Lasso regression analysis showed NFKBIA, PLAUR, SYK, and TLR2 as characteristic genes during BV, and 10 genes including CASP1, CD274, and CCL18, as characteristic genes during HPV infection (Figure 2F, G; Supplementary Table 4). The gene discussed is CASP1; the disease is bacterial vaginosis.