Genomics Proteomics & Bioinformatics · 2023 · 13 citations · 35 references
Life SciencesImmunologyPathobiologyInnate ImmunityMulti-omics IntegrationSepsisMulti-omics Association AnalysisMulti-omics Data FusionMulti-omics InterpretationOmics IntegrationSepsis PathophysiologyToll-like ReceptorsAcute Liver DysfunctionIntegrative Multi-omics AnalysisMulti-omics Pathway IntegrationSepsis PathologySepsis-associated InflammationTime-series Multi-omics IntegrationToll-like Receptor SignalingToll-like Receptors In Sepsis
The recently developed technologies that allow the analysis of each single omics have provided an unbiased insight into ongoing disease processes. However, it remains challenging to specify the study design for the subsequent integration strategies that can associate sepsis pathophysiology and clinical outcomes. Here, we conducted a time-dependent multi-omics integration (TDMI) in a sepsis-associated liver dysfunction (SALD) model. We successfully deduced the relation of the Toll-like receptor 4 (TLR4) pathway with SALD. Although TLR4 is a critical factor in sepsis progression, it is not specified in single-omics analyses but only in the TDMI analysis. This finding indicates that the TDMI-based approach is more advantageous than single-omics analyses in terms of exploring the underlying pathophysiological mechanism of SALD. Furthermore, TDMI-based approach can be an ideal paradigm for insightful biological interpretations of multi-omics datasets that will potentially reveal novel insights into basic biology, health, and diseases, thus allowing the identification of promising candidates for therapeutic strategies.
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