基于非平衡样本校正的皮肤病住院病人医用粘胶相关性皮肤损伤的危险因素OA
Risk factors for medical adhesive-related skin injury in hospitalized dermatology patients:a study based on non-equilibrium sample correction
目的:探讨皮肤病住院病人发生医用粘胶相关性皮肤损伤(MARSI)的危险因素,为该类病人预防MARSI提供更好的依据.方法:采用回顾性病例研究方法,选取2021年1月—2023年12月广东省广州市某三级甲等医院皮肤专科752例住院病人为研究对象,根据是否发生MARSI分为发生MARSI组(n=83)和未发生MARSI组(n=669).针对样本1:8的类不平衡问题,采用基线特征分层抽样构建平衡子集,结合非平衡总样本双维度开展LASSO回归变量筛选,最终纳入住院天数、有无高血压、血红蛋白、有无糜烂面、有无鳞屑、有无使用激素6个变量,构建多因素Logistic回归模型,分析其与MARSI发生的关联性.结果:皮肤病住院病人MARSI的发生率为11.04%.多因素Logistic回归分析显示,住院天数较长、患有高血压、存在糜烂面、存在鳞屑以及使用激素是皮肤病住院病人发生MARSI的独立危险因素,而血红蛋白处于正常水平为其独立保护因素.结论:皮肤病住院病人MARSI的发生与住院时间、高血压、皮肤继发病变(糜烂、鳞屑)及激素使用密切相关,血红蛋白正常具有保护作用.基于非平衡样本校正的LASSO-Logistic回归模型提升了危险因素筛选的准确性,为皮肤病病人MARSI风险评估提供了更可靠的方法学参考,临床实践中建议转向以皮肤屏障功能为核心的MARSI风险分层管理策略,采取针对性防护措施,优化粘胶使用策略,以减少皮肤病病人二次皮肤损伤的发生.
Objective:To investigate the risk factors for medical adhesive-related skin injury(MARSI)among dermatology inpatients and to provide better evidence base for MARSI prevention in this patient population.Methods:A retrospective study was conducted.A total of 752 dermatology inpatients admitted to a grade A tertiary hospital in Guangzhou,Guangdong province,from January 2021 to December 2023 were enrolled and divided into the MARSI group(n=83)and the non-MARSI group(n=669).For the class imbalance problem of sample 1:8,a balanced subset was constructed using baseline characteristic stratified sampling.LASSO regression was then performed in a dual-dimension approach,using both the balanced subset and the imbalanced total sample,for variable selection.Six variables were ultimately selected,which were length of hospital stay,hypertension(yes/no),hemoglobin level,erosive lesions(yes/no),scaling(yes/no),and corticosteroid use.A multivariate Logistic regression model was constructed,so as to analyze their association between these variables and MARSI occurrence.Results:The incidence of MARSI among dermatology inpatients was 11.04%.Multivariate Logistic regression analysis showed that longer hospital stay,hypertension,presence of erosive lesions,presence of scaling,and corticosteroid use were independent risk factors for MARSI in dermatology inpatients,whereas normal hemoglobin level was an independent protective factor.Conclusions:MARSI occurrence in dermatology inpatients is closely associated associated with length of hospital stay,hypertension,secondary skin lesions(erosions and scaling),and corticosteroid use,while normal hemoglobin level exerts a protective effect.The LASSO-Logistic regression model based on non-equilibrium sample correction has improved the accuracy of risk factor screening and has provided a more reliable methodological reference for MARSI risk assessment in dermatology patients.In clinical practice,it is recommended to shift toward a skin barrier function-centered MARSI risk stratification management strategy,implement targeted protective measures and optimize adhesive use strategies protocols,thereby reducing the occurrence of secondary skin injury in dermatology patients.
申倩;肖波;魏琳;沈玉珍;陈信生;何伟
510120,广州中医药大学第二附属医院(广东省中医院)510120,广州中医药大学第二附属医院(广东省中医院)510120,广州中医药大学第二附属医院(广东省中医院)510120,广州中医药大学第二附属医院(广东省中医院)510120,广州中医药大学第二附属医院(广东省中医院)510120,广州中医药大学第二附属医院(广东省中医院)
医用粘胶相关性皮肤损伤LASSO回归Logistic回归皮肤专科危险因素
medical adhesive-related skin injury,MARSILASSO regressionLogistic regressiondermatologyrisk factors
《全科护理》 2026 (17)
3193-3198,6
广东省中医院中医药科学技术研究专项项目,编号:YN2022HL17.
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