This seems like an advance in understanding, even if it doesn't lead directly to a treatment.
Abstract of the paper, actual paper behind a paywall:
Relatively solid stories like this help raise my estimate that significant life extension is possible in our lifetimes. The likelihood seems to be that it won't be a "magic pill" but a combination of therapies.
If nothing else, it's another reason to eat healthy and stay in shape.