scholarly journals Pretreatment Contrast-Enhanced Computed Tomography Radiomics for Prediction of Pathological Regression Following Neoadjuvant Chemotherapy in Locally Advanced Gastric Cancer: A Preliminary Multicenter Study

2022 ◽  
Vol 11 ◽  
Author(s):  
Kun Xie ◽  
Yanfen Cui ◽  
Dafu Zhang ◽  
Weiyang He ◽  
Yinfu He ◽  
...  

BackgroundSensitivity to neoadjuvant chemotherapy in locally advanced gastric cancer patients varies; however, an effective predictive marker is currently lacking. We aimed to propose and validate a practical treatment efficacy prediction method based on contrast-enhanced computed tomography (CECT) radiomics.MethodData of l24 locally advanced gastric carcinoma patients who underwent neoadjuvant chemotherapy were acquired retrospectively between December 2012 and August 2020 from three different cancer centers. In total, 1216 radiomics features were initially extracted from each lesion’s pretreatment portal venous phase computed tomography image. Subsequently, a radiomics predictive model was constructed using machine learning software. Clinicopathological data and radiological parameters of the enrolled patients were collected and analyzed retrospectively. Univariate and multivariate logistic regression analyses were performed to screen for independent predictive indices. Finally, we developed an integrated model combining clinicopathological predictive parameters and radiomics features.ResultIn the training set, 10 (14.9%) patients achieved a good response (GR) after preoperative neoadjuvant chemotherapy (n = 77), whereas in the testing set, seven (17.5%) patients achieved a GR (n = 47). The radiomics predictive model showed competitive prediction efficacy in both the training and independent external validation sets. The areas under the curve (AUC) values were 0.827 (95% confidence interval [CI]: 0.609–1.000) and 0.854 (95% CI: 0.610–1.000), respectively. Similarly, when only the single hospital data were included as an independent external validation set (testing set 2), AUC values of the models were 0.827 (95% CI: 0.650–0.952) and 0.889 (95% CI: 0.663–1.000) in the training set and testing set 2, respectively.ConclusionOur study is the first to discover that CECT radiomics could provide powerful and consistent predictions of therapeutic sensitivity to neoadjuvant chemotherapy among gastric cancer patients across different hospitals.

2020 ◽  
Vol 38 (15_suppl) ◽  
pp. e16573-e16573
Author(s):  
James Pereira De Andrade ◽  
Hye Seong Ahn ◽  
Joseph Chao ◽  
Laleh Golkar Melstrom ◽  
Isaac Benjamin Paz ◽  
...  

e16573 Background: A recent RCT comparing FLOT and ECF regimens for locally advanced gastric cancer found FLOT to be superior in pathologic complete response (PCR) rates: 16% versus 6%. We evaluated patients who underwent resection after FLOT and FOLFOX in a diverse US population. Methods: Patients diagnosed with gastric adenocarcinoma at a single institution who underwent preoperative chemotherapy either with FLOT or FOLFOX between 2017 and 2019 were evaluated for pathologic response. Results: Fifty-nine patients underwent gastrectomy for adenocarcinoma. Of these, 59% underwent neoadjuvant chemotherapy: FLOT 20 patients, FOLFOX 12 patients, ECF 1 patient, other regimen 2 patients. Racial/ethnic background of patients were 20% non-Hispanic white, 23% Hispanic/Latino, 40% Asian, 6% black, and 6% other. Three patients (8.6%) had PCR, two received FLOT and one FOLFOX. Four patients had a near complete response (tumor regression score 1), all of whom received FLOT. In total, 16 of 20 patients who received FLOT had at least a partial response whereas only 5 of 12 patients who received FOLFOX had any tumor response (p = 0.027). Among all patients receiving neoadjuvant chemotherapy, 66% had poorly differentiated tumors. Only 1 of these patients experiencing a complete or near complete response compared to 50% of patients with non-poorly differentiated tumors (p = 0.001). Conclusions: In an ethnically diverse US population, tumor regression rates were improved with FLOT when compared to FOLFOX. For medically appropriate patients, strong consideration should be given for FLOT in the neoadjuvant setting.


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