The Covichem score including: obesity, cardiovascular comorbidities, plasma sodium, albumin, ferritin, lactate dehydrogenase and creatine kinase has prediction accuracy of 0.87 (95% confidence interval 0.80–0.91). This evidence concerns the gene ALB and obesity due to melanocortin 4 receptor deficiency.