Back

Exposure-response relationships for personal exposures to fine particulate matter (PM2.5), carbon monoxide, and black carbon and birthweight: Results from the multi-country Household Air Pollution Intervention Network (HAPIN) trial

Balakrishnan, K.; Steenland, K.; Clasen, T.; Chang, H.; Johnson, M.; Pillarisetti, A.; Ye, W.; Naeher, L. P.; Diaz-Artiga, A.; McCracken, J. P.; Thompson, L. M.; Rosa, G.; Kirby, M. A.; Thangavel, G.; Sambandam, S.; Mukhopadhyay, K.; Puttaswamy, N.; Aravindalochanan, V.; Garg, S.; Ndagijimana, F.; Hartinger, S.; UnderHill, L.; Kearns, K. A.; Campbell, D.; Kremer, J.; Waller, L. A.; Jabbarzadeh, S.; Wang, J.; Chen, Y.; Rosenthal, J.; Quinn, A.; Papageorghiou, A. T.; Ramakrishnan, U.; Howards, P. P.; Checkley, W.; Peel, J. L.

2022-08-08 public and global health
10.1101/2022.08.06.22278373 medRxiv
Show abstract

BackgroundHousehold air pollution (HAP) from solid fuel use is associated with adverse birth outcomes, but data on exposure-response relationships are limited. We examined associations between HAP exposures and birthweight in rural Guatemala, India, Peru, and Rwanda during the Household Air Pollution Intervention Network (HAPIN) trial. MethodsWe recruited 3200 pregnant women between 9 and <20 weeks of gestation. Women randomized to the intervention arm received a liquified petroleum gas (LPG) stove and fuel during pregnancy, while control arm women continued using biomass. We measured 24-hr personal exposures to particulate matter (PM2{middle dot}5), carbon monoxide (CO), and black carbon (BC) once pre-intervention (baseline), twice post-intervention, and birthweight within 24 hours of birth. We examined the relationship between the average prenatal exposure and birthweight/weight-for-gestational age z-scores using multivariate-regression models. FindingsResults showed an inter-quartile increase in average prenatal exposure to PM2.5 (74{middle dot}5 g/m3) and BC (7{middle dot}3 g/m3) was associated with a 14{middle dot}8 (95% confidence interval [CI]: -28{middle dot}7g, - 0{middle dot}8g) and 21{middle dot}9g (95% CI: -37{middle dot}3g, -6{middle dot}1g) reduction in birthweight and reduced weight-for-gestational age z-scores of -0{middle dot}03 (95% CI: -0.06, 0{middle dot}00) and -0{middle dot}05 (95%CI: -0{middle dot}08, -0{middle dot}01) standard deviations, respectively. We found no associations for birthweight or weight-for-gestational age z-scores with CO exposures. InterpretationResults provide support for continuing efforts to reduce HAP exposure alongside other drivers of low birthweight in low- and middle-income countries. FundingThe study is registered with ClinicalTrials.gov (NCT02944682) and funded by the U.S. National Institutes of Health (1UM1HL134590) in collaboration with the Bill & Melinda Gates Foundation (OPP1131279).

Matching journals

The top 4 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.