Further dissection of the data into sub-groups of patients who developed pneumonia, meningitis, and other infections (having other infections such as urinary tract infections (UTI) or in addition to pneumonia or meningitis) revealed distinct differences in serum IL-6 levels among these sub-groups. This evidence concerns the gene IL6 and pneumonia.