CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review

Texture analysis in medical imaging is a promising tool that is designed to improve the characterization of abnormal images from patients, to ultimately serve as a predictive or prognostic biomarker. However, the nature of image acquisition itself implies variability in each pixel/voxel value that c...

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Main Authors: Mathilde Espinasse, Stéphanie Pitre-Champagnat, Benoit Charmettant, Francois Bidault, Andreas Volk, Corinne Balleyguier, Nathalie Lassau, Caroline Caramella
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Diagnostics
Subjects:
Online Access:https://www.mdpi.com/2075-4418/10/5/258
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spelling doaj-6757dd27825a48128982ddb089d9b84c2020-11-25T02:41:31ZengMDPI AGDiagnostics2075-44182020-04-011025825810.3390/diagnostics10050258CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive ReviewMathilde Espinasse0Stéphanie Pitre-Champagnat1Benoit Charmettant2Francois Bidault3Andreas Volk4Corinne Balleyguier5Nathalie Lassau6Caroline Caramella7IR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceIR4M-UMR8081, CNRS, Univ Paris Sud, University Paris Saclay, Rue Ampère, 91405 Orsay CEDEX, FranceTexture analysis in medical imaging is a promising tool that is designed to improve the characterization of abnormal images from patients, to ultimately serve as a predictive or prognostic biomarker. However, the nature of image acquisition itself implies variability in each pixel/voxel value that could jeopardize the usefulness of texture analysis in the medical field. In this review, a search was performed to identify current published data for computed tomography (CT) texture reproducibility and variability. On the basis of this analysis, the critical steps were identified with a view of using texture analysis as a reliable tool in medical imaging. The need to specify the CT scanners used and the associated parameters in published studies is highlighted. Harmonizing acquisition parameters between studies is a crucial step for future texture analysis.https://www.mdpi.com/2075-4418/10/5/258radiomicstexture analysiscomputed tomographyacquisition parameters
collection DOAJ
language English
format Article
sources DOAJ
author Mathilde Espinasse
Stéphanie Pitre-Champagnat
Benoit Charmettant
Francois Bidault
Andreas Volk
Corinne Balleyguier
Nathalie Lassau
Caroline Caramella
spellingShingle Mathilde Espinasse
Stéphanie Pitre-Champagnat
Benoit Charmettant
Francois Bidault
Andreas Volk
Corinne Balleyguier
Nathalie Lassau
Caroline Caramella
CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review
Diagnostics
radiomics
texture analysis
computed tomography
acquisition parameters
author_facet Mathilde Espinasse
Stéphanie Pitre-Champagnat
Benoit Charmettant
Francois Bidault
Andreas Volk
Corinne Balleyguier
Nathalie Lassau
Caroline Caramella
author_sort Mathilde Espinasse
title CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review
title_short CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review
title_full CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review
title_fullStr CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review
title_full_unstemmed CT Texture Analysis Challenges: Influence of Acquisition and Reconstruction Parameters: A Comprehensive Review
title_sort ct texture analysis challenges: influence of acquisition and reconstruction parameters: a comprehensive review
publisher MDPI AG
series Diagnostics
issn 2075-4418
publishDate 2020-04-01
description Texture analysis in medical imaging is a promising tool that is designed to improve the characterization of abnormal images from patients, to ultimately serve as a predictive or prognostic biomarker. However, the nature of image acquisition itself implies variability in each pixel/voxel value that could jeopardize the usefulness of texture analysis in the medical field. In this review, a search was performed to identify current published data for computed tomography (CT) texture reproducibility and variability. On the basis of this analysis, the critical steps were identified with a view of using texture analysis as a reliable tool in medical imaging. The need to specify the CT scanners used and the associated parameters in published studies is highlighted. Harmonizing acquisition parameters between studies is a crucial step for future texture analysis.
topic radiomics
texture analysis
computed tomography
acquisition parameters
url https://www.mdpi.com/2075-4418/10/5/258
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