While gene knockout models are powerful, they are not the only tools available. Alternatives such as transgenic models, where genes are modified rather than knocked out, can provide complementary insights. Additionally, in vitro techniques like RNA interference or CRISPR-mediated gene editing in cell lines offer less costly and ethically favorable options for studying gene function in response to toxic agents.
