Yes, genetic predisposition can influence an individual's susceptibility to liver fibrosis. Variations in genes related to drug metabolism, antioxidant defense, and immune response can affect how effectively the liver responds to toxic insults. Genetic polymorphisms in genes such as CYP450 can alter the metabolism of hepatotoxic drugs and chemicals, impacting fibrosis development.