Evidence map›Paper›PMID 42780313›Full record

ArticleEco-Environment & Health2026

Global warming amplifies atmospheric formaldehyde exposure and widens spatial inequality.

Jingkai Xue, Qihou Hu, Tiantian Li, Qihua Li, Wenjing Su, Hongri Hou, Ting Liu, Yizhi Zhu, Yizhou Xu, Xiaohan Wang and 3 more

Abstract read
In one paragraph

Article in Eco-Environment & Health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

13 authors.

Jingkai XueSchool of Environmental Science and Optoelectronic Technology, University of Science and Technology of China, Hefei, 230026, China.
Qihou HuKey Laboratory of Environmental Optics and Technology, Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230031, China.
Tiantian LiChina CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing, 100021, China.
Qihua LiInstitute of Physical Science and Information Technology, Anhui University, Hefei, 230601, China.
Wenjing SuDepartment of Environmental Science and Engineering, University of Science and Technology of China, Hefei, 230026, China.
Hongri HouKey Laboratory of Environmental Optics and Technology, Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230031, China.
Ting LiuSchool of Earth and Space Sciences, University of Science and Technology of China, Hefei, 230026, China.
Yizhi ZhuSchool of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, 215009, China.
Yizhou XuDepartment of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, 230026, China.
Xiaohan WangDepartment of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, 230026, China.
Chengxin ZhangDepartment of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, 230026, China.
Peize LinInstitute of Physical Science and Information Technology, Anhui University, Hefei, 230601, China.
Cheng LiuKey Laboratory of Environmental Optics and Technology, Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230031, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Formaldehyde (HCHO) is a globally distributed ambient air pollutant associated with respiratory disease, cancer, and premature mortality, with evidence of adverse health effects even at low ambient concentrations. As a major oxidation product of volatile organic compounds, atmospheric HCHO is strongly affected by natural sources such as vegetation and wildfires, which are highly sensitive to temperature and drought. However, its response to climate warming remains poorly constrained. Here, we develop a deep learning framework that extracts empirical climate sensitivities from more than a decade of daily satellite observations to project how ambient formaldehyde will evolve in a warming climate. We estimate that global mean HCHO increases by approximately 2.3% per degree of warming, largely associated with enhanced biogenic and wildfire emissions. Approximately one-fifth of the global population is already exposed to potentially risky HCHO concentration levels under present-day conditions. Climate-driven increases are projected to substantially expand this exposure burden. Under a mid-range emissions scenario (SSP2-4.5), global person-month exposure to concentrations exceeding 5 ppb approximately doubles by the end of the century. The largest increases occur in Africa and South America, while exposure in low Human Development Index (HDI) regions globally rises by more than a factor of three, indicating a pronounced amplification of environmental inequality. We further suggest that warming-driven increases may contribute to higher cancer-related health concerns in these regions. Our findings identify formaldehyde as a climate-sensitive yet under-recognized health-relevant pollutant and show that warming amplifies this neglected exposure burden and widens global environmental inequality.

Indexed as

Air pollutionClimate changeDeep learningEnvironmental inequalityFormaldehydeHuman exposureSatellite remote sensing

Identifiers

PMID42780313
PMCPMC13597205

What OpenQuestion holds

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Registered trials

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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.