintenance. For example, within the polymerase II transcription group, which is the largest group of genes in our study, four separate pathways can be recognized: mediator complex (eight of the 11 non-essential members of the mediator complex show telomere length phenotypes), PAF1 complex (four of five members) , SUM1-RFM1-HST1 repressor complex (two of three genes) , and genes required for histone ubiquitylation (RAD6, BRE1) . The phenotypes observed with mutants in this group tend to be mild (class 2 and 3) and may reflect an upstream effect on the master regulators of telomere length such as telomerase or end-capping.
Other functional groups represented with multiple mutants include VPS, ribosome biogenesis, and dNTP biosynthesis. Telomere length can be perturbed through alteration of any of several functions: telomeric DNA replication via telomerase and DNA polymerases, telomerase recruitment, DNA-end processing, and telomere-capping functions . Many of the newly discovered telomere maintenance genes, including genes for dNTP biosynthesis, VPS, NMD, as well as several member of the mediator complex, show synthetic phenotypes with the lack of telomerase (i.e., accelerated senescence or increased telomere reduction), suggesting that they function in pathways outside telomere replication by telomerase. Our study and a recent work by Rog et al.  places VPS genes in the Ku70/Ku80 telomere-capping pathway and NMD genes in a separate telomere-capping pathway. Mutants in the NMD pathway were recently demonstrated to increase the levels of telomere-capping protein Stn1p , further supporting this model.
Accelerated senescence of mutants in the dNTP biosynthesis pathways demonstrates the importance of adequate levels of dNTPs for maintaining telomeric ends in the absence of telomerase, which is presumably most acute for lagging- strand synthesis. This finding is consistent with the recent results of Toussaint et al. , that short telomeres in thymidylate synthetase (CDC21) and thymidylate kinase (CDC8) mutants are not caused by the impairment in telomerase-mediated DNA elongation in the condition of lowered dNTP supply. Finally, the synthetic phenotypes of mutations in dNTP biosynthesis genes with the lack of telomerase suggest a therapeutic strategy that could increase the efficacy of telomerase inhibitors in anticancer chemotherapy. The concurrent use of drugs that alter dNTP pools (i.e., antimetabolites), together with telomerase inhibitors, may act synergistically and lead to more rapid telomere erosion and destruction of cancer cells.
Telomere Length-Variation in Natural Isolates of S. cerevisiae and in Human Populations
Considerable length-variation found among the natural isolates of S. cerevisiae suggests the lack of evolutionary selection for any one particular telomere length and likely reflects subtle differences in telomere length-maintenance. Differences in telomere length have been previously observed among different laboratory yeast strains and attributed to genetic differences between the strains . The total number of genes involved in telomere length-regulation encompasses approximately 3% of the yeast genome. Based on these findings, outbred yeast strains are expected to have a high number of polymorphisms giving rise to tremendous phenotypic variation. Human populations also exhibit considerable variation in telomere length. Telomere length was found to vary between five and 15 kb at birth. Twin studies indicated that 80% of telomere length-variation is genetically determined . Telomeres progressively shorten as a function of age with the average loss of approximately 30 bp per year. It is possible that genetic differences in telomere length-maintenance, which are of no consequence early in life, contribute to different rates of aging among individuals and differences in individuals' propensity for aging-associated diseases such as cancer .
One of the crucial functions of telomeres is to protect chromosomes from end-to-end fusions and thus distinguish ends of chromosomes from DNA double strand breaks that need to be repaired. The role of telomere attrition in human carcinogenesis has been directly demonstrated by capturing telomere loss-induced chromosomal bridges in precancerous lesions in human colon  and breast . Inter-individual differences in telomere metabolism might be reflected as different telomere length at birth or as different rates of telomere attrition during aging. Shorter telomeres in a population over the age of 60 have been correlated with increased overall mortality . These findings highlight the relevance of genetic factors affecting telomere length-maintenance to aging and to human diseases. A detailed understanding of yeast telomere biology as well as a comprehensive list of genomic loci that affect telomere length makes S. cerevisiae a valuable system for studies of telomere length-variation. Our studies in yeast show that telomere length in outbred populations behaves as a quantitative trait. Linkage studies for loci that control telomere length in mice  led to identification of a helicase gene with an essential role in telomere maintenance . Similar studies in human populations  hold promise to identify loci that determine telomere length and perhaps, predisposition to age-related diseases.
Materials and Methods
Yeast strains and media.
We used S. cerevisiae haploid and homozygous collections  of 4,820 strains in which each nonessential open reading frame has been replaced with the KanMx module that confers resistance to G418. The deletion strains were derived from BY4741 MATa his3, leu2, met15, and ura3.
The vineyard strains, collected and described by Robert Mortimer , were a gift from Lee Hartwell (Fred Hutchinson Cancer Research Center, Seattle, Washington, United States). The 122 segregants and their parent strains (S288C derivative BY4716 MATa lys2) and natural isolate derived from Bb32(2) (RM11-1a MATa leu2, ura3, HO::KanMx) were described [24,42].
Analysis of telomere length.
Saturated culture (1.5 ml) of each deletion mutant strain was used for DNA extraction using alkaline lysis-based method in a 96-well format. DNA (5–10 μg) was digested with XhoI overnight and separated by electrophoresis (12–16 h at 1.5 V/cm using 0.95% agarose gel). After transfer of DNA to Hybond-N membranes (Amersham Biosciences, Little Chalfont, United Kingdom), terminal restriction fragments were visualized by hybridization with digoxigenin or 32P-labeled Y′-probes using chemilluminescence or autoradiography.
In order to analyze the length and sequence of subtelomeric Y′-DNA in vineyard and laboratory strains, terminal restriction fragment was PCR-amplified using a method devised by Myung et al. . Briefly, nested Y′-sequence-specific primers were used together with telomeric repeat-specific primers in two rounds of PCR. The size of PCR products was analyzed using electrophoresis and the Y′-elements were sequenced from the second PCR product.
Linkage analysis of telomere length in the BY and RM11 cross was carried out using publicly available R/qtl software . Genetic map of the segregants containing 3,312 markers covering 99% of the genome was previously generated using oligonucleotide microarrays [24,42]. To evaluate the significance of the mapping results, we carried out linkage analysis of 100 datasets with permutations of the segregant identities.
Genetic analysis of tlm mutants.
Allelism of the KanMx locus and altered telomere length is evaluated by analysis of telomere length of tetrads of a cross between MATa tlm :: KanMx strain with wild-type MATα strain. Alternatively, we used a method for genetic selection of MATa KanMx progeny  and telomere length-analysis of random spores using either individual spores or pool of spores.
The analysis of TLM genes and genes in telomerase pathway (TLC1 of EST2) and telomere-capping pathways (e.g., YKU70) was carried out by comparing telomere lengths of single tlm, est2, and yku70 and double tlm est2 or tlm yku70 strains. For this analysis we replaced EST2 and YKU70 genes with a NAT gene that confers resistance to nursotrecine in a MATα strain that also contains a cassette for genetic selection of mating type  (Y3655 MATα met15 ura3 lys2 leu2 can1:: MFA1-HIS3 MFalpha-LEU2). After mating with MATa tlm :: KanMx and sporulation, double tlm est2 (or tlm yku70) haploid mutants were obtained through genetic selection of MATa KanMx NAT spores. Strains were allowed to grow for 20–25 divisions prior to telomere length-analysis. To control for the number of divisions following sporulation, single tlm and yku70 and est2 mutants were obtained using the described scheme after mating tlm strains or est2 or yku70 strains with the wild-type strains and selecting MATa haploid progeny with the KanMx (for tlm mutants) or NAT (for yku70 and est2 mutants).
For the effect of TLM genes on replicative senescence we carried out successive streak-outs of tetrads derived from tlc1 and tlm heterozygous diploid strain (MATa/α tlm :: KanMx/TLM tlc1::HIS3/TLC1).
Figure S1. TLM Genes Affect Senescence Rate Independently of RAD52-Mediated Homologous Recombination Pathway
Spores derived from TLC1/tlc1 TML/tlm RAD52/rad52 heterozygous diploid strains were allowed to germinate, and haploid single rad52, double rad52 tlc1, rad52 tlm, and triple rad52 tlc1 tlm mutants were streaked-out successively on rich medium. The strains with triple mutations (rad52 tlc1 tlm) grew poorly relative to strains containing rad52 tlc1 double mutations.
(1.3 MB TIF)
Table S1. Candidate Telomere Length-Control Genes in BY × RM11 Cross
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TG, JAS, and AB conceived and designed the experiments. TG, MI, MN, and AB performed the experiments. JMA, DMR, LK, and AB analyzed the data. JAS and AB wrote the paper.
- 1. Cervantes RB, Lundblad V (2002) Mechanisms of chromosome-end protection. Curr Opin Cell Biol 14: 351–356.RB CervantesV. Lundblad2002Mechanisms of chromosome-end protection.Curr Opin Cell Biol14351356
- 2. Zakian VA (1996) Structure, function, and replication of Saccharomyces cerevisiae telomeres. Annu Rev Genet 30: 141–172.VA Zakian1996Structure, function, and replication of Saccharomyces cerevisiae telomeres.Annu Rev Genet30141172
- 3. Cech TR (2004) Beginning to understand the end of the chromosome. Cell 116: 273–279.TR Cech2004Beginning to understand the end of the chromosome.Cell116273279
- 4. Greider CW, Blackburn EH (1985) Identification of a specific telomere terminal transferase activity in Tetrahymena extracts. Cell 43: 405–413.CW GreiderEH Blackburn1985Identification of a specific telomere terminal transferase activity in Tetrahymena extracts.Cell43405413
- 5. Singer MS, Gottschling DE (1994) TLC1: Template RNA component of Saccharomyces cerevisiae telomerase. Science 266: 404–409.MS SingerDE Gottschling1994TLC1: Template RNA component of Saccharomyces cerevisiae telomerase.Science266404409
- 6. Lendvay TS, Morris DK, Sah J, Balasubramanian B, Lundblad V (1996) Senescence mutants of Saccharomyces cerevisiae with a defect in telomere replication identify three additional EST genes. Genetics 144: 1399–1412.TS LendvayDK MorrisJ. SahB. BalasubramanianV. Lundblad1996Senescence mutants of Saccharomyces cerevisiae with a defect in telomere replication identify three additional EST genes.Genetics14413991412
- 7. Watson JD (1972) Origin of concatemeric T7 DNA. Nat New Biol 239: 197–201.JD Watson1972Origin of concatemeric T7 DNA.Nat New Biol239197201
- 8. Olovnikov AM (1973) A theory of marginotomy. The incomplete copying of template margin in enzymic synthesis of polynucleotides and biological significance of the phenomenon. J Theor Biol 41: 181–190.AM Olovnikov1973A theory of marginotomy. The incomplete copying of template margin in enzymic synthesis of polynucleotides and biological significance of the phenomenon.J Theor Biol41181190
- 9. Harrington L (2004) Does the reservoir for self-renewal stem from the ends? Oncogene 23: 7283–7289.L. Harrington2004Does the reservoir for self-renewal stem from the ends?Oncogene2372837289
- 10. Linskens MH, Harley CB, West MD, Campisi J, Hayflick L (1995) Replicative senescence and cell death. Science 267: 17.MH LinskensCB HarleyMD WestJ. CampisiL. Hayflick1995Replicative senescence and cell death.Science26717
- 11. Lundblad V, Szostak JW (1989) A mutant with a defect in telomere elongation leads to senescence in yeast. Cell 57: 633–643.V. LundbladJW Szostak1989A mutant with a defect in telomere elongation leads to senescence in yeast.Cell57633643
- 12. Campisi J, Kim SH, Lim CS, Rubio M (2001) Cellular senescence, cancer, and aging: The telomere connection. Exp Gerontol 36: 1619–1637.J. CampisiSH KimCS LimM. Rubio2001Cellular senescence, cancer, and aging: The telomere connection.Exp Gerontol3616191637
- 13. Shore D (2001) Telomeric chromatin: Replicating and wrapping up chromosome ends. Curr Opin Genet Dev 11: 189–198.D. Shore2001Telomeric chromatin: Replicating and wrapping up chromosome ends.Curr Opin Genet Dev11189198
- 14. Lew JE, Enomoto S, Berman J (1998) Telomere length regulation and telomeric chromatin require the nonsense-mediated mRNA decay pathway. Mol Cell Biol 18: 6121–6130.JE LewS. EnomotoJ. Berman1998Telomere length regulation and telomeric chromatin require the nonsense-mediated mRNA decay pathway.Mol Cell Biol1861216130
- 15. Le S, Moore JK, Haber JE, Greider CW (1999) RAD50 and RAD51 define two pathways that collaborate to maintain telomeres in the absence of telomerase. Genetics 152: 143–152.S. LeJK MooreJE HaberCW Greider1999RAD50 and RAD51 define two pathways that collaborate to maintain telomeres in the absence of telomerase.Genetics152143152
- 16. Smogorzewska A, de Lange T (2004) Regulation of telomerase by telomeric proteins. Annu Rev Biochem 73: 177–208.A. SmogorzewskaT. de Lange2004Regulation of telomerase by telomeric proteins.Annu Rev Biochem73177208
- 17. Louis EJ, Naumova ES, Lee A, Naumov G, Haber JE (1994) The chromosome end in yeast: Its mosaic nature and influence on recombinational dynamics. Genetics 136: 789–802.EJ LouisES NaumovaA. LeeG. NaumovJE Haber1994The chromosome end in yeast: Its mosaic nature and influence on recombinational dynamics.Genetics136789802
- 18. Tong AH, Evangelista M, Parsons AB, Xu H, Bader GD, et al. (2001) Systematic genetic analysis with ordered arrays of yeast deletion mutants. Science 294: 2364–2368.AH TongM. EvangelistaAB ParsonsH. XuGD Bader2001Systematic genetic analysis with ordered arrays of yeast deletion mutants.Science29423642368
- 19. Lin JJ, Zakian VA (1994) Isolation and characterization of two Saccharomyces cerevisiae genes that encode proteins that bind to (TG1–3)n single strand telomeric DNA in vitro. Nucleic Acids Res 22: 4906–4913.JJ LinVA Zakian1994Isolation and characterization of two Saccharomyces cerevisiae genes that encode proteins that bind to (TG1–3)n single strand telomeric DNA in vitro.Nucleic Acids Res2249064913
- 20. Askree SH, Yehuda T, Smolikov S, Gurevich R, Hawk J, et al. (2004) A genome-wide screen for Saccharomyces cerevisiae deletion mutants that affect telomere length. Proc Natl Acad Sci U S A 101: 8658–8663.SH AskreeT. YehudaS. SmolikovR. GurevichJ. Hawk2004A genome-wide screen for Saccharomyces cerevisiae deletion mutants that affect telomere length.Proc Natl Acad Sci U S A10186588663
- 21. Gravel S, Larrivee M, Labrecque P, Wellinger RJ (1998) Yeast Ku as a regulator of chromosomal DNA end structure. Science 280: 741–744.S. GravelM. LarriveeP. LabrecqueRJ Wellinger1998Yeast Ku as a regulator of chromosomal DNA end structure.Science280741744
- 22. Lundblad V, Blackburn EH (1993) An alternative pathway for yeast telomere maintenance rescues est1-senescence. Cell 73: 347–360.V. LundbladEH Blackburn1993An alternative pathway for yeast telomere maintenance rescues est1-senescence.Cell73347360
- 23. Mortimer RK, Romano P, Suzzi G, Polsinelli M (1994) Genome renewal: A new phenomenon revealed from a genetic study of 43 strains of Saccharomyces cerevisiae derived from natural fermentation of grape musts. Yeast 10: 1543–1552.RK MortimerP. RomanoG. SuzziM. Polsinelli1994Genome renewal: A new phenomenon revealed from a genetic study of 43 strains of Saccharomyces cerevisiae derived from natural fermentation of grape musts.Yeast1015431552
- 24. Brem RB, Yvert G, Clinton R, Kruglyak L (2002) Genetic dissection of transcriptional regulation in budding yeast. Science 296: 752–755.RB BremG. YvertR. ClintonL. Kruglyak2002Genetic dissection of transcriptional regulation in budding yeast.Science296752755
- 25. Brem RB, Kruglyak L (2005) The landscape of genetic complexity across 5,700 gene expression traits in yeast. Proc Natl Acad Sci U S A 102: 1572–1577.RB BremL. Kruglyak2005The landscape of genetic complexity across 5,700 gene expression traits in yeast.Proc Natl Acad Sci U S A10215721577
- 26. Mueller CL, Porter SE, Hoffman MG, Jaehning JA (2004) The Paf1 complex has functions independent of actively transcribing RNA polymerase II. Mol Cell 14: 447–456.CL MuellerSE PorterMG HoffmanJA Jaehning2004The Paf1 complex has functions independent of actively transcribing RNA polymerase II.Mol Cell14447456
- 27. McCord R, Pierce M, Xie J, Wonkatal S, Mickel C, et al. (2003) Rfm1, a novel tethering factor required to recruit the Hst1 histone deacetylase for repression of middle sporulation genes. Mol Cell Biol 23: 2009–2016.R. McCordM. PierceJ. XieS. WonkatalC. Mickel2003Rfm1, a novel tethering factor required to recruit the Hst1 histone deacetylase for repression of middle sporulation genes.Mol Cell Biol2320092016
- 28. Wood A, Krogan NJ, Dover J, Schneider J, Heidt J, et al. (2003) Bre1, an E3 ubiquitin ligase required for recruitment and substrate selection of Rad6 at a promoter. Mol Cell 11: 267–274.A. WoodNJ KroganJ. DoverJ. SchneiderJ. Heidt2003Bre1, an E3 ubiquitin ligase required for recruitment and substrate selection of Rad6 at a promoter.Mol Cell11267274
- 29. Rog O, Smolikov S, Krauskopf A, Kupiec M (2005) The yeast VPS genes affect telomere length regulation. Curr Genet 47: 18–28.O. RogS. SmolikovA. KrauskopfM. Kupiec2005The yeast VPS genes affect telomere length regulation.Curr Genet471828
- 30. Dahlseid JN, Lew-Smith J, Lelivelt MJ, Enomoto S, Ford A, et al. (2003) mRNAs encoding telomerase components and regulators are controlled by UPF genes in Saccharomyces cerevisiae. Eukaryot Cell 2: 134–142.JN DahlseidJ. Lew-SmithMJ LeliveltS. EnomotoA. Ford2003mRNAs encoding telomerase components and regulators are controlled by UPF genes in Saccharomyces cerevisiae.Eukaryot Cell2134142
- 31. Toussaint M, Dionne I, Wellinger RJ (2005) Limited TTP supply affects telomere length regulation in a telomerase-independent fashion. Nucleic Acids Res 33: 704–713.M. ToussaintI. DionneRJ Wellinger2005Limited TTP supply affects telomere length regulation in a telomerase-independent fashion.Nucleic Acids Res33704713
- 32. Walmsley RM, Petes TD (1985) Genetic control of chromosome length in yeast. Proc Natl Acad Sci U S A 82: 506–510.RM WalmsleyTD Petes1985Genetic control of chromosome length in yeast.Proc Natl Acad Sci U S A82506510
- 33. Slagboom PE, Droog S, Boomsma DI (1994) Genetic determination of telomere size in humans: A twin study of three age groups. Am J Hum Genet 55: 876–882.PE SlagboomS. DroogDI Boomsma1994Genetic determination of telomere size in humans: A twin study of three age groups.Am J Hum Genet55876882
- 34. Martin GM (1994) Genetic modulation of telomeric terminal restriction-fragment length: Relevance for clonal aging and late-life disease. Am J Hum Genet 55: 866–869.GM Martin1994Genetic modulation of telomeric terminal restriction-fragment length: Relevance for clonal aging and late-life disease.Am J Hum Genet55866869
- 35. O'Sullivan JN, Bronner MP, Brentnall TA, Finley JC, Shen WT, et al. (2002) Chromosomal instability in ulcerative colitis is related to telomere shortening. Nat Genet 32: 280–284.JN O'SullivanMP BronnerTA BrentnallJC FinleyWT Shen2002Chromosomal instability in ulcerative colitis is related to telomere shortening.Nat Genet32280284
- 36. Chin K, de Solorzano CO, Knowles D, Jones A, Chou W, et al. (2004) In situ analyses of genome instability in breast cancer. Nat Genet 36: 984–988.K. ChinCO de SolorzanoD. KnowlesA. JonesW. Chou2004In situ analyses of genome instability in breast cancer.Nat Genet36984988
- 37. Cawthon RM, Smith KR, O'Brien E, Sivatchenko A, Kerber RA (2003) Association between telomere length in blood and mortality in people aged 60 years or older. Lancet 361: 393–395.RM CawthonKR SmithE. O'BrienA. SivatchenkoRA Kerber2003Association between telomere length in blood and mortality in people aged 60 years or older.Lancet361393395
- 38. Zhu L, Hathcock KS, Hande P, Lansdorp PM, Seldin MF, et al. (1998) Telomere length regulation in mice is linked to a novel chromosome locus. Proc Natl Acad Sci U S A 95: 8648–8653.L. ZhuKS HathcockP. HandePM LansdorpMF Seldin1998Telomere length regulation in mice is linked to a novel chromosome locus.Proc Natl Acad Sci U S A9586488653
- 39. Ding H, Schertzer M, Wu X, Gertsenstein M, Selig S, et al. (2004) Regulation of murine telomere length by Rtel: An essential gene encoding a helicase-like protein. Cell 117: 873–886.H. DingM. SchertzerX. WuM. GertsensteinS. Selig2004Regulation of murine telomere length by Rtel: An essential gene encoding a helicase-like protein.Cell117873886
- 40. Vasa-Nicotera M, Brouilette S, Mangino M, Thompson JR, Braund P, et al. (2005) Mapping of a major locus that determines telomere length in humans. Am J Hum Genet 76: 147–151.M. Vasa-NicoteraS. BrouiletteM. ManginoJR ThompsonP. Braund2005Mapping of a major locus that determines telomere length in humans.Am J Hum Genet76147151
- 41. Giaever G, Chu AM, Ni L, Connelly C, Riles L, et al. (2002) Functional profiling of the Saccharomyces cerevisiae genome. Nature 418: 387–391.G. GiaeverAM ChuL. NiC. ConnellyL. Riles2002Functional profiling of the Saccharomyces cerevisiae genome.Nature418387391
- 42. Yvert G, Brem RB, Whittle J, Akey JM, Foss E, et al. (2003) Trans-acting regulatory variation in Saccharomyces cerevisiae and the role of transcription factors. Nat Genet 35: 57–64.G. YvertRB BremJ. WhittleJM AkeyE. Foss2003Trans-acting regulatory variation in Saccharomyces cerevisiae and the role of transcription factors.Nat Genet355764
- 43. Myung K, Datta A, Kolodner RD (2001) Suppression of spontaneous chromosomal rearrangements by S phase checkpoint functions in Saccharomyces cerevisiae. Cell 104: 397–408.K. MyungA. DattaRD Kolodner2001Suppression of spontaneous chromosomal rearrangements by S phase checkpoint functions in Saccharomyces cerevisiae.Cell104397408
- 44. Broman KW, Wu H, Sen S, Churchill GA (2003) R/qtl: QTL mapping in experimental crosses. Bioinformatics 19: 889–890.KW BromanH. WuS. SenGA Churchill2003R/qtl: QTL mapping in experimental crosses.Bioinformatics19889890