A deeper investigation into the interaction mechanisms between SERPINH1, PLOD1, ITGA5, and ESM1, and how they collectively influence tumor biological behavior, may reveal potential therapeutic targets for novel treatment strategies. Here, PLOD1 is linked to neoplasm.