Similarly, Chase et al. [43] used six laboratory values (haemoglobin, bicarbonate, calcium, phosphorous, and albumin) in addition to EGFR to predict the probability of CKD patients progressing from phase 3 to phase 4 using naive Bayes and logistic regression. This evidence concerns the gene EGFR and chronic kidney disease.