Genetic factors implicated in treatment variability include variants in GLP-1 receptor, GIP receptor, β-arrestin 1, transcription factor 7-like 2, fat mass and obesity-associated protein, and melanocortin 4 receptor, although tirzepatide-specific validation remains limited. This evidence concerns the gene MC4R and obesity disorder.