Reliability of a computer-aided system in the evaluation of indeterminate ultrasound images of thyroid nodules.

CAD system risk classification thyroid nodules

Journal

European thyroid journal
ISSN: 2235-0640
Titre abrégé: Eur Thyroid J
Pays: England
ID NLM: 101604579

Informations de publication

Date de publication:
01 01 2022
Historique:
received: 25 08 2021
accepted: 07 09 2021
entrez: 4 1 2022
pubmed: 5 1 2022
medline: 5 1 2022
Statut: epublish

Résumé

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. 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. 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). 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.

Identifiants

pubmed: 34981749
doi: 10.1530/ETJ-21-0023
pii: e210023
pmc: PMC9142810
doi:
pii:

Types de publication

Journal Article

Langues

eng

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Auteurs

J L Reverter (JL)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

L Ferrer-Estopiñan (L)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

F Vázquez (F)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

S Ballesta (S)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

S Batule (S)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

A Perez-Montes de Oca (A)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

C Puig-Jové (C)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

M Puig-Domingo (M)

Endocrinology and Nutrition Service, Germans Trias i Pujol Hospital and Research Institute, Badalona, Spain.
Department of Medicine, Autonomous University of Barcelona, Barcelona, Spain.

Classifications MeSH