Deriving Biological Meaning and Clinical Application for Pediatric Sepsis with Data-driven Analysis

Y Qin - 2024 - d-scholarship.pitt.edu
Pediatric sepsis is a life-threatening syndrome characterized by abnormal immune response
to infection, resulting in organ failure and mortality. However, the success of regular …

[HTML][HTML] Refining empiric subgroups of pediatric sepsis using machine-learning techniques on observational data

Y Qin, RI Caldino Bohn, A Sriram, KF Kernan… - Frontiers in …, 2023 - frontiersin.org
Sepsis contributes to 1 of every 5 deaths globally with 3 million per year occurring in
children. To improve clinical outcomes in pediatric sepsis, it is critical to avoid “one-size-fits …

[HTML][HTML] Derivation, validation, and transcriptomic assessment of pediatric septic shock phenotypes identified through latent profile analyses: Results from a …

MR Atreya, M Huang, AR Moore, H Zheng… - Research …, 2023 - ncbi.nlm.nih.gov
Background Sepsis poses a grave threat, especially among children, but treatments are
limited due to clinical and biological heterogeneity among patients. Thus, there is an urgent …

[HTML][HTML] Deciphering the molecular classification of pediatric sepsis: integrating WGCNA and machine learning-based classification with immune signatures for the …

J Huang, J Chen, C Wang, L Lai, H Mi, S Chen - Frontiers in Genetics, 2024 - frontiersin.org
Introduction: Pediatric sepsis (PS) is a life-threatening infection associated with high
mortality rates, necessitating a deeper understanding of its underlying pathological …

Derivation, Validation, and Transcriptomic Assessment of Pediatric Septic Shock Molecular Phenotypes Identified Through Latent Profile Analyses

MR Atreya, M Huang, A Lautz, P Khatri… - … BENCH-TO-BEDSIDE …, 2024 - atsjournals.org
Background: Sepsis is a life-threatening condition with a dysregulated host response,
causing significant mortality, especially among children. Despite numerous trials, treatments …

Emerging Strategies in Sepsis Management: Early Detection, Intervention, and Beyond

MTA Hossam, SEA Youssef - … Journal of Applied Health Care Analytics, 2023 - norislab.com
Sepsis is a critical global health concern characterized by a dysregulated immune response
to infection, leading to widespread tissue damage, organ failure, and high mortality rates …

Precision medicine in pediatric sepsis

MR Atreya, HR Wong - Current opinion in pediatrics, 2019 - journals.lww.com
Precision medicine approaches may be used to subclassify, risk-stratify, and select pediatric
patients with sepsis who may benefit from new therapies. Application of precision medicine …

[HTML][HTML] Children are small adults (when properly normalized): Transferrable/generalizable sepsis prediction

C Marassi, D Socia, D Larie, G An, RC Cockrell - Surgery Open Science, 2023 - Elsevier
Background Though governed by the same underlying biology, the differential physiology of
children causes the temporal evolution from health to a septic/diseased state to follow …

Derivation of four computable 24-hour pediatric sepsis phenotypes to facilitate personalized enrollment in early precise anti-inflammatory clinical trials

Y Qin, KF Kernan, Z Fan, HJ Park, S Kim, SW Canna… - medRxiv, 2021 - medrxiv.org
ABSTRACT Objective Thrombotic microangiopathy induced Thrombocytopenia Associated
Multiple Organ Failure and hyperinflammatory Macrophage Activation Syndrome are …

[HTML][HTML] Machine learning based refined differential gene expression analysis of pediatric sepsis

M Abbas, Y El-Manzalawy - BMC medical genomics, 2020 - Springer
Background Differential expression (DE) analysis of transcriptomic data enables genome-
wide analysis of gene expression changes associated with biological conditions of interest …