Moreover, the study reveals consistent results for crucial biomarkers, such as IL-6 and S100B, exhibiting low variability (I2 < 30%) among the studies, which suggests dependable associations with COVID-19 severity, particularly in pneumonia cases. This evidence concerns the gene IL6 and susceptibility to pneumonia measurement.