Specifically, pneumonia patients exhibited elevated proportions of Macrophages M0, Monocytes, Neutrophils, and regulatory T cells (Tregs) in peripheral blood, alongside reduced proportions of resting NK cells, activated CD4 memory T cells, resting CD4 memory T cells, and CD8 T cells. This evidence concerns the gene CD8A and pneumonia.