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Clinical impact of pharmacogenetic risk variants in a large chinese cohort

Author

Listed:
  • Chun-Yu Wei

    (Academia Sinica
    Taipei Medical University)

  • Ming-Shien Wen

    (Linkou Branch
    Chang Gung University)

  • Chih-Kuang Cheng

    (Chang Gung Memorial Hospital, Linkou Branch)

  • Yi-Jing Sheen

    (Taichung Veterans General Hospital
    National Yang Ming Chiao Tung University
    National Chung Hsing University)

  • Tsung-Chieh Yao

    (Chang Gung Memorial Hospital)

  • Sing-Lian Lee

    (Koo Foundation Sun Yat-Sen Cancer Center)

  • Jer-Yuarn Wu

    (Academia Sinica)

  • Ming-Fang Tsai

    (Academia Sinica)

  • Ling-Hui Li

    (Academia Sinica)

  • Chun-houh Chen

    (Academia Sinica)

  • Cathy S.-J. Fann

    (Academia Sinica)

  • Hsin-Chou Yang

    (Academia Sinica
    Academia Sinica)

  • Yen-Tsung Huang

    (Academia Sinica
    Academia Sinica
    National Taiwan University)

  • Hung-Hsin Chen

    (Academia Sinica)

  • Yi-Min Liu

    (Academia Sinica)

  • Erh-Chan Yeh

    (Academia Sinica)

  • Yu-Ching Peng

    (Taipei Veterans General Hospital)

  • Shuu-Jiun Wang

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University
    National Yang Ming Chiao Tung University)

  • Shih-Pin Chen

    (Taipei Veterans General Hospital
    Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University)

  • Ming-Tsun Tsai

    (National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital)

  • Teh-Ia Huo

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University
    National Yang Ming Chiao Tung University)

  • Chien-Wei Su

    (National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University)

  • Der-Cherng Tarng

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University
    National Yang Ming Chiao Tung University)

  • Chin-Chou Huang

    (National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital)

  • Jong-Ling Fuh

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University)

  • Keng-Hsin Lan

    (National Yang Ming Chiao Tung University
    National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital)

  • Yo-Tsen Liu

    (National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University)

  • Ching-Liang Lu

    (National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital)

  • Yi-Chung Lee

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University
    National Yang Ming Chiao Tung University School of Medicine)

  • Yi-Hsiang Huang

    (Taipei Veterans General Hospital
    Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University)

  • Chung-Pin Li

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University
    Taipei Veterans General Hospital)

  • Yen-Feng Wang

    (Taipei Veterans General Hospital
    National Yang Ming Chiao Tung University
    National Yang Ming Chiao Tung University)

  • Yu-Cheng Hsieh

    (National Chung Hsing University
    National Yang Ming Chiao Tung University
    Taichung Veterans General Hospital)

  • Yi-Ming Chen

    (National Chung Hsing University
    Taichung Veterans General Hospital)

  • Tzu-Hung Hsiao

    (Taichung Veterans General Hospital)

  • Ching-Heng Lin

    (Taichung Veterans General Hospital)

  • Yen-Ju Chen

    (Taichung Veterans General Hospital)

  • I-Chieh Chen

    (Taichung Veterans General Hospital)

  • Chien-Lin Mao

    (Taichung Veterans General Hospital)

  • Shu-Jung Chang

    (Taichung Veterans General Hospital)

  • Yen-Lin Chang

    (Taichung Veterans General Hospital)

  • Yi-Ju Liao

    (Taichung Veterans General Hospital)

  • Chih-Hung Lai

    (Taichung Veterans General Hospital)

  • Wei-Ju Lee

    (National Chung Hsing University
    Taichung Veterans General Hospital)

  • Hsin Tung

    (National Chung Hsing University
    Taichung Veterans General Hospital)

  • Ting-Ting Yen

    (Taichung Veterans General Hospital)

  • Hsin-Chien Yen

    (Taichung Veterans General Hospital)

  • Jer-Hwa Chang

    (Taipei Medical University
    Taipei Medical University)

  • Chun-Yao Huang

    (Taipei Medical University
    Taipei Medical University Hospital
    Taipei Medical University)

  • Lung Chan

    (Taipei Medical University
    Taipei Medical University
    Taipei Medical University)

  • Yung-Wei Lin

    (Taipei Medical University
    Taipei Medical University
    Taipei Medical University)

  • Bu-Yuan Hsiao

    (Taipei Medical University
    Taipei Medical University Hospital
    Taipei Medical University)

  • Chaur-Jong Hu

    (Taipei Medical University
    Taipei Medical University)

  • Yung-Kuo Lin

    (Taipei Medical University
    Taipei Medical University)

  • Yung-Feng Lin

    (Taipei Medical University Hospital)

  • Tung-Cheng Chang

    (Taipei Medical University
    Taipei Medical University)

  • Deng-Chyang Wu

    (Kaohsiung Medical University
    Kaohsiung Medical University
    Kaohsiung Medical University Gangshan Hospital)

  • Jung-Yu Kan

    (Kaohsiung Medical University
    Kaohsiung Medical University
    Kaohsiung Medical University)

  • Chung-Yao Hsu

    (Kaohsiung Medical University
    Kaohsiung Medical University)

  • Szu-Chia Chen

    (Kaohsiung Medical University
    Kaohsiung Medical University
    Kaohsiung Medical University)

  • Ching-Chia Li

    (Kaohsiung Medical University
    Kaohsiung Medical University Gangshan Hospital)

  • Chung-Feng Huang

    (Kaohsiung Medical University
    Kaohsiung Medical University)

  • Chau-Chyun Sheu

    (Kaohsiung Medical University
    Kaohsiung Medical University)

  • Lii-Jia Yang

    (Kaohsiung Medical University
    Kaohsiung Municipal CiJin Hospital)

  • Chung-Hwan Chen

    (Kaohsiung Medical University
    Kaohsiung Medical University
    Kaohsiung Municipal Ta-Tung Hospital and Kaohsiung Medical University Hospital)

  • Kuan-Mao Chen

    (Academia Sinica)

  • Shu-Min Chang

    (Academia Sinica)

  • Min-Shiuan Liou

    (Academia Sinica)

  • Shi-Ping Wang

    (Academia Sinica)

  • Kuan-Ting Lin

    (Academia Sinica)

  • Hui-Ping Chuang

    (Academia Sinica)

  • Ying-Ju Chen

    (Academia Sinica)

  • Joey Sin

    (Academia Sinica)

  • Ying-Ting Chen

    (Academia Sinica)

  • Chiung-Chih Chang

    (Kaohsiung Chang Gung Memorial Hospital
    Kaohsiung Chang Gung Memorial Hospital
    National Sun Yat-sen University)

  • Chang-Fu Kuo

    (Chang Gung Memorial Hospital
    Chang Gung Memorial Hospital
    Chang Gung University)

  • Jing-Chi Lin

    (Chang Gung Memorial Hospital)

  • Ho-Chang Kuo

    (Kaohsiung Chang Gung Memorial Hospital
    Chang Gung University College of Medicine)

  • Tien-Min Chan

    (Chang Gung Memorial Hospital
    Chang Gung University)

  • Chao-Wei Lee

    (Linkou Chang Gung Memorial Hospital)

  • Jenn-Haung Lai

    (Chang Gung Memorial Hospital)

  • Shue-Fen Luo

    (Linkou Chang Gung Memorial Hospital)

  • Hao-Tsai Cheng

    (New Taipei Municipal TuCheng Hospital
    Linkou Chang Gung Memorial Hospital
    Chang Gung University)

  • Lian-Yu Lin

    (National Taiwan University Hospital
    National Taiwan University College of Medicine
    Yunlin Branch)

  • Li-Chun Chang

    (National Taiwan University Hospital
    National Taiwan University College of Medicine)

  • Chia-Ti Tsai

    (National Taiwan University Hospital
    National Taiwan University College of Medicine)

  • Hsien-Li Kao

    (National Taiwan University Hospital
    National Taiwan University College of Medicine)

  • Jian-Jyun Yu

    (Yunlin Branch)

  • Jiann-Shing Jeng

    (National Taiwan University Hospital
    National Taiwan University College of Medicine)

  • Min-Chin Chiu

    (Yunlin Branch)

  • Tzu-Chan Hong

    (National Taiwan University College of Medicine
    National Taiwan University Cancer Center
    National Taiwan University College of Medicine)

  • Shun-Fa Yang

    (Chung Shan Medical University
    Chung Shan Medical University Hospital)

  • Hsueh-Ju Lu

    (Chung Shan Medical University Hospital
    Chung Shan Medical University)

  • Sheng-Chiang Su

    (National Defense Medical Center)

  • Pauling Chu

    (National Defense Medical Center)

  • Peng-Fei Li

    (National Defense Medical Center)

  • Chia-Lin Tsai

    (National Defense Medical Center)

  • Chia-Kuang Tsai

    (National Defense Medical Center)

  • Shih-En Tang

    (National Defense Medical Center)

  • Chien-Ming Lin

    (National Defense Medical Center)

  • Yung-Fu Wu

    (National Defense Medical Center)

  • Chih-Yang Huang

    (Buddhist Tzu Chi Medical Foundation
    Tzu Chi University of Science and Technology)

  • Shinn-Zong Ling

    (Buddhist Tzu Chi Medical Foundation
    Buddhist Tzu Chi Medical Foundation)

  • Chun-Chun Chang

    (Buddhist Tzu Chi Medical Foundation
    Tzu Chi University)

  • Tzu-Kai Lin

    (Buddhist Tzu Chi Medical Foundation
    Tzu Chi University)

  • Sheng-Mou Hsiao

    (Far Eastern Memorial Hospital
    Yuan Ze University
    National Taiwan University Hospital)

  • Chih-Hung Chang

    (Yuan Ze University
    Far Eastern Memorial Hospital)

  • Chih-Dao Chen

    (Far Eastern Memorial Hospital)

  • Gwo-Chin Ma

    (Changhua Christian Hospital)

  • Ting-Yu Chang

    (Changhua Christian Hospital)

  • Juey-Jen Hwang

    (Fu Jen Catholic University
    Fu Jen Catholic University)

  • Chien-Lin Lu

    (Fu Jen Catholic University
    Fu Jen Catholic University)

  • Kuo-Jang Kao

    (Koo Foundation Sun Yat-Sen Cancer Center)

  • Chen-Fang Hung

    (Koo Foundation Sun Yat-Sen Cancer Center)

  • Shiou-Sheng Chen

    (Taipei City Hospital Ren Ai Branch
    General Education Center
    National Yang Ming Chiao Tung University)

  • Po-Yueh Chen

    (Ditmanson Medical Foundation Chia-Yi Christian Hospital
    Ditmanson Medical Foundation Chia-Yi Christian Hospital)

  • Kochung Tsui

    (Fu-Jen Catholic University
    Cathay General Hospital
    Cathay General Hospital)

  • Yuan-Tsong Chen

    (Academia Sinica)

  • Chien-Hsiun Chen

    (Academia Sinica)

  • Chih-Cheng Chien

    (Fu-Jen Catholic University
    Cathay General Hospital)

  • Han-Sun Chiang

    (Fu Jen Catholic University
    Fu Jen Catholic University)

  • Yen-Ling Chiu

    (Far Eastern Memorial Hospital
    Yuan Ze University)

  • Hsiang-Cheng Chen

    (Tri-Service General Hospital)

  • Pui-Yan Kwok

    (Academia Sinica
    University of California)

Abstract

Incorporating pharmacogenetics into clinical practice promises to improve therapeutic outcomes by optimizing drug selection and dosage based on genetic factors affecting drug response. A key advantage of PGx-guided therapy is to decrease the likelihood of adverse events. To evaluate the clinical impact of PGx risk variants, we performed a retrospective study using genetic and clinical data from the largest Han Chinese cohort, comprising 486,956 individuals, assembled by the Taiwan Precision Medicine Initiative. We found that nearly all participants carried at least one genetic variant that could affect drug response, with many carrying multiple risk variants. Here we show the detailed analyses of four gene-drug pairs, azathioprine (NUDT15/TPMT), clopidogrel (CYP2C19), statins (ABCG2/CYP2C9/SLCO1B1), and NSAIDs (CYP2C9), for which sufficient data exists for statistical power. While the results validate previous findings that PGx risk variants are significantly associated with drug-related adverse events or ineffectiveness, the excess risk of adverse events or lack of efficacy is small compared to that found in those without the PGx risk variants, and most patients with PGx variants do not suffer from adverse events. Our results point to the complexity of implementing PGx in clinical practice and the need for integrative approaches to optimize precision medicine.

Suggested Citation

  • Chun-Yu Wei & Ming-Shien Wen & Chih-Kuang Cheng & Yi-Jing Sheen & Tsung-Chieh Yao & Sing-Lian Lee & Jer-Yuarn Wu & Ming-Fang Tsai & Ling-Hui Li & Chun-houh Chen & Cathy S.-J. Fann & Hsin-Chou Yang & Y, 2025. "Clinical impact of pharmacogenetic risk variants in a large chinese cohort," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-61644-x
    DOI: 10.1038/s41467-025-61644-x
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    References listed on IDEAS

    as
    1. Simone Rubinacci & Olivier Delaneau & Jonathan Marchini, 2020. "Genotype imputation using the Positional Burrows Wheeler Transform," PLOS Genetics, Public Library of Science, vol. 16(11), pages 1-19, November.
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