Logistical challenges such as patient recruitment, data management, and regulatory compliance are significant barriers in cancer research. Patient recruitment for clinical trials can be particularly difficult due to strict eligibility criteria and patient reluctance. Additionally, the need for comprehensive data management systems and adherence to regulatory standards adds complexity and cost to research efforts.