In particular, osteoarthritis is associated with degenerative discs in the spine. See What Is Degenerative Disc Disease? Degenerative discs and osteoarthritis often occur hand in hand because the disc and facet joints (the joints in the back affected by osteoarthritis) are both part of the same three-joint complex.