Scattering coefficient maps acquired from optical coherence tomography aid in diagnosis of colorectal abnormalities

Yifeng Zeng; William C. Chapman Jr.; Yixiao Lin; Shuying Li; Quing Zhu

doi:10.1117/12.2576908

5 March 2021 Scattering coefficient maps acquired from optical coherence tomography aid in diagnosis of colorectal abnormalities

Yifeng Zeng, William C. Chapman Jr., Yixiao Lin, Shuying Li, Quing Zhu

Author Affiliations +

Proceedings Volume 11630, Optical Coherence Tomography and Coherence Domain Optical Methods in Biomedicine XXV; 116300V (2021) https://doi.org/10.1117/12.2576908
Event: SPIE BiOS, 2021, Online Only

Abstract

In this ex vivo study, we report the first use of texture features and computer vision-based image features acquired from en face scattering coefficient maps to diagnose colorectal diseases. From these maps, texture features were extracted from a gray-level co-occurrence matrix algorithm, and computer vision-based image features were derived using a scale-invariant feature transform algorithm. Twenty-five features were obtained and thirty-three patients were recruited. Machine learning models were trained using an optimal feature set. The trained models achieved 94.7% sensitivity and 94.0% specificity for differentiating abnormal from normal, and 86.9% sensitivity and 85.0% specificity when distinguishing adenomatous polyp from cancer.

Conference Presentation

Citation Download Citation

Yifeng Zeng, William C. Chapman Jr., Yixiao Lin, Shuying Li, and Quing Zhu "Scattering coefficient maps acquired from optical coherence tomography aid in diagnosis of colorectal abnormalities", Proc. SPIE 11630, Optical Coherence Tomography and Coherence Domain Optical Methods in Biomedicine XXV, 116300V (5 March 2021); https://doi.org/10.1117/12.2576908

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