Marina Borro,1 Giovanna Gentile,1 Sally H Preissner,2 Leda Marina Pomes,1 Björn-Oliver Gohlke,3 Antonio Del Casale,4 Andreas Eckert,3 Paolo Marchetti,5 Saskia Preissner,2 Robert Preissner,3,6 Maurizio Simmaco1 1Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, SantâAndrea Hospital, Rome, Italy; 2Department Oral and Maxillofacial Surgery, Charité â Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany; 3Science-IT and Institute of Physiology, Charité â Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany; 4Department of Clinical and Dynamic Psychology, Faculty of Medicine and Psychology, Sapienza University, Rome, Italy; 5Medical Oncology Unit, SantâAndrea Hospital, Rome, Italy; 6Drug-PIN AG, Lugano, SwitzerlandCorrespondence: Marina BorroDepartment of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, SantâAndrea Hospital, Via di Grottarossa 1035, Rome, ItalyTel +390633775457Fax +390633776664Email marina.borro@uniroma1.itPurpose: Inefficacy and safety concerns are main medicationsâ problems, especially in the case of poly-therapies, when drugâdrug interactions may alter the expected drug disposition. Ongoing efforts are aimed to establish drug selection processes aimed to preemptive evaluation of a plethora of factors affecting patientâs specific drug response, including pharmacogenomic markers, in order to minimize prescription of improper medications. In previous years, we established at the University Hospital SantâAndrea of Rome, Italy, a Precision Medicine Service based on a multi-disciplinary expertsâ team. The team is in charge to produce a drug therapy counselling report, including pharmacogenomic, pharmacokinetic and pharmacodynamic considerations. In this study, we aimed to evaluate the performance of this established âmanualâ process of therapy selection with a novel bioinformatic tool, the Drug-PIN system.Patients and Methods: A total of 200 patients diagnosed with Major Depressive Disorders or a depressive episode in Bipolar Disorder, with at least three previous failed treatments, who underwent pharmacogenomic profiling and therapy counselling in the SantâAndrea Hospital from 2017 to 2020. The baseline poly-therapy of these patients was re-evaluated and optimized by Drug-PIN. Results of the Drug-PIN poly-therapy evaluation/optimization were compared with the results of the original poly-therapy evaluation/optimization by therapy counselling. To compare the results between the two processes, the risk associated with each poly-therapy was classified as low, moderate, or high.Results: The number of baseline poly-therapies classified in low-, moderate- or high-risk did not change significantly between manual system or Drug-PIN system. As the counselling process, also the Drug-PIN system produces a significant decrease in the predicted treatment-associated risk.Conclusion: Drug-PIN substantially replicates the output of the counselling process, allowing a substantial reduction in the time needed for therapy evaluation. Availability of an effective bioinformatic tool for proper drug selection is expected to exponentially increase the actuation of targeted therapy strategies.Keywords: poly-therapy, pharmacogenomics, Precision Medicine, Drug-PIN, drugâdrug interactions