STUB1 and acute kidney injury: Additionally, CHIP and AKI are both associated with age; although we adjusted for age and age2 in our prospective cohort analyses to model the shape of these associations (as shown in Extended Data Fig. 1a,c), it is possible that collinearity of these variables may have resulted in residual confounding of our risk estimates.