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Pharmacogenetics explores how genetic variations influence drug responses, revolutionizing personalized medicine and cancer treatments. Rooted in biotechnology breakthroughs, it enables genetic testing to optimize chemotherapy and drug efficacy. Ethical challenges like privacy and disparities persist, but advancements such as AI integration and expanded gene panels promise a cost-effective, accessible future.