I will transfer to a new institute. Today, my H1B and my wife's H4 transfer just got approved. My wife also used Advanced Parole to come back to USA.
Conclusion: AP doesnot invalidate H1B or H4, as long as you work with the same employer after you used AP.
Hope my case can help people to clear this issue.