Despite our pooled analysis not identifying any clinical indices as an independent factor of DR incidence, previous studies have highlighted significant associations of obesity (BMI >30), high cholesterol levels, HbA1c, and FGF21 associated with DR incidence (Heidari & Hasanpour, 2021). This evidence concerns the gene FGF21 and obesity disorder.