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Front Endocrinol (Lausanne) ; 15: 1359482, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38745954

RESUMO

Background: Prognostic risk stratification in older adults with type 2 diabetes (T2D) is important for guiding decisions concerning advance care planning. Materials and methods: A retrospective longitudinal study was conducted in a real-world sample of older diabetic patients afferent to the outpatient facilities of the Diabetology Unit of the IRCCS INRCA Hospital of Ancona (Italy). A total of 1,001 T2D patients aged more than 70 years were consecutively evaluated by a multidimensional geriatric assessment, including physical performance evaluated using the Short Physical Performance Battery (SPPB). The mortality was assessed during a 5-year follow-up. We used the automatic machine-learning (AutoML) JADBio platform to identify parsimonious mathematical models for risk stratification. Results: Of 977 subjects included in the T2D cohort, the mean age was 76.5 (SD: 4.5) years and 454 (46.5%) were men. The mean follow-up time was 53.3 (SD:15.8) months, and 209 (21.4%) patients died by the end of the follow-up. The JADBio AutoML final model included age, sex, SPPB, chronic kidney disease, myocardial ischemia, peripheral artery disease, neuropathy, and myocardial infarction. The bootstrap-corrected concordance index (c-index) for the final model was 0.726 (95% CI: 0.687-0.763) with SPPB ranked as the most important predictor. Based on the penalized Cox regression model, the risk of death per unit of time for a subject with an SPPB score lower than five points was 3.35 times that for a subject with a score higher than eight points (P-value <0.001). Conclusion: Assessment of physical performance needs to be implemented in clinical practice for risk stratification of T2D older patients.


Assuntos
Diabetes Mellitus Tipo 2 , Avaliação Geriátrica , Aprendizado de Máquina , Desempenho Físico Funcional , Humanos , Masculino , Feminino , Idoso , Diabetes Mellitus Tipo 2/mortalidade , Estudos Retrospectivos , Medição de Risco/métodos , Estudos Longitudinais , Idoso de 80 Anos ou mais , Avaliação Geriátrica/métodos , Prognóstico , Itália/epidemiologia , Seguimentos , Fatores de Risco , Mortalidade/tendências
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