We identified 104 associations and found significant beneficial outcomes associated with IF on BMI, body weight, fat mass, LDL-C, total cholesterol, triglycerides, fasting plasma glucose, fasting insulin, HOMA-IR, and systolic and diastolic blood pressure, mostly in adults with overweight or obesity. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.