Sample preparation is a critical step in minimizing complexity. Techniques such as protein precipitation, liquid-liquid extraction, and solid-phase extraction are commonly used to isolate and concentrate target analytes while removing interfering substances. The choice of sample preparation method is dictated by the nature of the biological matrix and the analytical technique employed.