Research focuses on biomarker discovery and clinical proteomics using extracellular vesicles to map inflammation and organ dysfunction. Designs prospective ED cohorts and applies mass spectrometry and statistical modeling to enable earlier diagnosis and risk stratification in sepsis and related conditions.