Evidence map›Paper›PMID 42271635›Full record

ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2026

Updating and validating the Figueroa Frailty Index: transitioning from ICD-9 to ICD-10.

Tianwen Huan, Orna Intrator, Winifred J Scott, Daniel E Hall, Jose F Figueroa, Ariela R Orkaby

Abstract readValidation Study
In one paragraph

Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 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

6 authors.

Tianwen HuanDepartment of Public Health Sciences, University of Rochester, Rochester, New York, United States.ORCID 0000-0001-7190-4996
Orna IntratorDepartment of Public Health Sciences, University of Rochester, Rochester, New York, United States.
Winifred J ScottGeriatrics & Extended Care Data Analysis Center (GECDAC), Health Economics Resource Center, Palo Alto Health Care System, Palo Alto, California, United States.
Daniel E HallCenter for Healthcare Evaluation, Research and Promotion; and Pittsburgh GRECC (Geriatric Research, Education, and Clinical Center), Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, Pennsylvania, United States.
Jose F FigueroaDepartment of Health Policy and Management, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, United States.
Ariela R OrkabyNew England GRECC, VA Boston Healthcare System, Boston, Massachusetts, United States.ORCID 0000-0002-4297-6306

Funding

PREVENTABLE Frailty Ancillary StudyR01AG081287 · NIA · BOSTON VA RESEARCH INSTITUTE, INC. · PI ORKABY, ARIELA R · 2024 to 2025
$2.6M
CSRD VA IK2 CX001800NIA NIH HHS R01 AG081287VA CSR&D CDA-2 IK2CX001800VA CSR&D NIA R01AG081287
6 · The paper itself

Abstract

backgroundThe Figueroa Frailty Index (Figueroa-FI) is a claims-based frailty index developed using administrative Medicare claims data using International Classification of Disease (ICD) 9th revision. Updating to ICD-10 codes is essential for contemporary measurement.

methodsICD-9 codes were mapped to ICD-10 using Centers for Medicaid and Medicare Services (CMS) General Equivalence Mappings. Using a national cohort of Veterans aged ≥65 years, 2012-2019, annual prevalence trends for the 12 Figueroa-FI deficits were examined. Validity of Figueroa-FI was ascertained by examining adjusted annual HR of death and long-term institutionalization (LTI) for Veterans with 1 and ≥2 deficits vs 0, using Cox proportional hazards models.

resultsAnnual cohorts of Veterans included 2.4 to 3.1 million Veterans, mean age 75 years, 97%-98% were male, 78%-80% White. Figueroa FI-ICD-10 includes 267 ICD-10 codes (vs 42 ICD-9 codes). Nine of the 12 Figueroa-FI deficits showed similar prevalence across the ICD-10 transition in 2016, while 3 displayed discontinuity. Veterans identified as frail were at increased risk of mortality and LTI. HR for death for FI of 1 vs 0 ranged from 1.97 to 2.02 over follow-up years, and HR of LTI from 2.75 to 2.92, while frail Veterans (FI ≥2) had hazards of death of 2.79 to 2.97 and hazards of LTI from 5.65 to 6.54.

conclusionsThe updated Figueroa FI-ICD-10 maintains content validity, stability, and predictive validity for mortality and LTI in a contemporary cohort of Veterans aged ≥65 years, enabling frailty measurement using ICD-10 claims for clinical and research use.

Indexed as

FrailtyGeriatric AssessmentInternational Classification of DiseasesAgedAged, 80 and overFemaleFrail ElderlyHumansMaleMedicareProportional Hazards ModelsUnited StatesVeteransClaims-based frailty indexElectronic frailty indexEpidemiologyFrailtyICD 9–ICD-10 transition

Identifiers

PMID42271635
PMCPMC13670363

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