{"title":"基于社会经济和行为健康指标的糖尿病相关下肢截肢风险评估模型","authors":"Kelsey A. Schmittling","doi":"10.1016/j.jdiacomp.2025.109153","DOIUrl":null,"url":null,"abstract":"<div><div>Lower extremity amputation (LEA) is a costly complication of diabetes, with disproportionate impacts among socially and medically vulnerable populations. While clinical predictors of LEA are well established, the role of behavioral health comorbidities, particularly alongside socioeconomic disparities, in amputation risk is unexplored. To evaluate sociodemographic and behavioral health predictors of LEA, a retrospective analysis of adult patients with diabetes was performed utilizing the Nationwide Inpatient Sample from 2018 to 2022. Sociodemographic and behavioral health characteristics were compared between patients that did and did not undergo LEA. Multivariable logistic regression was used to identify independent predictors of LEA using 2018–2021 data and was then tested on the 2022 validation cohort. Among 7.5 million adult patients with diabetes with inpatient events, patients undergoing LEA were significantly younger, more likely to be male, from lower income quartiles, and disproportionately Black, Hispanic, and Native American (<em>p</em> < 0.001). Substance use disorder was significantly more common among LEA patients (16.0 % vs 11.6 %). In adjusted analysis, several behavioral health conditions were independently associated with increased LEA risk. The model demonstrated modest predictive performance in the testing cohort (AUC = 0.658). While not yet suitable for standalone clinical use, this model highlights that behavioral risk factors, especially in the context of sociodemographic characteristics, warrants increased attention in limb preservation strategies.</div></div>","PeriodicalId":15659,"journal":{"name":"Journal of diabetes and its complications","volume":"39 10","pages":"Article 109153"},"PeriodicalIF":3.1000,"publicationDate":"2025-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Risk assessment modeling for diabetes-related lower extremity amputation using socioeconomic and behavioral health indicators\",\"authors\":\"Kelsey A. Schmittling\",\"doi\":\"10.1016/j.jdiacomp.2025.109153\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Lower extremity amputation (LEA) is a costly complication of diabetes, with disproportionate impacts among socially and medically vulnerable populations. While clinical predictors of LEA are well established, the role of behavioral health comorbidities, particularly alongside socioeconomic disparities, in amputation risk is unexplored. To evaluate sociodemographic and behavioral health predictors of LEA, a retrospective analysis of adult patients with diabetes was performed utilizing the Nationwide Inpatient Sample from 2018 to 2022. Sociodemographic and behavioral health characteristics were compared between patients that did and did not undergo LEA. Multivariable logistic regression was used to identify independent predictors of LEA using 2018–2021 data and was then tested on the 2022 validation cohort. Among 7.5 million adult patients with diabetes with inpatient events, patients undergoing LEA were significantly younger, more likely to be male, from lower income quartiles, and disproportionately Black, Hispanic, and Native American (<em>p</em> < 0.001). Substance use disorder was significantly more common among LEA patients (16.0 % vs 11.6 %). In adjusted analysis, several behavioral health conditions were independently associated with increased LEA risk. The model demonstrated modest predictive performance in the testing cohort (AUC = 0.658). While not yet suitable for standalone clinical use, this model highlights that behavioral risk factors, especially in the context of sociodemographic characteristics, warrants increased attention in limb preservation strategies.</div></div>\",\"PeriodicalId\":15659,\"journal\":{\"name\":\"Journal of diabetes and its complications\",\"volume\":\"39 10\",\"pages\":\"Article 109153\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-08-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of diabetes and its complications\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1056872725002065\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENDOCRINOLOGY & METABOLISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of diabetes and its complications","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1056872725002065","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0
摘要
下肢截肢(LEA)是一种代价高昂的糖尿病并发症,对社会和医学上脆弱的人群产生了不成比例的影响。虽然LEA的临床预测指标已经确立,但行为健康合并症,特别是与社会经济差异一起,在截肢风险中的作用尚未探索。为了评估LEA的社会人口学和行为健康预测因素,我们利用2018年至2022年全国住院患者样本对成年糖尿病患者进行了回顾性分析。比较了接受LEA和未接受LEA患者的社会人口学和行为健康特征。使用2018-2021年的数据,使用多变量逻辑回归识别LEA的独立预测因子,然后在2022年的验证队列中进行测试。在750万有住院事件的成年糖尿病患者中,接受LEA的患者明显更年轻,更有可能是男性,来自较低收入的四分之一,不成比例地是黑人、西班牙裔和美洲原住民(p < 0.001)。物质使用障碍在LEA患者中更为常见(16.0% vs 11.6%)。在调整分析中,几种行为健康状况与LEA风险增加独立相关。该模型在测试队列中表现出适度的预测性能(AUC = 0.658)。虽然还不适合单独的临床使用,但该模型强调了行为风险因素,特别是在社会人口学特征的背景下,需要在肢体保存策略中增加关注。
Risk assessment modeling for diabetes-related lower extremity amputation using socioeconomic and behavioral health indicators
Lower extremity amputation (LEA) is a costly complication of diabetes, with disproportionate impacts among socially and medically vulnerable populations. While clinical predictors of LEA are well established, the role of behavioral health comorbidities, particularly alongside socioeconomic disparities, in amputation risk is unexplored. To evaluate sociodemographic and behavioral health predictors of LEA, a retrospective analysis of adult patients with diabetes was performed utilizing the Nationwide Inpatient Sample from 2018 to 2022. Sociodemographic and behavioral health characteristics were compared between patients that did and did not undergo LEA. Multivariable logistic regression was used to identify independent predictors of LEA using 2018–2021 data and was then tested on the 2022 validation cohort. Among 7.5 million adult patients with diabetes with inpatient events, patients undergoing LEA were significantly younger, more likely to be male, from lower income quartiles, and disproportionately Black, Hispanic, and Native American (p < 0.001). Substance use disorder was significantly more common among LEA patients (16.0 % vs 11.6 %). In adjusted analysis, several behavioral health conditions were independently associated with increased LEA risk. The model demonstrated modest predictive performance in the testing cohort (AUC = 0.658). While not yet suitable for standalone clinical use, this model highlights that behavioral risk factors, especially in the context of sociodemographic characteristics, warrants increased attention in limb preservation strategies.
期刊介绍:
Journal of Diabetes and Its Complications (JDC) is a journal for health care practitioners and researchers, that publishes original research about the pathogenesis, diagnosis and management of diabetes mellitus and its complications. JDC also publishes articles on physiological and molecular aspects of glucose homeostasis.
The primary purpose of JDC is to act as a source of information usable by diabetes practitioners and researchers to increase their knowledge about mechanisms of diabetes and complications development, and promote better management of people with diabetes who are at risk for those complications.
Manuscripts submitted to JDC can report any aspect of basic, translational or clinical research as well as epidemiology. Topics can range broadly from early prediabetes to late-stage complicated diabetes. Topics relevant to basic/translational reports include pancreatic islet dysfunction and insulin resistance, altered adipose tissue function in diabetes, altered neuronal control of glucose homeostasis and mechanisms of drug action. Topics relevant to diabetic complications include diabetic retinopathy, neuropathy and nephropathy; peripheral vascular disease and coronary heart disease; gastrointestinal disorders, renal failure and impotence; and hypertension and hyperlipidemia.