Back

Exposure-Response to High PM2.5 Levels for Cardiovascular Events in High-risk Older Adults in Taiwan

Huang, S.-P.; Su, C.-C.; Lin, C.-Y.; Nethery, R.; Josey, K.; Bates, B. A.; Robinson, D.; Gandhi, P.; Rua, M.; Parthasarathi, A.; Setoguchi, S.; Kao Yang, Y.-H.

2024-05-09 epidemiology
10.1101/2024.05.08.24306967 medRxiv
Show abstract

BackgroundMultiple studies from countries with relatively lower PM2.5 level demonstrated that acute and chronic exposure even at lower than recommended level, e.g., 9 g/m3 in the US increased the risk of cardiovascular (CV) events. However, limited studies using individual level data exist from countries with a wider range of PM levels to illustrate shape of the exposure-response curve throughout the range including > 20 g/m3 PM2{middle dot}5 concentrations. Taiwan with its policies reduced PM2.5 over time provide opportunities to illustrate the dose response curves and how reductions of PM2.5 over time correlated with CV events incidence in a nationwide sample. MethodsUsing data from the 2009-2019 Taiwan National Health Insurance Database linked to nationwide PM2.5 data. We examined the shape and magnitude of the exposure-response curve between seasonal average PM2{middle dot}5 level and CV events-related hospitalizations among older adults at high-risk for CV events. We used history-adjusted marginal structural models including potential confounding by individual demographic factors, baseline comorbidities, and health service measures. To quantify the risk below and above 20 g/m3 we conducted stratified Cox regression. We also plotted PM2.5 and CV events from 2009-2019 as well as average temperature as a comparison. FindingsUsing the PM2.5 concentration <15 g/m3 (Taiwan regulatory standard) as a reference, the seasonal average PM2.5 concentration (15-23.5g/m3 and > 23.5 g/m3) were associated with hazard ration of 1.13 (95%CI 1.09-1.18) and 1.19 (95%CI 1.14-1.24), 1.07 (95%CI 1.03-1.11) and 1.14 (95%CI 1.10-1.18), 1.22 (95%CI 1.08-1.38) and 1.31 (95%CI 1.16-1.48), 1.04 (95%CI 0.98-1.10) and 1.10 (95%CI 1.04-1.16) respectively for HF, IS/TIA,PE/DVT and MI/ACS. A nonlinear relationship between PM2{middle dot}5 and CV events outcomes was observed at PM2{middle dot}5 levels above 20 g/m3. InterpretationA nonlinear exposure-response relationship between PM2{middle dot}5 concentration and the incidence of cardiovascular events exists when PM2.5 is higher than the levels recommended by WHO Air Quality Guidelines. Further lowering PM2{middle dot}5 levels beyond current regulatory standards may effectively reduce the incidence of cardiovascular events, particularly HF and DVT, and can lead to tangible health benefits in high-risk elderly population.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.