ASPN and idiopathic pulmonary fibrosis: This study investigates the molecular basis of IPF, pinpointing 67 key genes linked to the disease, with a focus on notable genes like ASPN and COL1A1. It also identifies potential therapeutic targets and regulators through protein interactions, microRNAs, and transcription factors.