Do female rats stop producing young after a certain age?

I'm having trouble getting them pregnant and I'm beginning to think maybe it's not the male's fault. My pet store rarely gets female large rats, so I'm wondering if maybe the breeder/supplier only sends out females that are past their prime? Is this possible?