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A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center

BACKGROUND: The evaluation of thyroid nodules with ultrasonography has created a large burden for radiologists. Artificial intelligence technology has been rapidly developed in recent years to reduce the cost of labor and improve the differentiation of thyroid malignancies. This study aimed to inves...

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Autores principales: Xia, Shujun, Yao, Jiejie, Zhou, Wei, Dong, Yijie, Xu, Shangyan, Zhou, Jianqiao, Zhan, Weiwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6898946/
https://www.ncbi.nlm.nih.gov/pubmed/31810469
http://dx.doi.org/10.1186/s12957-019-1752-z
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author Xia, Shujun
Yao, Jiejie
Zhou, Wei
Dong, Yijie
Xu, Shangyan
Zhou, Jianqiao
Zhan, Weiwei
author_facet Xia, Shujun
Yao, Jiejie
Zhou, Wei
Dong, Yijie
Xu, Shangyan
Zhou, Jianqiao
Zhan, Weiwei
author_sort Xia, Shujun
collection PubMed
description BACKGROUND: The evaluation of thyroid nodules with ultrasonography has created a large burden for radiologists. Artificial intelligence technology has been rapidly developed in recent years to reduce the cost of labor and improve the differentiation of thyroid malignancies. This study aimed to investigate the diagnostic performance of a novel computer-aided diagnosing system (CADs: S-detect) for the ultrasound (US) interpretation of thyroid nodule subtypes in a specialized thyroid center. METHODS: Our study prospectively included 180 thyroid nodules that underwent ultrasound interpretation. The CADs and radiologist assessed all nodules. The ultrasonographic features of different subtypes were analyzed, and the diagnostic performances of the CADs and radiologist were compared. RESULTS: There were seven subtypes of thyroid nodules, among which papillary thyroid cancer (PTC) accounted for 50.6% and follicular thyroid carcinoma (FTC) accounted for 2.2%. Among all thyroid nodules, the CADs presented a higher sensitivity and lower specificity than the radiologist (90.5% vs 81.1%; 41.2% vs 83.5%); the radiologist had a higher accuracy than the CADs (82.2% vs 67.2%) for diagnosing malignant thyroid nodules. The accuracy of the CADs was not as good as that of the radiologist in diagnosing PTCs (70.9% vs 82.1%). The CADs and radiologist presented accuracies of 43.8% and 60.9% in identifying FTCs, respectively. CONCLUSIONS: The ultrasound CADs presented a higher sensitivity for identifying malignant thyroid nodules than experienced radiologists. The CADs was not as good as experienced radiologists in a specialized thyroid center in identifying PTCs. Radiologists maintained a higher specificity than the CADs for FTC detection.
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spelling pubmed-68989462019-12-11 A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center Xia, Shujun Yao, Jiejie Zhou, Wei Dong, Yijie Xu, Shangyan Zhou, Jianqiao Zhan, Weiwei World J Surg Oncol Research BACKGROUND: The evaluation of thyroid nodules with ultrasonography has created a large burden for radiologists. Artificial intelligence technology has been rapidly developed in recent years to reduce the cost of labor and improve the differentiation of thyroid malignancies. This study aimed to investigate the diagnostic performance of a novel computer-aided diagnosing system (CADs: S-detect) for the ultrasound (US) interpretation of thyroid nodule subtypes in a specialized thyroid center. METHODS: Our study prospectively included 180 thyroid nodules that underwent ultrasound interpretation. The CADs and radiologist assessed all nodules. The ultrasonographic features of different subtypes were analyzed, and the diagnostic performances of the CADs and radiologist were compared. RESULTS: There were seven subtypes of thyroid nodules, among which papillary thyroid cancer (PTC) accounted for 50.6% and follicular thyroid carcinoma (FTC) accounted for 2.2%. Among all thyroid nodules, the CADs presented a higher sensitivity and lower specificity than the radiologist (90.5% vs 81.1%; 41.2% vs 83.5%); the radiologist had a higher accuracy than the CADs (82.2% vs 67.2%) for diagnosing malignant thyroid nodules. The accuracy of the CADs was not as good as that of the radiologist in diagnosing PTCs (70.9% vs 82.1%). The CADs and radiologist presented accuracies of 43.8% and 60.9% in identifying FTCs, respectively. CONCLUSIONS: The ultrasound CADs presented a higher sensitivity for identifying malignant thyroid nodules than experienced radiologists. The CADs was not as good as experienced radiologists in a specialized thyroid center in identifying PTCs. Radiologists maintained a higher specificity than the CADs for FTC detection. BioMed Central 2019-12-06 /pmc/articles/PMC6898946/ /pubmed/31810469 http://dx.doi.org/10.1186/s12957-019-1752-z Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Xia, Shujun
Yao, Jiejie
Zhou, Wei
Dong, Yijie
Xu, Shangyan
Zhou, Jianqiao
Zhan, Weiwei
A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
title A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
title_full A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
title_fullStr A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
title_full_unstemmed A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
title_short A computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
title_sort computer-aided diagnosing system in the evaluation of thyroid nodules—experience in a specialized thyroid center
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6898946/
https://www.ncbi.nlm.nih.gov/pubmed/31810469
http://dx.doi.org/10.1186/s12957-019-1752-z
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