“…Similar to the APC, BRAF, and KRAS genes, the FBXW7 gene aberrations are commonly identified in many cancer types, identified in about 5–10 % of all sequenced cancer cases [ [13] , [14] , [15] , [16] ], approximately 5–7% in CRCs [ 17 ], 30 % in cholangiocarcinoma [ 13 ], and 15 % in hepatic cancer [ 18 , 19 ]. An important pitfall hindering cancer-sequencing exploration is the limited headway to substantively detect variant genes with reduced recurrence mutation rate “i.e.…”