Doesn't matter what happens to its contents..just like if a drive failed in a RAID 1 or RAID 5 array...and you replaced it with a brand new one out of the box.
When you remove it, the existing volume will run in degraded mode...but will continue to run with your data intact. Once you put a drive back in, it will rebuild and be up to 100% in due time.