Abstract Predictive biomarkers are measurable biological indicators that forecast an individual’s response to a specific therapeutic intervention. They have revolutionized personalized medicine by guiding treatment decisions, reducing adverse effects, and improving clinical outcomes. This paper explores the fundamental concepts, mechanisms, and classifications […]