Here, we first conducted a gene-based association analysis and effective-median-based Mendelian randomization framework for inferring the causal genes (EMIC) analysis to determine if ARVCF is associated with alcohol use in a Chinese genome-wide sequencing dataset, and we then replicated the findings with an independent European alcohol dependence dataset. The gene discussed is ARVCF; the disease is alcohol dependence.