Although the impact on the overall predictive performance by adding A‐FABP to a multivariable‐adjusted model was modest, our findings would support an association between A‐FABP and the development of obesity‐related CVD. Here, FABP4 is linked to obesity due to melanocortin 4 receptor deficiency.