Comparison of laboratory-based and non-laboratory-based WHO and GLOBORISK CVD risk scores: A cross-sectional analysis of the APCAPS cohort

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Authors: Hemant Mahajan, Poppy Alice Carson Mallinson, Judith Lieber, Santhi Bhogadi, Santosh Kumar Banjara, Anoop S.V. Shah, Vipin Gupta, Gagandeep Kaur Walia, Bharati Kulkarni, Sanjay Kinra
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References: 22

Abstract

BACKGROUND AND AIM: Cardiovascular diseases (CVDs) represent a growing public-health challenge in India, where nearly one in four deaths is CVD-related. Accurate risk stratification underpins targeted prevention, yet laboratory-dependent tools are often impractical in resource-limited settings. The World Health Organization (WHO) and GLOBORISK initiatives both offer non-laboratory-based 10-year CVD risk algorithms alongside their laboratory-based counterparts. We aimed to compare laboratory- and non-laboratory-based WHO and GLOBORISK CVD risk scores, assess their concordance, and examine relationships with sub-clinical atherosclerosis in a rural Indian cohort. MATERIALS AND METHODS: We conducted a cross-sectional analysis of 2,465 adults (1,184 men, 1,281 women) aged 40-74 years from the third wave (2010-12) of the Andhra Pradesh Children and Parents Study (APCAPS). Participants with prior CVD were excluded. Ten-year CVD risk was calculated using sex-specific WHO (South Asia) and India-calibrated GLOBORISK models, both laboratory-based (age, sex, smoking, systolic blood pressure, diabetes, total cholesterol) and non-laboratory-based (age, sex, smoking, systolic blood pressure, BMI) algorithms. Categorical agreement was quantified via percentage agreement and quadratic weighted kappa (κ); continuous agreement by Bland-Altman analysis. We also evaluated linear associations between each risk score (categorical and continuous) and three sub-clinical atherosclerosis markers: carotid intima-media thickness (CIMT), pulse-wave velocity (PWV), and augmentation index (AIx), through sex-stratified multi-level linear regression with random intercept at the household level, adjusting for multiple testing (p < 0.01). RESULTS: Median WHO-CVD-risk was 6.0% (IQR 4% - 9%) in men and 3.0% (2% - 4%) in women for both lab and non-lab models; median GLOBORISK-CVD-risk was 12.0% (9% - 16%) for lab-model vs. 15.0% (10% - 16%) for non-lab-model in men and 5.0% (3% - 9%) for lab-model vs. 5.0% (3% - 9%) for non-lab-model in women. Categorical agreement was substantial to almost perfect: WHO κ = 0.82 (overall), GLOBORISK κ = 0.72. Bland-Altman analyses demonstrated mean differences

Fields of Study & Subjects

Cardiovascular Health and Risk Factors Health Promotion and Cardiovascular Prevention Diabetes Cardiovascular Risks and Lipoproteins

Publication details

Journal / source
PLoS ONE
Volume
21
Issue
2
Pages
e0342471–e0342471
Publication date
6 February 2026
Language
EN