Yue Lv1, Ailian Liu1, Jingjun Wu1, Anliang Chen1, Xinying Li1, and Yan Guo2
1The First Affiliated Hospital of DaLian Medical University, Dalian, China, 2GE Healthcare, Shanghai, China
Synopsis
Rectal cancer is the third most common cancer in the world.DCE-MRI is better at diagnosis and evaluation of rectal cancer.Texture analysis is a non-invasive analysis method based on image pixel level. It can reflect the heterogeneity of tumors by quantifying the distribution of pixels and the relationship between pixels.
Purpose
To investigate the feasibility of preoperative DCE-MR functional parameters and texture features in early prediction of lymph node metastasis in rectal cancer patients.Materials and Methods
Retrospectively 44 patients with rectal cancer who underwent lower abdominal 3.0T MR scanning were collected, who were divided into lymph node metastasis group (Group A, n=18) and non-metastasis group (Group B, n=26) according to pathological results. Perfusion parameters (maximum slope, CER, Ktrans, Ve and Kep) from DCE-MR were measured at GenIQ workstation. The DCE-MR images ware derived in DICOM format and passed into Omni-kinetics (OK) software to obtain the unfiltered original texture image and measure the texture characteristics (energy, entropy, kurtosis and skewness) in the ROI. The difference of each parameter between the two groups was compared and the efficacy was evaluated by the receiver operating characteristic curve (ROC).Results
CER and Ktrans of Group A were 2.447±0.584
and 0.398 (0.298, 0.515) respectively, higher than those of Group B 2.013±0.596
and 0.318 (0.234, 0.357), with significant difference (P < 0.05). The energy
and entropy values of Group A and B were 0.537±0.186, 1.380±0.473
and 0.660±0.188, 1.040±0.483, respectively, with statistical difference
(P < 0.05);other parameters were not different between the two groups.
Logistic binary regression combined with the above four parameters showed that
when the threshold value of ROC curve was 0.581, the AUC was 0.825, and the
sensitivity and specificity were 89.9% and 69.2% respectively.Conclusion
DCE-MR functional parameters and texture analysis are valuable in predicting lymph node metastasis in rectal cancer patients before operation.Acknowledgements
No acknowledgement found.References
Huang
Yan-Qi,Liang Chang-Hong,He Lan et al. Development and Validation of a Radiomics
Nomogram for Preoperative Prediction of Lymph Node Metastasis in Colorectal
Cancer.[J] .J. Clin. Oncol., 2016, 34(18): 2157-64.