If you work smart on your lower back not only will it slow down degenerative disc disease, but will be more trained for injuries.
Often people with sedentary work complaint from low back pain or cervical pain. Normal human spine position is straight. When you sit spine take more than 20% more from normal load. Every years catabolic processes destroy more and more cells in intervertebral discs (ivd). Micro traumas like sitting in with bad posture, bending and twist accelerate this process.
When training your low back, you help your muscles where support spine to be more strong and stick it in place. IVDs will get more reserved for long time.
Decreasing degenerative disc disease is complex process. You'll need not only train muscle on low back, but all back, gluteal muscles and legs. They take pressure from body weight when sitting. Exercises like dead lift and squats are great for good body form. I mean every free weight exercise is good choice.
Drink plenty of water not only help for back, but for all body parts.