After an estrogen stimulation test, normal individuals experience a surge in plasma LH levels; by contrast, plasma LH levels do not rise and plasma FSH levels are suppressed after administration of estrogen to women with diabetic nephropathy. This evidence concerns the gene PLOD1 and diabetic kidney disease.