The highest TMB was detected in the A-ESCC phase, in which the mutation of MACF1, a large crosslinker that contributes to cell integrity and cell differentiation58, activated Wnt signaling at the multi-omics level. Here, MACF1 is linked to esophageal squamous cell carcinoma.