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Kawasaki Disease patient stratification and pathway analysis based on host transcriptomic and proteomic profiles
File | Description | Size | Format | |
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ijms-22-05655.pdf | Published version | 10.51 MB | Adobe PDF | View/Open |
Title: | Kawasaki Disease patient stratification and pathway analysis based on host transcriptomic and proteomic profiles |
Authors: | Jackson, H Menikou, S Hamilton, M McArdle, A Shimizu, C Galassini, R Huang, H Kim, J Tremoulet, A De Jonge, M Kuijpers, T Wright, V Burns, J Casals-Pascual, C Herberg, J Levin, M Kaforou, M |
Item Type: | Journal Article |
Abstract: | The aetiology of Kawasaki Disease (KD), an acute inflammatory disorder of childhood, remains unknown despite various triggers of KD having been proposed. Host ‘omic profiles offer insights into the host response to infection and inflammation, with the interrogation of multiple ‘omic levels in parallel providing a more comprehensive picture. We used differential abundance analysis, pathway analysis, clustering and classification techniques to explore whether the host response in KD is more similar to the response to bacterial or viral infection at the transcriptomic and proteomic levels through comparison of ‘omic profiles from children with KD to those with bacterial and viral infections. Pathways activated in patients with KD included those involved in anti-viral and anti-bacterial responses. Unsupervised clustering showed that the majority of KD patients clustered with bacterial patients on both ‘omic levels, whilst application of diagnostic signatures specific for bacterial and viral infections revealed that many transcriptomic KD samples had low probabilities of having bacterial or viral infections, suggesting that KD may be triggered by a different process not typical of either common bacterial or viral infections. Clustering based on the transcriptomic and proteomic responses during KD revealed three clusters of KD patients on both ‘omic levels, suggesting heterogeneity within the inflammatory response during KD. The observed heterogeneity may reflect differences in the host response to a common trigger, or variation dependent on different triggers of the condition. |
Issue Date: | 26-May-2021 |
Date of Acceptance: | 4-May-2021 |
URI: | http://hdl.handle.net/10044/1/88713 |
DOI: | 10.3390/ijms22115655 |
ISSN: | 1422-0067 |
Publisher: | MDPI AG |
Start Page: | 1 |
End Page: | 24 |
Journal / Book Title: | International Journal of Molecular Sciences |
Volume: | 11 |
Issue: | 11 |
Copyright Statement: | © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
Sponsor/Funder: | Imperial College Healthcare NHS Trust- BRC Funding Wellcome Trust COSMIC (Children of St.Mary's Intensive Care) Commission of the European Communities |
Funder's Grant Number: | RD501 79560 206508/Z/17/Z PC2230 848196 |
Keywords: | Science & Technology Life Sciences & Biomedicine Physical Sciences Biochemistry & Molecular Biology Chemistry, Multidisciplinary Chemistry infectious diseases paediatrics transcriptomics proteomics Kawasaki disease host 'omics systems biology pathway analysis clustering classification INFECTIONS EXPRESSION CRITERION PACKAGE Kawasaki disease classification clustering host ‘omics infectious diseases paediatrics pathway analysis proteomics systems biology transcriptomics Adolescent Bacterial Infections Child Child, Preschool Computational Biology Female Gene Expression Profiling Humans Male Mucocutaneous Lymph Node Syndrome Proteomics Virus Diseases Humans Bacterial Infections Virus Diseases Mucocutaneous Lymph Node Syndrome Gene Expression Profiling Proteomics Computational Biology Adolescent Child Child, Preschool Female Male 0399 Other Chemical Sciences 0604 Genetics 0699 Other Biological Sciences Chemical Physics |
Publication Status: | Published |
Online Publication Date: | 2021-05-26 |
Appears in Collections: | Department of Infectious Diseases Faculty of Medicine |
This item is licensed under a Creative Commons License