Can I Connect My Phone Number That Was Previously Connected to WhatsApp?

You can't use the same phone number to connect to WhatsApp. If you must use the same number, you will have to disconnect one and link the other. You can find more information on unlinking a number Here. While connecting your number to another account, all your incoming messages will be in the queue until your linking is completed successfully.