Pulmonary nodules at chest CT: effect of computer-aided diagnosis on radiologists' detection performance

Radiology. 2004 Feb;230(2):347-52. doi: 10.1148/radiol.2302030049.

Abstract

Purpose: To evaluate the effect of computer-aided diagnosis (CAD) on radiologists' detection of pulmonary nodules.

Materials and methods: Fifty chest computed tomographic (CT) examination cases were used. The mean nodule size was 0.81 cm +/- 0.60 (SD) (range, 0.3-2.9 cm). Alternative free-response receiver operating characteristic (ROC) analysis with a continuous rating scale was used to compare the observers' performance in detecting nodules with and without use of CAD. Five board-certified radiologists and five radiology residents participated in an observer performance study. First they were asked to rate the probability of nodule presence without using CAD; then they were asked to rate the probability of nodule presence by using CAD.

Results: For all radiologists, the mean areas under the best-fit alternative free-response ROC curves (Az) without and with CAD were 0.64 +/- 0.08 and 0.67 +/- 0.09, respectively, indicating a significant difference (P <.01). For the five board-certified radiologists, the mean Az values without and with CAD were 0.63 +/- 0.08 and 0.66 +/- 0.09, respectively, indicating a significant difference (P <.01). For the five resident radiologists, the mean Az values without and with CAD were 0.66 +/- 0.04 and 0.68 +/- 0.04, respectively, indicating a significant difference (P =.02). At observer performance analyses, there were no significant differences in Az values obtained either without (P =.61) or with (P =.88) CAD between the board-certified radiologists and the residents. For all radiologists, in the detection of pulmonary nodules 1.0 cm in diameter or smaller, the mean Az values without and with CAD were 0.60 +/- 0.11 and 0.64 +/- 0.11, respectively, indicating a significant difference (P <.01).

Conclusion: Use of the CAD system improved the board-certified radiologists' and residents' detection of pulmonary nodules at chest CT.

Publication types

  • Comparative Study

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Area Under Curve
  • Clinical Competence*
  • Diagnosis, Computer-Assisted*
  • Female
  • Humans
  • Internship and Residency*
  • Lung Neoplasms / diagnostic imaging*
  • Male
  • Middle Aged
  • Observer Variation
  • Predictive Value of Tests
  • ROC Curve
  • Radiology / education*
  • Solitary Pulmonary Nodule / diagnostic imaging*
  • Tomography, Spiral Computed*