Both Peter & Lois' ages have fluctuated. They've done 99% of their aging off screen but it shows they are capable of aging. We've seen each member of the family as a baby, a toddler, a teenager, an adult and with Stewie, Peter & Lois elderly. They have all only aged about a year or two since the show started in 1999.