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October 10, 2025Surgical Endoscopy2 citationsOpen Access

Computer-aided diagnosis system for predicting deeply invasive colorectal cancer: a comparison with a prospective study using magnifying chromoendoscopy

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TMTomoaki MatsumuraMFMai FujieYNYukihiro Nomura

Key Points

  • The CAD system achieved a diagnostic accuracy of 61.3%, lower than M-NBI and MCE.
  • High-confidence cases diagnosed by CAD had an accuracy of 95.3%, comparable to M-NBI and MCE.
  • Sensitivity for CAD was 92.3%, while M-NBI showed 74.2% and MCE 83.9%, highlighting performance differences.
  • Further evaluation of low-confidence CAD cases is necessary, where accuracy was deemed insufficient.

Abstract

Abstract Background Computer-aided diagnosis (CAD) systems for predicting deeply invasive colorectal cancer (CRC) have been developed, but their clinical utility remains uncertain. This study aimed to compare the diagnostic accuracy of a CAD system with that of endoscopists using magnifying narrow-band imaging (M-NBI) and magnifying chromoendoscopy (MCE). Methods A total of 303 lesions obtained from a prospective multicenter study were analyzed. CAD diagnoses were classified as high- or low-confidence. The diagnostic accuracy of CAD was compared with that of M-NBI and MCE. Results The diagnostic accuracy of the CAD system was 61.3%; sensitivity: 92.3%; specificity: 47.5%; positive predictive value (PPV): 95.4%; negative predictive value (NPV), and 89.1% overall accuracy. Among the 303 lesions, 193 (63.7%) were diagnosed with high confidence, with accuracy rates of 95.3% for high-confidence cases and 78.2% for low-confidence cases. For M-NBI, the sensitivity, specificity, PPV, NPV, and accuracy were 74.2%, 96.3%, 69.7%, 97.0%, and 94.1%, respectively. For MCE, the values were 83.9%, 95.2%, 66.7%, 98.1%, and 94.1%, respectively. The overall accuracy of the CAD system was lesser than that of M-NBI ( p = 0.011) and MCE ( p = 0.014). However, in high-confidence cases, the diagnostic performance of the CAD system was comparable to that of M-NBI and MCE. Conclusions In high-confidence cases, the diagnostic accuracy rates of the CAD system were comparable to those of M-NBI and MCE. However, in low-confidence cases, the accuracy of the CAD system was insufficient, and further evaluations using M-NBI and MCE are necessary. Graphical abstract

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Cite This Study

Matsumura et al. (2025) studied this question.

synapsesocial.com/papers/68e92b74531184d53775e33fhttps://doi.org/10.1007/s00464-025-12289-w
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