The rise in early-onset CAD reflects gene-environment interactions, where genetic risks (e.g., Low-Density Lipoprotein Receptor (LDLR) mutations) are exacerbated by modifiable factors like obesity, poor diet, and physical inactivity [13]. Here, LDLR is linked to Obesity.