The present study was conducted in order to: 1) quantify the metabolomic expression of dietary intake; and 2) examine the relationship between metabolites that reflect dietary intake and kidney disease progression. This secondary data analysis leverages the completed Modification of Diet in Renal Disease (MDRD) study, a randomized clinical trial of dietary protein restriction (N=840).