ArticleAge and ageing2022
Frailty indices based on self-report, blood-based biomarkers and examination-based data in the Canadian Longitudinal Study on Aging.
Article in Age and ageing, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled 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
- Associations Between Deficit Accumulation Frailty and Baseline Markers of Lifestyle in the U.S. POINTER Trial.The journals of gerontology. Series A, Biological sciences and medical sciences · 2025Trial
- Long-term Impact of a 10-Year Intensive Lifestyle Intervention on a Deficit Accumulation Frailty Index: Action for Health in Diabetes Trial.The journals of gerontology. Series A, Biological sciences and medical sciences · 2023Trial
- How human and animal frailty index studies can inform each other: a brief narrative review.The journals of gerontology. Series A, Biological sciences and medical sciences · 2026Review
- Frailty is associated with lower-limb osteoarthritis incidence over six-years regardless of sex and type of frailty index in the Canadian longitudinal study on aging.Osteoarthritis and cartilage open · 2026Article
- Heart Stress, Frailty and Mortality Risk in two prospective cohorts.medRxiv : the preprint server for health sciences · 2026Article
- Bridging patient-reported outcomes and performance assessments in older adults: linking the Short Physical Performance Battery to the standardised PROMIS Physical Function scale.Age and ageing · 2026Article
- Frailty and Oncology: An Increasingly Common Combination.Cancer medicine · 2026Review
- Association Between the Frailty Index Based on Laboratory Tests and All-Cause Mortality in Hospitalized Older Adults: Retrospective Cohort Study.JMIR aging · 2025Article
- FI-Lab predicts all-cause mortality, but not successful rehabilitation, among patients aged 65 and older after hip or pelvic fracture.Frontiers in medicine · 2025Article
- A community-based, medical student-led walking and education program was associated with a reduction in frailty levels among adults with elevated frailty.Frontiers in aging · 2025Article
- Unleashing frailty from laboratory into real world: A critical step toward frailty-guided clinical care of older adults.Journal of the American Geriatrics Society · 2024Article
- Gut microbial features and circulating metabolomic signatures of frailty in older adults.Nature aging · 2024Article
- Development and validation of a frailty index for use in the osteoarthritis initiative.Age and ageing · 2024Article
- Prognostic accuracy of 70 individual frailty biomarkers in predicting mortality in the Canadian Longitudinal Study on Aging.GeroScience · 2024Article
- Comparison of three frailty measures for predicting hospitalization and mortality in the Canadian Longitudinal Study on Aging.Aging clinical and experimental research · 2024Article
- Efficient representations of binarized health deficit data: the frailty index and beyond.GeroScience · 2023Article
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Authors and funding
8 authors.
Funding
Abstract
backgroundFrailty can be operationalised using the deficit accumulation approach, which considers health deficits across multiple domains. We aimed to develop, validate and compare three different frailty indices (FI) constructed from self-reported health measures (FI-Self Report), blood-based biomarkers (FI-Blood) and examination-based assessments (FI-Examination).
methodsUp to 30,027 participants aged 45-85 years from the baseline (2011-2015) comprehensive cohort of the Canadian Longitudinal Study on Aging were included in the analyses. Following standard criteria, three FIs were created: a 48-item FI-Self Report, a 23-item FI-Blood and a 47-item FI-Examination. In addition a 118-item FI-Combined was constructed. Mortality status was ascertained in July 2019.
resultsFI-Blood and FI-Examination demonstrated broader distributions than FI-Self Report. FI-Self Report and FI-Blood scores were higher in females, whereas FI-Examination scores were higher in males. All FI scores increased nonlinearly with age and were highest at lower education levels. In sex and age-adjusted models, a 0.01 increase in FI score was associated with a 1.08 [95% confidence interval (CI): 1.07,1.10], 1.05 (1.04,1.06), 1.07 (1.05,1.08) and a 1.13 (1.11,1.16) increased odds of mortality for FI-Self Report, FI-Blood, FI-Examination and FI-Combined, respectively. Inclusion of the three distinct FI types in a single model yielded the best prognostic accuracy and model fit, even compared to the FI-Combined, with all FIs remaining independently associated with mortality.
conclusionCharacteristics of all FIs were largely consistent with previously established FIs. To adequately capture frailty levels and to improve our understanding of the heterogeneity of ageing, FIs should consider multiple types of deficits including self-reported, blood and examination-based measures.
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