SH2B1 and obesity due to melanocortin 4 receptor deficiency: Fourth, our analysis showed that SNPs in SH2B1 were associated with BMI, hip circumference, and TFM, which are direct indicators of obesity, as well as alcohol intake [45] and physical activity, which may indirectly contribute to obesity, suggesting that these lifestyle-related traits may also be linked to common genetic mechanisms.