Moreover, no studies, to our knowledge, were conducted to investigate specific ecological risk factors toward pneumonia rather than “rural residence.” The risk of pneumonia is partially driven by host genetics, such as the CYP1A1 gene. Here, CYP1A1 is linked to susceptibility to pneumonia measurement.