Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016

BackgroundEvidence is limited on the impact of temperature variability (TV) on health in low-and-middle-income countries (LMICs), such as South Africa. This study examined the association between TV and cardiovascular disease (CVD) and respiratory disease (RD) mortality in five South African cities....

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Main Authors: Malebo Sephule Makunyane, Hannes Rautenbach, Janine Wichmann
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Epidemiology
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Online Access:https://www.frontiersin.org/articles/10.3389/fepid.2025.1553553/full
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author Malebo Sephule Makunyane
Hannes Rautenbach
Janine Wichmann
author_facet Malebo Sephule Makunyane
Hannes Rautenbach
Janine Wichmann
author_sort Malebo Sephule Makunyane
collection DOAJ
description BackgroundEvidence is limited on the impact of temperature variability (TV) on health in low-and-middle-income countries (LMICs), such as South Africa. This study examined the association between TV and cardiovascular disease (CVD) and respiratory disease (RD) mortality in five South African cities.MethodsDaily mortality and meteorological data in five South African cities (Bloemfontein, Cape Town, Durban, Johannesburg, and Gqeberha) were collected from Statistics South Africa and the South African Weather Service for the period 2006–2016. TV was calculated as the standard deviation of the daily minimum and maximum temperatures over the exposure period. City-specific risks were estimated using quasi-Poisson regression models combined with distributed lag nonlinear models, adjusting for potential confounders. A meta-analysis was then conducted to pool the overall estimates across cities. Additionally, stratified analyses by age group and sex were performed to assess effect modification.ResultsA total of 213,875 cardiovascular and 114,887 respiratory deaths were recorded in the five cities during the study period. The risks with increasing TV were higher for RD mortality as compared to CVD mortality. The pooled estimates showed the highest and significant increase in RD mortality of 1.21(95% CI: 1.04;1.38) per an increase in TV at 0–2 days from the 25th to the 50th percentile for all ages combined. The elderly appeared more vulnerable to RD mortality than <65 years age group, with significant mortality risks per increase in TV at 0–2 days (RR = 1.18, 95% CI: 1.04; 1.32),0–3 days (RR = 1.16, 95% CI: 1.04; 1.28) and at 0–7 days (RR = 1.12, 95% CI: 1.02; 1.22) from the 50th to the 75th percentile. A stratified analysis showed the elderly and women as more vulnerable. The pooled results across the five cities suggested no statistically significant TV effect on CVD mortality.ConclusionThis study found a short-term association between temperature variability and respiratory mortality, especially among elderly individuals and women, in five South African cities. No significant effect was observed for cardiovascular mortality. The findings support targeted public health strategies that account for temperature-related risks in vulnerable populations.
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spelling doaj-art-bd892a07dcda4ef6923884c0f1a69df62025-08-20T02:05:24ZengFrontiers Media S.A.Frontiers in Epidemiology2674-11992025-06-01510.3389/fepid.2025.15535531553553Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016Malebo Sephule MakunyaneHannes RautenbachJanine WichmannBackgroundEvidence is limited on the impact of temperature variability (TV) on health in low-and-middle-income countries (LMICs), such as South Africa. This study examined the association between TV and cardiovascular disease (CVD) and respiratory disease (RD) mortality in five South African cities.MethodsDaily mortality and meteorological data in five South African cities (Bloemfontein, Cape Town, Durban, Johannesburg, and Gqeberha) were collected from Statistics South Africa and the South African Weather Service for the period 2006–2016. TV was calculated as the standard deviation of the daily minimum and maximum temperatures over the exposure period. City-specific risks were estimated using quasi-Poisson regression models combined with distributed lag nonlinear models, adjusting for potential confounders. A meta-analysis was then conducted to pool the overall estimates across cities. Additionally, stratified analyses by age group and sex were performed to assess effect modification.ResultsA total of 213,875 cardiovascular and 114,887 respiratory deaths were recorded in the five cities during the study period. The risks with increasing TV were higher for RD mortality as compared to CVD mortality. The pooled estimates showed the highest and significant increase in RD mortality of 1.21(95% CI: 1.04;1.38) per an increase in TV at 0–2 days from the 25th to the 50th percentile for all ages combined. The elderly appeared more vulnerable to RD mortality than <65 years age group, with significant mortality risks per increase in TV at 0–2 days (RR = 1.18, 95% CI: 1.04; 1.32),0–3 days (RR = 1.16, 95% CI: 1.04; 1.28) and at 0–7 days (RR = 1.12, 95% CI: 1.02; 1.22) from the 50th to the 75th percentile. A stratified analysis showed the elderly and women as more vulnerable. The pooled results across the five cities suggested no statistically significant TV effect on CVD mortality.ConclusionThis study found a short-term association between temperature variability and respiratory mortality, especially among elderly individuals and women, in five South African cities. No significant effect was observed for cardiovascular mortality. The findings support targeted public health strategies that account for temperature-related risks in vulnerable populations.https://www.frontiersin.org/articles/10.3389/fepid.2025.1553553/fulltemperature variabilitycardiovascular diseaserespiratory diseasemortalitytime-seriesDLNM
spellingShingle Malebo Sephule Makunyane
Hannes Rautenbach
Janine Wichmann
Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016
Frontiers in Epidemiology
temperature variability
cardiovascular disease
respiratory disease
mortality
time-series
DLNM
title Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016
title_full Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016
title_fullStr Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016
title_full_unstemmed Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016
title_short Examination of the association between temperature variability and cardiovascular and respiratory mortality in South Africa, 2006–2016
title_sort examination of the association between temperature variability and cardiovascular and respiratory mortality in south africa 2006 2016
topic temperature variability
cardiovascular disease
respiratory disease
mortality
time-series
DLNM
url https://www.frontiersin.org/articles/10.3389/fepid.2025.1553553/full
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AT hannesrautenbach examinationoftheassociationbetweentemperaturevariabilityandcardiovascularandrespiratorymortalityinsouthafrica20062016
AT janinewichmann examinationoftheassociationbetweentemperaturevariabilityandcardiovascularandrespiratorymortalityinsouthafrica20062016