Cargando…

Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction

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 pr...

Descripción completa

Detalles Bibliográficos
Autores principales: Alizadeh, Mohammadreza, Tanwar, Manoj, Sarrami, Amir H, Shahidi, Ramin, Singhal, Aparna, Sotoudeh, Houman
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Neuropsychiatric Association 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10397773/
https://www.ncbi.nlm.nih.gov/pubmed/37409371
http://dx.doi.org/10.30773/pi.2022.0336
_version_ 1785083966398660608
author Alizadeh, Mohammadreza
Tanwar, Manoj
Sarrami, Amir H
Shahidi, Ramin
Singhal, Aparna
Sotoudeh, Houman
author_facet Alizadeh, Mohammadreza
Tanwar, Manoj
Sarrami, Amir H
Shahidi, Ramin
Singhal, Aparna
Sotoudeh, Houman
author_sort Alizadeh, Mohammadreza
collection PubMed
description 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.
format Online
Article
Text
id pubmed-10397773
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Korean Neuropsychiatric Association
record_format MEDLINE/PubMed
spelling pubmed-103977732023-08-04 Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction Alizadeh, Mohammadreza Tanwar, Manoj Sarrami, Amir H Shahidi, Ramin Singhal, Aparna Sotoudeh, Houman Psychiatry Investig Review Article 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. Korean Neuropsychiatric Association 2023-07 2023-07-07 /pmc/articles/PMC10397773/ /pubmed/37409371 http://dx.doi.org/10.30773/pi.2022.0336 Text en Copyright © 2023 Korean Neuropsychiatric Association https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Alizadeh, Mohammadreza
Tanwar, Manoj
Sarrami, Amir H
Shahidi, Ramin
Singhal, Aparna
Sotoudeh, Houman
Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction
title Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction
title_full Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction
title_fullStr Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction
title_full_unstemmed Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction
title_short Radiomics; A Potential Next “Omics” in Psychiatric Disorders; An Introduction
title_sort radiomics; a potential next “omics” in psychiatric disorders; an introduction
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10397773/
https://www.ncbi.nlm.nih.gov/pubmed/37409371
http://dx.doi.org/10.30773/pi.2022.0336
work_keys_str_mv AT alizadehmohammadreza radiomicsapotentialnextomicsinpsychiatricdisordersanintroduction
AT tanwarmanoj radiomicsapotentialnextomicsinpsychiatricdisordersanintroduction
AT sarramiamirh radiomicsapotentialnextomicsinpsychiatricdisordersanintroduction
AT shahidiramin radiomicsapotentialnextomicsinpsychiatricdisordersanintroduction
AT singhalaparna radiomicsapotentialnextomicsinpsychiatricdisordersanintroduction
AT sotoudehhouman radiomicsapotentialnextomicsinpsychiatricdisordersanintroduction