Question for biologists. How conserved are the genes that overcome antibiotics? If we stopped using them would bacteria lose the genes that provide resistance

Question for biologists. How conserved are the genes that overcome antibiotics? If we stopped using them would bacteria lose the genes that provide resistance over time or do they gain that information forever?