Our study represents a substantial stride in advancing our understanding of the potential significance of GDF-15 in obesity and diabetes, highlighting its promising role as a biomarker for metabolic disease among various ages, genders, and ethnic groups. This evidence concerns the gene GDF15 and Other metabolic disease.