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Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature
BACKGROUND: To identify a diagnostic blood transcriptomic signature that distinguishes multisystem inflammatory syndrome in children (MIS-C) from Kawasaki disease (KD), bacterial infections, and viral infections. METHODS: Children presenting with MIS-C to participating hospitals in the United Kingdo...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312302/ https://www.ncbi.nlm.nih.gov/pubmed/37255317 http://dx.doi.org/10.1093/jpids/piad035 |
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author | Jackson, Heather R Miglietta, Luca Habgood-Coote, Dominic D’Souza, Giselle Shah, Priyen Nichols, Samuel Vito, Ortensia Powell, Oliver Davidson, Maisey Salina Shimizu, Chisato Agyeman, Philipp K A Beudeker, Coco R Brengel-Pesce, Karen Carrol, Enitan D Carter, Michael J De, Tisham Eleftheriou, Irini Emonts, Marieke Epalza, Cristina Georgiou, Pantelis De Groot, Ronald Fidler, Katy Fink, Colin van Keulen, Daniëlle Kuijpers, Taco Moll, Henriette Papatheodorou, Irene Paulus, Stephane Pokorn, Marko Pollard, Andrew J Rivero-Calle, Irene Rojo, Pablo Secka, Fatou Schlapbach, Luregn J Tremoulet, Adriana H Tsolia, Maria Usuf, Effua Van Der Flier, Michiel Von Both, Ulrich Vermont, Clementien Yeung, Shunmay Zavadska, Dace Zenz, Werner Coin, Lachlan J M Cunnington, Aubrey Burns, Jane C Wright, Victoria Martinon-Torres, Federico Herberg, Jethro A Rodriguez-Manzano, Jesus Kaforou, Myrsini Levin, Michael |
author_facet | Jackson, Heather R Miglietta, Luca Habgood-Coote, Dominic D’Souza, Giselle Shah, Priyen Nichols, Samuel Vito, Ortensia Powell, Oliver Davidson, Maisey Salina Shimizu, Chisato Agyeman, Philipp K A Beudeker, Coco R Brengel-Pesce, Karen Carrol, Enitan D Carter, Michael J De, Tisham Eleftheriou, Irini Emonts, Marieke Epalza, Cristina Georgiou, Pantelis De Groot, Ronald Fidler, Katy Fink, Colin van Keulen, Daniëlle Kuijpers, Taco Moll, Henriette Papatheodorou, Irene Paulus, Stephane Pokorn, Marko Pollard, Andrew J Rivero-Calle, Irene Rojo, Pablo Secka, Fatou Schlapbach, Luregn J Tremoulet, Adriana H Tsolia, Maria Usuf, Effua Van Der Flier, Michiel Von Both, Ulrich Vermont, Clementien Yeung, Shunmay Zavadska, Dace Zenz, Werner Coin, Lachlan J M Cunnington, Aubrey Burns, Jane C Wright, Victoria Martinon-Torres, Federico Herberg, Jethro A Rodriguez-Manzano, Jesus Kaforou, Myrsini Levin, Michael |
author_sort | Jackson, Heather R |
collection | PubMed |
description | BACKGROUND: To identify a diagnostic blood transcriptomic signature that distinguishes multisystem inflammatory syndrome in children (MIS-C) from Kawasaki disease (KD), bacterial infections, and viral infections. METHODS: Children presenting with MIS-C to participating hospitals in the United Kingdom and the European Union between April 2020 and April 2021 were prospectively recruited. Whole-blood RNA Sequencing was performed, contrasting the transcriptomes of children with MIS-C (n = 38) to those from children with KD (n = 136), definite bacterial (DB; n = 188) and viral infections (DV; n = 138). Genes significantly differentially expressed (SDE) between MIS-C and comparator groups were identified. Feature selection was used to identify genes that optimally distinguish MIS-C from other diseases, which were subsequently translated into RT-qPCR assays and evaluated in an independent validation set comprising MIS-C (n = 37), KD (n = 19), DB (n = 56), DV (n = 43), and COVID-19 (n = 39). RESULTS: In the discovery set, 5696 genes were SDE between MIS-C and combined comparator disease groups. Five genes were identified as potential MIS-C diagnostic biomarkers (HSPBAP1, VPS37C, TGFB1, MX2, and TRBV11-2), achieving an AUC of 96.8% (95% CI: 94.6%–98.9%) in the discovery set, and were translated into RT-qPCR assays. The RT-qPCR 5-gene signature achieved an AUC of 93.2% (95% CI: 88.3%–97.7%) in the independent validation set when distinguishing MIS-C from KD, DB, and DV. CONCLUSIONS: MIS-C can be distinguished from KD, DB, and DV groups using a 5-gene blood RNA expression signature. The small number of genes in the signature and good performance in both discovery and validation sets should enable the development of a diagnostic test for MIS-C. |
format | Online Article Text |
id | pubmed-10312302 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-103123022023-07-01 Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature Jackson, Heather R Miglietta, Luca Habgood-Coote, Dominic D’Souza, Giselle Shah, Priyen Nichols, Samuel Vito, Ortensia Powell, Oliver Davidson, Maisey Salina Shimizu, Chisato Agyeman, Philipp K A Beudeker, Coco R Brengel-Pesce, Karen Carrol, Enitan D Carter, Michael J De, Tisham Eleftheriou, Irini Emonts, Marieke Epalza, Cristina Georgiou, Pantelis De Groot, Ronald Fidler, Katy Fink, Colin van Keulen, Daniëlle Kuijpers, Taco Moll, Henriette Papatheodorou, Irene Paulus, Stephane Pokorn, Marko Pollard, Andrew J Rivero-Calle, Irene Rojo, Pablo Secka, Fatou Schlapbach, Luregn J Tremoulet, Adriana H Tsolia, Maria Usuf, Effua Van Der Flier, Michiel Von Both, Ulrich Vermont, Clementien Yeung, Shunmay Zavadska, Dace Zenz, Werner Coin, Lachlan J M Cunnington, Aubrey Burns, Jane C Wright, Victoria Martinon-Torres, Federico Herberg, Jethro A Rodriguez-Manzano, Jesus Kaforou, Myrsini Levin, Michael J Pediatric Infect Dis Soc Original Article BACKGROUND: To identify a diagnostic blood transcriptomic signature that distinguishes multisystem inflammatory syndrome in children (MIS-C) from Kawasaki disease (KD), bacterial infections, and viral infections. METHODS: Children presenting with MIS-C to participating hospitals in the United Kingdom and the European Union between April 2020 and April 2021 were prospectively recruited. Whole-blood RNA Sequencing was performed, contrasting the transcriptomes of children with MIS-C (n = 38) to those from children with KD (n = 136), definite bacterial (DB; n = 188) and viral infections (DV; n = 138). Genes significantly differentially expressed (SDE) between MIS-C and comparator groups were identified. Feature selection was used to identify genes that optimally distinguish MIS-C from other diseases, which were subsequently translated into RT-qPCR assays and evaluated in an independent validation set comprising MIS-C (n = 37), KD (n = 19), DB (n = 56), DV (n = 43), and COVID-19 (n = 39). RESULTS: In the discovery set, 5696 genes were SDE between MIS-C and combined comparator disease groups. Five genes were identified as potential MIS-C diagnostic biomarkers (HSPBAP1, VPS37C, TGFB1, MX2, and TRBV11-2), achieving an AUC of 96.8% (95% CI: 94.6%–98.9%) in the discovery set, and were translated into RT-qPCR assays. The RT-qPCR 5-gene signature achieved an AUC of 93.2% (95% CI: 88.3%–97.7%) in the independent validation set when distinguishing MIS-C from KD, DB, and DV. CONCLUSIONS: MIS-C can be distinguished from KD, DB, and DV groups using a 5-gene blood RNA expression signature. The small number of genes in the signature and good performance in both discovery and validation sets should enable the development of a diagnostic test for MIS-C. Oxford University Press 2023-05-31 /pmc/articles/PMC10312302/ /pubmed/37255317 http://dx.doi.org/10.1093/jpids/piad035 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of The Journal of the Pediatric Infectious Diseases Society. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Jackson, Heather R Miglietta, Luca Habgood-Coote, Dominic D’Souza, Giselle Shah, Priyen Nichols, Samuel Vito, Ortensia Powell, Oliver Davidson, Maisey Salina Shimizu, Chisato Agyeman, Philipp K A Beudeker, Coco R Brengel-Pesce, Karen Carrol, Enitan D Carter, Michael J De, Tisham Eleftheriou, Irini Emonts, Marieke Epalza, Cristina Georgiou, Pantelis De Groot, Ronald Fidler, Katy Fink, Colin van Keulen, Daniëlle Kuijpers, Taco Moll, Henriette Papatheodorou, Irene Paulus, Stephane Pokorn, Marko Pollard, Andrew J Rivero-Calle, Irene Rojo, Pablo Secka, Fatou Schlapbach, Luregn J Tremoulet, Adriana H Tsolia, Maria Usuf, Effua Van Der Flier, Michiel Von Both, Ulrich Vermont, Clementien Yeung, Shunmay Zavadska, Dace Zenz, Werner Coin, Lachlan J M Cunnington, Aubrey Burns, Jane C Wright, Victoria Martinon-Torres, Federico Herberg, Jethro A Rodriguez-Manzano, Jesus Kaforou, Myrsini Levin, Michael Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature |
title | Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature |
title_full | Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature |
title_fullStr | Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature |
title_full_unstemmed | Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature |
title_short | Diagnosis of Multisystem Inflammatory Syndrome in Children by a Whole-Blood Transcriptional Signature |
title_sort | diagnosis of multisystem inflammatory syndrome in children by a whole-blood transcriptional signature |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312302/ https://www.ncbi.nlm.nih.gov/pubmed/37255317 http://dx.doi.org/10.1093/jpids/piad035 |
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