ArticleSSM - population health2024
Education, urbanicity of residence, and cardiometabolic biomarkers among middle-aged and older populations in the US, Mexico, China, and India.
Article in SSM - population health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Physical activity, falls, and dementia risk in adults aged ≥ 60: evidence from three cohorts.The international journal of behavioral nutrition and physical activity · 2026Article
- Association and mediating pathways between intergenerational educational mobility and depressive symptoms: findings from high- and middle-income countries.BMC medicine · 2026Article
- Sex- and Age-Stratified relative handgrip strength and risk of eight chronic diseases in Middle-Aged and older adults: evidence from a National aging cohort study in China.Aging clinical and experimental research · 2025Article
- Metal Mixtures Mediate the Socioeconomic Gradient in Blood Pressure: A Four-Way Decomposition in a Prospective Rural Bangladeshi Cohort.medRxiv : the preprint server for health sciences · 2025Article
- Provider Lifestyle Counseling Among Adults With Cardiometabolic Disease Diagnosis Differs by Sociodemographic Characteristics and Lifestyle Modification: NHANES 2017-2020.American journal of lifestyle medicine · 2025Article
- Joint associations of PMFrontiers in public health · 2025Article
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6 authors.
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Abstract
Background: The relationship between education and cardiometabolic biomarkers is contextually dependent on both inter-country and intra-country factors. This study aimed to examine educational differences in cardiometabolic biomarkers among middle-aged and older adults in the US, Mexico, China, and India, and whether this relationship is modified by urbanicity of residence. Methods: Data were from contemporary cross-sectional waves of the US Health and Retirement Study (HRS; 2016/17, n = 19,608), the Mexican Health and Aging Study (MHAS; 2015, n = 12,356), the China Health and Retirement Longitudinal Study (CHARLS; 2015/16, n = 13,268), and the Longitudinal Aging Study in India (LASI; 2017/19, n = 47,838). To account for substantial variations in educational distribution across the four countries, we measured education attainment in two ways: by categorizing education levels into binary classifications ('lower education: lower secondary education or below' vs. 'higher education: upper secondary education or above') to assess absolute education attainment, and by using within-country percentile ranks to capture relative education attainment. We assessed educational differences in four cardiometabolic biomarkers: body mass index (BMI), systolic blood pressure (SBP), glycated haemoglobin (HbA1c), and total cholesterol. We tested whether urbanicity of residence modified the relationship between education and these cardiometabolic biomarkers. Results: The proportion of individuals with higher education was 82.6% in the US, 15.6% in Mexico, 10.6% in China, and 16.8% in India. In the US, higher education was associated with lower SBP (-2.74 mmHg, 95% CI: -3.62, -1.86) and HbA1c (-0.14%, 95% CI: -0.20, -0.08), but higher total cholesterol (3.33 mg/dL, 95% CI: 1.41, 5.25). In Mexico, higher education was associated with lower BMI only (-0.51 kg/m Interpretation: There is a complex relationship between education and cardiometabolic biomarkers across countries and by urbanicity of residence. This complexity underscores the importance of accounting for contextual factors when devising strategies to enhance cardiometabolic health in various settings.
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