1. Usefulness of texture features of apparent diffusion coefficient maps in predicting chemoradiotherapy response in muscle-invasive bladder cancer
- Author
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Junichi Tsuchiya, Minato Yokoyama, Soichiro Yoshida, Yasuhisa Fujii, Ukihide Tateishi, Yoh Matsuoka, Hajime Tanaka, Ichiro Yamada, Koichiro Kimura, and Ryoichi Yoshimura
- Subjects
medicine.medical_specialty ,medicine.medical_treatment ,Feature selection ,Cystectomy ,030218 nuclear medicine & medical imaging ,Correlation ,03 medical and health sciences ,0302 clinical medicine ,medicine ,Humans ,Effective diffusion coefficient ,Radiology, Nuclear Medicine and imaging ,Bladder cancer ,business.industry ,Muscles ,Chemoradiotherapy ,General Medicine ,medicine.disease ,Confidence interval ,Diffusion Magnetic Resonance Imaging ,Urinary Bladder Neoplasms ,Quartile ,030220 oncology & carcinogenesis ,Radiology ,business - Abstract
To examine the usefulness of the texture analysis (TA) of apparent diffusion coefficient (ADC) maps in predicting the chemoradiotherapy (CRT) response of muscle-invasive bladder cancer (MIBC). We reviewed 45 MIBC patients who underwent cystectomy after CRT. CRT response was assessed through histologic evaluation of cystectomy specimens. Two radiologists determined the volume of interest for the index lesions on ADC maps of pretherapeutic 1.5-T MRI and performed TA using the LIFEx software. Forty-six texture features (TFs) were selected based on their contribution to the prediction of CRT sensitivity. To evaluate diagnostic performance, diagnostic models from the selected TFs were created using random forest (RF) and support vector machine (SVM), respectively. Twenty-three patients achieved pathologic complete response (pCR) to CRT. The feature selection identified first quartile ADC (Q1 ADC), gray-level co-occurrence matrix (GLCM) correlation, and GLCM homogeneity as important in predicting CRT response. Patients who achieved pCR showed significantly lower Q1 ADC and GLCM correlation values (0.66 × 10−3 mm2/s and 0.53, respectively) than those who did not (0.81 × 10−3 mm2/s and 0.70, respectively; p
- Published
- 2021
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