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Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis
OBJECTIVES: Digital breast tomosynthesis (DBT) can provide additional information over mammography, albeit at the cost of prolonged reading time. This study retrospectively investigated the impact of reading enhanced synthetic 6 mm slabs instead of standard 1 mm slices on interpretation time and rea...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The British Institute of Radiology.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10161903/ https://www.ncbi.nlm.nih.gov/pubmed/36972100 http://dx.doi.org/10.1259/bjr.20220967 |
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author | Sauer, Stephanie Tina Christner, Sara Aniki Kuhl, Philipp Josef Kunz, Andreas Steven Huflage, Henner Luetkens, Karsten Sebastian Schlaiß, Tanja Bley, Thorsten Alexander Grunz, Jan-Peter |
author_facet | Sauer, Stephanie Tina Christner, Sara Aniki Kuhl, Philipp Josef Kunz, Andreas Steven Huflage, Henner Luetkens, Karsten Sebastian Schlaiß, Tanja Bley, Thorsten Alexander Grunz, Jan-Peter |
author_sort | Sauer, Stephanie Tina |
collection | PubMed |
description | OBJECTIVES: Digital breast tomosynthesis (DBT) can provide additional information over mammography, albeit at the cost of prolonged reading time. This study retrospectively investigated the impact of reading enhanced synthetic 6 mm slabs instead of standard 1 mm slices on interpretation time and readers performance in a diagnostic assessment centre. METHODS: Three radiologists (R1-3; 6/4/2 years of breast imaging experience) reviewed 111 diagnostic DBT examinations. Two datasets were interpreted independently for each patient, with one set containing artificial-intelligence-enhanced synthetic 6 mm slabs with 3 mm overlap, while the other set comprised standard 1 mm slices. Blinded to histology and follow-up, readers noted individual BIRADS categories and diagnostic confidence while reading time was recorded. Among the 111 examinations, 70 findings were histopathologically correlated including 56 malignancies. RESULTS: No significant difference was found between BIRADS categories assigned based on 6 mm vs 1 mm datasets (p ≥ 0.317). Diagnostic accuracy was comparable for 6 mm and 1 mm readings (R1: 87.0% vs 87.0%; R2: 86.1% vs 87.0%; R3: 80.0% vs 84.4%; p ≥ 0.125) with high interrater agreement (intraclass correlation coefficient 0.848 vs 0.865). One reader reported higher confidence with 1 mm slices (R1: p = 0.033). Reading time was substantially shorter when interpreting 6 mm slabs compared to 1 mm slices (R1: 33.5 vs 46.2; R2: 49.1 vs 64.8; R3: 39.5 vs 67.2 sec; all p < 0.001). CONCLUSIONS: Artificial-intelligence-enhanced synthetic 6 mm slabs allow for substantial interpretation time reduction in diagnostic DBT without a decrease in reader accuracy. ADVANCES IN KNOWLEDGE: A simplified slab-only protocol instead of 1 mm slices may offset the higher reading time without a loss of diagnosis-relevant image information in first and second readings. Further evaluations are required regarding workflow implications, particularly in screening settings. |
format | Online Article Text |
id | pubmed-10161903 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The British Institute of Radiology. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101619032023-05-06 Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis Sauer, Stephanie Tina Christner, Sara Aniki Kuhl, Philipp Josef Kunz, Andreas Steven Huflage, Henner Luetkens, Karsten Sebastian Schlaiß, Tanja Bley, Thorsten Alexander Grunz, Jan-Peter Br J Radiol Full Paper OBJECTIVES: Digital breast tomosynthesis (DBT) can provide additional information over mammography, albeit at the cost of prolonged reading time. This study retrospectively investigated the impact of reading enhanced synthetic 6 mm slabs instead of standard 1 mm slices on interpretation time and readers performance in a diagnostic assessment centre. METHODS: Three radiologists (R1-3; 6/4/2 years of breast imaging experience) reviewed 111 diagnostic DBT examinations. Two datasets were interpreted independently for each patient, with one set containing artificial-intelligence-enhanced synthetic 6 mm slabs with 3 mm overlap, while the other set comprised standard 1 mm slices. Blinded to histology and follow-up, readers noted individual BIRADS categories and diagnostic confidence while reading time was recorded. Among the 111 examinations, 70 findings were histopathologically correlated including 56 malignancies. RESULTS: No significant difference was found between BIRADS categories assigned based on 6 mm vs 1 mm datasets (p ≥ 0.317). Diagnostic accuracy was comparable for 6 mm and 1 mm readings (R1: 87.0% vs 87.0%; R2: 86.1% vs 87.0%; R3: 80.0% vs 84.4%; p ≥ 0.125) with high interrater agreement (intraclass correlation coefficient 0.848 vs 0.865). One reader reported higher confidence with 1 mm slices (R1: p = 0.033). Reading time was substantially shorter when interpreting 6 mm slabs compared to 1 mm slices (R1: 33.5 vs 46.2; R2: 49.1 vs 64.8; R3: 39.5 vs 67.2 sec; all p < 0.001). CONCLUSIONS: Artificial-intelligence-enhanced synthetic 6 mm slabs allow for substantial interpretation time reduction in diagnostic DBT without a decrease in reader accuracy. ADVANCES IN KNOWLEDGE: A simplified slab-only protocol instead of 1 mm slices may offset the higher reading time without a loss of diagnosis-relevant image information in first and second readings. Further evaluations are required regarding workflow implications, particularly in screening settings. The British Institute of Radiology. 2023-05-01 2023-04-17 /pmc/articles/PMC10161903/ /pubmed/36972100 http://dx.doi.org/10.1259/bjr.20220967 Text en © 2023 The Authors. Published by the British Institute of Radiology https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0 Unported License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Full Paper Sauer, Stephanie Tina Christner, Sara Aniki Kuhl, Philipp Josef Kunz, Andreas Steven Huflage, Henner Luetkens, Karsten Sebastian Schlaiß, Tanja Bley, Thorsten Alexander Grunz, Jan-Peter Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
title | Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
title_full | Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
title_fullStr | Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
title_full_unstemmed | Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
title_short | Artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
title_sort | artificial-intelligence-enhanced synthetic thick slabs versus standard slices in digital breast tomosynthesis |
topic | Full Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10161903/ https://www.ncbi.nlm.nih.gov/pubmed/36972100 http://dx.doi.org/10.1259/bjr.20220967 |
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