Preparation for a muscle biopsy involves stopping certain medications that could increase bleeding risk, such as anticoagulants. Patients should also inform their doctor of any allergies or underlying health conditions. It's important to follow pre-procedure instructions regarding fasting or other preparations to minimize potential complications.