Significant difference between Filing jointly and Filing Separately

Hi- I got married late last year, and we ran the numbers on filing jointly and separately using both itemized and standard deductions. We both err on the side of paying more   For our federal taxes, there is roughly a $2500 difference with the filing itemized filing separately showing the best possible refund for our family.  This seems pretty significant - is this a reasonable difference?.