This PSB 2022 session addresses challenges and solutions in translating Big Data Imaging Genomics research towards personalized medicine and guiding individual clinical decisions. We will focus on Big Data analyses, pattern recognition, machine learning and AI, electronic health records, guiding diagnostic and treatment decisions and reports of state-of-the-art findings from large and diverse imaging, genomics, and other biomedical datasets.