Autologous transplantation involves harvesting and reinfusing a patient's own stem cells to restore bone marrow function after high-dose chemotherapy or radiation. This approach minimizes the risk of immune rejection and is commonly used in treating certain cancers, such as lymphoma and multiple myeloma.