Evidence map›Paper›PMID 40400556›Full record

ArticleEnvironment & health (Washington, D.C.)2025

Exposure-Response Associations of Ambient Heavy Metal and Persistent Organic Pollutant with All-Cause and Cause-Specific Mortality: A Prospective Cohort Study.

Feifei Zhang, Chuan-Guo Guo, Chao Yang, Fulin Wang, Wanzhou Wang, Luxia Zhang

Abstract read
In one paragraph

Article in Environment & health (Washington, D.C.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Prognostic impact of PMiScience · 2026
    Article
  3. Article
  4. Review
  5. Effects of PMScientific reports · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Feifei ZhangCenter for Digital Health and Artificial Intelligence, Peking University First Hospital, Beijing 100034, China.ORCID https://orcid.org/0000-0002-3718-243X
Chuan-Guo GuoDepartment of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing 100050, China.
Chao YangCenter for Digital Health and Artificial Intelligence, Peking University First Hospital, Beijing 100034, China.ORCID https://orcid.org/0000-0002-9864-0510
Fulin WangCenter for Digital Health and Artificial Intelligence, Peking University First Hospital, Beijing 100034, China.
Wanzhou WangCenter for Digital Health and Artificial Intelligence, Peking University First Hospital, Beijing 100034, China.ORCID https://orcid.org/0000-0002-1079-2764
Luxia ZhangCenter for Digital Health and Artificial Intelligence, Peking University First Hospital, Beijing 100034, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The exposure-response associations of ambient heavy metals and persistent organic pollutants (POPs) with mortality in the general population remain unclear. This cohort study aimed to explore the long-term effect of exposure to four air pollutants, including lead (Pb), cadmium (Cd), mercury (Hg), and benzo(a)pyrene [B(a)P] on all-cause and cause-specific mortality. This study involved 497,056 participants from the UK Biobank cohort. We used the Cox proportional hazards model to calculate associations. Effects of joint exposure to heavy metals were estimated using quantile g-computation. Shape of the exposure-response association was examined by fitting penalty splines, in both the total population and subpopulations stratified by age, sex, smoking status, and genetic factors. Modifying effects of age, sex, smoking status, and genetic factors were also examined. Over a median follow-up of 13.7 years, we identified 39,530 (8.0%) deaths. Exposure to mixtures of Pb, Cd, and Hg was associated with 1.040-1.154 times increased risk of all-cause cancer, cardiovascular disease (CVD), stroke, and respiratory disease mortality. Of the specific causes of mortality, Pb and Cd were most strongly associated with respiratory diseases, including chronic obstructive pulmonary disease, followed by ischemic heart disease, CVD, and cancer. Hg and B(a)P seemed to exhibit lower toxicity compared with Pb and Cd. Exposure-response curves demonstrated monotonically increased risk for most mortality outcomes, though Hg was found to be nonlinearly associated with all-cause and stroke mortality. Age, smoking status, and genetic factors were found to modify the susceptibility to heavy metals. Our findings suggested that long-term exposure to heavy metals and B(a)P was monotonically associated with elevated risk of multiple mortality outcomes, indicating there may be no safe threshold for these chemicals. Substantial benefits to public health could be achieved through stringent environmental regulations and clean air initiatives.

Identifiers

PMID40400556
PMCPMC12090017

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.