The current study revealed that, within the population without diabetes, non-insulin-based insulin resistance indices (the TyG index and TG/HDL-C ratio) were associated with a greater prevalecne of HF in individuals with obesity, and the results remained stable in subgroup analyses of individuals with abnormal glucose tolerance. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.