Gene expression analysis revealed significant upregulation of immune-related markers (TLR2, CLEC4E, PTX3, CXCL8, IL15RA) and notable SNP variations associated with pneumonia susceptibility. Here, CLEC4E is linked to susceptibility to pneumonia measurement.