These included stroke type, treatment approach, vascular conditions, SBP, HR, LDL-C, HDL-C, CREA, NT-proBNP, D-dimer, FIB, leukocytes, neutrophils, monocytes, lymphocytes, SII, LVEF, NIHSS scores at admission, ESRS, mRS scores, and pre-stroke CHA2DS2-VASc-60 scores, all showing statistical significance (P < 0.05). The gene discussed is NPPB; the disease is Stroke.