Cargando…
Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study
In computed tomography, coronary artery calcium (CAC) scores are influenced by image reconstruction. The effect of a newly introduced deep learning-based reconstruction (DLR) on CAC scoring in relation to other algorithms is unknown. The aim of this study was to evaluate the effect of four generatio...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9813085/ https://www.ncbi.nlm.nih.gov/pubmed/36598691 http://dx.doi.org/10.1007/s10554-022-02703-y |
_version_ | 1784863856390045696 |
---|---|
author | Dobrolinska, M. M. van Praagh, G. D. Oostveen, L. J. Poelhekken, K. Greuter, M. J. W. Fleischmann, D. Willemink, M. J. de Lange, F. Slart, R. H. J. A. Leiner, T. van der Werf, N. R. |
author_facet | Dobrolinska, M. M. van Praagh, G. D. Oostveen, L. J. Poelhekken, K. Greuter, M. J. W. Fleischmann, D. Willemink, M. J. de Lange, F. Slart, R. H. J. A. Leiner, T. van der Werf, N. R. |
author_sort | Dobrolinska, M. M. |
collection | PubMed |
description | In computed tomography, coronary artery calcium (CAC) scores are influenced by image reconstruction. The effect of a newly introduced deep learning-based reconstruction (DLR) on CAC scoring in relation to other algorithms is unknown. The aim of this study was to evaluate the effect of four generations of image reconstruction techniques (filtered back projection (FBP), hybrid iterative reconstruction (HIR), model-based iterative reconstruction (MBIR), and DLR) on CAC detectability, quantification, and risk classification. First, CAC detectability was assessed with a dedicated static phantom containing 100 small calcifications varying in size and density. Second, CAC quantification was assessed with a dynamic coronary phantom with velocities equivalent to heart rates of 60–75 bpm. Both phantoms were scanned and reconstructed with four techniques. Last, scans of fifty patients were included and the Agatston calcium score was calculated for all four reconstruction techniques. FBP was used as a reference. In the phantom studies, all reconstruction techniques resulted in less detected small calcifications, up to 22%. No clinically relevant quantification changes occurred with different reconstruction techniques (less than 10%). In the patient study, the cardiovascular risk classification resulted, for all reconstruction techniques, in excellent agreement with the reference (κ = 0.96–0.97). However, MBIR resulted in significantly higher Agatston scores (61 (5.5–435.0) vs. 81.5 (9.25–435.0); p < 0.001) and 6% reclassification rate. In conclusion, HIR and DLR reconstructed scans resulted in similar Agatston scores with excellent agreement and low-risk reclassification rate compared with routine reconstructed scans (FBP). However, caution should be taken with low Agatston scores, as based on phantom study, detectability of small calcifications varies with the used reconstruction algorithm, especially with MBIR and DLR. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10554-022-02703-y. |
format | Online Article Text |
id | pubmed-9813085 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-98130852023-01-06 Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study Dobrolinska, M. M. van Praagh, G. D. Oostveen, L. J. Poelhekken, K. Greuter, M. J. W. Fleischmann, D. Willemink, M. J. de Lange, F. Slart, R. H. J. A. Leiner, T. van der Werf, N. R. Int J Cardiovasc Imaging Original Paper In computed tomography, coronary artery calcium (CAC) scores are influenced by image reconstruction. The effect of a newly introduced deep learning-based reconstruction (DLR) on CAC scoring in relation to other algorithms is unknown. The aim of this study was to evaluate the effect of four generations of image reconstruction techniques (filtered back projection (FBP), hybrid iterative reconstruction (HIR), model-based iterative reconstruction (MBIR), and DLR) on CAC detectability, quantification, and risk classification. First, CAC detectability was assessed with a dedicated static phantom containing 100 small calcifications varying in size and density. Second, CAC quantification was assessed with a dynamic coronary phantom with velocities equivalent to heart rates of 60–75 bpm. Both phantoms were scanned and reconstructed with four techniques. Last, scans of fifty patients were included and the Agatston calcium score was calculated for all four reconstruction techniques. FBP was used as a reference. In the phantom studies, all reconstruction techniques resulted in less detected small calcifications, up to 22%. No clinically relevant quantification changes occurred with different reconstruction techniques (less than 10%). In the patient study, the cardiovascular risk classification resulted, for all reconstruction techniques, in excellent agreement with the reference (κ = 0.96–0.97). However, MBIR resulted in significantly higher Agatston scores (61 (5.5–435.0) vs. 81.5 (9.25–435.0); p < 0.001) and 6% reclassification rate. In conclusion, HIR and DLR reconstructed scans resulted in similar Agatston scores with excellent agreement and low-risk reclassification rate compared with routine reconstructed scans (FBP). However, caution should be taken with low Agatston scores, as based on phantom study, detectability of small calcifications varies with the used reconstruction algorithm, especially with MBIR and DLR. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10554-022-02703-y. Springer Netherlands 2022-08-13 2023 /pmc/articles/PMC9813085/ /pubmed/36598691 http://dx.doi.org/10.1007/s10554-022-02703-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Paper Dobrolinska, M. M. van Praagh, G. D. Oostveen, L. J. Poelhekken, K. Greuter, M. J. W. Fleischmann, D. Willemink, M. J. de Lange, F. Slart, R. H. J. A. Leiner, T. van der Werf, N. R. Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study |
title | Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study |
title_full | Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study |
title_fullStr | Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study |
title_full_unstemmed | Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study |
title_short | Systematic assessment of coronary calcium detectability and quantification on four generations of CT reconstruction techniques: a patient and phantom study |
title_sort | systematic assessment of coronary calcium detectability and quantification on four generations of ct reconstruction techniques: a patient and phantom study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9813085/ https://www.ncbi.nlm.nih.gov/pubmed/36598691 http://dx.doi.org/10.1007/s10554-022-02703-y |
work_keys_str_mv | AT dobrolinskamm systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT vanpraaghgd systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT oostveenlj systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT poelhekkenk systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT greutermjw systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT fleischmannd systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT willeminkmj systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT delangef systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT slartrhja systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT leinert systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy AT vanderwerfnr systematicassessmentofcoronarycalciumdetectabilityandquantificationonfourgenerationsofctreconstructiontechniquesapatientandphantomstudy |