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Identification and transcriptomic assessment of latent profile pediatric septic shock phenotypes.
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.
Afiliación
  • Atreya MR; Division of Critical Care Medicine, MLC2005, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA. Mihir.Atreya@cchmc.org.
  • Huang M; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA. Mihir.Atreya@cchmc.org.
  • Moore AR; Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, USA.
  • Zheng H; Stanford Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.
  • Hasin-Brumshtein Y; Stanford Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA.
  • Fitzgerald JC; Center for Biomedical Informatics Research, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA.
  • Weiss SL; Inflammatix, Sunnyvale, CA, 94085, USA.
  • Cvijanovich NZ; Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA.
  • Bigham MT; Nemours Children's Health, Wilmington, DE, 19803, USA.
  • Jain PN; UCSF Benioff Children's Hospital Oakland, Oakland, CA, 94609, USA.
  • Schwarz AJ; Akron Children's Hospital, Akron, OH, 44308, USA.
  • Lutfi R; Texas Children's Hospital, Baylor College of Medicine, Houston, TX, 77030, USA.
  • Nowak J; Children's Hospital of Orange County, Orange, CA, 92868, USA.
  • Thomas NJ; Riley Hospital for Children, Indianapolis, IN, 46202, USA.
  • Quasney M; Children's Hospital and Clinics of Minnesota, Minneapolis, MN, 55404, USA.
  • Dahmer MK; Penn State Hershey Children's Hospital, Hershey, PA, 17033, USA.
  • Baines T; C.S Mott Children's Hospital, University of Michigan, Ann Arbor, MI, 48109, USA.
  • Haileselassie B; C.S Mott Children's Hospital, University of Michigan, Ann Arbor, MI, 48109, USA.
  • Lautz AJ; University of Florida Health Children's Hospital, Gainesville, FL, 32610, USA.
  • Stanski NL; Lucile Packard Children's Hospital Stanford, Palo Alto, CA, 94304, USA.
  • Standage SW; Division of Critical Care Medicine, MLC2005, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
  • Kaplan JM; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA.
  • Zingarelli B; Division of Critical Care Medicine, MLC2005, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
  • Sahay R; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA.
  • Zhang B; Division of Critical Care Medicine, MLC2005, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
  • Sweeney TE; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA.
  • Khatri P; Division of Critical Care Medicine, MLC2005, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
  • Sanchez-Pinto LN; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA.
  • Kamaleswaran R; Division of Critical Care Medicine, MLC2005, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.
Crit Care ; 28(1): 246, 2024 Jul 17.
Article en En | MEDLINE | ID: mdl-39014377
ABSTRACT

BACKGROUND:

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.

METHODS:

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.

RESULTS:

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.

CONCLUSIONS:

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.
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Fenotipo / Choque Séptico Límite: Adolescent / Child / Child, preschool / Female / Humans / Infant / Male Idioma: En Revista: Crit Care Año: 2024 Tipo del documento: Article País de afiliación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Fenotipo / Choque Séptico Límite: Adolescent / Child / Child, preschool / Female / Humans / Infant / Male Idioma: En Revista: Crit Care Año: 2024 Tipo del documento: Article País de afiliación: Estados Unidos