Data-driven phenotypic profiling of prediabetes reveals heterogeneous cardiometabolic risks in Chinese adults
Prediabetes exhibits substantial phenotypic heterogeneity, and delineation of distinct metabolic profiles enables refined risk stratification and informs precision prevention strategies.
Authors
- Yufang Bi (ORCID: https://orcid.org/0000-0002-4829-5915)
- Yilan Ding
- Jiajun Zhao (ORCID: https://orcid.org/0000-0003-3267-9292)
- Yiming Mu (ORCID: https://orcid.org/0000-0002-3344-3540)
- Zuojie Luo (ORCID: https://orcid.org/0000-0003-2377-6357)
- Xuefeng Yu (ORCID: https://orcid.org/0000-0003-3961-9321)
- Shenghan Lai
- Huacong Deng (ORCID: https://orcid.org/0000-0002-0748-8323)
- Xinguo Hou (ORCID: https://orcid.org/0000-0003-2045-1290)
- Yanan Huo (ORCID: https://orcid.org/0000-0002-5527-9171)
- Lixin Shi (ORCID: https://orcid.org/0000-0002-1763-1920)
- Xiaojing Jia (ORCID: https://orcid.org/0000-0001-8245-0782)
- Guijun Qin (ORCID: https://orcid.org/0000-0002-2503-7534)
- Ruizhi Zheng (ORCID: https://orcid.org/0000-0002-2068-7597)
- Tiange Wang (ORCID: https://orcid.org/0000-0003-0723-489X)
- Guang Ning (ORCID: https://orcid.org/0000-0002-5754-7635)
- Xulei Tang
- Ruying Hu (ORCID: https://orcid.org/0000-0001-5928-9193)
- Chunyan Hu (ORCID: https://orcid.org/0000-0002-8673-3859)
- Huapeng Wei
- Tianshu Zeng (ORCID: https://orcid.org/0000-0001-9171-7151)
- Yi‐Ting Lin (ORCID: https://orcid.org/0000-0003-3821-4744)
- Guixia Wang (ORCID: https://orcid.org/0000-0001-8107-616X)
- Qing Su (ORCID: https://orcid.org/0000-0001-7945-1258)
- Zhengnan Gao (ORCID: https://orcid.org/0000-0002-0077-8758)
- Donghui Li (ORCID: https://orcid.org/0000-0002-7542-0662)
- Chao Liu (ORCID: https://orcid.org/0000-0003-3305-3005)
- Weiqing Wang (ORCID: https://orcid.org/0000-0001-6631-3833)
- Li Chen (ORCID: https://orcid.org/0000-0001-8492-1963)
- Gang Chen (ORCID: https://orcid.org/0000-0002-8105-2384)
- Lulu Chen (ORCID: https://orcid.org/0000-0001-9621-9231)
- Qiang Li (ORCID: https://orcid.org/0000-0002-5378-1424)
- Qin Wan (ORCID: https://orcid.org/0000-0001-7765-1416)
- Li Yan (ORCID: https://orcid.org/0000-0002-9335-1322)
- Zhen Ye (ORCID: https://orcid.org/0000-0002-9464-7467)
- Mian Li (ORCID: https://orcid.org/0000-0001-6514-2729)
- Min Xu (ORCID: https://orcid.org/0000-0001-9146-5118)
- Hong Lin (ORCID: https://orcid.org/0000-0001-5860-4358)
- Hong Qiao (ORCID: https://orcid.org/0000-0002-4360-5881)
- Yu Xu (ORCID: https://orcid.org/0000-0003-1498-8331)
- Yingfen Qin (ORCID: https://orcid.org/0000-0001-7715-7311)
- Jieli Lu (ORCID: https://orcid.org/0000-0002-0643-1421)
- Feixia Shen (ORCID: https://orcid.org/0000-0002-0778-0041)
- Youmin Wang (ORCID: https://orcid.org/0000-0002-0040-1942)
- Tao Yang
- Jinfeng Wang
- Xuejiang Gu
- Feiyue Huang
- Shengli Wu
- Shuangyuan Wang (ORCID: https://orcid.org/0000-0002-1060-492X)
- Yinfei Zhang
Institutions
- University of Maryland, Baltimore (US)
- Fujian Medical University (CN)
- The University of Texas MD Anderson Cancer Center (US)
- Nanchang University (CN)
- Shandong University (CN)
- Harbin Medical University (CN)
- Sun Yat-sen University (CN)
- Guangxi Medical University (CN)
- Shanghai Jiao Tong University (CN)
- Jilin University (CN)
- Anhui Medical University (CN)
- Dalian University of Technology (CN)
- Wenzhou Medical University (CN)
- XinHua Hospital (CN)
- Ruijin Hospital (CN)
- First Affiliated Hospital of Wenzhou Medical University (CN)
- Affiliated Hospital of Southwest Medical University (CN)
- Jiading District Central Hospital (CN)
- Sun Yat-sen Memorial Hospital (CN)
- Dalian Municipal Central Hospital (CN)
- Jiangxi Provincial People's Hospital (CN)
- Shandong Provincial Hospital (CN)
- First Hospital of Jilin University (CN)
- First Affiliated Hospital of GuangXi Medical University (CN)
- Wuhan Union Hospital (CN)
- The Affiliated Yongchuan Hospital of Chongqing Medical University (CN)
- Second Affiliated Hospital of Harbin Medical University (CN)
- Zhejiang Center for Disease Control and Prevention (CN)
- First Affiliated Hospital of Anhui Medical University (CN)
- Fujian Provincial Hospital (CN)
- Karamay Central Hospital (CN)
- Jiangsu Province Hospital (CN)
- First Affiliated Hospital of Zhengzhou University (CN)
- Tongji Hospital (CN)
- Chinese People's Liberation Army (CN)
- Qilu Hospital of Shandong University (CN)
- First Hospital of Lanzhou University (CN)
- Huazhong University of Science and Technology (CN)
- Lanzhou University (CN)
- Nanjing Medical University (CN)
- Chongqing Medical University (CN)
Publication Details
- Journal
- Cardiovascular Diabetology
- Published
- 2025-12-02
- DOI
- https://doi.org/10.1186/s12933-025-03008-9
- Primary Topic
- Diabetes, Cardiovascular Risks, and Lipoproteins
- Type
- article
- Field-Weighted Citation Impact
- 0.00