Evidence map›Paper›PMID 42040943›Full record

ArticleResearch square2026

A Circulating Proteomic Signature of Allostatic Load Predicts Multisystem Disease and Mortality.

Yufan Guan, Jie Shen, Li Li, Kai Zhang, Song Liu, Qianqian Zhu, Philip I-Fon Chow, Hongmei Jiang, Jing Li, Lifang Hou and 1 more

Abstract readPreprint
In one paragraph

Article in Research square, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors.

Yufan GuanDepartment of Public Health Sciences, School of Medicine, University of Virginia, Charlottesville, VA 22903, United States.
Jie ShenDepartment of Public Health Sciences, School of Medicine, University of Virginia, Charlottesville, VA 22903, United States.
Li LiDepartment of Family Medicine, School of Medicine, University of Virginia, Charlottesville, VA 22903, United States.
Kai ZhangDepartments of Population and Community Health, College of Public Health, University of North Texas Health Science Center, Fort Worth, TX 76107, United States.
Song LiuDepartment of Biostatistics and Bioinformatics, Roswell Park Cancer Institute, Buffalo, NY, 14263, United States.
Qianqian ZhuDepartment of Biostatistics and Bioinformatics, Roswell Park Cancer Institute, Buffalo, NY, 14263, United States.
Philip I-Fon ChowDepartment of Psychiatry and Neurobehavioral Sciences, School of Medicine, University of Virginia, Charlottesville, VA 22903, United States.
Hongmei JiangDepartment of Statistics and Data Science, Northwestern University, Evanston, IL, 60208, United States.
Jing LiDivision of General Internal Medicine & Population Science, University of Alabama at Birmingham, Birmingham, AL, 35233, United States.
Lifang HouDepartment of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, United States.
Hua ZhaoDepartment of Public Health Sciences, School of Medicine, University of Virginia, Charlottesville, VA 22903, United States.

Funding

Women's Oncology Program - WONP30CA044579 · NCI · UNIVERSITY OF VIRGINIA CHARLOTTESVILLE · PI Jay William FOX · 1987 to 2026
$72.1M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - COORDINATING CENTER (CC)75N92023D00002 · NHLBI · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LI, JING · 2023 to 2025
$6.8M
Early mid-life environmental toxicant exposures and AD/ADRD risk in CARDIAU01AG088658 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Aimin Chen, Lifang Hou · 2024 to 2026
$6.5M
Blood mitochondrial DNA biomarkers of midlife cognitive decline and adverse brain imaging changes - A longitudinal investigation in the CARDIA population‐based cohort studyR01AG069120 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI HOU, LIFANG, YAFFE, KRISTINE · 2020 to 2024
$4.0M
Homologous recombination repair capacity in peripheral blood lymphocytes as a breast cancer risk factorU01CA260731 · NCI · VIRGINIA COMMONWEALTH UNIVERSITY · PI LIU, SONG, ZHAO, HUA · 2022 to 2025
$2.5M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - OAKLAND FIELD CENTER75N92023D00003 · NHLBI · KAISER FOUNDATION RESEARCH INSTITUTE · PI BHATT, ANKEET S. · 2023 to 2025
$2.2M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - BIRMINGHAM FIELD CENTER75N92023D00005 · NHLBI · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI LEWIS, CORA · 2023 to 2025
$2.2M
Epigenomic landscape of individual- and neighborhood-level social disadvantages and cardiovascular health disparityR01AG081244 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI HOU, LIFANG, LIU, LEI · 2022 to 2025
$2.2M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - CHICAGO FIELD CENTERDIVERSITY SUPPLEMENT FOR MORGANN WEST75N92023D00004 · NHLBI · NORTHWESTERN UNIVERSITY · PI CARNETHON, MERCEDES · 2023 to 2025
$2.1M
CORONARY ARTERY RISK DEVELOPMENT IN YOUNG ADULTS (CARDIA) STUDY - UNIVERSITY OF MINNESOTA FIELD CENTER.75N92023D00006 · NHLBI · UNIVERSITY OF MINNESOTA · PI SCHREINER, PAMELA J · 2023 to 2025
$1.7M
Racial/ethnic disparity in breast cancer: can metabolic profiles play a role?U01CA179655 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI ZHAO, HUA · 2013 to 2017
$1.7M
Mitochondrial dysfunction and chronic stress intersect as mechanisms driving breast cancer racial disparitiesR21CA267975 · NCI · VIRGINIA COMMONWEALTH UNIVERSITY · PI SHOCK, LISA SALE, ZHAO, HUA · 2022 to 2023
$396k
NCI NIH HHS P30 CA044579NCI NIH HHS R21 CA267975NCI NIH HHS U01 CA179655NCI NIH HHS U01 CA260731NHLBI NIH HHS 75N92023D00002NHLBI NIH HHS 75N92023D00003NHLBI NIH HHS 75N92023D00004NHLBI NIH HHS 75N92023D00005NHLBI NIH HHS 75N92023D00006NIA NIH HHS R01 AG069120NIA NIH HHS R01 AG081244NIA NIH HHS U01 AG088658
6 · The paper itself

Abstract

Chronic stress contributes to the development of cardiometabolic, malignant, and other chronic diseases through cumulative multisystem physiological dysregulation, conceptualized as allostatic load (AL). However, traditional AL relies on heterogeneous clinical biomarkers that limit reproducibility and translational utility. Here, we develop and validate ProAL50, a proteomics-based measure of AL derived from 50 circulating proteins. Using high-dimensional plasma proteomic data from the UK Biobank, we constructed ProAL50 via penalized regression and stability selection and externally validated it in the Coronary Artery Risk Development in Young Adults (CARDIA) Study. ProAL50 closely mirrored traditional AL in its associations with sociodemographic characteristics, lifestyle behaviors, physical and mental health, inflammation, and biological aging, supporting strong construct validity. Beyond replication, ProAL50 consistently demonstrated stronger associations with incident chronic diseases, including all cancers, type 2 diabetes, ischemic heart disease, chronic lung disease, and chronic kidney disease, and with all-cause and cause-specific mortality. Functional enrichment analyses revealed that ProAL50 proteins cluster within lipid metabolic and immune-inflammatory pathways. These findings establish ProAL50 as a scalable, biologically grounded measure of cumulative stress that not only replaces traditional AL but surpasses it in predicting disease risk and mortality, offering a novel tool for population health and translational research.

Identifiers

PMID42040943
PMCPMC13105099

What Socratic holds

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LicenceCC BY
Read underepoch 390

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 Socratic graph.