Among the top consistently chosen variables (that were not DEGs) in our machine learning analysis, Syndecan-4 (SDC4) has been found to be a potential biomarker with an anti-inflammatory function in patients with acute pneumonia (48). The gene discussed is SDC4; the disease is pneumonia.