Hi Uday,
Shortclose the Open PO i.e. change the PO quantity to GR quantity and Create New Purchase Orders for Open PO Quantity. Ignore the deleted item. This would be best and cleaner approach. You would have to do little excel work though and hope you dont have many open POs during cutover.
Regards,
Niranjan