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特应性皮炎成人患者长期病情稳定性对心理健康的影响:一项采用无监督聚类分析的队列研究

Impact of Long-term Stability on Mental Health in Adults with Atopic Dermatitis: A Cohort Study with Unsupervised Cluster Analysis.

作者信息

Nymand Lea K, Nielsen Mia-Louise, Christensen Maria Oberländer, Thomsen Simon F, Thyssen Jacob P, Egeberg Alexander

机构信息

Department of Dermatology and Venereology, Bispebjerg and Frederiksberg Hospital, University of Copenhagen, Copenhagen NV, Denmark; Department of Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark.

Department of Dermatology and Venereology, Bispebjerg and Frederiksberg Hospital, University of Copenhagen, Copenhagen NV, Denmark.

出版信息

Acta Derm Venereol. 2025 Jul 1;105:adv43071. doi: 10.2340/actadv.v105.43071.

Abstract

Atopic dermatitis (AD) is a heterogeneous disease characterized by unpredictable flares, potentially leading to impaired mental health. Adult patients with a dermatologist-verified AD diagnosis received after their 18th birthday were grouped according to patient-reported flare activity between 2018 and 2023. The k-means clustering algorithm was used in combination with dynamic time warping and barycenter averaging. Clusters were analysed according to current levels of anxiety and depression and severity across the 4 time points. The clustering method divided the 262 patients into 4 groups. Cluster 1 was characterized by a disease course with an average of < 6 annual flares, a median (interquartile range) anxiety and depression score of 3.0 (1.0-6.3), and 1.0 (0.0-4.0), respectively. Clusters 2 and 3 were characterized by annual flares ranging from 4 to 16 and anxiety scores of 6.0 (3.0-8.5) and 4.0 (2.0-7.0) and depression scores of 3.0 (1.0-6.0) and 2.0 (1.0-5.0), respectively. Cluster 4 was characterized by an unstable disease course with an average of ≥ 14 yearly flares, and anxiety and depression scores similar to cluster 2. Patients characterized by an unstable moderate disease course were more burdened compared with patients with a stable disease course (p = 0.03). This emphasizes the importance of long-term flare patterns in clinical decision-making.

摘要

特应性皮炎(AD)是一种异质性疾病,其特征为发作不可预测,可能导致心理健康受损。在18岁生日后经皮肤科医生确诊为AD的成年患者,根据其在2018年至2023年期间报告的发作活动进行分组。采用k均值聚类算法结合动态时间规整和重心平均法。根据4个时间点的当前焦虑和抑郁水平以及严重程度对聚类进行分析。聚类方法将262名患者分为4组。第1组的疾病病程特征为平均每年发作<6次,焦虑和抑郁评分中位数(四分位间距)分别为3.0(1.0 - 6.3)和1.0(0.0 - 4.0)。第2组和第3组的特征为每年发作4至16次,焦虑评分分别为6.0(3.0 - 8.5)和4.0(2.0 - 7.0),抑郁评分分别为3.0(1.0 - 6.0)和2.0(1.0 - 5.0)。第4组的特征为疾病病程不稳定,平均每年发作≥14次,焦虑和抑郁评分与第2组相似。与疾病病程稳定患者相比,以不稳定的中度疾病病程为特征的患者负担更重(p = 0.03)。这强调了长期发作模式在临床决策中的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1911/12235569/bb180b6ac3bd/ActaDV-105-43071-g001.jpg

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