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Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules
INTRODUCTION: Computer-aided diagnostic (CAD) programs for malignancy risk stratification from ultrasound (US) imaging of thyroid nodules are being validated both experimentally and in real-world practice. However, they have not been tested for reliability in analyzing difficult or unclear images. M...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Bioscientifica Ltd
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9142810/ https://www.ncbi.nlm.nih.gov/pubmed/34981749 http://dx.doi.org/10.1530/ETJ-21-0023 |
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author | Reverter, J L Ferrer-Estopiñan, L Vázquez, F Ballesta, S Batule, S Perez-Montes de Oca, A Puig-Jové, C Puig-Domingo, M |
author_facet | Reverter, J L Ferrer-Estopiñan, L Vázquez, F Ballesta, S Batule, S Perez-Montes de Oca, A Puig-Jové, C Puig-Domingo, M |
author_sort | Reverter, J L |
collection | PubMed |
description | INTRODUCTION: Computer-aided diagnostic (CAD) programs for malignancy risk stratification from ultrasound (US) imaging of thyroid nodules are being validated both experimentally and in real-world practice. However, they have not been tested for reliability in analyzing difficult or unclear images. METHODS: US images with indeterminate characteristics were evaluated by five observers with different experience in US examination and by a commercial CAD program. The nodules, on which the observers widely agreed, were considered concordant and, if there was little agreement, not concordant or difficult to assess. The diagnostic performance of the readers and the CAD program was calculated and compared in both groups of nodule images. RESULTS: In the group of concordant thyroid nodules (n = 37), the clinicians and the CAD system obtained similar levels of accuracy (77.0% vs 74.2%, respectively; P = 0.7) and no differences were found in sensitivity (SEN) (95.0% vs 87.5%, P = 0.2), specificity (SPE) (45.5 vs 49.4, respectively; P = 0.7), positive predictive value (PPV) (75.2% vs 77.7%, respectively; P = 0.8), nor negative predictive value (NPV) (85.6 vs 77.7, respectively; P = 0.3). When analyzing the non-concordant nodules (n = 43), the CAD system presented a decrease in accuracy of 4.2%, which was significantly lower than that observed by the experts (19.9%, P = 0.02). CONCLUSIONS: Clinical observers are similar to the CAD system in the US assessment of the risk of thyroid nodules. However, the AI system for thyroid nodules AmCAD-UT(®) showed more reliability in the analysis of unclear or misleading images. |
format | Online Article Text |
id | pubmed-9142810 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Bioscientifica Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-91428102022-05-31 Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules Reverter, J L Ferrer-Estopiñan, L Vázquez, F Ballesta, S Batule, S Perez-Montes de Oca, A Puig-Jové, C Puig-Domingo, M Eur Thyroid J Research INTRODUCTION: Computer-aided diagnostic (CAD) programs for malignancy risk stratification from ultrasound (US) imaging of thyroid nodules are being validated both experimentally and in real-world practice. However, they have not been tested for reliability in analyzing difficult or unclear images. METHODS: US images with indeterminate characteristics were evaluated by five observers with different experience in US examination and by a commercial CAD program. The nodules, on which the observers widely agreed, were considered concordant and, if there was little agreement, not concordant or difficult to assess. The diagnostic performance of the readers and the CAD program was calculated and compared in both groups of nodule images. RESULTS: In the group of concordant thyroid nodules (n = 37), the clinicians and the CAD system obtained similar levels of accuracy (77.0% vs 74.2%, respectively; P = 0.7) and no differences were found in sensitivity (SEN) (95.0% vs 87.5%, P = 0.2), specificity (SPE) (45.5 vs 49.4, respectively; P = 0.7), positive predictive value (PPV) (75.2% vs 77.7%, respectively; P = 0.8), nor negative predictive value (NPV) (85.6 vs 77.7, respectively; P = 0.3). When analyzing the non-concordant nodules (n = 43), the CAD system presented a decrease in accuracy of 4.2%, which was significantly lower than that observed by the experts (19.9%, P = 0.02). CONCLUSIONS: Clinical observers are similar to the CAD system in the US assessment of the risk of thyroid nodules. However, the AI system for thyroid nodules AmCAD-UT(®) showed more reliability in the analysis of unclear or misleading images. Bioscientifica Ltd 2021-09-07 /pmc/articles/PMC9142810/ /pubmed/34981749 http://dx.doi.org/10.1530/ETJ-21-0023 Text en © The authors https://creativecommons.org/licenses/by-nc-nd/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Research Reverter, J L Ferrer-Estopiñan, L Vázquez, F Ballesta, S Batule, S Perez-Montes de Oca, A Puig-Jové, C Puig-Domingo, M Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
title | Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
title_full | Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
title_fullStr | Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
title_full_unstemmed | Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
title_short | Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
title_sort | reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9142810/ https://www.ncbi.nlm.nih.gov/pubmed/34981749 http://dx.doi.org/10.1530/ETJ-21-0023 |
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