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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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.
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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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