Associations of metabolic changes and polygenic risk scores with cardiovascular outcomes and all-cause mortality across BMI categories: a prospective cohort study

被引:2
作者
Li, Cancan [1 ,2 ]
Meng, Xiaoni [1 ,2 ]
Zhang, Jie [1 ,2 ]
Wang, Haotian [1 ,2 ]
Lu, Huimin [1 ,2 ]
Cao, Meiling [1 ,2 ]
Sun, Shengzhi [1 ,2 ]
Wang, Youxin [2 ,3 ,4 ]
机构
[1] Capital Med Univ, Sch Publ Hlth, Dept Epidemiol & Hlth Stat, 10 Xitoutiao,Youanmen St, Beijing 100069, Peoples R China
[2] Capital Med Univ, Sch Publ Hlth, Beijing Municipal Key Lab Clin Epidemiol, 10 Xitoutiao,Youanmen St, Beijing 100069, Peoples R China
[3] North China Univ Sci & Technol, Sch Publ Hlth, 21 Bohaidadao, Tangshan 063210, Peoples R China
[4] Edith Cowan Univ, Ctr Precis Hlth, Perth 6027, Australia
关键词
Cardiovascular disease; All-cause mortality; Metabolic health; Metabolic change; Metabolic syndrome; Polygenic risk scores; HEALTHY OBESITY; DISEASE; EVENTS; SUSCEPTIBILITY; PREDICTION; DEATH; MEN;
D O I
10.1186/s12933-024-02332-w
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Associations between metabolic status and metabolic changes with the risk of cardiovascular outcomes have been reported. However, the role of genetic susceptibility underlying these associations remains unexplored. We aimed to examine how metabolic status, metabolic transitions, and genetic susceptibility collectively impact cardiovascular outcomes and all-cause mortality across diverse body mass index (BMI) categories. Methods In our analysis of the UK Biobank, we included a total of 481,576 participants (mean age: 56.55; male: 45.9%) at baseline. Metabolically healthy (MH) status was defined by the presence of < 3 abnormal components (waist circumstance, blood pressure, blood glucose, triglycerides, and high-density lipoprotein cholesterol). Normal weight, overweight, and obesity were defined as 18.5 <= BMI < 25 kg/m2, 25 <= BMI < 30 kg/m2, and BMI >= 30 kg/m2, respectively. Genetic predisposition was estimated using the polygenic risk score (PRS). Cox regressions were performed to evaluate the associations of metabolic status, metabolic transitions, and PRS with cardiovascular outcomes and all-cause mortality across BMI categories. Results During a median follow-up of 14.38 years, 31,883 (7.3%) all-cause deaths, 8133 (1.8%) cardiovascular disease (CVD) deaths, and 67,260 (14.8%) CVD cases were documented. Among those with a high PRS, individuals classified as metabolically healthy overweight had the lowest risk of all-cause mortality (hazard ratios [HR] 0.70; 95% confidence interval [CI] 0.65, 0.76) and CVD mortality (HR 0.57; 95% CI 0.50, 0.64) compared to those who were metabolically unhealthy obesity, with the beneficial associations appearing to be greater in the moderate and low PRS groups. Individuals who were metabolically healthy normal weight had the lowest risk of CVD morbidity (HR 0.54; 95% CI 0.51, 0.57). Furthermore, the inverse associations of metabolic status and PRS with cardiovascular outcomes and all-cause mortality across BMI categories were more pronounced among individuals younger than 65 years (Pinteraction < 0.05). Additionally, the combined protective effects of metabolic transitions and PRS on these outcomes among BMI categories were observed. Conclusions MH status and a low PRS are associated with a lower risk of adverse cardiovascular outcomes and all-cause mortality across all BMI categories. This protective effect is particularly pronounced in individuals younger than 65 years. Further research is required to confirm these findings in diverse populations and to investigate the underlying mechanisms involved. [GRAPHICS] .
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相关论文
共 40 条
[1]   Harmonizing the Metabolic Syndrome A Joint Interim Statement of the International Diabetes Federation Task Force on Epidemiology and Prevention; National Heart, Lung, and Blood Institute; American Heart Association; World Heart Federation; International Atherosclerosis Society; and International Association for the Study of Obesity [J].
Alberti, K. G. M. M. ;
Eckel, Robert H. ;
Grundy, Scott M. ;
Zimmet, Paul Z. ;
Cleeman, James I. ;
Donato, Karen A. ;
Fruchart, Jean-Charles ;
James, W. Philip T. ;
Loria, Catherine M. ;
Smith, Sidney C., Jr. .
CIRCULATION, 2009, 120 (16) :1640-1645
[2]   Impact of Body Mass Index and the Metabolic Syndrome on the Risk of Cardiovascular Disease and Death in Middle-Aged Men [J].
Arnlov, Johan ;
Ingelsson, Erik ;
Sundstrom, Johan ;
Lind, Lars .
CIRCULATION, 2010, 121 (02) :230-U88
[3]   Metabolically Healthy Obese and Incident Cardiovascular Disease Events Among 3.5 Million Men and Women [J].
Caleyachetty, Rishi ;
Thomas, G. Neil ;
Toulis, Konstantinos A. ;
Mohammed, Nuredin ;
Gokhale, Krishna M. ;
Balachandran, Kumarendran ;
Nirantharakumar, Krishnarajah .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2017, 70 (12) :1429-1437
[4]   Duration and stability of metabolically healthy obesity over 30 years [J].
Camhi, Sarah M. ;
Must, Aviva ;
Gona, Philimon N. ;
Hankinson, Arlene ;
Odegaard, Andrew ;
Reis, Jared ;
Gunderson, Erica P. ;
Jacobs, David R. ;
Carnethon, Mercedes R. .
INTERNATIONAL JOURNAL OF OBESITY, 2019, 43 (09) :1803-1810
[5]   PRSice-2: Polygenic Risk Score software for biobank-scale data [J].
Choi, Shing Wan ;
O'Reilly, Paul F. .
GIGASCIENCE, 2019, 8 (07)
[6]   Validity of the International Physical Activity Questionnaire (IPAQ) for assessing moderate-to-vigorous physical activity and sedentary behaviour of older adults in the United Kingdom [J].
Cleland, Claire ;
Ferguson, Sara ;
Ellis, Geraint ;
Hunter, Ruth F. .
BMC MEDICAL RESEARCH METHODOLOGY, 2018, 18
[7]  
Collins R, 2012, LANCET, V379, P1173, DOI [10.1016/S0140-6736(16)31357-5, 10.1016/S0140-6736(12)60404-8]
[8]   Polygenic risk scores: a biased prediction? [J].
De La Vega, Francisco M. ;
Bustamante, Carlos D. .
GENOME MEDICINE, 2018, 10
[9]   Association of Lipid, Inflammatory, and Metabolic Biomarkers With Age at Onset for Incident Coronary Heart Disease in Women [J].
Dugani, Sagar B. ;
Moorthy, M. Vinayaga ;
Li, Chunying ;
Demler, Olga V. ;
Alsheikh-Ali, Alawi A. ;
Ridker, Paul M. ;
Glynn, Robert J. ;
Mora, Samia .
JAMA CARDIOLOGY, 2021, 6 (04) :437-447
[10]   Transition from metabolic healthy to unhealthy phenotypes and association with cardiovascular disease risk across BMI categories in 90 257 women (the Nurses' Health Study): 30 year follow-up from a prospective cohort study [J].
Eckel, Nathalie ;
Li, Yanping ;
Kuxhaus, Olga ;
Stefan, Norbert ;
Hu, Frank B. ;
Schulze, Matthias B. .
LANCET DIABETES & ENDOCRINOLOGY, 2018, 6 (09) :714-724