Evidence map›Paper›PMID 42876568›Full record

ArticleFrontiers in nutrition2026

Complement C3 is associated with cancer-induced frailty: genetic and clinical evidence.

Chaobao Zhang, Ting Zhao, Weiyi Li, Zhan Shi, Zhijun Bao

Abstract read
In one paragraph

Article in Frontiers in nutrition, 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

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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

5 authors.

Chaobao Zhang *Shanghai Key Laboratory of Clinical Geriatric Medicine, Shanghai Institute of Geriatrics and Gerontology, Huadong Hospital, Shanghai Medical College, Fudan University, Shanghai, China.
Ting Zhao *Department of Pulmonary and Critical Care Medicine, Huadong Hospital, Shanghai Medical College, Fudan University, Shanghai, China.
Weiyi Li *Shanghai Key Laboratory of Clinical Geriatric Medicine, Shanghai Institute of Geriatrics and Gerontology, Huadong Hospital, Shanghai Medical College, Fudan University, Shanghai, China.
Zhan ShiDepartment of Oncology, Huadong Hospital, Shanghai Medical College, Fudan University, Shanghai, China.
Zhijun BaoShanghai Key Laboratory of Clinical Geriatric Medicine, Shanghai Institute of Geriatrics and Gerontology, Huadong Hospital, Shanghai Medical College, Fudan University, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Frailty is a degenerative geriatric syndrome characterized by declining muscle mass and function, unintentional weight loss, and fatigue. It is a key risk factor for many geriatric diseases and poor postoperative outcomes. Currently, pathogenesis remains unclear, and apart from nutritional support and exercise, no pharmacological interventions are available. Notably, the frailty phenotype is also a major feature in patients with advanced-stage cancer, and both frailty and advanced cancer are characterized by dysregulation of nutritional and energy metabolism. Consequently, cancer serves as a novel accelerated model for investigating the mechanisms underlying frailty development. Methods: The phenome-wide association study (PheWAS) framework was employed to systematically analyze the causal relationship between 264 cancer types and frailty, and to identify candidate cancer types directly causally associated with frailty. A large-scale analysis was conducted to assess the causal relationship between "candidate cancer- Icelandic peripheral blood proteome-frailty" and to further explore the characteristics and patterns of the key proteins mediating cancer-induced frailty using the two-sample Mendelian randomization method. Finally, the correlation between key candidate proteins and frailty was verified using peripheral blood from a 100-case colorectal cancer (CRC) cohort. Results: The PheWAS analysis identified 21 cancer types with significant causal associations with frailty among the 264 cancers examined. An in-depth analysis of the top 5 cancer types revealed that the mechanisms by which they induce frailty exhibit both prominent shared features and distinct characteristics. Shared signaling pathways included stress responses, immune processes, and metabolic pathways. Among these, immune-related pathways involving complement component C3 (C3), lipocalin-2 (LCN2), and coagulation factor V (F5) emerged as key shared mechanisms across multiple cancer types. Finally, validation in an independent clinical cohort of patients with CRC ( Conclusion: This study systematically elucidated the causal relationships between cancer and frailty, identified multiple candidate proteins that may drive frailty progression, and demonstrated that complement C3 is associated with frailty development. Furthermore, we propose that cancer serves as a novel accelerated model for investigating the mechanisms underlying frailty. These findings provide new insights into the biological mechanisms underlying frailty and identify a series of promising molecular targets for future mechanistic studies and therapeutic interventions.

Indexed as

cachexiacancercomponent C3frailtyPheWAS

Identifiers

PMID42876568
PMCPMC13661479

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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.