Despite the benefits, there are several challenges in cancer collaboration. These include issues related to data privacy, intellectual property rights, and the coordination of large, diverse teams. Funding limitations and bureaucratic hurdles can also impede collaborative efforts. Addressing these challenges requires a concerted effort from all stakeholders involved.