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Multi-omics data integration methods and their applications in psychiatric disorders

Articolo
Data di Pubblicazione:
2023
Abstract:
combine the information rich multi-omics data to discover biologically meaningful biomarkers for diagnosis, treatment, and prognosis. However, clinical translation of the research is still challenging. In this review, we summarise conventional and state-of-the-art statistical and ma-chine learning approaches for discovery of biomarker, diagnosis, as well as outcome and treat-ment response prediction through integrating multi-omics and clinical data. In addition, we describe the role of biological model systems and in silico multi-omics model designs in clinical translation of psychiatric research from bench to bedside. Finally, we discuss the current chal-lenges and explore the application of multi-omics integration in future psychiatric research. The review provides a structured overview and latest updates in the field of multi-omics in psychiatry. (c) 2023 Elsevier B.V. and ECNP. All rights reserved.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Bench to bedside; Genomics; Machine learning; Multi-omics; Psychiatry; Statistics; Transcriptomics
Elenco autori:
Sathyanarayanan, Anita; Mueller, Tamara T; Ali Moni, Mohammad; Schueler, Katja; Baune, Bernhard T; Lio, Pietro; Mehta, Divya; Baune, Bernhard T; Dierssen, Mara; Ebert, Bjarke; Fabbri, Chiara; Fusar-Poli, Paolo; Gennarelli, Massimo; Harmer, Catherine; Howes, Oliver D; Janzing, Joost G E; Lio, Pietro; Maron, Eduard; Mehta, Divya; Minelli, Alessandra; Nonell, Lara; Pisanu, Claudia; Potier, Marie-Claude; Rybakowski, Filip; Serretti, Alessandro; Squassina, Alessio; Stacey, David; van Westrhenen, Roos; Xicota, Laura
Autori di Ateneo:
GENNARELLI MASSIMO
MINELLI ALESSANDRA
Link alla scheda completa:
https://iris.unibs.it/handle/11379/574853
Pubblicato in:
EUROPEAN NEUROPSYCHOPHARMACOLOGY
Journal
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