{"title":"Development and validation of a predictive nomogram for frailty based on thyroid function in older adults.","authors":"Xiaotian Shi, Huayu Yang, Shan Wang, Yifan Yang, Yuanyuan Li, Guoze Dou, Qing Ma","doi":"10.1007/s41999-025-01247-3","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>This study aimed to develop and validate a frailty prediction model incorporating thyroid hormone levels in older adults with normal thyroid function.</p><p><strong>Methods: </strong>A total of 767 participants aged ≥ 65 years (566 males, 73.8%) were enrolled between December 2019 and December 2023. Participants were randomly assigned to training (n = 546) and internal validation (n = 235) sets; an external validation cohort was recruited between December 2023 and December 2024. Frailty was assessed using the FRAIL scale. Predictors were selected through LASSO and logistic regression analyses, and a nomogram was constructed for clinical application.</p><p><strong>Results: </strong>A total of 767 patients were included, with a median age of 81 years. Of these, 205 individuals (26.7%) were classified into the frailty group. The restricted cubic spline plot showed a negative correlation between the FT3/FT4 and frailty after adjusting for multiple confounding factors. Five predictors, age, polypharmacy, MNA.SF score, grip, and FT3/FT4 were incorporated to establish the model. The model performed well achieving AUC values of 0.92 and 0.80 in the development and external validation datasets, respectively. The Calibration curves and DCA results suggested that the model possesses satisfactory predictive performance.</p><p><strong>Conclusions: </strong>We developed a clinically applicable model to predict frailty in older adults with normal thyroid function, highlighting the relevance of thyroid hormone status in frailty risk assessment.</p>","PeriodicalId":49287,"journal":{"name":"European Geriatric Medicine","volume":" ","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Geriatric Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s41999-025-01247-3","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GERIATRICS & GERONTOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Introduction: This study aimed to develop and validate a frailty prediction model incorporating thyroid hormone levels in older adults with normal thyroid function.
Methods: A total of 767 participants aged ≥ 65 years (566 males, 73.8%) were enrolled between December 2019 and December 2023. Participants were randomly assigned to training (n = 546) and internal validation (n = 235) sets; an external validation cohort was recruited between December 2023 and December 2024. Frailty was assessed using the FRAIL scale. Predictors were selected through LASSO and logistic regression analyses, and a nomogram was constructed for clinical application.
Results: A total of 767 patients were included, with a median age of 81 years. Of these, 205 individuals (26.7%) were classified into the frailty group. The restricted cubic spline plot showed a negative correlation between the FT3/FT4 and frailty after adjusting for multiple confounding factors. Five predictors, age, polypharmacy, MNA.SF score, grip, and FT3/FT4 were incorporated to establish the model. The model performed well achieving AUC values of 0.92 and 0.80 in the development and external validation datasets, respectively. The Calibration curves and DCA results suggested that the model possesses satisfactory predictive performance.
Conclusions: We developed a clinically applicable model to predict frailty in older adults with normal thyroid function, highlighting the relevance of thyroid hormone status in frailty risk assessment.
期刊介绍:
European Geriatric Medicine is the official journal of the European Geriatric Medicine Society (EUGMS). Launched in 2010, this journal aims to publish the highest quality material, both scientific and clinical, on all aspects of Geriatric Medicine.
The EUGMS is interested in the promotion of Geriatric Medicine in any setting (acute or subacute care, rehabilitation, nursing homes, primary care, fall clinics, ambulatory assessment, dementia clinics..), and also in functionality in old age, comprehensive geriatric assessment, geriatric syndromes, geriatric education, old age psychiatry, models of geriatric care in health services, and quality assurance.