ID1 and pancreatic adenocarcinoma: This finding not only provides mechanistic insight into the hypoxic regulation of ID1, but also aligns with clinical observations that hypoxic PAAD tumors exhibit heightened aggressiveness and diminished therapeutic responsiveness.