YTHDF3 and alkaline phosphatase measurement: These findings were corroborated using summary-data-based MR (SMR) and heterogeneity in dependent instruments (HEIDI) heterogeneity tests, which confirmed the causal effect of YTHDF3 expression on reduced AP risk and excluded the possibility of spurious associations due to linkage disequilibrium (LD).