A machine learning approach to predict treatment efficacy and adverse effects in major depression using CYP2C19 and clinical-environmental predictors
Predictive modeling could contribute to precision psychiatry. However, our study underlines the difficulty in selecting variables with sufficient impact on complex outcomes.
Authors
- Stuart Montgomery (ORCID: https://orcid.org/0000-0002-5983-0063)
- Joseph Zohar (ORCID: https://orcid.org/0000-0002-6925-9104)
- Concetta Crisafulli (ORCID: https://orcid.org/0000-0002-9703-0083)
- Alessandro Serretti
- Panagiotis P. Ferentinos (ORCID: https://orcid.org/0000-0001-8531-5623)
- Raffaella Zanardi (ORCID: https://orcid.org/0000-0001-5941-5663)
- Cristina Colombo (ORCID: https://orcid.org/0000-0001-7310-7341)
- Chiara Fabbri (ORCID: https://orcid.org/0000-0003-0276-7865)
- Dan Rujescu (ORCID: https://orcid.org/0000-0002-1432-313X)
- Siegfried Kasper (ORCID: https://orcid.org/0000-0001-8278-191X)
- Daniel Souery (ORCID: https://orcid.org/0000-0003-3434-5958)
- Gianluigi Forloni (ORCID: https://orcid.org/0000-0001-5374-3914)
- Marco Calabrò (ORCID: https://orcid.org/0000-0003-2082-9855)
- Diego Albani (ORCID: https://orcid.org/0000-0002-7050-6723)
- J. Mendlewicz
- Diana De Ronchi
Institutions
- University of Messina (IT)
- Université Libre de Bruxelles (BE)
- Vita-Salute San Raffaele University (IT)
- Tel Aviv University (IL)
- Mario Negri Institute for Pharmacological Research (IT)
- Università degli Studi di Enna Kore (IT)
- Sheba Medical Center (IL)
- Oasi Maria SS (IT)
- IRCCS Ospedale San Raffaele (IT)
- Istituti di Ricovero e Cura a Carattere Scientifico (IT)
- Centro Neurolesi Bonino Pulejo (IT)
- Istituto di Ricovero e Cura a Carattere Scientifico San Raffaele (IT)
- Imperial College London (GB)
- Medical University of Vienna (AT)
- University of Bologna (IT)
Publication Details
- Journal
- Psychiatric Genetics
- Published
- 2025-02-26
- DOI
- https://doi.org/10.1097/ypg.0000000000000379
- Citations
- 2
- Primary Topic
- Pharmacogenetics and Drug Metabolism
- Type
- article
- Field-Weighted Citation Impact
- 3.11