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Perioperative Chemotherapy with FLOT Scheme in Resectable Gastric Adenocarcinoma: A Preliminary Correlation between TRG and Radiomics
- Source :
- Applied Sciences; Volume 11; Issue 19; Pages: 9211, Applied Sciences, Vol 11, Iss 9211, p 9211 (2021)
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- Perioperative chemotherapy (p-ChT) with a fluorouracil plus leucovorin, oxaliplatin, and docetaxel (FLOT) scheme is the gold standard of care for locally advanced gastric cancer. We aimed to test CT radiomics performance in early response prediction for p-ChT. Patients with advanced gastric cancer who underwent contrast enhanced CT prior to and post p-ChT were retrospectively enrolled. Histologic evaluation of resected specimens was used as the reference standard, and patients were divided into responders (TRG 1a-1b) and non-responders (TRG 2-3) according to their Becker tumor regression grade (TRG). A volumetric region of interest including the whole tumor tissue was drawn from a CT portal-venous phase before and after p-ChT; 120 radiomic features, both first and second order, were extracted. CT radiomics performances were derived from baseline CT radiomics alone and ΔRadiomics to predict response to p-ChT according to the TRG and tested using a receiver operating characteristic (ROC) curve. The final population comprised 15 patients, 6 (40%) responders and 9 (60%) non-responders. Among pre-treatment CT radiomics parameters, Shape, GLCM, First order, and NGTDM features showed a significant ability to discriminate between responders and non-responders (p < 0.011), with Cluster Shade and Autocorrelation (GLCM features) having AUC = 0.907. ΔRadiomics showed significant differences for Shape, GLRLM, GLSZM, and NGTDM features (p < 0.007). MeshVolume (Shape feature) and LongRunEmphasis (GLRLM feature) had AUC = 0.889. In conclusion, CT radiomics may represent an important supportive approach for the radiologic evaluation of advanced gastric cancer patients.
- Subjects :
- Technology
medicine.medical_specialty
QH301-705.5
QC1-999
Population
medicine
General Materials Science
Biology (General)
education
QD1-999
Instrumentation
Fluid Flow and Transfer Processes
Tumor Regression Grade
education.field_of_study
Receiver operating characteristic
business.industry
Physics
gastric cancer
Process Chemistry and Technology
General Engineering
Cancer
Gold standard (test)
Engineering (General). Civil engineering (General)
medicine.disease
Computer Science Applications
Oxaliplatin
Chemistry
Docetaxel
radiomics
perioperative chemotherapy
Fluorouracil
response to treatment
Radiology
TA1-2040
business
medicine.drug
Subjects
Details
- ISSN :
- 20763417
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Applied Sciences
- Accession number :
- edsair.doi.dedup.....53e76d419fc20bdcfa51925cca0c49b9
- Full Text :
- https://doi.org/10.3390/app11199211