Should I close credit card accounts if I have too many?

NOT during the loan process. In general, if you close credit cards your score will most likely go down. It will appear to the FICO that your debt ratio has gone up. Also, closing a card will effect other factors in the score such as length of credit history. But if you have to close a credit card account, close newer cards with lower limits first.