False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice

This study aims to test computer-aided diagnosis (CAD) for thyroid nodules in clinical ultrasonography (US) practice with a focus towards identifying thyroid entities associated with CAD system misdiagnoses. Two-hundred patients referred to thyroid US were prospectively enrolled. An experienced radi...

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Main Authors: Krisztián Molnár, Endre Kálmán, Zsófia Hári, Omar Giyab, Tamás Gáspár, Károly Rucz, Péter Bogner, Arnold Tóth
Format: Article
Language:English
Published: MDPI AG 2020-06-01
Series:Diagnostics
Subjects:
Online Access:https://www.mdpi.com/2075-4418/10/6/378
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author Krisztián Molnár
Endre Kálmán
Zsófia Hári
Omar Giyab
Tamás Gáspár
Károly Rucz
Péter Bogner
Arnold Tóth
author_facet Krisztián Molnár
Endre Kálmán
Zsófia Hári
Omar Giyab
Tamás Gáspár
Károly Rucz
Péter Bogner
Arnold Tóth
author_sort Krisztián Molnár
collection DOAJ
description This study aims to test computer-aided diagnosis (CAD) for thyroid nodules in clinical ultrasonography (US) practice with a focus towards identifying thyroid entities associated with CAD system misdiagnoses. Two-hundred patients referred to thyroid US were prospectively enrolled. An experienced radiologist evaluated the thyroid nodules and saved axial images for further offline blinded analysis using a commercially available CAD system. To represent clinical practice, not only true nodules, but mimicking lesions were also included. Fine needle aspiration biopsy (FNAB) was performed according to present guidelines. US features and thyroid entities significantly associated with CAD system misdiagnosis were identified along with the diagnostic accuracy of the radiologist and the CAD system. Diagnostic specificity regarding the radiologist was significantly (<i>p</i> < 0.05) higher than when compared with the CAD system (88.1% vs. 40.5%) while no significant difference was found in the sensitivity (88.6% vs. 80%). Focal inhomogeneities and true nodules in thyroiditis, nodules with coarse calcification and inspissated colloid cystic nodules were significantly (<i>p</i> < 0.05) associated with CAD system misdiagnosis as false-positives. The commercially available CAD system is promising when used to exclude thyroid malignancies, however, it currently may not be able to reduce unnecessary FNABs, mainly due to the false-positive diagnoses of nodule mimicking lesions.
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spelling doaj.art-3c652e5e6c374305a2972a806cd547a62023-11-20T03:03:59ZengMDPI AGDiagnostics2075-44182020-06-0110637810.3390/diagnostics10060378False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography PracticeKrisztián Molnár0Endre Kálmán1Zsófia Hári2Omar Giyab3Tamás Gáspár4Károly Rucz5Péter Bogner6Arnold Tóth7Department of Diagnostic Imaging, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, HungaryDepartment of Pathology, University of Pécs Medical School, Szigeti Út 12, 7643 Pécs, HungaryDepartment of Diagnostic Imaging, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, HungaryDepartment of Diagnostic Imaging, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, HungaryDepartment of Diagnostic Imaging, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, Hungary1st Department of Medicine, Division of Endocrinology, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, HungaryDepartment of Diagnostic Imaging, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, HungaryDepartment of Diagnostic Imaging, University of Pécs Medical School, Ifjúság út 13, 7624 Pécs, HungaryThis study aims to test computer-aided diagnosis (CAD) for thyroid nodules in clinical ultrasonography (US) practice with a focus towards identifying thyroid entities associated with CAD system misdiagnoses. Two-hundred patients referred to thyroid US were prospectively enrolled. An experienced radiologist evaluated the thyroid nodules and saved axial images for further offline blinded analysis using a commercially available CAD system. To represent clinical practice, not only true nodules, but mimicking lesions were also included. Fine needle aspiration biopsy (FNAB) was performed according to present guidelines. US features and thyroid entities significantly associated with CAD system misdiagnosis were identified along with the diagnostic accuracy of the radiologist and the CAD system. Diagnostic specificity regarding the radiologist was significantly (<i>p</i> < 0.05) higher than when compared with the CAD system (88.1% vs. 40.5%) while no significant difference was found in the sensitivity (88.6% vs. 80%). Focal inhomogeneities and true nodules in thyroiditis, nodules with coarse calcification and inspissated colloid cystic nodules were significantly (<i>p</i> < 0.05) associated with CAD system misdiagnosis as false-positives. The commercially available CAD system is promising when used to exclude thyroid malignancies, however, it currently may not be able to reduce unnecessary FNABs, mainly due to the false-positive diagnoses of nodule mimicking lesions.https://www.mdpi.com/2075-4418/10/6/378computer-assisted diagnosisultrasonographythyroid nodulethyroid cancerdiagnostic errors
spellingShingle Krisztián Molnár
Endre Kálmán
Zsófia Hári
Omar Giyab
Tamás Gáspár
Károly Rucz
Péter Bogner
Arnold Tóth
False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice
Diagnostics
computer-assisted diagnosis
ultrasonography
thyroid nodule
thyroid cancer
diagnostic errors
title False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice
title_full False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice
title_fullStr False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice
title_full_unstemmed False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice
title_short False-Positive Malignant Diagnosis of Nodule Mimicking Lesions by Computer-Aided Thyroid Nodule Analysis in Clinical Ultrasonography Practice
title_sort false positive malignant diagnosis of nodule mimicking lesions by computer aided thyroid nodule analysis in clinical ultrasonography practice
topic computer-assisted diagnosis
ultrasonography
thyroid nodule
thyroid cancer
diagnostic errors
url https://www.mdpi.com/2075-4418/10/6/378
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