Machine Learning Algorithms Identify Pathogen-Specific Biomarkers of Clinical and Metabolomic Characteristics in Septic Patients with Bacterial Infections

<div>Characteristics of metabolomic biomarkers for septic patients at hospital admission. (a) The heat map showed that 199 metabolomic biomarkers can be categorized into 7 kinds of metabolites among patients (Gram-negative or Gram-positive) and controls. (b) Correlation analysis of 199 metabolomic biomarkers illustrated the 3 clearest clusters.</div>

BioMed Research International

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Figure 1

Figure 1: Machine Learning Algorithms Identify Pathogen-Specific Biomarkers of Clinical and Metabolomic Characteristics in Septic Patients with Bacterial Infections 

Figure 1 | Machine Learning Algorithms Identify Pathogen-Specific Biomarkers of Clinical and Metabolomic Characteristics in Septic Patients with Bacterial Infections 