炎症性关节炎的疾病负担:COVAD-2电子调查数据集的无监督机器学习方法
Vincenzo Venerito1, Sergio Del Vescovo1, Sergio Prieto-González2
1Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari Aldo Moro, Bari, Italy.
Rheumatology advances in practice
|April 21, 2025
概括
类风湿性关节炎 (RA),牛皮性关节炎 (PsA) 和性脊柱炎 (AS) 的疾病负担复杂. 四个患者集群出现,突出体力健康和抑郁症在综合护理中的重要性.
科学领域:
- 类风湿病学 类风湿病学
- 免疫学 免疫学 免疫学
- 患者报告的结果
背景情况:
- 类风湿性关节炎 (RA),牛皮性关节炎 (PsA) 和性脊柱炎 (AS) 是具有重大疾病负担的慢性炎症性疾病.
- 患者报告结果测量信息系统 (PROMIS) 的得分提供了一种标准化的方法,用于评估各种健康领域的疾病影响.
研究的目的:
- 使用PROMIS分数来比较RA,PsA和AS的疾病负担.
- 在这些炎症性关节炎类型中,根据并发症和PROMIS结果确定不同的患者群.
主要方法:
- 来自自动免疫疾病中的COVID-19疫苗接种 (COVAD) 2电子调查的数据分析.
- 包括使用疾病修饰性抗风湿药物 (DMARDs) 治疗的RA,PsA或AS患者.
- 应用无监督层次聚类和极端梯度提升用于子组识别.
主要成果:
- 在调整人口统计数据后,在RA,PsA和AS组中没有发现PROMIS得分的显著差异.
- 确定了四个患者群:低负担,并发性PsA/AS,低负担的抑郁症和高负担的RA.
- 全球身体健康,抑郁症和诊断是分组分配的关键决定因素,并发症和高负担群体表现较差.
结论:
- 炎症性关节炎的疾病负担是多因素的,身体健康和抑郁症是关键组成部分.
- 不同的患者群体强调需要综合护理模式,在不同的诊断中解决身体和心理健康问题.
关键词:
患者报告结果测量信息系统 (PROMIS)集群分析集群分析集群分析这种疾病是共患的.疾病负担 疾病负担炎症性关节炎是一种炎症性关节炎.心理健康 心理健康患者报告的结果.类风湿性关节炎 类风湿性关节炎脊柱性关节炎 (spondyloarthritis) 是一个疾病.调查调查调查调查调查调查调查调查更多相关视频
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