The 22 metabolic features, characterized by fewerfeatures butsuperior performance, were selected as a panel for septic shock prediction.For comparison, clinical features collected upon admission, includingtraditional sepsis biomarkers like CRP, PCT, lactate, and WBC, werealso used for modeling. This evidence concerns the gene CRP and Sepsis.