Cargando…
Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings
BACKGROUND: Thyroid cancer diagnosis has evolved to include computer-aided diagnosis (CAD) approaches to overcome the limitations of human ultrasound feature assessment. This study aimed to evaluate the diagnostic performance of a CAD system in thyroid nodule differentiation using varied settings. M...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7810331/ https://www.ncbi.nlm.nih.gov/pubmed/33449958 http://dx.doi.org/10.1371/journal.pone.0245617 |
_version_ | 1783637294809350144 |
---|---|
author | Chambara, Nonhlanhla Liu, Shirley Y. W. Lo, Xina Ying, Michael |
author_facet | Chambara, Nonhlanhla Liu, Shirley Y. W. Lo, Xina Ying, Michael |
author_sort | Chambara, Nonhlanhla |
collection | PubMed |
description | BACKGROUND: Thyroid cancer diagnosis has evolved to include computer-aided diagnosis (CAD) approaches to overcome the limitations of human ultrasound feature assessment. This study aimed to evaluate the diagnostic performance of a CAD system in thyroid nodule differentiation using varied settings. METHODS: Ultrasound images of 205 thyroid nodules from 198 patients were analysed in this retrospective study. AmCAD-UT software was used at default settings and 3 adjusted settings to diagnose the nodules. Six risk-stratification systems in the software were used to classify the thyroid nodules: The American Thyroid Association (ATA), American College of Radiology Thyroid Imaging, Reporting, and Data System (ACR-TIRADS), British Thyroid Association (BTA), European Union (EU-TIRADS), Kwak (2011) and the Korean Society of Thyroid Radiology (KSThR). The diagnostic performance of CAD was determined relative to the histopathology and/or cytology diagnosis of each nodule. RESULTS: At the default setting, EU-TIRADS yielded the highest sensitivity, 82.6% and lowest specificity, 42.1% while the ATA-TIRADS yielded the highest specificity, 66.4%. Kwak had the highest AUROC (0.74) which was comparable to that of ACR, ATA, and KSThR TIRADS (0.72, 0.73, and 0.70 respectively). At a hyperechoic foci setting of 3.5 with other settings at median values; ATA had the best-balanced sensitivity, specificity and good AUROC (70.4%; 67.3% and 0.71 respectively). CONCLUSION: The default setting achieved the best diagnostic performance with all TIRADS and was best for maximizing the sensitivity of EU-TIRADS. Adjusting the settings by only reducing the sensitivity to echogenic foci may be most helpful for improving specificity with minimal change in sensitivity. |
format | Online Article Text |
id | pubmed-7810331 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-78103312021-01-27 Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings Chambara, Nonhlanhla Liu, Shirley Y. W. Lo, Xina Ying, Michael PLoS One Research Article BACKGROUND: Thyroid cancer diagnosis has evolved to include computer-aided diagnosis (CAD) approaches to overcome the limitations of human ultrasound feature assessment. This study aimed to evaluate the diagnostic performance of a CAD system in thyroid nodule differentiation using varied settings. METHODS: Ultrasound images of 205 thyroid nodules from 198 patients were analysed in this retrospective study. AmCAD-UT software was used at default settings and 3 adjusted settings to diagnose the nodules. Six risk-stratification systems in the software were used to classify the thyroid nodules: The American Thyroid Association (ATA), American College of Radiology Thyroid Imaging, Reporting, and Data System (ACR-TIRADS), British Thyroid Association (BTA), European Union (EU-TIRADS), Kwak (2011) and the Korean Society of Thyroid Radiology (KSThR). The diagnostic performance of CAD was determined relative to the histopathology and/or cytology diagnosis of each nodule. RESULTS: At the default setting, EU-TIRADS yielded the highest sensitivity, 82.6% and lowest specificity, 42.1% while the ATA-TIRADS yielded the highest specificity, 66.4%. Kwak had the highest AUROC (0.74) which was comparable to that of ACR, ATA, and KSThR TIRADS (0.72, 0.73, and 0.70 respectively). At a hyperechoic foci setting of 3.5 with other settings at median values; ATA had the best-balanced sensitivity, specificity and good AUROC (70.4%; 67.3% and 0.71 respectively). CONCLUSION: The default setting achieved the best diagnostic performance with all TIRADS and was best for maximizing the sensitivity of EU-TIRADS. Adjusting the settings by only reducing the sensitivity to echogenic foci may be most helpful for improving specificity with minimal change in sensitivity. Public Library of Science 2021-01-15 /pmc/articles/PMC7810331/ /pubmed/33449958 http://dx.doi.org/10.1371/journal.pone.0245617 Text en © 2021 Chambara et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 | Research Article Chambara, Nonhlanhla Liu, Shirley Y. W. Lo, Xina Ying, Michael Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings |
title | Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings |
title_full | Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings |
title_fullStr | Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings |
title_full_unstemmed | Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings |
title_short | Diagnostic performance evaluation of different TI-RADS using ultrasound computer-aided diagnosis of thyroid nodules: An experience with adjusted settings |
title_sort | diagnostic performance evaluation of different ti-rads using ultrasound computer-aided diagnosis of thyroid nodules: an experience with adjusted settings |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7810331/ https://www.ncbi.nlm.nih.gov/pubmed/33449958 http://dx.doi.org/10.1371/journal.pone.0245617 |
work_keys_str_mv | AT chambaranonhlanhla diagnosticperformanceevaluationofdifferenttiradsusingultrasoundcomputeraideddiagnosisofthyroidnodulesanexperiencewithadjustedsettings AT liushirleyyw diagnosticperformanceevaluationofdifferenttiradsusingultrasoundcomputeraideddiagnosisofthyroidnodulesanexperiencewithadjustedsettings AT loxina diagnosticperformanceevaluationofdifferenttiradsusingultrasoundcomputeraideddiagnosisofthyroidnodulesanexperiencewithadjustedsettings AT yingmichael diagnosticperformanceevaluationofdifferenttiradsusingultrasoundcomputeraideddiagnosisofthyroidnodulesanexperiencewithadjustedsettings |