Many clinical studies suffer from the censoring by death problem when the effect of treatment on a non-mortality outcome is of interest. To address the problem that the censoring of the non-mortality measurement is informative, in this talk, we focus on deriving bound on the survivor average causal effect (SACE) which is a well-defined causal quantity.