A systematic investigation of PELI1—including its expression profiles, clinical significance, immune correlations, and underlying molecular mechanisms—could provide novel mechanistic insights into tumorigenesis and facilitate the development of innovative cancer therapies. This evidence concerns the gene PELI1 and cancer.