Thank you very much @finisky for taking the time to reply back. Looks like we made the same mistake. I also deleted OpsManager while keeping the appdb disks. But this issue also made me realize that I am not setting any credentials for app db pods. So perhaps, I can try setting up one.
I could try migrating it as well, but I am using AWS EFS. I need to look into this a bit.