The logistic regression model included gender (female vs. male), age (>60 years vs. ≤ 60 years), smoking/drinking history (Yes vs. No), family history (Yes vs. No), differentiation (Poor vs. Moderate/Well), tumor size (>5 cm vs. ≤ 5 cm), tumor location (Right-sided vs Left-sided), tumor staging (III + IV vs. 0 + I + II), Ki-67 (>65% vs. ≤ 65%), RAS status (Mutant vs. Wildtype), BRAFV600E status (Mutant vs. Wildtype), p53 protein (Present vs. Absent), EGFR protein (Present vs. Absent), and F. nucleatum abundance (High vs. Low). Here, EGFR is linked to neoplasm.