Ultra-high b-value DWI in rectal cancer: image quality assessment and regional lymph node prediction based on radiomics.
retrospective_cohort · Level III
Where this comes from
- Record sourced from PubMed, PMID 38992110.
- Also identified by DOI 10.1007/s00330-024-10958-3.
- No licence information is recorded for this record.
- Because redistribution is not established, this page shows the abstract only. Follow the links below for the full text.
Abstract
This study aims to evaluate image quality and regional lymph node metastasis (LNM) in patients with rectal cancer (RC) on multi-b-value diffusion-weighted imaging (DWI). This retrospective study included 199 patients with RC who had undergone multi-b-value DWI. Subjective (five-point Likert scale) and objective assessments of quality images were performed on DWI<sub>b1000</sub>, DWI<sub>b2000,</sub> and DWI<sub>b3000</sub>. Patients were randomly divided into a training (n = 140) or validation cohort (n = 59). Radiomics features were extracted within the whole volume tumor on ADC maps (b = 0, 1000 s/mm<sup>2</sup>), DWI<sub>b1000</sub>, DWI<sub>b2000</sub>, and DWI<sub>b3000</sub>, respectively. Five prediction models based on selected features were developed using logistic regression analysis. The performance of radiomics models was evaluated with a receiver operating characteristic curve, calibration, and decision curve analysis (DCA). The mean signal intensity of the tumor (SI<sub>tumor</sub>), signal-to-noise ratio (SNR), and artifact and anatomic differentiability score gradually were decreased as the b-value increased. However, the contrast-to-noise (CNR) on DWI<sub>b2000</sub> was superior to those of DWI<sub>b1000</sub> and DWI<sub>b3000</sub> (4.58 ± 0.86, 3.82 ± 0.77, 4.18 ± 0.84, p < 0.001, respectively). The overall image quality score of DWI<sub>b2000</sub> was higher than that of DWI<sub>b3000</sub> (p < 0.001) and showed no significant difference between DWI<sub>b1000</sub> and DWI<sub>b2000</sub> (p = 0.059). The area under curve (AUC) value of the radiomics model based on DWI<sub>b2000</sub> (0.728) was higher than conventional ADC maps (0.690), DWI<sub>b1000</sub> (0.699), and DWI<sub>b3000</sub> (0.707), but inferior to multi-b-value DWI (0.739) in predicting LNM. DWI<sub>b2000</sub> provides better lesion conspicuity and LNM prediction than DWI<sub>b1000</sub> and DWI<sub>b3000</sub> in RC. DWI<sub>b2000</sub> offers satisfactory visualization of lesions. Radiomics features based on DWI<sub>b2000</sub> can be applied for preoperatively predicting regional lymph node metastasis in rectal cancer, thereby benefiting the stratified treatment strategy. Lymph node staging is required to determine the best treatment plan for rectal cancer. DWI<sub>b2000</sub> provides superior contrast-to-noise ratio and lesion conspicuity and its derived radiomics best predict lymph node metastasis. DWI<sub>b2000</sub> may be recommended as the optimal b-value in rectal MRI protocol.
Medical subject headings
- Rectal Neoplasms
- Diffusion Magnetic Resonance Imaging
- Lymphatic Metastasis