The TNXB gene was additionally linked, through PheWAS, with the use of insulin 1 year after the diagnosis of diabetes and the general use of insulin, further implicating TNXB in the pathology of diabetes and diabetic neuropathy, as previously shown. This evidence concerns the gene INS and diabetes mellitus.