ML identified robust predictive models, highlighting SUV and kurtosis (from PET and CT features, respectively) and the expression levels of TP63, EPHA10, FBN2, and IL1RAP as key tools for distinguishing adenocarcinoma from squamous cell carcinoma. This evidence concerns the gene IL1RAP and squamous cell carcinoma.