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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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 |
work_keys_str_mv |
AT mathildeespinasse cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT stephaniepitrechampagnat cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT benoitcharmettant cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT francoisbidault cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT andreasvolk cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT corinneballeyguier cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT nathalielassau cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview AT carolinecaramella cttextureanalysischallengesinfluenceofacquisitionandreconstructionparametersacomprehensivereview |
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