Solution:
Clean up and optimize your database (backup first!).
Try to limit heartbeat with heartbeat plugin (heartbeat is always using ajax to update admin widgets, save drafts, etc and it can be intensive).
Install Query Monitor plugin to find out plugins and database queries that are slowing down the back end.