Radiomics; A Potential Next "Omics" in Psychiatric Disorders; An Introduction.
Attention deficit disorder with hyperactivity
Bipolar disorder
Depressive disorder
Mental disorders
Neuroimaging
Schizophrenia
Journal
Psychiatry investigation
ISSN: 1738-3684
Titre abrégé: Psychiatry Investig
Pays: Korea (South)
ID NLM: 101242994
Informations de publication
Date de publication:
Jul 2023
Jul 2023
Historique:
received:
21
11
2022
accepted:
26
03
2023
medline:
6
7
2023
pubmed:
6
7
2023
entrez:
6
7
2023
Statut:
ppublish
Résumé
Psychiatric disorders remain one of the most debilitating conditions; however, most patients are never diagnosed and do not seek treatment. Despite its massive burden on modern society and the health system, many hurdles prevent proper diagnosis and management of these disorders. The diagnosis is primarily based on clinical symptoms, and efforts to find appropriate biomarkers have not been practical. Through the past years, researchers have put a tremendous effort into finding biomarkers in "omics" fields: genomics, transcriptomics, proteomics, metabolomics, and epigenomics. This article reviews the evolving field of radiomics and its role in diagnosing psychiatric disorders as the sixth potential "omics." The first section of this paper elaborates on the definition of radiomics and its potential to provide a detailed structural study of the brain. Following that, we have provided the latest promising results of this novel approach in a broad range of psychiatric disorders. Radiomics fits well within the concept of psychoradiology. Besides volumetric analysis, radiomics takes advantage of many other features. This technique may open a new field in psychiatry for diagnosing and classifying psychiatric disorders and treatment response prediction in the era of precision and personalized medicine. The initial results are encouraging, but radiomics in psychiatry is still in its infancy. Despite the extensive burden of psychiatric disorders, there are very few published studies in this field, with small patient populations. The lack of prospective multi-centric studies and heterogeneity of studies in design are the significant barriers against the clinical adaptation of radiomics in psychoradiology.
Identifiants
pubmed: 37409371
pii: pi.2022.0336
doi: 10.30773/pi.2022.0336
pmc: PMC10397773
doi:
Types de publication
Journal Article
Langues
eng
Pagination
583-592Références
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