Population-based validation of a frailty index using electronic regional healthcare records for public health use

Frailty indices derived from electronic health records offer an efficient approach to identify vulnerable individuals in the general population. We aimed to validate the electronic-regional healthcare database frailty index (e-RHD-FI) in the general adult population, describe its distribution by sex and age, evaluate its predictive validity for mortality, hospitalization and fragility fractures, and assess the performance of frailty cut-off points. We conducted a population-based study of 8,404,004 adult beneficiaries of the Lombardy Regional Health System. The e-RHD-FI was calculated from 40 health deficits using electronic health records from 2008 to 2018. We assessed its distribution, predictive validity for 1-year mortality, hospitalizations and fragility fractures through multi-state analysis and multivariable models evaluating performance across subgroups. The e-RHD-FI distribution was highly asymmetrical (median 0.0125, first-third quartiles 0-0.0375), with 45.8% of adults having no deficits. The index was higher in older adults. Each 0.1-point increment in e-RHD-FI was associated with doubled 1-year mortality risk (HR 2.12, 99% CI 2.11-2.14), 2.5-fold increased hospitalization rate (IRR 2.51, 99% CI 2.49-2.53), and a 55% higher risk of fragility fracture (HR 1.55, 99% CI 1.53-1.57). The AUC for 1-year mortality was 0.883 (99% CI 0.881-0.884). The e-RHD-FI demonstrates strong predictive validity for adverse outcomes in the general population and can effectively identify at-risk individuals for targeted interventions.

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Journal
Scientific Reports
Published
2025-09-26
DOI
https://doi.org/10.1038/s41598-025-18611-9
Citations
1
Primary Topic
Frailty in Older Adults
Type
article
Field-Weighted Citation Impact
1.22

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article

Population-based validation of a frailty index using electronic regional healthcare records for public health use

Giuseppe Bellelli, Stefania Galimberti, Paola Rebora, Carlo Alberto Scirè et al.
1 citations
Scientific Reports
Frailty in Older Adults
1.22
article

Population-based validation of a frailty index using electronic regional healthcare records for public health use

Giuseppe Bellelli, Stefania Galimberti, Paola Rebora, Carlo Alberto Scirè, Olivia Leoni, Maria Grazia Valsecchi, S. Casazza, Giuseppe Occhino
article en
1 citations

Abstract

Frailty indices derived from electronic health records offer an efficient approach to identify vulnerable individuals in the general population. We aimed to validate the electronic-regional healthcare database frailty index (e-RHD-FI) in the general adult population, describe its distribution by sex and age, evaluate its predictive validity for mortality, hospitalization and fragility fractures, and assess the performance of frailty cut-off points. We conducted a population-based study of 8,404,004 adult beneficiaries of the Lombardy Regional Health System. The e-RHD-FI was calculated from 40 health deficits using electronic health records from 2008 to 2018. We assessed its distribution, predictive validity for 1-year mortality, hospitalizations and fragility fractures through multi-state analysis and multivariable models evaluating performance across subgroups. The e-RHD-FI distribution was highly asymmetrical (median 0.0125, first-third quartiles 0-0.0375), with 45.8% of adults having no deficits. The index was higher in older adults. Each 0.1-point increment in e-RHD-FI was associated with doubled 1-year mortality risk (HR 2.12, 99% CI 2.11-2.14), 2.5-fold increased hospitalization rate (IRR 2.51, 99% CI 2.49-2.53), and a 55% higher risk of fragility fracture (HR 1.55, 99% CI 1.53-1.57). The AUC for 1-year mortality was 0.883 (99% CI 0.881-0.884). The e-RHD-FI demonstrates strong predictive validity for adverse outcomes in the general population and can effectively identify at-risk individuals for targeted interventions.

Scientific ReportsVol. 15(1)
Azienda Ospedaliera San Gerardo (IT), Agenzia Regionale Sanitaria della Puglia (IT), Istituti di Ricovero e Cura a Carattere Scientifico (IT), Regione Lombardia, University of Milano-Bicocca (IT)
Dipartimenti di Eccellenza, European Commission
Openalex Percentile: Top 18%
Frailty in Older Adults
1.22
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