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Identification and transcriptomic assessment of latent profile pediatric septic shock phenotypes

Sepsis poses a grave threat, especially among children, but treatments are limited owing to heterogeneity among patients. We sought to test the clinical and biological relevance of pediatric septic shock subclasses identified using reproducible approaches. We performed latent profile analyses using...

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Published in:Critical care (London, England) England), 2024-07, Vol.28 (1), p.246, Article 246
Main Authors: Atreya, Mihir R, Huang, Min, Moore, Andrew R, Zheng, Hong, Hasin-Brumshtein, Yehudit, Fitzgerald, Julie C, Weiss, Scott L, Cvijanovich, Natalie Z, Bigham, Michael T, Jain, Parag N, Schwarz, Adam J, Lutfi, Riad, Nowak, Jeffrey, Thomas, Neal J, Quasney, Michael, Dahmer, Mary K, Baines, Torrey, Haileselassie, Bereketeab, Lautz, Andrew J, Stanski, Natalja L, Standage, Stephen W, Kaplan, Jennifer M, Zingarelli, Basilia, Sahay, Rashmi, Zhang, Bin, Sweeney, Timothy E, Khatri, Purvesh, Sanchez-Pinto, L Nelson, Kamaleswaran, Rishikesan
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container_issue 1
container_start_page 246
container_title Critical care (London, England)
container_volume 28
creator Atreya, Mihir R
Huang, Min
Moore, Andrew R
Zheng, Hong
Hasin-Brumshtein, Yehudit
Fitzgerald, Julie C
Weiss, Scott L
Cvijanovich, Natalie Z
Bigham, Michael T
Jain, Parag N
Schwarz, Adam J
Lutfi, Riad
Nowak, Jeffrey
Thomas, Neal J
Quasney, Michael
Dahmer, Mary K
Baines, Torrey
Haileselassie, Bereketeab
Lautz, Andrew J
Stanski, Natalja L
Standage, Stephen W
Kaplan, Jennifer M
Zingarelli, Basilia
Sahay, Rashmi
Zhang, Bin
Sweeney, Timothy E
Khatri, Purvesh
Sanchez-Pinto, L Nelson
Kamaleswaran, Rishikesan
description Sepsis poses a grave threat, especially among children, but treatments are limited owing to heterogeneity among patients. We sought to test the clinical and biological relevance of pediatric septic shock subclasses identified using reproducible approaches. We performed latent profile analyses using clinical, laboratory, and biomarker data from a prospective multi-center pediatric septic shock observational cohort to derive phenotypes and trained a support vector machine model to assign phenotypes in an internal validation set. We established the clinical relevance of phenotypes and tested for their interaction with common sepsis treatments on patient outcomes. We conducted transcriptomic analyses to delineate phenotype-specific biology and inferred underlying cell subpopulations. Finally, we compared whether latent profile phenotypes overlapped with established gene-expression endotypes and compared survival among patients based on an integrated subclassification scheme. Among 1071 pediatric septic shock patients requiring vasoactive support on day 1 included, we identified two phenotypes which we designated as Phenotype 1 (19.5%) and Phenotype 2 (80.5%). Membership in Phenotype 1 was associated with ~ fourfold adjusted odds of complicated course relative to Phenotype 2. Patients belonging to Phenotype 1 were characterized by relatively higher Angiopoietin-2/Tie-2 ratio, Angiopoietin-2, soluble thrombomodulin (sTM), interleukin 8 (IL-8), and intercellular adhesion molecule 1 (ICAM-1) and lower Tie-2 and Angiopoietin-1 concentrations compared to Phenotype 2. We did not identify significant interactions between phenotypes, common treatments, and clinical outcomes. Transcriptomic analysis revealed overexpression of genes implicated in the innate immune response and driven primarily by developing neutrophils among patients designated as Phenotype 1. There was no statistically significant overlap between established gene-expression endotypes, reflective of the host adaptive response, and the newly derived phenotypes, reflective of the host innate response including microvascular endothelial dysfunction. However, an integrated subclassification scheme demonstrated varying survival probabilities when comparing patient endophenotypes. Our research underscores the reproducibility of latent profile analyses to identify pediatric septic shock phenotypes with high prognostic relevance. Pending validation, an integrated subclassification scheme, reflective of the diffe
doi_str_mv 10.1186/s13054-024-05020-z
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We sought to test the clinical and biological relevance of pediatric septic shock subclasses identified using reproducible approaches. We performed latent profile analyses using clinical, laboratory, and biomarker data from a prospective multi-center pediatric septic shock observational cohort to derive phenotypes and trained a support vector machine model to assign phenotypes in an internal validation set. We established the clinical relevance of phenotypes and tested for their interaction with common sepsis treatments on patient outcomes. We conducted transcriptomic analyses to delineate phenotype-specific biology and inferred underlying cell subpopulations. Finally, we compared whether latent profile phenotypes overlapped with established gene-expression endotypes and compared survival among patients based on an integrated subclassification scheme. Among 1071 pediatric septic shock patients requiring vasoactive support on day 1 included, we identified two phenotypes which we designated as Phenotype 1 (19.5%) and Phenotype 2 (80.5%). Membership in Phenotype 1 was associated with ~ fourfold adjusted odds of complicated course relative to Phenotype 2. Patients belonging to Phenotype 1 were characterized by relatively higher Angiopoietin-2/Tie-2 ratio, Angiopoietin-2, soluble thrombomodulin (sTM), interleukin 8 (IL-8), and intercellular adhesion molecule 1 (ICAM-1) and lower Tie-2 and Angiopoietin-1 concentrations compared to Phenotype 2. We did not identify significant interactions between phenotypes, common treatments, and clinical outcomes. Transcriptomic analysis revealed overexpression of genes implicated in the innate immune response and driven primarily by developing neutrophils among patients designated as Phenotype 1. There was no statistically significant overlap between established gene-expression endotypes, reflective of the host adaptive response, and the newly derived phenotypes, reflective of the host innate response including microvascular endothelial dysfunction. However, an integrated subclassification scheme demonstrated varying survival probabilities when comparing patient endophenotypes. Our research underscores the reproducibility of latent profile analyses to identify pediatric septic shock phenotypes with high prognostic relevance. 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There was no statistically significant overlap between established gene-expression endotypes, reflective of the host adaptive response, and the newly derived phenotypes, reflective of the host innate response including microvascular endothelial dysfunction. However, an integrated subclassification scheme demonstrated varying survival probabilities when comparing patient endophenotypes. Our research underscores the reproducibility of latent profile analyses to identify pediatric septic shock phenotypes with high prognostic relevance. 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Medical Complete (Alumni)</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>Publicly Available Content Database (Proquest) (PQ_SDU_P3)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Critical care (London, England)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Atreya, Mihir R</au><au>Huang, Min</au><au>Moore, Andrew R</au><au>Zheng, Hong</au><au>Hasin-Brumshtein, Yehudit</au><au>Fitzgerald, Julie C</au><au>Weiss, Scott L</au><au>Cvijanovich, Natalie Z</au><au>Bigham, Michael T</au><au>Jain, Parag N</au><au>Schwarz, Adam J</au><au>Lutfi, Riad</au><au>Nowak, Jeffrey</au><au>Thomas, Neal J</au><au>Quasney, Michael</au><au>Dahmer, Mary K</au><au>Baines, Torrey</au><au>Haileselassie, Bereketeab</au><au>Lautz, Andrew J</au><au>Stanski, Natalja L</au><au>Standage, Stephen W</au><au>Kaplan, Jennifer M</au><au>Zingarelli, Basilia</au><au>Sahay, Rashmi</au><au>Zhang, Bin</au><au>Sweeney, Timothy E</au><au>Khatri, Purvesh</au><au>Sanchez-Pinto, L Nelson</au><au>Kamaleswaran, Rishikesan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification and transcriptomic assessment of latent profile pediatric septic shock phenotypes</atitle><jtitle>Critical care (London, England)</jtitle><addtitle>Crit Care</addtitle><date>2024-07-17</date><risdate>2024</risdate><volume>28</volume><issue>1</issue><spage>246</spage><pages>246-</pages><artnum>246</artnum><issn>1364-8535</issn><issn>1466-609X</issn><eissn>1466-609X</eissn><eissn>1364-8535</eissn><eissn>1366-609X</eissn><abstract>Sepsis poses a grave threat, especially among children, but treatments are limited owing to heterogeneity among patients. We sought to test the clinical and biological relevance of pediatric septic shock subclasses identified using reproducible approaches. We performed latent profile analyses using clinical, laboratory, and biomarker data from a prospective multi-center pediatric septic shock observational cohort to derive phenotypes and trained a support vector machine model to assign phenotypes in an internal validation set. We established the clinical relevance of phenotypes and tested for their interaction with common sepsis treatments on patient outcomes. We conducted transcriptomic analyses to delineate phenotype-specific biology and inferred underlying cell subpopulations. Finally, we compared whether latent profile phenotypes overlapped with established gene-expression endotypes and compared survival among patients based on an integrated subclassification scheme. Among 1071 pediatric septic shock patients requiring vasoactive support on day 1 included, we identified two phenotypes which we designated as Phenotype 1 (19.5%) and Phenotype 2 (80.5%). Membership in Phenotype 1 was associated with ~ fourfold adjusted odds of complicated course relative to Phenotype 2. Patients belonging to Phenotype 1 were characterized by relatively higher Angiopoietin-2/Tie-2 ratio, Angiopoietin-2, soluble thrombomodulin (sTM), interleukin 8 (IL-8), and intercellular adhesion molecule 1 (ICAM-1) and lower Tie-2 and Angiopoietin-1 concentrations compared to Phenotype 2. We did not identify significant interactions between phenotypes, common treatments, and clinical outcomes. Transcriptomic analysis revealed overexpression of genes implicated in the innate immune response and driven primarily by developing neutrophils among patients designated as Phenotype 1. There was no statistically significant overlap between established gene-expression endotypes, reflective of the host adaptive response, and the newly derived phenotypes, reflective of the host innate response including microvascular endothelial dysfunction. However, an integrated subclassification scheme demonstrated varying survival probabilities when comparing patient endophenotypes. Our research underscores the reproducibility of latent profile analyses to identify pediatric septic shock phenotypes with high prognostic relevance. Pending validation, an integrated subclassification scheme, reflective of the different facets of the host response, holds promise to inform targeted intervention among those critically ill.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>39014377</pmid><doi>10.1186/s13054-024-05020-z</doi><oa>free_for_read</oa></addata></record>
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identifier ISSN: 1364-8535
ispartof Critical care (London, England), 2024-07, Vol.28 (1), p.246, Article 246
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1466-609X
1466-609X
1364-8535
1366-609X
language eng
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source PubMed Central (Open Access); Publicly Available Content Database (Proquest) (PQ_SDU_P3); Coronavirus Research Database
subjects Adolescent
Biomarkers
Biomarkers - analysis
Care and treatment
Child
Child, Preschool
Clinical outcomes
Cohort Studies
Comorbidity
Datasets
Female
Gene Expression Profiling - methods
Genes
Genotype & phenotype
Humans
Infant
Infection
Interleukins
Male
Medical research
Medicine, Experimental
Mortality
Patients
Pediatrics
Phenotype
Precision medicine
Prospective Studies
Sepsis
Septic shock
Shock, Septic - classification
Shock, Septic - genetics
Shock, Septic - physiopathology
Steroids
Transcriptome - genetics
title Identification and transcriptomic assessment of latent profile pediatric septic shock phenotypes
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