Notably, valine-betaine has a relatively high correlation with urine albumin (0.47) and dimethyl-arg a negative correlation for serum creatinine (-0.41), which likely indicates that in this application, TSP selected metabolites ions with a moderate-high correlation with known clinical markers of kidney disease. The gene discussed is ALB; the disease is kidney disorder.