# Joint effects of prenatal PM2.5 and heavy metals on preterm birth: evidence from a nested case–control study in China

**Authors:** Jinxiu Feng, Ziyi He, Xin Ming, Yunping Yang, Yannan Li, Dong Ting, Xinzhen Chen, Min Zhang, Yankun Wang, Li Zhou, Wenzheng Zhou

PMC · DOI: 10.3389/fpubh.2025.1701012 · Frontiers in Public Health · 2026-01-21

## TL;DR

This study finds that exposure to PM2.5 and heavy metals during pregnancy is linked to an increased risk of preterm birth in China.

## Contribution

The study provides new evidence on the joint and interactive effects of PM2.5 and heavy metal mixtures on preterm birth risk.

## Key findings

- Higher PM2.5 exposure during the second trimester and early-to-mid pregnancy was associated with increased preterm birth risk.
- Cadmium, selenium, and zinc were positively linked to preterm birth, while lithium and nickel were inversely associated.
- WQS and GWQS models showed complex interactions between PM2.5 and trace elements, with nonlinear and non-monotonic effects observed.

## Abstract

Preterm birth (PTB) is a global health concern. The combined effects of prenatal PM2.5 and heavy metal exposures on PTB risk remain unclear.

A nested case-control study included 111 PTB cases and 124 controls from Chongqing. Maternal blood concentrations of 18 trace elements were measured in mid-pregnancy. Fine particulate matter (PM2.5) exposure data were obtained from the Tracking Air Pollution in China (TAP). Residential addresses were geocoded and linked to these exposure estimates. Logistic regression, weighted quantile sum (WQS), grouped WQS (GWQS), and bayesian kernel machine regression (BKMR) models were used to evaluate individual, mixture and interaction effects.

Higher PM2.5 exposure during the second trimester and early-to-mid pregnancy was associated with increased PTB risk. Cadmium, selenium, and zinc were positively associated with PTB, whereas lithium and nickel were inversely associated. WQS models indicated the mixture was associated with elevated PTB risk (OR: 2.01, 95% CI: 1.09, 3.71), with PM2.5 contributing the largest weight, lithium and nickel were inversely associated (OR: 0.36, 95% CI: 0.18, 0.74). GWQS models showed that PM2.5 (OR: 2.24, 95% CI: 1.68, 3.07) and essential trace elements (ETE) (OR: 2.32, 95% CI: 1.60, 3.44) positively associated with PTB, whereas conditionally essential trace elements (CTE) were inversely associated (OR: 0.37, 95% CI: 0.23, 0.59). Seven-group GWQS analyses suggested potential interaction between PM2.5 and ETE (OR: 4.44, 95% CI: 2.33, 9.10) and inverse associations with CTE. BKMR revealed nonlinear mixture effects and a non-monotonic effect of lithium.

Pregnancy exposure to PM2.5 and heavy metal mixtures were associated PTB risk, with evidence of complex and potentially interactive associations. These findings highlight the importance of integrated assessments of multiple environmental exposures and targeted public health strategies to reduce maternal and child health risks.

## Linked entities

- **Chemicals:** cadmium (PubChem CID 23973), selenium (PubChem CID 6326970), zinc (PubChem CID 23994), lithium (PubChem CID 28486), nickel (PubChem CID 935)

## Full-text entities

- **Diseases:** PTB (MESH:D047928)
- **Chemicals:** nickel (MESH:D009532), zinc (MESH:D015032), lithium (MESH:D008094), Cadmium (MESH:D002104), PM2.5 (-), selenium (MESH:D012643), heavy metal (MESH:D019216)

## Full text

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## Figures

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## References

67 references — full list in the complete paper: https://tomesphere.com/paper/PMC12869712/full.md

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Source: https://tomesphere.com/paper/PMC12869712