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

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.

Authors

Institutions

Publication Details

Journal
Acta Dermato Venereologica
Published
2025-07-01
DOI
https://doi.org/10.2340/actadv.v105.43071
Primary Topic
Dermatology and Skin Diseases
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Alexander Egeberg, Jacob Pontoppidan Thyssen, Simon Francis Thomsen, Maria Oberländer Christensen et al.
Acta Dermato Venereologica
Dermatology and Skin Diseases
article

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

Alexander Egeberg, Jacob Pontoppidan Thyssen, Simon Francis Thomsen, Maria Oberländer Christensen, Lea K. Nymand, Mia‐Louise Nielsen
article en

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.

Acta Dermato VenereologicaVol. 105
University of Copenhagen (DK), Frederiksberg Hospital (DK)
Amgen, Bristol-Myers Squibb, National Psoriasis Foundation, Eli Lilly and Company, Pfizer, Sanofi, Regeneron Pharmaceuticals, Galápagos, Kongelig Hofbuntmager Aage Bangs Fond, Simon Spies Fonden, LEO Pharma, Janssen Pharmaceuticals
Peace, Justice and strong institutions
Openalex Percentile: Top 72%
Dermatology and Skin Diseases
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.