Computer-Aided Diagnosis of Thyroid Nodules via Ultrasonography: Initial Clinical Experience

Korean J Radiol. 2018 Jul-Aug;19(4):665-672. doi: 10.3348/kjr.2018.19.4.665. Epub 2018 Jun 14.

Abstract

Objective: To prospectively evaluate the diagnostic performance of computer-aided diagnosis (CAD) for detection of thyroid cancers via ultrasonography (US).

Materials and methods: This study included 50 consecutive patients with 117 thyroid nodules on US during the period between June 2016 and July 2016. A radiologist performed US examinations using real-time CAD integrated into a US scanner. We compared the diagnostic performance of radiologist, the CAD system, and the CAD-assisted radiologist for the detection of thyroid cancers.

Results: The sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy of the CAD system were 80.0, 88.1, 83.3, 85.5, and 84.6%, respectively, and were not significantly different from those of the radiologist (p > 0.05). The CAD-assisted radiologist showed improved diagnostic sensitivity compared with the radiologist alone (92.0% vs. 84.0%, p = 0.037), while the specificity and PPV were reduced (85.1% vs. 95.5%, p = 0.005 and 82.1% vs. 93.3%, p = 0.008). The radiologist assisted by the CAD system exhibited better diagnostic sensitivity and NPV than the CAD system alone (92.0% vs. 80.0%, p = 0.009 and 93.4% vs. 88.9%, p = 0.013), while the specificities and PPVs were not significantly different (88.1% vs. 85.1%, p = 0.151 and 83.3% vs. 82.1%, p = 0.613, respectively).

Conclusion: The CAD system may be an adjunct to radiological intervention in the diagnosis of thyroid cancer.

Keywords: Artificial intelligence; Computer-aided diagnosis; Thyroid cancer; Thyroid nodule; Ultrasonography; Ultrasound.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Area Under Curve
  • Diagnosis, Computer-Assisted
  • Female
  • Humans
  • Male
  • Middle Aged
  • ROC Curve
  • Sensitivity and Specificity
  • Thyroid Nodule / diagnosis*
  • Thyroid Nodule / diagnostic imaging
  • Ultrasonography*
  • Young Adult