Fine Particulate Matter Exposure and Risk of Major Adverse Cardiac and Cerebrovascular Events (MACCE) in Post-Percutaneous Coronary Intervention (PCI) Patients: A Thai PCI Registry-Based Cohort Study.
Suppasilp C, Angkananard T, et al. • Global heart • 2026
Higher seasonal PM2.5 exposure is associated with MACCE in patients who underwent PCI, with a 1 µg/m3 increase in PM2.5 exposure associated with an adjusted hazard ratio of 1.45 (95% CI: 1.37, 1.54) for MACCE.
Key Findings
Results
A 1 µg/m3 increase in PM2.5 exposure was significantly associated with increased risk of MACCE in post-PCI patients.
The adjusted hazard ratio for a 1 µg/m3 increase in PM2.5 was 1.45 (95% CI: 1.37, 1.54).
This association was derived from a multilevel survival model adjusting for potential confounding variables.
The study included 22,188 Thai adults who underwent PCI.
During the median follow-up of 11.97 months (ranging from 0.03 to 12 months), 6,382 patients (28.8%) experienced at least one MACCE.
Results
PM2.5 exposure showed quarterly seasonal variation in its association with MACCE risk in post-PCI patients.
The adjusted HR for Q4 was 1.015 (95% CI: 1.005, 1.024).
The adjusted HR for Q1 (peak PM2.5 season, around February) was 1.222 (95% CI: 1.132, 1.319).
The adjusted HR for Q2 was 1.177 (95% CI: 1.096, 1.265).
The adjusted HR for Q3 (lowest PM2.5 season) was 1.500 (95% CI: 1.381, 1.629).
All quarterly hazard ratios were statistically significant based on their confidence intervals not crossing 1.0.
Results
PM2.5 levels in Thailand exhibit a distinct seasonal pattern, peaking around February (Quarter 1) and reaching their lowest levels in Q3.
Cumulative PM2.5 exposure was estimated using satellite-derived data based on patients' residential locations.
The seasonal pattern was observed over the 12-month follow-up period.
Despite lower absolute PM2.5 concentrations in Q3, the hazard ratio for MACCE was highest in Q3 (HR 1.500), suggesting a potentially complex relationship between seasonal exposure patterns and cardiovascular risk.
Methods
This retrospective cohort study used a Thai PCI Registry to examine the association between PM2.5 and MACCE over a 12-month follow-up period.
The study included 22,188 Thai adults who underwent percutaneous coronary intervention.
Baseline demographic, clinical characteristics, comorbidities, angiographic, and procedural data were collected.
The primary outcome was a composite MACCE endpoint.
A multilevel survival model was employed to assess the association between PM2.5 exposure and MACCE.
Median follow-up was 11.97 months, ranging from 0.03 to 12 months.
Results
The incidence of MACCE during follow-up was high among post-PCI patients in this Thai cohort.
6,382 patients (28.8%) experienced at least one MACCE during the follow-up period.
The study population consisted of 22,188 Thai adults.
Suppasilp C, Angkananard T, Wabina R, Roongsangmanoon W, Numthavaj P, Charatcharoenwitthaya P, et al.. (2026). Fine Particulate Matter Exposure and Risk of Major Adverse Cardiac and Cerebrovascular Events (MACCE) in Post-Percutaneous Coronary Intervention (PCI) Patients: A Thai PCI Registry-Based Cohort Study.. Global heart. https://doi.org/10.5334/gh.1539