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Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders
- Source :
- Heliyon, Heliyon, Vol 6, Iss 5, Pp e03990-(2020)
- Publication Year :
- 2020
- Publisher :
- Elsevier, 2020.
-
Abstract
- A personalized medicine approach seems to be particularly applicable to psychiatry. Indeed, considering mental illness as deregulation, unique to each patient, of molecular pathways, governing the development and functioning of the brain, seems to be the most justified way to understand and treat disorders of this medical category. In order to extract correct information about the implicated molecular pathways, data can be drawn from sampling phenotypic and genetic biomarkers and then analyzed by a machine learning algorithm. This review describes current difficulties in the field of personalized psychiatry and gives several examples of possibly actionable biomarkers of psychotic and other psychiatric disorders, including several examples of genetic studies relevant to personalized psychiatry. Most of these biomarkers are not yet ready to be introduced in clinical practice. In a next step, a perspective on the path personalized psychiatry may take in the future is given, paying particular attention to machine learning algorithms that can be used with the goal of handling multidimensional datasets.<br />Neuroscience; Bioinformatics; Genetics; Pharmaceutical Science; Molecular Biology; Pathophysiology; Mathematical Biosciences; Psychiatry; Evidence-Based Medicine; Biomarker; human brain; Machine Learning; Pharmacotherapy; RDoC; schizophrenia
- Subjects :
- 0301 basic medicine
medicine.medical_specialty
Evidence-based medicine
Bioinformatics
Molecular biology
Schizophrenia (object-oriented programming)
MEDLINE
Human brain
Pathophysiology
Field (computer science)
Article
03 medical and health sciences
0302 clinical medicine
Machine learning
medicine
Genetics
RDoC
Mathematical biosciences
lcsh:Social sciences (General)
Psychiatry
lcsh:Science (General)
Multidisciplinary
business.industry
Perspective (graphical)
Biomarker
Mental illness
medicine.disease
Pharmacotherapy
Pharmaceutical science
Clinical Practice
030104 developmental biology
Schizophrenia
lcsh:H1-99
Personalized medicine
Psychology
business
030217 neurology & neurosurgery
lcsh:Q1-390
Neuroscience
Subjects
Details
- Language :
- English
- ISSN :
- 24058440
- Volume :
- 6
- Issue :
- 5
- Database :
- OpenAIRE
- Journal :
- Heliyon
- Accession number :
- edsair.doi.dedup.....99f8877d5110d3ac34b8f5abef157cb8