ArticleThe Lancet. Child & adolescent health2023
Subgroups of children with Kawasaki disease: a data-driven cluster analysis.
Article in The Lancet. Child & adolescent health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers, 1 of them a synthesis that pooled it.
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Who cites it
43 citing papers in PubMed, 1 synthesis or guideline pooled it, 56 citations in OpenAlex.
- Dipyridamole combined with immunoglobulin and aspirin in the treatment of Kawasaki disease in children: a meta-analysis.Frontiers in medicine · 2026Pooled it
- Intravenous Immunoglobulin Alone for Coronary Artery Lesion Treatment of Kawasaki Disease: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Gastrointestinal Symptoms in Kawasaki Disease and Multisystem Inflammatory Syndrome in Children.Pediatric cardiology · 2026Article
- Beyond biochemical recovery: rethinking liver dysfunction in Kawasaki disease.Translational pediatrics · 2026Article
- Association of the Aggregate Index of Systemic Inflammation with coronary artery aneurysm in Kawasaki disease patients.Pediatric research · 2026Article
- Multimodal Echocardiographic Assessment in Intravenous Immunoglobulin-Resistant Kawasaki Disease: From Prediction to Long-Term Surveillance.Echocardiography (Mount Kisco, N.Y.) · 2026Review
- Diagnostic approaches to Kawasaki disease worldwide: the results from the JIR-CliPS network.Rheumatology (Oxford, England) · 2026Article
- Infliximab as an Effective Second-Line Treatment for IVIG-Resistant Kawasaki Disease Accompanied by Severe Dyslipidemia.Pediatric cardiology · 2026Article
- Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins.Communications medicine · 2026Article
- Phillyrin alleviates Kawasaki disease-induced lung inflammation by inhibiting platelet production through the NLRP3/IL-1β/NF-E2 signaling pathway.Chinese medicine · 2026Article
- Multiomics approaches in Kawasaki disease: insights into pathogenesis and emerging directions for diagnosis and treatment.Clinical and experimental pediatrics · 2026Article
- Comprehensive machine learning for identifying platelet-associated diagnostic biomarkers and immune landscape in Kawasaki disease.Translational pediatrics · 2026Article
- Subgroups of Kawasaki disease in Japanese patients and temporal change: a retrospective data-driven cluster analysis.Clinical rheumatology · 2026Article
- Neutrophil heterogeneity in Kawasaki disease and multisystem inflammatory syndrome in children.Pediatric research · 2026Review
- Single-cell multi-omics sequencing reveals the immunological disturbance underlying Kawasaki disease.Frontiers in molecular biosciences · 2026Article
- Predicting coronary artery lesions in patients with Kawasaki disease in China using a machine-learning algorithm: a retrospective cohort study.Frontiers in immunology · 2026Article
- Caregiver decision-making on pediatric research participation in congenital heart disease in western China: a qualitative study.Frontiers in public health · 2026Article
- Decoding clinical heterogeneity and age-related coronary risk in incomplete Kawasaki disease: a multicenter cluster analysis and structural equation modeling study.Frontiers in immunology · 2026Article
- Development and internal validation of a monocyte-to-albumin ratio-based risk assessment model for coronary artery lesions in Kawasaki disease.Frontiers in pediatrics · 2026Article
- Anakinra for infants under six months with Kawasaki disease and coronary artery lesions: a multicenter case series and literature review.Pediatric rheumatology online journal · 2025Article
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Authors and funding
12 authors at 3 institutions in 2 countries.
Funding
Abstract
backgroundAlthough Kawasaki disease is commonly regarded as a single disease entity, variability in clinical manifestations and disease outcome has been recognised. We aimed to use a data-driven approach to identify clinical subgroups.
methodsWe analysed clinical data from patients with Kawasaki disease diagnosed at Rady Children's Hospital (San Diego, CA, USA) between Jan 1, 2002, and June 30, 2022. Patients were grouped by hierarchical clustering on principal components with k-means parcellation based on 14 variables, including age at onset, ten laboratory test results, day of illness at the first intravenous immunoglobulin infusion, and normalised echocardiographic measures of coronary artery diameters at diagnosis. We also analysed the seasonality and Kawasaki disease incidence from 2002 to 2019 by subgroup. To explore the biological underpinnings of identified subgroups, we did differential abundance analysis on proteomic data of 6481 proteins from 32 patients with Kawasaki disease and 24 healthy children, using linear regression models that controlled for age and sex.
findingsAmong 1016 patients with complete data in the final analysis, four subgroups were identified with distinct clinical features: (1) hepatobiliary involvement with elevated alanine transaminase, gamma-glutamyl transferase, and total bilirubin levels, lowest coronary artery aneurysm but highest intravenous immunoglobulin resistance rates (n=157); (2) highest band neutrophil count and Kawasaki disease shock rate (n=231); (3) cervical lymphadenopathy with high markers of inflammation (erythrocyte sedimentation rate, C-reactive protein, white blood cell, and platelet counts) and lowest age-adjusted haemoglobin Z scores (n=315); and (4) young age at onset with highest coronary artery aneurysm but lowest intravenous immunoglobulin resistance rates (n=313). The subgroups had distinct seasonal and incidence trajectories. In addition, the subgroups shared 211 differential abundance proteins while many proteins were unique to a subgroup.
interpretationOur data-driven analysis provides insight into the heterogeneity of Kawasaki disease, and supports the existence of distinct subgroups with important implications for clinical management and research design and interpretation.
fundingUS National Institutes of Health and the Irving and Francine Suknow Foundation.
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