4.7 Article

Analysis of Metabolite and Lipid Association Networks Reveals Molecular Mechanisms Associated with 3-Month Mortality and Poor Functional Outcomes in Patients with Acute Ischemic Stroke after Thrombolytic Treatment with Recombinant Tissue Plasminogen Activator

Journal

JOURNAL OF PROTEOME RESEARCH
Volume 20, Issue 10, Pages 4758-4770

Publisher

AMER CHEMICAL SOC
DOI: 10.1021/acs.jproteome.1c00406

Keywords

lipidome; metabolomics; multivariate exploratory analysis; nuclear magnetic resonance; thrombolysis

Funding

  1. Italian Ministry of Health, 2006 Finalized Research Programs [RFPS-2006-1-336520]

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This study integrated multivariate, univariate, network reconstruction, and differential analysis to investigate the metabolic pathways underlying outcomes of patients with acute ischemic stroke (AIS). The results showed significant differences in connectivity patterns of different metabolites and lipids between patients with different outcomes, providing promising insights into the molecular mechanisms of AIS patient's outcome.
Here, we present an integrated multivariate, univariate, network reconstruction and differential analysis of metabolite-metabolite and metabolite-lipid association networks built from an array of 18 serum metabolites and 110 lipids identified and quantified through nuclear magnetic resonance spectroscopy in a cohort of 248 patients, of which 22 died and 82 developed a poor functional outcome within 3 months from acute ischemic stroke (AIS) treated with intravenous recombinant tissue plasminogen activator. We explored differences in metabolite and lipid connectivity of patients who did not develop a poor outcome and who survived the ischemic stroke from the related opposite conditions. We report statistically significant differences in the connectivity patterns of both low- and high-molecular-weight metabolites, implying underlying variations in the metabolic pathway involving leucine, glycine, glutamine, tyrosine, phenylalanine, citric, lactic, and acetic acids, ketone bodies, and different lipids, thus characterizing patients' outcomes. Our results evidence the promising and powerful role of the metabolite-metabolite and metabolite-lipid association networks in investigating molecular mechanisms underlying AIS patient's outcome.

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