Javascript must be enabled to continue!
Comparison of conventional MRI analysis versus MRI-based radiomics to predict the circumferential margin resection involvement of rectal cancer
View through CrossRef
Abstract
Background
To compare the application of conventional MRI analysis and MRI-based radiomics to identify the circumferential resection margin (CRM) status of rectal cancer (RC).
Methods
A cohort of 301 RC patients with 66 CRM invloved status and 235 CRM non-involved status were enrolled in this retrospective study between September 2017 and August 2022. Conventional MRI characteristics included gender, age, diameter, distance to anus, MRI-based T/N phase, CEA, and CA 19 − 9, then the relevant logistic model (Logistic-cMRI) was built. MRI-based radiomics of rectal cancer and mesorectal fascia were calculated after volume of interest segmentation, and the logistic model of rectal cancer radiomics (Logistic-rcRadio) and mesorectal fascia radiomics (Logistic-mfRadio) were constructed. And the combined nomogram (nomo-cMRI/rcRadio/mfRadio) containing conventional MRI characteristics, radiomics of rectal cancer and mesorectal fascia was developed. The receiver operator characteristic curve (ROC) was delineated and the area under curve (AUC) was calculated the efficiency of models.
Results
The AUC of Logistic-cMRI was 0.864 (95%CI, 0.820 to 0.901). The AUC of Logistic-rcRadio was 0.883 (95%CI, 0.832 to 0.928) in the training set and 0.725 (95%CI, 0.616 to 0.826) in the testing set. The AUCs of Logistic-mfRadio was 0.891 (95%CI, 0.838 to 0.936) in the training set and 0.820 (95%CI, 0.725 to 0.905) in the testing set. The AUCs of nomo-cMRI/rcRadio/mfRadio were the highest in both the training set of 0.942 (95%CI, 0.901 to 0.969) and the testing set of 0.909 (95%CI, 0.830 to 0.959).
Conclusion
MRI-based radiomics of rectal cancer and mesorectal fascia showed similar efficacy in predicting the CRM status of RC. The combined nomogram performed better in assessment.
Springer Science and Business Media LLC
Title: Comparison of conventional MRI analysis versus MRI-based radiomics to predict the circumferential margin resection involvement of rectal cancer
Description:
Abstract
Background
To compare the application of conventional MRI analysis and MRI-based radiomics to identify the circumferential resection margin (CRM) status of rectal cancer (RC).
Methods
A cohort of 301 RC patients with 66 CRM invloved status and 235 CRM non-involved status were enrolled in this retrospective study between September 2017 and August 2022.
Conventional MRI characteristics included gender, age, diameter, distance to anus, MRI-based T/N phase, CEA, and CA 19 − 9, then the relevant logistic model (Logistic-cMRI) was built.
MRI-based radiomics of rectal cancer and mesorectal fascia were calculated after volume of interest segmentation, and the logistic model of rectal cancer radiomics (Logistic-rcRadio) and mesorectal fascia radiomics (Logistic-mfRadio) were constructed.
And the combined nomogram (nomo-cMRI/rcRadio/mfRadio) containing conventional MRI characteristics, radiomics of rectal cancer and mesorectal fascia was developed.
The receiver operator characteristic curve (ROC) was delineated and the area under curve (AUC) was calculated the efficiency of models.
Results
The AUC of Logistic-cMRI was 0.
864 (95%CI, 0.
820 to 0.
901).
The AUC of Logistic-rcRadio was 0.
883 (95%CI, 0.
832 to 0.
928) in the training set and 0.
725 (95%CI, 0.
616 to 0.
826) in the testing set.
The AUCs of Logistic-mfRadio was 0.
891 (95%CI, 0.
838 to 0.
936) in the training set and 0.
820 (95%CI, 0.
725 to 0.
905) in the testing set.
The AUCs of nomo-cMRI/rcRadio/mfRadio were the highest in both the training set of 0.
942 (95%CI, 0.
901 to 0.
969) and the testing set of 0.
909 (95%CI, 0.
830 to 0.
959).
Conclusion
MRI-based radiomics of rectal cancer and mesorectal fascia showed similar efficacy in predicting the CRM status of RC.
The combined nomogram performed better in assessment.
Related Results
Increased life expectancy of heart failure patients in a rural center by a multidisciplinary program
Increased life expectancy of heart failure patients in a rural center by a multidisciplinary program
Abstract
Funding Acknowledgements
Type of funding sources: None.
INTRODUCTION Patients with heart failure (HF)...
Primary PCI: a reasonable treatment for STEMI care during the COVID-19 pandemic
Primary PCI: a reasonable treatment for STEMI care during the COVID-19 pandemic
Abstract
Funding Acknowledgements
Type of funding sources: None.
Introduction
...
Hydatid Disease of The Brain Parenchyma: A Systematic Review
Hydatid Disease of The Brain Parenchyma: A Systematic Review
Abstarct
Introduction
Isolated brain hydatid disease (BHD) is an extremely rare form of echinococcosis. A prompt and timely diagnosis is a crucial step in disease management. This ...
Sequelae after multimodal treatment of rectal cancer
Sequelae after multimodal treatment of rectal cancer
<p dir="ltr">In recent decades, rectal cancer treatment has shifted from traditional surgical resection to include additional modalities such as radiotherapy and chemotherapy...
Sequelae after multimodal treatment of rectal cancer
Sequelae after multimodal treatment of rectal cancer
<p dir="ltr">In recent decades, rectal cancer treatment has shifted from traditional surgical resection to include additional modalities such as radiotherapy and chemotherapy...
Diagnostic Accuracy of MRI Radiomics for Predicting KRAS Mutation in Rectal Cancer: A Systematic Review and Meta-analysis
Diagnostic Accuracy of MRI Radiomics for Predicting KRAS Mutation in Rectal Cancer: A Systematic Review and Meta-analysis
Abstract
Background
KRAS mutation status is an important biomarker in rectal cancer, with implications for prognosis and treatm...
Time to Start Up: CT-Basted Radiomics in Children’s Lung Diseases
Time to Start Up: CT-Basted Radiomics in Children’s Lung Diseases
Radiomics is a new interdisciplinary field and a fusion product consisting by large data technology and medical image to aid diagnosis. Radiomics can gather information from differ...
Assessment of Circumferential Resection Margins (CRM) clearance in Conventional open Versus Laparoscopic Cancer Rectum Resection
Assessment of Circumferential Resection Margins (CRM) clearance in Conventional open Versus Laparoscopic Cancer Rectum Resection
Abstract
Background
Colon and rectal cancer represent the fourth commonest malignancy worldwide. Globally, colon and rectal canc...

