Multivariate analysis confirmed winter, chlamydia infection, conjunctival congestion, fever duration, and hemoglobin, NT-proBNP, ALB, and TBIL levels as independent risk factors, suggesting that these variables may have an independent impact on the outcome variables. This evidence concerns the gene NPPB and chlamydia infectious disease.