Exploring age and gender disparities in cardiometabolic phenotypes and lipidomic signatures among Chinese adults: a nationwide cohort study

Author:

Jia Xiaojing12,Lin Hong12,Zheng Ruizhi12,Wang Shuangyuan12,Ding Yilan12,Hu Chunyan12,Li Mian12,Xu Yu12ORCID,Xu Min12ORCID,Wang Guixia3,Chen Lulu4,Zeng Tianshu4,Hu Ruying5,Ye Zhen5,Shi Lixin6,Su Qing7,Chen Yuhong12,Yu Xuefeng8,Yan Li9,Wang Tiange12ORCID,Zhao Zhiyun12,Qin Guijun10ORCID,Wan Qin11,Chen Gang12,Dai Meng12,Zhang Di12,Qiu Bihan12,Zhu Xiaoyan12,Zheng Jie12,Tang Xulei13,Gao Zhengnan14,Shen Feixia15,Gu Xuejiang15,Luo Zuojie16,Qin Yingfen16,Chen Li17,Hou Xinguo17,Huo Yanan18,Li Qiang19,Zhang Yinfei20,Liu Chao21,Wang Youmin22,Wu Shengli23,Yang Tao24ORCID,Deng Huacong25,Zhao Jiajun26,Mu Yiming27,Lai Shenghan28,Li Donghui29ORCID,Hu Weiguo30,Ning Guang12ORCID,Wang Weiqing12ORCID,Bi Yufang12,Lu Jieli12ORCID,

Affiliation:

1. Department of Endocrine and Metabolic Diseases, Shanghai Institute of Endocrine and Metabolic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine , Shanghai 200025, China

2. 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 National Center for Translational Medicine, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine , Shanghai 200025, China

3. The First Hospital of Jilin University, Changchun , Jilin 130021, China

4. Union Hospital, Tongji Medical College, Huazhong University of Science and Technology , Wuhan, Hubei 430022, China

5. Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou , Zhejiang 310051, China

6. Affiliated Hospital of Guiyang Medical College , Guiyang, Guizhou 550004 China

7. Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine , Shanghai 200092, China

8. Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology , Wuhan, Hubei 430030, China

9. Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou , Guangdong 510120, China

10. The First Affiliated Hospital of Zhengzhou University, Zhengzhou , Henan 450052, China

11. The Affiliated Hospital of Southwest Medical University, Luzhou , Sichuan 646000, China

12. Fujian Provincial Hospital, Fujian Medical University, Fuzhou , Fujian 350003, China

13. The First Hospital of Lanzhou University, Lanzhou , Gansu 730000, China

14. Dalian Municipal Central Hospital, Dalian , Liaoning 116033, China

15. The First Affiliated Hospital of Wenzhou Medical University, Wenzhou , Zhejiang 325000, China

16. The First Affiliated Hospital of Guangxi Medical University, Nanning , Guangxi 530021, China

17. Qilu Hospital of Shandong University, Jinan , Shandong 250012, China

18. Jiangxi provincial People’s Hospital Affiliated to Nanchang University, Nanchang , Jiangxi 330006, China

19. The Second Affiliated Hospital of Harbin Medical University, Harbin , Heilongjiang 150086, China

20. Central Hospital of Shanghai Jiading District , Shanghai 201800, China

21. Jiangsu Province Hospital on Integration of Chinese and Western Medicine , Nanjing, Jiangsu 210028, China

22. The First Affiliated Hospital of Anhui Medical University, Hefei , Anhui 230022, China

23. Karamay Municipal People’s Hospital, Karamay , Xinjiang 834000, China

24. The First Affiliated Hospital of Nanjing Medical University, Nanjing , Jiangsu 210029, China

25. The First Affiliated Hospital of Chongqing Medical University , Chongqing 400016, China

26. Shandong Provincial Hospital affiliated to Shandong University, Jinan , Shandong 250021, China

27. Chinese People’s Liberation Army General Hospital , Beijing 100853, China

28. Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore , Maryland, 21201, USA

29. Department of Gastrointestinal Medical Oncology, the University of Texas MD Anderson Cancer Center, Houston , Texas, 77030, USA

30. Department of Geriatrics, Medical Center on Aging, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine , Shanghai 200025, China

Abstract

Abstract Understanding sex disparities in modifiable risk factors across the lifespan is essential for crafting individualized intervention strategies. We aim to investigate the age-related sex disparity in cardiometabolic phenotypes in a large nationwide Chinese cohort. A total of 254,670 adults aged 40 years or older were selected from a population-based cohort in China. Substantial sex disparities in the prevalence of metabolic diseases were observed across different age strata, particularly for dyslipidemia and its components. Generalized additive models were employed to characterize phenotype features, elucidating how gender differences evolve with advancing age. Half of the 16 phenotypes, consistently exhibited no sex differences, while four (HDL cholesterol, apolipoprotein A1, diastolic blood pressure, and fasting insulin) displayed significant sex differences across all age groups. Triglycerides, apolipoprotein B, non-HDL, and total cholesterol demonstrated significant age-dependent sex disparities. Notably, pre-menopausal females exhibited significant age-related differences in lipid levels around age 40-50, contrasting with the relatively stable associations observed in males and post-menopausal females. Menopause played an important but not sole role in age-related sex differences in blood lipids. Sleep duration also had an age- and sex-dependent impact on lipids. Lipidomic analysis and K-means clustering further revealed that 58.6% of the 263 measured lipids, varied with sex and age, with sphingomyelins, cholesteryl esters, and triacylglycerols being the most profoundly influenced lipid species by the combined effects of age, sex, and their interaction. These findings underscore the importance of age consideration when addressing gender disparities in metabolic diseases and advocate for personalized, age-specific prevention and management.

Publisher

Oxford University Press (OUP)

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