Heat Index Exposure and Cardiovascular Disease Burden in India: Population-Attributable Risk and Economic Implications

Abstract Background Climate change is intensifying heat exposure in South Asia, yet the population-level cardiovascular disease (CVD) burden attributable to Heat Index (HI) exposure in India remains unquantified. Methods We analyzed state-level panel data (29 states, 2011–2021) linking ERA5-derived HI metrics with Global Burden of Disease CVD outcomes (DALYs, YLL, YLD). Log-linear fixed-effects panel regression models estimated the percent change in CVD burden per unit increase in HI, adjusting for state and year fixed effects. The population-attributable fraction (PAF) was calculated using a model-based counterfactual approach with the 80th percentile of observed HI as the reference threshold. State-specific economic burden was estimated by multiplying attributable DALYs by cost-per-DALY values and projected to 2030 using ARIMA and 3% annual cost growth. Results A one-unit increase in the 97.5th percentile of average HI was associated with a 1.62% (95% CI: 0.67%, 2.57%) increase in CVD DALYs and a 1.7% (0.7%, 2.7%) increase in YLL. The PAF at the 80th percentile threshold was 0.28%, corresponding to approximately 206,000 attributable DALYs in 2021 and an economic burden of approximately INR 1,485 Crore (~ USD 199 million). By 2030, the projected economic burden was approximately INR 2,174 Crore (~ USD 292 million), a 46% increase. Conclusions Extreme HI exposure is associated with a measurable fraction of India’s CVD burden that translates to a substantial and growing economic cost. These state-level estimates can inform the prioritization of heat–health interventions in India.

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Publication Details

Journal
Research Square
Published
2026-11-11
DOI
https://doi.org/10.21203/rs.3.rs-11384191/v1
Primary Topic
Climate Change and Health Impacts
Type
preprint
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preprint

Heat Index Exposure and Cardiovascular Disease Burden in India: Population-Attributable Risk and Economic Implications

Bhavesh Modi, Rakesh Balachandar, Bhavani Shankara Bagepally, Soundarya Soundararajan et al.
Research Square
Climate Change and Health Impacts
preprint

Heat Index Exposure and Cardiovascular Disease Burden in India: Population-Attributable Risk and Economic Implications

Bhavesh Modi, Rakesh Balachandar, Bhavani Shankara Bagepally, Soundarya Soundararajan, Jhalak Dhingra, Nimitha Mohan
preprint en

Abstract

Abstract Background Climate change is intensifying heat exposure in South Asia, yet the population-level cardiovascular disease (CVD) burden attributable to Heat Index (HI) exposure in India remains unquantified. Methods We analyzed state-level panel data (29 states, 2011–2021) linking ERA5-derived HI metrics with Global Burden of Disease CVD outcomes (DALYs, YLL, YLD). Log-linear fixed-effects panel regression models estimated the percent change in CVD burden per unit increase in HI, adjusting for state and year fixed effects. The population-attributable fraction (PAF) was calculated using a model-based counterfactual approach with the 80th percentile of observed HI as the reference threshold. State-specific economic burden was estimated by multiplying attributable DALYs by cost-per-DALY values and projected to 2030 using ARIMA and 3% annual cost growth. Results A one-unit increase in the 97.5th percentile of average HI was associated with a 1.62% (95% CI: 0.67%, 2.57%) increase in CVD DALYs and a 1.7% (0.7%, 2.7%) increase in YLL. The PAF at the 80th percentile threshold was 0.28%, corresponding to approximately 206,000 attributable DALYs in 2021 and an economic burden of approximately INR 1,485 Crore (~ USD 199 million). By 2030, the projected economic burden was approximately INR 2,174 Crore (~ USD 292 million), a 46% increase. Conclusions Extreme HI exposure is associated with a measurable fraction of India’s CVD burden that translates to a substantial and growing economic cost. These state-level estimates can inform the prioritization of heat–health interventions in India.

Research Square
Indian Council of Medical Research (IN), National Institute of Epidemiology (IN), National Institute of Occupational Health (IN)
Climate Change and Health Impacts
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