Evidence map›Paper›PMID 42414378›Full record

ArticleScientific reports2026

Age-dependent prognostic value of biological age for metastasis and survival in gastrointestinal cancer.

Jingxian Zheng, Chunhua Song, Hongxia Xu, Zengqing Guo, Investigation on Nutrition Status and Clinical Outcome of Common Cancers (INSCOC) Group

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Article in Scientific reports, 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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5 · Who and what money

Authors and funding

5 authors.

Jingxian ZhengDepartment of Medical Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, 350014, Fujian, China.
Chunhua SongDepartment of Epidemiology, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China.
Hongxia XuDepartment of Clinical Nutrition, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing, 400042, China.
Zengqing GuoDepartment of Medical Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, 350014, Fujian, China. guozengqing660@163.com.
Investigation on Nutrition Status and Clinical Outcome of Common Cancers (INSCOC) Group

Funding

High-level Talent Project (Category C) of Fujian Cancer Hospital High-level Talent Project (Category C) of Fujian Cancer Hospital 2024YNG02Joint Funds for the innovation of science and Technology, Fujian province 2024Y9629the Fujian Provincial Natural Science Foundation Projects 2024J08271
6 · The paper itself

Abstract

Chronological age is a recognized cancer risk factor but does not capture inter-individual differences in systemic aging. Biological age, reflecting cumulative functional decline, may better predict cancer outcomes. This study examined associations between biological age, disease characteristics, metastasis, and survival in gastrointestinal cancers.

methodsWe retrospectively analyzed 3,074 patients. Biological age was estimated from clinical biomarkers, and ΔAge (biological-chronological age) was calculated. Patients were grouped by biological age quartiles. Logistic and Cox regression, Kaplan-Meier, restricted cubic splines, and subgroup/sensitivity analyses were conducted. A prognostic nomogram integrating biological age was developed and validated.

resultsHigher biological age correlated with older chronological age, male sex, smoking, systemic inflammation, and lower nutrition. ΔAge was largest in patients < 50 years. Biological age was not associated with TNM stage but independently predicted metastasis (per 1-SD: OR = 1.02, 95% CI: 1.01-1.03). The highest quartile nearly doubled metastasis risk, most evident in patients aged 50-64 years. During a median 47.9-month follow-up, 951 deaths occurred. Elevated biological age predicted poorer survival (highest vs. second quartile: HR = 2.04, 95% CI: 1.58-2.62), with nonlinear dose-response associations. Prognostic value was stronger in middle-aged and older patients. The nomogram demonstrated good discrimination (C-index 0.687-0.732; AUCs up to 0.846).

conclusionsBiological age, independent of chronological age and TNM stage, is a strong predictor of metastasis and survival in gastrointestinal cancers. ΔAge is greatest in younger individuals, while prognostic impact is most pronounced in middle-aged and older patients. Incorporating biological age may improve risk stratification and individualized management.

Indexed as

Gastrointestinal NeoplasmsAdultAgedAge FactorsFemaleHumansKaplan-Meier EstimateMaleMiddle AgedNeoplasm MetastasisNeoplasm StagingNomogramsPrognosisRetrospective StudiesRisk FactorsBiological ageChronological ageGastrointestinal cancerMetastasisNomogramPrognostic biomarkerSurvivalΔAge

Identifiers

PMID42414378
PMCPMC13469604

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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.