Can precision medicine advance psychiatry?

Machine learning personalized medicine precision medicine precision psychiatry

Journal

Irish journal of psychological medicine
ISSN: 2051-6967
Titre abrégé: Ir J Psychol Med
Pays: England
ID NLM: 8900208

Informations de publication

Date de publication:
09 2021
Historique:
pubmed: 18 7 2020
medline: 25 2 2023
entrez: 18 7 2020
Statut: ppublish

Résumé

Precision medicine is a new approach that considers differences in genes, environment, and lifestyle in an attempt to tailor treatments for individual patients. Psychiatry, as a discipline, has historically relied on clinical judgement and phenomenology-based diagnostic guidelines and has yet to take full advantage. This editorial provides an insight into the expanding role of precision medicine in psychiatry, both in research and clinical practice. It discusses the application of genetics and subgroup stratification in increasing response rates to therapeutic interventions, mainly focusing on major depressive disorder and schizophrenia. It presents an overview of machine learning techniques and how they are being integrated with traditional research methods within the field. In the context of these developments, while emphasizing the considerable potential for moving toward precision psychiatry, we also acknowledge the inherent challenges.

Identifiants

pubmed: 32677603
pii: S0790966720000798
doi: 10.1017/ipm.2020.79
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

163-168

Auteurs

Dónal Roche (D)

Department of Psychiatry, RCSI Education and Research Centre, Royal College of Surgeons in Ireland, Beaumont, Dublin, Ireland.

Vincent Russell (V)

Department of Psychiatry, RCSI Education and Research Centre, Royal College of Surgeons in Ireland, Beaumont, Dublin, Ireland.

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Classifications MeSH