Machine learning-based in-hospital mortality prediction of HIV/AIDS patients with Talaromyces marneffei infection in Guangxi, China

Minjuan Shi; Jianyan Lin; Wudi Wei; Yaqin Qin; Sirun Meng; Xiaoyu Chen; Yueqi Li; Rongfeng Chen; Zongxiang Yuan; Yingmei Qin; Jiegang Huang; Bingyu Liang; Yanyan Liao; Li Ye; Hao Liang; Zhiman Xie; Junjun Jiang

doi:10.1371/journal.pntd.0010388

Loading metrics

Open Access

Peer-reviewed

Research Article

Machine learning-based in-hospital mortality prediction of HIV/AIDS patients with Talaromyces marneffei infection in Guangxi, China

Minjuan Shi ,

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Formal analysis, Methodology, Writing – original draft, Writing – review & editing

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Jianyan Lin ,

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Data curation, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Wudi Wei ,

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Methodology, Validation, Writing – original draft, Writing – review & editing

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Yaqin Qin,

Roles Data curation, Software, Writing – original draft

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Sirun Meng,

Roles Data curation, Software

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Xiaoyu Chen,

Roles Formal analysis, Software

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Yueqi Li,

Roles Formal analysis, Software

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Rongfeng Chen,

Roles Data curation, Supervision

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Zongxiang Yuan,

Roles Investigation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Yingmei Qin,

Roles Investigation

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Jiegang Huang,

Roles Validation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Bingyu Liang,

Roles Validation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Yanyan Liao,

Roles Validation

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Li Ye ,

Roles Conceptualization, Project administration, Supervision

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Hao Liang ,

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Zhiman Xie ,

Roles Conceptualization, Project administration, Supervision

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
[ ... ],
Junjun Jiang

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

https://orcid.org/0000-0003-4905-9348

⨯
[ view all ]
[ view less ]

Machine learning-based in-hospital mortality prediction of HIV/AIDS patients with Talaromyces marneffei infection in Guangxi, China

Minjuan Shi,
Jianyan Lin,
Wudi Wei,
Yaqin Qin,
Sirun Meng,
Xiaoyu Chen,
Yueqi Li,
Rongfeng Chen,
Zongxiang Yuan,
Yingmei Qin

Published: May 4, 2022
https://doi.org/10.1371/journal.pntd.0010388

About the Authors

Minjuan Shi

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Formal analysis, Methodology, Writing – original draft, Writing – review & editing

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China

Jianyan Lin

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Data curation, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China

Wudi Wei

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Methodology, Validation, Writing – original draft, Writing – review & editing

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

Yaqin Qin

Roles Data curation, Software, Writing – original draft

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China

Sirun Meng

Roles Data curation, Software

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China

Xiaoyu Chen

Roles Formal analysis, Software

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China

Yueqi Li

Roles Formal analysis, Software

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

Rongfeng Chen

Roles Data curation, Supervision

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

Zongxiang Yuan

Roles Investigation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China

Yingmei Qin

Roles Investigation

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China

Jiegang Huang

Roles Validation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China

Bingyu Liang

Roles Validation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China

Yanyan Liao

Roles Validation

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

Li Ye

Roles Conceptualization, Project administration, Supervision

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

Hao Liang

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Zhiman Xie

Roles Conceptualization, Project administration, Supervision

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China

Junjun Jiang

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

https://orcid.org/0000-0003-4905-9348

Competing Interests

The authors have declared that no competing interests exist.

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.
Death rates
Is the Subject Area "Death rates" applicable to this article?

Thanks for your feedback.
Forecasting
Is the Subject Area "Forecasting" applicable to this article?

Thanks for your feedback.
Respiratory infections
Is the Subject Area "Respiratory infections" applicable to this article?

Thanks for your feedback.
Platelets
Is the Subject Area "Platelets" applicable to this article?

Thanks for your feedback.
T cells
Is the Subject Area "T cells" applicable to this article?

Thanks for your feedback.
Respiratory failure
Is the Subject Area "Respiratory failure" applicable to this article?

Thanks for your feedback.
Learning curves
Is the Subject Area "Learning curves" applicable to this article?

Thanks for your feedback.