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Borro M, Gentile G, Preissner SH, Pomes LM, Gohlke BO, Del Casale A, Eckert A, Marchetti P, Preissner S, Preissner R, Simmaco M. Individualized Drugs' Selection by Evaluation of Drug Properties, Pharmacogenomics and Clinical Parameters: Performance of a Bioinformatic Tool Compared to a Clinically Established Counselling Process. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:955-962. [PMID: 34385834 PMCID: PMC8352633 DOI: 10.2147/pgpm.s316556] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 06/16/2021] [Indexed: 12/30/2022]
Abstract
Purpose Inefficacy and safety concerns are main medications’ problems, especially in the case of poly-therapies, when drug–drug 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 patient’s specific drug response, including pharmacogenomic markers, in order to minimize prescription of improper medications. In previous years, we established at the University Hospital Sant’Andrea of Rome, Italy, a Precision Medicine Service based on a multi-disciplinary experts’ 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 “manual” 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 Sant’Andrea 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.
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Affiliation(s)
- Marina Borro
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, Sant'Andrea Hospital, Rome, Italy
| | - Giovanna Gentile
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, Sant'Andrea Hospital, Rome, Italy
| | - Sally H Preissner
- Department Oral and Maxillofacial Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Leda Marina Pomes
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, Sant'Andrea Hospital, Rome, Italy
| | - Björn-Oliver Gohlke
- Science-IT and Institute of Physiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Antonio Del Casale
- Department of Clinical and Dynamic Psychology, Faculty of Medicine and Psychology, Sapienza University, Rome, Italy
| | - Andreas Eckert
- Science-IT and Institute of Physiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | | | - Saskia Preissner
- Department Oral and Maxillofacial Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Robert Preissner
- Science-IT and Institute of Physiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany.,Drug-PIN AG, Lugano, Switzerland
| | - Maurizio Simmaco
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University and Laboratory of Clinical Biochemistry, Sant'Andrea Hospital, Rome, Italy
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Borro M, Guglielmetti M, Simmaco M, Martelletti P, Gentile G. The future of pharmacogenetics in the treatment of migraine. Pharmacogenomics 2019; 20:1159-1173. [PMID: 31637960 DOI: 10.2217/pgs-2019-0069] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Migraine is considered one of the most disabling neurological disorder with a high socioeconomic burden. Pharmacological management includes many classes of drugs which in the most cases, are administrated in polytherapy. The therapeutic scheme of migraineurs is often affected by comorbidities which need concomitant medications, thus increasing the risk of side effects related to drug-drug interactions. Pharmacogenetics is a promising tool to achieve a personalized cure based on individual genetic profile while the availability of free online knowledge bases allows to check the potential DDIs of selected medications. Combining, these approaches may offer to clinicians a useful tool to improve the appropriateness of migraine polytherapy choice, aiming to increase the efficacy and reduce the toxicity of pharmacological treatments.
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Affiliation(s)
- Marina Borro
- Department of Neurosciences, Mental Health & Sensory Organs (NESMOS), Sapienza University of Rome, Rome, Italy.,Laboratory of Clinical Chemistry, Sant'Andrea Hospital, Rome, Italy
| | - Martina Guglielmetti
- Department of Clinical & Molecular Medicine, Sapienza University of Rome, Rome, Italy.,Regional Referral Headache Centre, Sant'Andrea Hospital, Rome, Italy.,Department of Clinical Pathology, University of Sassari, Sassari, Italy
| | - Maurizio Simmaco
- Department of Neurosciences, Mental Health & Sensory Organs (NESMOS), Sapienza University of Rome, Rome, Italy.,Laboratory of Clinical Chemistry, Sant'Andrea Hospital, Rome, Italy
| | - Paolo Martelletti
- Department of Clinical & Molecular Medicine, Sapienza University of Rome, Rome, Italy.,Regional Referral Headache Centre, Sant'Andrea Hospital, Rome, Italy
| | - Giovanna Gentile
- Department of Neurosciences, Mental Health & Sensory Organs (NESMOS), Sapienza University of Rome, Rome, Italy.,Laboratory of Clinical Chemistry, Sant'Andrea Hospital, Rome, Italy
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Curto M, Capi M, Martelletti P, Lionetto L. How do you choose the appropriate migraine pharmacotherapy for an elderly person? Expert Opin Pharmacother 2018; 20:1-3. [DOI: 10.1080/14656566.2018.1543660] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Martina Curto
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- Department of Mental Health, ASL Roma 5, Colleferro (RM), Italy
| | - Matilde Capi
- Laboratory of Clinical Chemistry, Sant’Andrea Hospital, Rome, Italy
| | - Paolo Martelletti
- Department of Clinical and Molecular Medicine, Sapienza University of Rome, Sant’Andrea Hospital, Rome, Italy
| | - Luana Lionetto
- Laboratory of Clinical Chemistry, Sant’Andrea Hospital, Rome, Italy
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Chang DD, Eyre HA, Abbott R, Coudreaut M, Baune BT, Shaman JA, Lavretsky H, Lenze EJ, Merrill DA, Singh AB, Mulsant BH, Reynolds CF, Müller DJ, Bousman C. Pharmacogenetic guidelines and decision support tools for depression treatment: application to late-life. Pharmacogenomics 2018; 19:1269-1284. [DOI: 10.2217/pgs-2018-0099] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Late-life depression (LLD) is a major depressive disorder that affects someone after the age of 60 years. LLD is frequently associated with inadequate response and remission from antidepressants, in addition to polypharmacy. Pharmacogenetics offers a promising approach to improve clinical outcomes in LLD via new discoveries determining the genetic basis of response rates and side effects, as well as the development of tailored pharmacogenetic-based decision support tools. This invited review evaluates the LLD pharmacogenetic evidence base and the extent to which this was incorporated into existing commercial decision support tools and clinical pharmacogenetic guidelines.
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Affiliation(s)
- Donald D Chang
- School of Medicine, University of Queensland-Ochsner Clinical School, Brisbane, Queensland, 4072, Australia
| | - Harris A Eyre
- Innovation Institute, Texas Medical Center, Houston, TX 77006, USA
- IMPACT SRC, School of Medicine, Deakin University, Geelong, Victoria, 3220, Australia
- Department of Psychiatry, University of Melbourne, Melbourne, Victoria, 3003, Australia
- Discipline of Psychiatry, University of Adelaide, Adelaide, South Australia, 5055, Australia
| | - Ryan Abbott
- University of Surrey, Surrey, GU2 7XH, UK
- David Geffen School of Medicine, University of California Los Angeles (UCLA), Los Angeles, CA 90095, USA
| | - Michael Coudreaut
- Department of Psychiatry, Intermountain Healthcare, Salt Lake City, UT 84102, USA
| | - Bernhard T Baune
- Discipline of Psychiatry, University of Adelaide, Adelaide, South Australia, 5055, Australia
| | | | - Helen Lavretsky
- David Geffen School of Medicine, University of California Los Angeles (UCLA), Los Angeles, CA 90095, USA
| | - Eric J Lenze
- Department of Psychiatry, Washington University, St Louis, MO 63130, USA
| | - David A Merrill
- David Geffen School of Medicine, University of California Los Angeles (UCLA), Los Angeles, CA 90095, USA
| | - Ajeet B Singh
- IMPACT SRC, School of Medicine, Deakin University, Geelong, Victoria, 3220, Australia
| | - Benoit H Mulsant
- Department of Psychiatry, University of Toronto, Toronto, ON, M5S 3H7, Canada
- Campbell Family Mental Health Research Institute, Centre for Addiction & Mental Health, Toronto, ON, M5S 3H7, Canada
| | - Charles F Reynolds
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Daniel J Müller
- Department of Psychiatry, University of Toronto, Toronto, ON, M5S 3H7, Canada
- Campbell Family Mental Health Research Institute, Centre for Addiction & Mental Health, Toronto, ON, M5S 3H7, Canada
| | - Chad Bousman
- Departments of Medical Genetics, Psychiatry, & Physiology & Pharmacology, University of Calgary, Calgary, AB, AN T2N 1N4, Canada
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