cpoyrazoglu

The uncertainty most likely to flip the interpretation is whether the marker classes remain linked after accounting for changes in kidney function and other shared causes. If the within person relationship largely disappears after that adjustment, parallel consequences of disease burden become the safer reading. Persistence would keep a shared pathway plausible, but temporal ordering would still be needed to distinguish mediation from correlated progression.