Our research utilizes the multi-dimensional dimensionality reduction (MDR) method to analyze the correlation between the MC4R SNPs based on haplotype clustering and gene × environment (G × E) interactions on obesity in the Maonan population. The gene discussed is MC4R; the disease is obesity due to melanocortin 4 receptor deficiency.