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An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease

Multisystem inflammatory syndrome in children (MIS-C) is an illness that emerged amidst the COVID-19 pandemic but shares many clinical features with the pre-pandemic syndrome of Kawasaki disease (KD). Here we compare the two syndromes using a computational toolbox of two gene signatures that were de...

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Autores principales: Ghosh, Pradipta, Katkar, Gajanan D., Shimizu, Chisato, Kim, Jihoon, Khandelwal, Soni, Tremoulet, Adriana H., Kanegaye, John T., Bocchini, Joseph, Das, Soumita, Burns, Jane C., Sahoo, Debashis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9110726/
https://www.ncbi.nlm.nih.gov/pubmed/35577777
http://dx.doi.org/10.1038/s41467-022-30357-w
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author Ghosh, Pradipta
Katkar, Gajanan D.
Shimizu, Chisato
Kim, Jihoon
Khandelwal, Soni
Tremoulet, Adriana H.
Kanegaye, John T.
Bocchini, Joseph
Das, Soumita
Burns, Jane C.
Sahoo, Debashis
author_facet Ghosh, Pradipta
Katkar, Gajanan D.
Shimizu, Chisato
Kim, Jihoon
Khandelwal, Soni
Tremoulet, Adriana H.
Kanegaye, John T.
Bocchini, Joseph
Das, Soumita
Burns, Jane C.
Sahoo, Debashis
author_sort Ghosh, Pradipta
collection PubMed
description Multisystem inflammatory syndrome in children (MIS-C) is an illness that emerged amidst the COVID-19 pandemic but shares many clinical features with the pre-pandemic syndrome of Kawasaki disease (KD). Here we compare the two syndromes using a computational toolbox of two gene signatures that were developed in the context of SARS-CoV-2 infection, i.e., the viral pandemic (ViP) and severe-ViP signatures and a 13-transcript signature previously demonstrated to be diagnostic for KD, and validated our findings in whole blood RNA sequences, serum cytokines, and formalin fixed heart tissues. Results show that KD and MIS-C are on the same continuum of the host immune response as COVID-19. Both the pediatric syndromes converge upon an IL15/IL15RA-centric cytokine storm, suggestive of shared proximal pathways of immunopathogenesis; however, they diverge in other laboratory parameters and cardiac phenotypes. The ViP signatures reveal unique targetable cytokine pathways in MIS-C, place MIS-C farther along in the spectrum in severity compared to KD and pinpoint key clinical (reduced cardiac function) and laboratory (thrombocytopenia and eosinopenia) parameters that can be useful to monitor severity.
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spelling pubmed-91107262022-05-18 An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease Ghosh, Pradipta Katkar, Gajanan D. Shimizu, Chisato Kim, Jihoon Khandelwal, Soni Tremoulet, Adriana H. Kanegaye, John T. Bocchini, Joseph Das, Soumita Burns, Jane C. Sahoo, Debashis Nat Commun Article Multisystem inflammatory syndrome in children (MIS-C) is an illness that emerged amidst the COVID-19 pandemic but shares many clinical features with the pre-pandemic syndrome of Kawasaki disease (KD). Here we compare the two syndromes using a computational toolbox of two gene signatures that were developed in the context of SARS-CoV-2 infection, i.e., the viral pandemic (ViP) and severe-ViP signatures and a 13-transcript signature previously demonstrated to be diagnostic for KD, and validated our findings in whole blood RNA sequences, serum cytokines, and formalin fixed heart tissues. Results show that KD and MIS-C are on the same continuum of the host immune response as COVID-19. Both the pediatric syndromes converge upon an IL15/IL15RA-centric cytokine storm, suggestive of shared proximal pathways of immunopathogenesis; however, they diverge in other laboratory parameters and cardiac phenotypes. The ViP signatures reveal unique targetable cytokine pathways in MIS-C, place MIS-C farther along in the spectrum in severity compared to KD and pinpoint key clinical (reduced cardiac function) and laboratory (thrombocytopenia and eosinopenia) parameters that can be useful to monitor severity. Nature Publishing Group UK 2022-05-16 /pmc/articles/PMC9110726/ /pubmed/35577777 http://dx.doi.org/10.1038/s41467-022-30357-w Text en © The Author(s) 2022, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Ghosh, Pradipta
Katkar, Gajanan D.
Shimizu, Chisato
Kim, Jihoon
Khandelwal, Soni
Tremoulet, Adriana H.
Kanegaye, John T.
Bocchini, Joseph
Das, Soumita
Burns, Jane C.
Sahoo, Debashis
An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease
title An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease
title_full An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease
title_fullStr An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease
title_full_unstemmed An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease
title_short An Artificial Intelligence-guided signature reveals the shared host immune response in MIS-C and Kawasaki disease
title_sort artificial intelligence-guided signature reveals the shared host immune response in mis-c and kawasaki disease
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9110726/
https://www.ncbi.nlm.nih.gov/pubmed/35577777
http://dx.doi.org/10.1038/s41467-022-30357-w
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