Finally, threefold cross-validation was performed using a Random Forrest (RF) algorithm, with all combinations of IL-6, LIGHT, and MMP-2, to determine which combinations could most accurately predict whether a patient had viral or non-viral pneumonia (Figure 3E). This evidence concerns the gene MMP2 and viral pneumonia.