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DOI 10.1007/s00464-025-12289-w

Медицинская библиотека · Surgical endoscopy · 2025

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

Matsumura Tomoaki, Fujie Mai, Nomura Yukihiro, Okimoto Kenichiro, Tokunaga Mamoru, Ishikawa Tsubasa, Akizue Naoki, Matsusaka Keisuke, Suzuki Takuto, Kitagawa Yoshiyasu, Nagashima Kengo, Nakaguchi Toshiya, Kato Jun

СтатьяСравнительное исследованиеМногоцентровое исследованиеПоддержка исследования: вне правительства СШАПеревод пока не подготовлен

Аннотация

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.

Для цитирования: Matsumura Tomoaki, Fujie Mai, Nomura Yukihiro, Okimoto Kenichiro, Tokunaga Mamoru, Ishikawa Tsubasa, Akizue Naoki, Matsusaka Keisuke, Suzuki Takuto, Kitagawa Yoshiyasu, Nagashima Kengo, Nakaguchi Toshiya, Kato Jun. Computer-aided diagnosis system for predicting deeply invasive colorectal cancer: a comparison with a prospective study using magnifying chromoendoscopy.. Surgical endoscopy. 2025. DOI: 10.1007/s00464-025-12289-w.

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