Evidence map›Paper›PMID 42466609›Full record

ArticleInternational journal of cancer2026

Association Between Allostatic Load, Genetic Susceptibility, and Liver Cancer Incidence: A Large-Scale Prospective Cohort Study.

Danling Li, Zhongming Zhou, Ganbo Liang, Dongyu Zeng, Zhuoer Zhou, Xinyan Li, Tianchun Qiu, Yanjie Zhang, Jingchao Lin, Yexi Chen and 1 more

Abstract read
In one paragraph

Article in International journal of cancer, 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

11 authors.

Danling LiDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Zhongming ZhouDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Ganbo LiangDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Dongyu ZengShantou University Medical College, Shantou, Guangdong, People's Republic of China.
Zhuoer ZhouDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Xinyan LiDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Tianchun QiuDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Yanjie ZhangDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Jingchao LinGuangdong University of Technology, Guangzhou, Guangdong, People's Republic of China.
Yexi ChenDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.
Zhiyang LiDepartment of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, People's Republic of China.ORCID https://orcid.org/0000-0002-5481-3985

Funding

Medical Scientific Research Foundation of Guangdong Province, China A2023481Medical Scientific Research Foundation of Guangdong Province, China B2025664Shantou Medical Science and Technology Planning Project 240421166496919Shantou University Medical College 2025 Teaching Reform Project
6 · The paper itself

Abstract

Allostatic load (AL) reflects the cumulative physiological burden of chronic stress throughout life, potentially influencing cancer onset and prognosis. However, its association with primary liver cancer (PLC) risk and potential interaction with genetic susceptibility remains unclear. To investigate this, we analyzed 374,632 UK Biobank participants. AL was evaluated using a composite score of 13 cardiovascular, metabolic, and immune biomarkers, while a weighted polygenic risk score (PRS) categorized genetic susceptibility. Multivariable Cox proportional hazards models and restricted cubic splines were utilized to estimate hazard ratios (HRs) and evaluate dose-response relationships. Over a median 12.4-year follow-up, a significant dose-response correlation between AL and PLC risk was observed. In the fully adjusted model, a 1-unit increase in AL was associated with a 17% increased risk (HR = 1.17, 95% CI: 1.12-1.23), and participants in the highest AL quartile exhibited a 2.60-times higher risk than those in the lowest (HR = 2.60, 95% CI: 1.72-3.95). Despite no multiplicative interaction, stratified analyses revealed AL's impact was most substantial in individuals with intermediate genetic risk (HR = 2.00, 95% CI: 1.38-2.90), who constitute the population majority. Additionally, the risk was heightened in overweight/obese individuals and more pronounced among non-smokers. Ultimately, cumulative physiological stress, indicated by AL, is strongly associated with PLC, supporting the "wear-and-tear" theory of its development. This research highlights a "malleable zone" in individuals with moderate genetic risk, suggesting that lowering AL may meaningfully aid in preventing PLC.

Indexed as

AllostasisGenetic Predisposition to DiseaseLiver NeoplasmsAgedFemaleGenetic Risk ScoreHumansIncidenceMaleMiddle AgedProportional Hazards ModelsProspective StudiesRisk FactorsUK BiobankUnited Kingdomallostatic loadcumulative physiological stresspolygenic risk scoreprimary liver cancerUK Biobank

Identifiers

PMID42466609
PMCPMC13547981

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.