The best 3-parameter model, assessed using the MCC on the testing set, contained EGF, GDF15, and neopterin as input parameters and classified patients into either CKD stages 1–3 or CKD stages 4–5 groups (Figure 2). This evidence concerns the gene GDF15 and chronic kidney disease.