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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9110726 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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