Evidence map›Paper›PMID 41562036›Full record

ArticleEnvironment & health (Washington, D.C.)2026

Summer Temperature Exposure and Blood Metabolomics in Young Adults: A Cross-Sectional Study in Shandong, China.

Jia Zhang, Wen Xu, Wenzhong Huang, Mingyu Feng, Yanan Wang, Zhenzhong Wang, Wenfeng Kang, Yi Liu, Yuming Guo, Peng Lu

Abstract read
In one paragraph

Article in Environment & health (Washington, D.C.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Jia ZhangSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Wen XuSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Wenzhong HuangDepartment of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria 3004, Australia.ORCID https://orcid.org/0000-0001-8871-1947
Mingyu FengSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Yanan WangSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Zhenzhong WangSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Wenfeng KangSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Yi LiuSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.
Yuming GuoDepartment of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria 3004, Australia.ORCID https://orcid.org/0000-0002-1766-6592
Peng LuSchool of Public Health, Binzhou Medical University. 346 Guanhai Road, Yantai, Shandong 264003, P.R. China.ORCID https://orcid.org/0000-0002-8755-0958

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Epidemiological evidence of the blood metabolic mechanisms through which summer temperatures affect human health is scarce, despite the well-established risks and increasing severity under a warming climate. Based on the Chinese Undergraduates Cohort (CUC), we aim to explore the association between summer temperature exposure and blood metabolomics in young adults. Plasma samples were tested with an untargeted metabolomic analysis. Meteorological data was collected from China Meteorological Data Sharing Service System. The three consecutive months with the highest monthly average temperatures of the whole year were defined as summer. One-way analysis of variance (ANOVA) and the multiple linear regression model were used to assess the effects of summer mean temperature exposure on blood metabolomics, followed by stratified analysis by sex. A total of 1,930 participants, with a mean age of 18.18 ± 0.65 years, were included in this study. The summer mean temperature was 26.03 ± 1.70 °C. Metabolomic analysis identified 54 altered metabolites related to summer mean temperature, of which 7 altered metabolites were enriched in 4 significant metabolic pathways (

Indexed as

MetabolomicsOxidative stressSummer temperatureWhole bloodYoung adults

Identifiers

PMID41562036
PMCPMC12813697

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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.