Cancer patients often require multiple blood transfusions as part of their treatment, especially those undergoing chemotherapy or bone marrow transplantation. These procedures can lead to anemia or other blood-related complications, necessitating transfusions. As a result, cancer patients are at a higher risk of developing TRALI.