August 10, 2021; 97 (6) Research Article
Development and Validation of a Polygenic Risk Score for Stroke in the Chinese Population
Xiangfeng Lu, Xiaoge Niu, Chong Shen, Fangchao Liu, Zhongying Liu, Keyong Huang, Laiyuan Wang, Jianxin Li, Dongsheng Hu, Yingxin Zhao, Xueli Yang, Fanghong Lu, Xiaoqing Liu, Jie Cao, Shufeng Chen, Hongfan Li, Wuzhuang Tang, Zhanyun Ren, Ling Yu, Xianping Wu, Xigui Wu, Ying Li, Huan Zhang, Jianfeng Huang, Zhibin Hu, Hongbing Shen, View ORCID ProfileCristen J. Willer, Dongfeng Gu
First published May 24, 2021, DOI: https://doi.org/10.1212/WNL.0000000000012263
Xiangfeng Lu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Xiaoge Niu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Chong Shen
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Fangchao Liu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Zhongying Liu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Keyong Huang
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Laiyuan Wang
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Jianxin Li
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Dongsheng Hu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Yingxin Zhao
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Xueli Yang
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Fanghong Lu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Xiaoqing Liu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Jie Cao
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Shufeng Chen
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Hongfan Li
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Wuzhuang Tang
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Zhanyun Ren
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Ling Yu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Xianping Wu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Xigui Wu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Ying Li
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Huan Zhang
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Jianfeng Huang
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Zhibin Hu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Hongbing Shen
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Cristen J. Willer
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Dongfeng Gu
From the Key Laboratory of Cardiovascular Epidemiology and Department of Epidemiology (Xiangfeng Lu, X.N., Fangchao Liu, Z.L., K.H., L.W., J.L., J.C., S.C., H.L., Xigui Wu, Y.L., J.H., D.G.), State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing; Department of Epidemiology and Biostatistics (C.S., Z.H., H.S.), Center for Global Health, School of Public Health, Nanjing Medical University; Department of Biostatistics and Epidemiology (D.H.), School of Public Health, Shenzhen University Health Science Center, Guangdong; Cardio-Cerebrovascular Control and Research Center (Y.Z., Fanghong Lu), Institute of Basic Medicine, Shandong First Medical University (Shandong Academy of Medical Sciences), Jinan; Tianjin Key Laboratory of Environment, Nutrition and Public Health (X.Y.), Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, Tianjin; Division of Epidemiology (Xiaoqing Liu), Guangdong Provincial People's Hospital and Cardiovascular Institute, Guangzhou; Department of Neurology (W.T., Z.R.), Affiliated Yixing People's Hospital of Jiangsu University, People's Hospital of Yixing City, Yixing; Department of Cardiology (L.Y.), Fujian Provincial Hospital, Fuzhou; Center for Chronic and Noncommunicable Disease Control and Prevention (Xianping Wu), Sichuan Center for Disease Control and Prevention, Chengdu; Center for Genetic Epidemiology and Genomics (H.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou; Research Unit of Prospective Cohort of Cardiovascular Diseases and Cancer (H.S.), Chinese Academy of Medical Sciences (2019RU038); and Department of Internal Medicine, Division of Cardiovascular Medicine (C.J.W.), and Department of Human Genetics (C.J.W.), University of Michigan, Ann Arbor.
Development and Validation of a Polygenic Risk Score for Stroke in the Chinese Population
Xiangfeng Lu, Xiaoge Niu, Chong Shen, Fangchao Liu, Zhongying Liu, Keyong Huang, Laiyuan Wang, Jianxin Li, Dongsheng Hu, Yingxin Zhao, Xueli Yang, Fanghong Lu, Xiaoqing Liu, Jie Cao, Shufeng Chen, Hongfan Li, Wuzhuang Tang, Zhanyun Ren, Ling Yu, Xianping Wu, Xigui Wu, Ying Li, Huan Zhang, Jianfeng Huang, Zhibin Hu, Hongbing Shen, Cristen J. Willer, Dongfeng Gu
Neurology Aug 2021, 97 (6) e619-e628; DOI: 10.1212/WNL.0000000000012263
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Abstract
Objective To construct a polygenic risk score (PRS) for stroke and evaluate its utility in risk stratification and primary prevention for stroke.
Methods Using a meta-analytic approach and large genome-wide association results for stroke and stroke-related traits in East Asians, we generated a combined PRS (metaPRS) by incorporating 534 genetic variants in a training set of 2,872 patients with stroke and 2,494 controls. We then validated its association with incident stroke using Cox regression models in large Chinese population-based prospective cohorts comprising 41,006 individuals.
Results During a total of 367,750 person-years (mean follow-up 9.0 years), 1,227 participants developed stroke before age 80 years. Individuals with high polygenic risk had an about 2-fold higher risk of incident stroke compared with those with low polygenic risk (hazard ratio [HR] 1.99, 95% confidence interval [CI] 1.66–2.38), with the lifetime risk of stroke being 25.2% (95% CI 22.5%–27.7%) and 13.6% (95% CI 11.6%–15.5%), respectively. Individuals with both high polygenic risk and family history displayed lifetime risk as high as 41.1% (95% CI 31.4%–49.5%). Individuals with high polygenic risk achieved greater benefits in terms of absolute risk reductions from adherence to ideal fasting blood glucose and total cholesterol than those with low polygenic risk. Maintaining favorable cardiovascular health (CVH) profile could substantially mitigate the increased risk conferred by high polygenic risk to the level of low polygenic risk (from 34.6% to 13.2%).
Conclusions Our metaPRS has great potential for risk stratification of stroke and identification of individuals who may benefit more from maintaining ideal CVH.
Classification of Evidence This study provides Class I evidence that metaPRS is predictive of stroke risk.
Glossary
- AF=
- atrial fibrillation;
- AHA=
- American Heart Association;
- ARR=
- absolute risk reduction;
- BMI=
- body mass index;
- BP=
- blood pressure;
- CAD=
- coronary artery disease;
- China MUCA 1998=
- China Multicenter Collaborative Study of Cardiovascular Epidemiology 1998;
- China-PAR project=
- Prediction for Atherosclerotic Cardiovascular Disease Risk in China;
- CI=
- confidence interval;
- CIMIC=
- Community Intervention of Metabolic Syndrome in China & Chinese Family Health Study;
- CVH=
- cardiovascular health;
- DBP=
- diastolic blood pressure;
- FBG=
- fasting blood glucose;
- GWAS=
- genome-wide association studies;
- HDL-C=
- high-density lipoprotein cholesterol;
- HR=
- hazard ratio;
- ICD-10=
- International Classification of Diseases, 10th revision;
- IDI=
- integrated discrimination improvement;
- InterASIA=
- International Collaborative Study of Cardiovascular Disease in Asia;
- LD=
- linkage disequilibrium;
- LDL-C=
- low-density lipoprotein cholesterol;
- NRI=
- net reclassification improvement;
- OR=
- odds ratio;
- PRS=
- polygenic risk score;
- SBP=
- systolic blood pressure;
- SNP=
- single-nucleotide polymorphism;
- T2D=
- type 2 diabetes;
- TC=
- total cholesterol
Footnotes
Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.
↵* These authors contributed equally to this work.
Class of Evidence: NPub.org/coe
- Received November 10, 2020.
- Accepted in final form May 3, 2021.
- © 2021 American Academy of Neurology
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