Data-driven phenotypic profiling of prediabetes reveals heterogeneous cardiometabolic risks in Chinese adults
Year: 2025
Type: article
Language: en
Topic: Diabetes, Cardiovascular Risks, and Lipoproteins
Authors and affiliations:
raw_author_name: Xiaojing Jia
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Shuangyuan Wang
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Jinfeng Wang
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Yilan Ding
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Mian Li
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Yiting Lin
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Ruizhi Zheng
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Feiyue Huang
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Huapeng Wei
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Chunyan Hu
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Yu Xu
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Hong Lin
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Min Xu
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Tiange Wang
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Hong Qiao
raw_affiliation_strings: The Second Affiliated Hospital of Harbin Medical University, Harbin, China
raw_author_name: Guijun Qin
raw_affiliation_strings: The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
raw_author_name: Yingfen Qin
raw_affiliation_strings: The First Affiliated Hospital of Guangxi Medical University, Nanning, China
raw_author_name: Xulei Tang
raw_affiliation_strings: The First Hospital of Lanzhou University, Lanzhou, China
raw_author_name: Zhen Ye
raw_affiliation_strings: Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
raw_author_name: Ruying Hu
raw_affiliation_strings: Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
raw_author_name: Lixin Shi
raw_affiliation_strings: The Affiliated Hospital of Guiyang Medical College, Guiyang, China
raw_author_name: Qing Su
raw_affiliation_strings: Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
raw_author_name: Xuefeng Yu
raw_affiliation_strings: Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
raw_author_name: Li Yan
raw_affiliation_strings: Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
raw_author_name: Qin Wan
raw_affiliation_strings: The Affiliated Hospital of Southwest Medical University, Luzhou, China
raw_author_name: Gang Chen
raw_affiliation_strings: Fujian Provincial Hospital, Fujian Medical University, Fuzhou, China
raw_author_name: Zhengnan Gao
raw_affiliation_strings: Department of Endocrinology, Central Hospital of Dalian University of Technology, Dalian, China
raw_author_name: Guixia Wang
raw_affiliation_strings: The First Hospital of Jilin University, Changchun, China
raw_author_name: Feixia Shen
raw_affiliation_strings: The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
raw_author_name: Xuejiang Gu
raw_affiliation_strings: The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
raw_author_name: Zuojie Luo
raw_affiliation_strings: The First Affiliated Hospital of Guangxi Medical University, Nanning, China
raw_author_name: Li Chen
raw_affiliation_strings: Qilu Hospital of Shandong University, Jinan, China
Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
raw_author_name: Xinguo Hou
raw_affiliation_strings: Qilu Hospital of Shandong University, Jinan, China
raw_author_name: Qiang Li
raw_affiliation_strings: The Second Affiliated Hospital of Harbin Medical University, Harbin, China
raw_author_name: Yanan Huo
raw_affiliation_strings: Jiangxi Provincial People's Hospital Affiliated to Nanchang University, Nanchang, China
raw_author_name: Yinfei Zhang
raw_affiliation_strings: Central Hospital of Shanghai Jiading District, Shanghai, China
raw_author_name: Tianshu Zeng
raw_affiliation_strings: Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
raw_author_name: Chao Liu
raw_affiliation_strings: Jiangsu Province Hospital on Integration of Chinese and Western Medicine, Nanjing, China
raw_author_name: Youmin Wang
raw_affiliation_strings: The First Affiliated Hospital of Anhui Medical University, Hefei, China
raw_author_name: Shengli Wu
raw_affiliation_strings: Karamay Municipal People's Hospital, Xinjiang, China
raw_author_name: Tao Yang
raw_affiliation_strings: The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
raw_author_name: Huacong Deng
raw_affiliation_strings: The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
raw_author_name: Donghui Li
raw_affiliation_strings: Department of Gastrointestinal Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
raw_author_name: Shenghan Lai
raw_affiliation_strings: Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore, Maryland, USA
raw_author_name: Lulu Chen
raw_affiliation_strings: Qilu Hospital of Shandong University, Jinan, China
Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
raw_author_name: Jiajun Zhao
raw_affiliation_strings: Shandong Provincial Hospital affiliated to Shandong University, Jinan, China
raw_author_name: Yiming Mu
raw_affiliation_strings: Chinese People's Liberation Army General Hospital, Beijing, China
raw_author_name: Guang Ning
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: Yufang Bi
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. byf10784@rjh.com.cn
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China. byf10784@rjh.com.cn
Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
raw_author_name: Weiqing Wang
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. wqingw61@163.com
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China. wqingw61@163.com
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
raw_author_name: Jieli Lu
raw_affiliation_strings: Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. jielilu@hotmail.com
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China. jielilu@hotmail.com
Shanghai National Clinical Research Center for Endocrine and Metabolic Diseases, Key Laboratory for Endocrine and Metabolic Diseases of the National Health Commission of the PR China, Shanghai Digital Medicine Innovation Center, Shanghai National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
raw_author_name: for the 4C study author