Texture analysis imaging "what a clinical radiologist needs to know".

CT MRI Pipeline Radiogenomics Radiomics Texture analysis

Journal

European journal of radiology
ISSN: 1872-7727
Titre abrégé: Eur J Radiol
Pays: Ireland
ID NLM: 8106411

Informations de publication

Date de publication:
Jan 2022
Historique:
received: 02 09 2020
revised: 09 04 2021
accepted: 15 11 2021
pubmed: 14 12 2021
medline: 4 1 2022
entrez: 13 12 2021
Statut: ppublish

Résumé

Texture analysis has arisen as a tool to explore the amount of data contained in images that cannot be explored by humans visually. Radiomics is a method that extracts a large number of features from radiographic medical images using data-characterisation algorithms. These features, termed radiomic features, have the potential to uncover disease characteristics. The goal of both radiomics and texture analysis is to go beyond size or human-eye based semantic descriptors, to enable the non-invasive extraction of quantitative radiological data to correlate them with clinical outcomes or pathological characteristics. In the latest years there has been a flourishing sub-field of radiology where texture analysis and radiomics have been used in many settings. It is difficult for the clinical radiologist to cope with such amount of data in all the different radiological sub-fields and to identify the most significant papers. The aim of this review is to provide a tool to better understand the basic principles underlining texture analysis and radiological data mining and a summary of the most significant papers of the latest years.

Identifiants

pubmed: 34902669
pii: S0720-048X(21)00536-2
doi: 10.1016/j.ejrad.2021.110055
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

110055

Informations de copyright

Copyright © 2021 Elsevier B.V. All rights reserved.

Auteurs

Giuseppe Corrias (G)

Department of Radiology, University of Cagliari, Italy.

Giulio Micheletti (G)

Department of Radiology, University of Cagliari, Italy.

Luigi Barberini (L)

Department of Radiology, University of Cagliari, Italy.

Jasjit S Suri (JS)

Stroke Diagnosis and Monitoring Division, AtheroPoint™, Roseville, CA, USA and Knowledge Engineering Center, Global Biomedical Technologies, Inc, Roseville, CA, USA.

Luca Saba (L)

Department of Radiology, University of Cagliari, Italy. Electronic address: lucasaba@tiscali.it.

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Classifications MeSH