When applying a redacted, 8-marker signature (CA19-9, VWF, CPE, CTSV, CEACAM1,CD160, Diabetes and Age)—features that were selected with relatively high importance across most base learners, the performance was naturally reduced, yet still performed significantly better against CA19-9 as a single marker during discovery. This evidence concerns the gene CEACAM1 and diabetes mellitus.