CHI3L1 and osteoarthritis: Notably, several other hub genes and genes associated with upstream regulators highlighted in our study—such as TIMP2, POSTN, and CHI3L1—are also critical regulators of ECM remodeling in other degenerative and fibrotic conditions, including osteoarthritis [31].