By analyzing thyroid hormone levels alongside renal dysfunction parameters, the study identifies significant associations with important clinical implications, emphasizing the need for close monitoring of thyroid function in individuals with renal disease, as thyroid dysfunction may affect disease progression and complications. This evidence concerns the gene TG and thyroid gland disorder.