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Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators

Sepsis remains a leading cause of death in ICUs all over the world, with pediatric sepsis accounting for a high percentage of mortality in pediatric ICUs. Its complexity makes it difficult to establish a consensus on genetic biomarkers and therapeutic targets. A promising strategy is to investigate...

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Autores principales: Oliveira, Raffael Azevedo de Carvalho, Imparato, Danilo Oliveira, Fernandes, Vítor Gabriel Saldanha, Cavalcante, João Vitor Ferreira, Albanus, Ricardo D’Oliveira, Dalmolin, Rodrigo Juliani Siqueira
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8533457/
https://www.ncbi.nlm.nih.gov/pubmed/34680414
http://dx.doi.org/10.3390/biomedicines9101297
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author Oliveira, Raffael Azevedo de Carvalho
Imparato, Danilo Oliveira
Fernandes, Vítor Gabriel Saldanha
Cavalcante, João Vitor Ferreira
Albanus, Ricardo D’Oliveira
Dalmolin, Rodrigo Juliani Siqueira
author_facet Oliveira, Raffael Azevedo de Carvalho
Imparato, Danilo Oliveira
Fernandes, Vítor Gabriel Saldanha
Cavalcante, João Vitor Ferreira
Albanus, Ricardo D’Oliveira
Dalmolin, Rodrigo Juliani Siqueira
author_sort Oliveira, Raffael Azevedo de Carvalho
collection PubMed
description Sepsis remains a leading cause of death in ICUs all over the world, with pediatric sepsis accounting for a high percentage of mortality in pediatric ICUs. Its complexity makes it difficult to establish a consensus on genetic biomarkers and therapeutic targets. A promising strategy is to investigate the regulatory mechanisms involved in sepsis progression, but there are few studies regarding gene regulation in sepsis. This work aimed to reconstruct the sepsis regulatory network and identify transcription factors (TFs) driving transcriptional states, which we refer to here as master regulators. We used public gene expression datasets to infer the co-expression network associated with sepsis in a retrospective study. We identified a set of 15 TFs as potential master regulators of pediatric sepsis, which were divided into two main clusters. The first cluster corresponded to TFs with decreased activity in pediatric sepsis, and GATA3 and RORA, as well as other TFs previously implicated in the context of inflammatory response. The second cluster corresponded to TFs with increased activity in pediatric sepsis and was composed of TRIM25, RFX2, and MEF2A, genes not previously described as acting in a coordinated way in pediatric sepsis. Altogether, these results show how a subset of master regulators TF can drive pathological transcriptional states, with implications for sepsis biology and treatment.
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spelling pubmed-85334572021-10-23 Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators Oliveira, Raffael Azevedo de Carvalho Imparato, Danilo Oliveira Fernandes, Vítor Gabriel Saldanha Cavalcante, João Vitor Ferreira Albanus, Ricardo D’Oliveira Dalmolin, Rodrigo Juliani Siqueira Biomedicines Article Sepsis remains a leading cause of death in ICUs all over the world, with pediatric sepsis accounting for a high percentage of mortality in pediatric ICUs. Its complexity makes it difficult to establish a consensus on genetic biomarkers and therapeutic targets. A promising strategy is to investigate the regulatory mechanisms involved in sepsis progression, but there are few studies regarding gene regulation in sepsis. This work aimed to reconstruct the sepsis regulatory network and identify transcription factors (TFs) driving transcriptional states, which we refer to here as master regulators. We used public gene expression datasets to infer the co-expression network associated with sepsis in a retrospective study. We identified a set of 15 TFs as potential master regulators of pediatric sepsis, which were divided into two main clusters. The first cluster corresponded to TFs with decreased activity in pediatric sepsis, and GATA3 and RORA, as well as other TFs previously implicated in the context of inflammatory response. The second cluster corresponded to TFs with increased activity in pediatric sepsis and was composed of TRIM25, RFX2, and MEF2A, genes not previously described as acting in a coordinated way in pediatric sepsis. Altogether, these results show how a subset of master regulators TF can drive pathological transcriptional states, with implications for sepsis biology and treatment. MDPI 2021-09-23 /pmc/articles/PMC8533457/ /pubmed/34680414 http://dx.doi.org/10.3390/biomedicines9101297 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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/).
spellingShingle Article
Oliveira, Raffael Azevedo de Carvalho
Imparato, Danilo Oliveira
Fernandes, Vítor Gabriel Saldanha
Cavalcante, João Vitor Ferreira
Albanus, Ricardo D’Oliveira
Dalmolin, Rodrigo Juliani Siqueira
Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators
title Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators
title_full Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators
title_fullStr Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators
title_full_unstemmed Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators
title_short Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators
title_sort reverse engineering of the pediatric sepsis regulatory network and identification of master regulators
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8533457/
https://www.ncbi.nlm.nih.gov/pubmed/34680414
http://dx.doi.org/10.3390/biomedicines9101297
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