Common causes include travel burden from frequent in-person visits, limited understanding of study requirements or procedures, inconsistent communication with the study team, scheduling conflicts with work or caregiving responsibilities, and unexpected out-of-pocket costs such as transportation or parking. Anxiety, fatigue, and uncertainty about treatment expectations can also contribute to early withdrawal, particularly in long or complex studies.