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Exploratory factor analysis yields grouping of brain injury biomarkers significantly associated with outcomes in neonatal and pediatric ECMO.
Huang, Victoria; Roem, Jennifer; Ng, Derek K; McElrath Schwartz, Jamie; Everett, Allen D; Padmanabhan, Nikhil; Romero, Daniel; Joe, Jessica; Campbell, Christopher; Sigal, George B; Wohlstadter, Jacob N; Bembea, Melania M.
Afiliación
  • Huang V; Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, 1800 Orleans Street, Bloomberg Suite 6321, Baltimore, MD, 21287, USA.
  • Roem J; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
  • Ng DK; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
  • McElrath Schwartz J; Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, 1800 Orleans Street, Bloomberg Suite 6321, Baltimore, MD, 21287, USA.
  • Everett AD; Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
  • Padmanabhan N; Meso Scale Discovery, Rockville, MD, USA.
  • Romero D; Meso Scale Discovery, Rockville, MD, USA.
  • Joe J; Meso Scale Discovery, Rockville, MD, USA.
  • Campbell C; Meso Scale Discovery, Rockville, MD, USA.
  • Sigal GB; Meso Scale Discovery, Rockville, MD, USA.
  • Wohlstadter JN; Meso Scale Discovery, Rockville, MD, USA.
  • Bembea MM; Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, 1800 Orleans Street, Bloomberg Suite 6321, Baltimore, MD, 21287, USA. mbembea1@jhmi.edu.
Sci Rep ; 14(1): 10790, 2024 05 11.
Article en En | MEDLINE | ID: mdl-38734737
ABSTRACT
In this two-center prospective cohort study of children on ECMO, we assessed a panel of plasma brain injury biomarkers using exploratory factor analysis (EFA) to evaluate their interplay and association with outcomes. Biomarker concentrations were measured daily for the first 3 days of ECMO support in 95 participants. Unfavorable composite outcome was defined as in-hospital mortality or discharge Pediatric Cerebral Performance Category > 2 with decline ≥ 1 point from baseline. EFA grouped 11 biomarkers into three factors. Factor 1 comprised markers of cellular brain injury (NSE, BDNF, GFAP, S100ß, MCP1, VILIP-1, neurogranin); Factor 2 comprised markers related to vascular processes (vWF, PDGFRß, NPTX1); and Factor 3 comprised the BDNF/MMP-9 cellular pathway. Multivariable logistic models demonstrated that higher Factor 1 and 2 scores were associated with higher odds of unfavorable outcome (adjusted OR 2.88 [1.61, 5.66] and 1.89 [1.12, 3.43], respectively). Conversely, higher Factor 3 scores were associated with lower odds of unfavorable outcome (adjusted OR 0.54 [0.31, 0.88]), which is biologically plausible given the role of BDNF in neuroplasticity. Application of EFA on plasma brain injury biomarkers in children on ECMO yielded grouping of biomarkers into three factors that were significantly associated with unfavorable outcome, suggesting future potential as prognostic instruments.
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Lesiones Encefálicas / Biomarcadores / Oxigenación por Membrana Extracorpórea Límite: Child / Child, preschool / Female / Humans / Infant / Male / Newborn Idioma: En Revista: Sci Rep / Sci. rep. (Nat. Publ. Group) / Scientific reports (Nature Publishing Group) Año: 2024 Tipo del documento: Article País de afiliación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Lesiones Encefálicas / Biomarcadores / Oxigenación por Membrana Extracorpórea Límite: Child / Child, preschool / Female / Humans / Infant / Male / Newborn Idioma: En Revista: Sci Rep / Sci. rep. (Nat. Publ. Group) / Scientific reports (Nature Publishing Group) Año: 2024 Tipo del documento: Article País de afiliación: Estados Unidos