Healthcare system preparedness as a mediating factor in climate-driven tuberculosis outcomes: an ecological study

BACKGROUND: Climate change may influence tuberculosis (TB) transmission through environmental and health system pathways. It is important to understand how the health system can adapt to reduce the impact of climate change on TB transmission. METHODS: We conducted an ecological study using district-level data from the Indonesian Health Facility Research Survey, the National Health Insurance data sample registry, and monthly climate indicators (temperature, humidity, precipitation) for 2019. Mediation analysis was applied to assess the role of healthcare preparedness in mediating the relationship between climatic variability and TB incidence. RESULTS: = 0.0102, 95% CI: -0.0013, 0.0217). Approximately 17.1% of the total effect of humidity on TB (c = 0.0123, 95% CI: 0.0009, 0.0237) mediated through healthcare preparedness. For temperature, the relationship with TB was partially mediated, with a small but significant negative indirect effect (α × β = -0.0002, 95% CI: -0.0003, -0.0001), indicating that adequate healthcare may offset about 14.3% of temperature-related TB risk, while a significant direct effect remained. No significant mediation was found for precipitation. CONCLUSION: These findings highlight the importance of targeted investments to strengthen healthcare systems in high-burden, climate-vulnerable districts. Integrating climate adaptation into TB control programs and enhancing surveillance are essential to ensure accurate burden estimation, effective resource allocation, and resilience against the combined challenges of climate variability and TB transmission.

Authors

Institutions

Publication Details

Journal
BMC Health Services Research
Published
2026-05-22
DOI
https://doi.org/10.1186/s12913-026-14777-8
Primary Topic
Tuberculosis Research and Epidemiology
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Healthcare system preparedness as a mediating factor in climate-driven tuberculosis outcomes: an ecological study

Amalia Hasnida, Wahyu Septiono, Zenlin Kwee, Indang Trihandini et al.
BMC Health Services Research
Tuberculosis Research and Epidemiology
article

Healthcare system preparedness as a mediating factor in climate-driven tuberculosis outcomes: an ecological study

Amalia Hasnida, Wahyu Septiono, Zenlin Kwee, Indang Trihandini, Popy Yuniar, Fadhaa Aditya Kautsar Murti, Ibnu Muyassar
article en

Abstract

BACKGROUND: Climate change may influence tuberculosis (TB) transmission through environmental and health system pathways. It is important to understand how the health system can adapt to reduce the impact of climate change on TB transmission. METHODS: We conducted an ecological study using district-level data from the Indonesian Health Facility Research Survey, the National Health Insurance data sample registry, and monthly climate indicators (temperature, humidity, precipitation) for 2019. Mediation analysis was applied to assess the role of healthcare preparedness in mediating the relationship between climatic variability and TB incidence. RESULTS: = 0.0102, 95% CI: -0.0013, 0.0217). Approximately 17.1% of the total effect of humidity on TB (c = 0.0123, 95% CI: 0.0009, 0.0237) mediated through healthcare preparedness. For temperature, the relationship with TB was partially mediated, with a small but significant negative indirect effect (α × β = -0.0002, 95% CI: -0.0003, -0.0001), indicating that adequate healthcare may offset about 14.3% of temperature-related TB risk, while a significant direct effect remained. No significant mediation was found for precipitation. CONCLUSION: These findings highlight the importance of targeted investments to strengthen healthcare systems in high-burden, climate-vulnerable districts. Integrating climate adaptation into TB control programs and enhancing surveillance are essential to ensure accurate burden estimation, effective resource allocation, and resilience against the combined challenges of climate variability and TB transmission.

BMC Health Services Research
University of Indonesia (ID), Erasmus University Rotterdam (NL), Delft University of Technology (NL)
Nederlandse Organisatie voor Wetenschappelijk Onderzoek, Lembaga Pengelola Dana Pendidikan
Climate action
Openalex Percentile: Top 7%
Tuberculosis Research and Epidemiology
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.