The SVM model consisting of monocyte HLA-DR (MFI), neutrophil CD64 (MFI), CD8+ T cells (cells/μl), NK cells (cell/μl) and TBNK (cells/μl) best identified patients at risk of pneumonia. Here, FCGR1A is linked to pneumonia.