Nationwide and regional evidence on PM-mortality in a tropical climate: Risks persist below standard and under climate extremes.

Publication date: Jul 17, 2026

Thailand has recorded daily PM up to 414 ug/m^3 , nationwide, and region-specific evidence on short-term associations with cardiorespiratory mortality remains limited under tropical climate extremes, diverse climate regions, or below standard levels. Prior studies emphasized temperate settings. This nationwide tropical study assessed region-specific risks and effect modifiers. We analyzed 4. 3 million hourly pollutant and meteorological data (2014-2022) from 87 stations, aggregated to daily exposures for 6584 sub-districts. Cardiovascular (259,463) and respiratory (153,170) deaths were examined using a time-stratified case-crossover with logistic regression to estimate adjusted odds ratios (AORs: 95% CIs) per 10 ug/m^3 PM. PM correlated with O in the north and with NO in Bangkok, p 

Concepts Keywords
Cardiovascular
Case-crossover
Effect modification
PM(2.5)
Respiratory
Tropical climate

Original Article

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Nationwide and regional evidence on PM-mortality in a tropical climate: Risks persist below standard and under climate extremes.

Publication date: Jul 17, 2026

Thailand has recorded daily PM up to 414 ug/m^3 , nationwide, and region-specific evidence on short-term associations with cardiorespiratory mortality remains limited under tropical climate extremes, diverse climate regions, or below standard levels. Prior studies emphasized temperate settings. This nationwide tropical study assessed region-specific risks and effect modifiers. We analyzed 4. 3 million hourly pollutant and meteorological data (2014-2022) from 87 stations, aggregated to daily exposures for 6584 sub-districts. Cardiovascular (259,463) and respiratory (153,170) deaths were examined using a time-stratified case-crossover with logistic regression to estimate adjusted odds ratios (AORs: 95% CIs) per 10 ug/m^3 PM. PM correlated with O in the north and with NO in Bangkok, p 

Concepts Keywords
Cardiovascular
Case-crossover
Effect modification
PM(2.5)
Respiratory
Tropical climate

Original Article

Leave a Comment

Your email address will not be published. Required fields are marked *

Nationwide and regional evidence on PM-mortality in a tropical climate: Risks persist below standard and under climate extremes.

Publication date: Jul 17, 2026

Thailand has recorded daily PM up to 414 ug/m^3 , nationwide, and region-specific evidence on short-term associations with cardiorespiratory mortality remains limited under tropical climate extremes, diverse climate regions, or below standard levels. Prior studies emphasized temperate settings. This nationwide tropical study assessed region-specific risks and effect modifiers. We analyzed 4. 3 million hourly pollutant and meteorological data (2014-2022) from 87 stations, aggregated to daily exposures for 6584 sub-districts. Cardiovascular (259,463) and respiratory (153,170) deaths were examined using a time-stratified case-crossover with logistic regression to estimate adjusted odds ratios (AORs: 95% CIs) per 10 ug/m^3 PM. PM correlated with O in the north and with NO in Bangkok, p 

Concepts Keywords
Cardiovascular
Case-crossover
Effect modification
PM(2.5)
Respiratory
Tropical climate

Original Article

Leave a Comment

Your email address will not be published. Required fields are marked *