ML models incorporating prenatal and infancy clinical variables also showed that placental IRS1 (CpG2) methylation was key in predicting the BMI, alongside the maternal blood pressure, gestational smoking, children’s weight at 6 months, gestational age, maternal BMI, paternal obesity, and breastfeeding duration. Here, IRS1 is linked to obesity disorder.