ECHDC1 and cancer: During the identification of effective cancer predictive genes, We initially excluded ATPAF1 (associated with mitochondrial function) and ECHDC1 (involved in fatty acid oxidation) from our analysis because the expression levels of these functional genes are influenced by multiple factors.