One thing you can do is cancel / reverse the 2 invoices already created and then update the Pricing in Sales Order or create a new order all together (after rejecting the existing Sales order).
Also I cannot think of any Business scenario where the Pricing Data needs to be changed after (partial) Invoicing has already started for the Sales Transaction.
Thanks,
Jignesh Mehta