ArticleBMC medicine2015
Age-related frailty and its association with biological markers of ageing.
Article in BMC medicine, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 139 papers, 4 of them syntheses that pooled it.
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Who cites it
139 citing papers in PubMed, 4 syntheses or guidelines pooled it, 286 citations in OpenAlex.
- Association Between Frailty and Mortality, Falls and Hospitalisation Among Patients Undergoing Dialysis: A Systematic Review and Meta-Analysis.Nursing open · 2025Pooled it
- The frailty index based on laboratory test data as a tool to investigate the impact of frailty on health outcomes: a systematic review and meta-analysis.Age and ageing · 2023Pooled it
- Association between Frailty and Mortality, Falls, and Hospitalization among Patients with Hypertension: A Systematic Review and Meta-Analysis.BioMed research international · 2021Pooled it
- Combining modifiable risk factors and risk of dementia: a systematic review and meta-analysis.BMJ open · 2019Pooled it
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- Sensory and motor correlates of frailty: dissociation between frailty phenotype and frailty index.BMC geriatrics · 2022Trial
- Functional, molecular, and digital measurements of biological age.The Journal of clinical investigation · 2026Review
- Investigating the Causal Links between the Aging Process and Alzheimer's Disease Pathogenesis.International journal of stem cells · 2026Review
- Personality traits and end-of-life planning in older adults: insights from a population-based survey.European journal of ageing · 2026Article
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- Acute biological age as a determinant of adverse outcomes requiring hospitalization in Danish emergency department patients.Communications medicine · 2026Article
- Association between triglyceride-glucose index and long-term frailty progression and transition in Chinese adults.Scientific reports · 2026Article
- Association between frailty and breast cancer incidence and construction of a breast cancer prediction model based on machine learning.Frontiers in public health · 2026Article
- Artificial intelligence approaches in biological age prediction: current status and challenges.British journal of biomedical science · 2026Review
- The association between phenotypic age acceleration and the risk of all-cause and cancer mortality among cancer survivors: NHANES 1999-2018.Scientific reports · 2025Article
- Frailty Index Predicts Future All-cause Mortality and Quality of Life: A 2-Year Follow-up Study Among Korean Older Adults From a Population-based Cohort Study.Journal of preventive medicine and public health = Yebang Uihakhoe chi · 2025Article
- Prevalence of Frailty and Associated Sociodemographic, Biomedical, and Biochemical Factors Amongst Participants Residing in Limpopo Province, South Africa.Geriatrics (Basel, Switzerland) · 2025Article
- Association Between the Frailty Index Based on Laboratory Tests and All-Cause Mortality in Hospitalized Older Adults: Retrospective Cohort Study.JMIR aging · 2025Article
- Association between pace of biological aging and cancer and the modulating role of physical activity: a national cross-sectional study.Clinical epigenetics · 2025Article
79 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
7 authors at 2 institutions in 2 countries.
Funding
Abstract
backgroundThe relationship between age-related frailty and the underlying processes that drive changes in health is currently unclear. Considered individually, most blood biomarkers show only weak relationships with frailty and ageing. Here, we examined whether a biomarker-based frailty index (FI-B) allowed examination of their collective effect in predicting mortality compared with individual biomarkers, a clinical deficits frailty index (FI-CD), and the Fried frailty phenotype.
methodsWe analyzed baseline data and up to 7-year mortality in the Newcastle 85+ Study (n = 845; mean age 85.5). The FI-B combined 40 biomarkers of cellular ageing, inflammation, haematology, and immunosenescence. The Kaplan-Meier estimator was used to stratify participants into FI-B risk strata. Stability of the risk estimates for the FI-B was assessed using iterative, random subsampling of the 40 FI-B items. Predictive validity was tested using Cox proportional hazards analysis and discriminative ability by the area under receiver operating characteristic (ROC) curves.
resultsThe mean FI-B was 0.35 (SD, 0.08), higher than the mean FI-CD (0.22; SD, 0.12); no participant had an FI-B score <0.12. Higher values of each FI were associated with higher mortality risk. In a sex-adjusted model, each one percent increase in the FI-B increased the hazard ratio by 5.4 % (HR, 1.05; CI, 1.04-1.06). The FI-B was more powerful for mortality prediction than any individual biomarker and was robust to biomarker substitution. The ROC analysis showed moderate discriminative ability for 7-year mortality (AUC for FI-CD = 0.71 and AUC for FI-B = 0.66). No individual biomarker's AUC exceeded 0.61. The AUC for combined FI-CD/FI-B was 0.75.
conclusionsMany biological processes are implicated in ageing. The systemic effects of these processes can be elucidated using the frailty index approach, which showed here that subclinical deficits increased the risk of death. In the future, blood biomarkers may indicate the nature of the underlying causal deficits leading to age-related frailty, thereby helping to expose targets for early preventative interventions.
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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.