Tumor-Stroma Classification in Colorectal Cancer Patients with Transfer Learning based Binary Classifier

Author(s):  
Lakpa Dorje Tamang ◽  
Min Tae Kim ◽  
Seong Joon Kim ◽  
Byung Wook Kim
2021 ◽  
Vol 39 (15_suppl) ◽  
pp. e15513-e15513
Author(s):  
Xiaochen Cai ◽  
Yuezong Bai ◽  
Xiaochen Zhao ◽  
Longgang Cui ◽  
Hui Chen

e15513 Background: Immune checkpoint inhibitor (ICI) therapy has made great achievements, but ICI monotherapies show less effectiveness in colorectal cancer patients. Biomarker exploration have carried out from PD-L1 expression, neo-antigen, gene mutation, etc., but no satisfactory results have been obtained. Methods: Patients, Colorectal cancer patients. Methods, Multi-color immunohistochemistry (multi-IHC) was used to evaluate CD8+ T cells, macrophages and natural killer cell (NK cell) in tumors and tumor stroma. The Shapiro-Wilk method was used to test the normality of the data, and the t-test or Mann-Whitney U test was used according to the test results. A two-sided P < 0.05 was considered a significant difference. Results: The study included 72 colorectal cancer patients, including 26 female (36.7%) and 46 male (63.8%), with a median age of 59.5 (50-67.3). There were 6 patients (8.3%) with BRAF mutation, 43 patients (59.7%) with KRAS mutation, and 56 patients (77.8%) with TP53 mutation. The results of immunohistochemistry showed that, BRAF mutation Vs BRAF wild-type or KRAS mutation Vs KRAS wild-type, the number or proportion of CD8+ T cells, macrophages or NK cells in tumor and tumor stroma were not statistically different. For TP53 mutation Vs TP53 wild-type, the number and proportion of CD8+ T cells or macrophages in tumor and tumor stroma were not statistically different. There was no statistical difference in the number and proportion of NK cells in tumor. But, the median number of NK cells in tumor stroma was 345 Vs 129, p = 0.06, and the proportion of NK cells was 5.2% Vs 1.39%, p = 0.02. Conclusions: There is no significant change in the immune microenvironment of colorectal cancer patients with BRAF mutation and KRAS mutation. There are more NK cells in tumor stroma of colorectal cancer patients with TP3 mutation.


2018 ◽  
Vol 37 (11) ◽  
pp. 1015-1024
Author(s):  
Fabiola Müller ◽  
Marrit A. Tuinman ◽  
Ellen Stephenson ◽  
Ans Smink ◽  
Anita DeLongis ◽  
...  

2019 ◽  
Author(s):  
Julia Sánchez-Gundín ◽  
Cristina Martín-Sabroso ◽  
Ana M. Fernández-Carballido ◽  
D. Barreda-Hernández ◽  
Ana I. Torres-Suárez

2020 ◽  
Vol 71 (6) ◽  
pp. 295-306
Author(s):  
Dumitru Radulescu ◽  
Vlad Dumitru Baleanu ◽  
Andrei Nicolaescu ◽  
Marius Lazar ◽  
Marius Bica ◽  
...  

Anastomotic fistula is a dreadful complication of colon and rectal surgery that can put life into danger, being common after colorectal surgery. The preoperative lymphocyte neutrophil ratio (NLR) is known as a prognostic marker for colorectal cancer patients. The existence of a predictive marker of anastomotic fistula in colorectal cancer patients is not fully undestood, so we proposed to investigate the utility of preoperative NLR as a predictor of anastomotic fistula formation. This study the Neutrophils and lymphocytes were detected from periferic blood using flow citometry. We retrospectively evaluated 161 patients with colorectal cancer, who were treated curatively, in which at least one anastomosis was performed, comparing NLR values between patients who had fistula and those with normal healing, then comparing the group with low NLR, with the group with increased NLR, after finding the optimal value of NLR using the ROC curve.The optimal value of the NLR after establishing the cutoff value was 3.07. Between the low NLR group (n=134) and the high NLR group (n=27), were observed statistically significant differences in fistula (p [0.001) and death (p=0.001). The odds ratio for failure in the group with increased NLR was 10.37, which means that patients with NLR]3.54 have a chance of developing anastomotic fistula greater than 10.37 comparable to patients with lower NLR. We suggest the preoperative use of NLR can be used as a predictive marker of anastomotic fistula than can increase the quality of preoperative preparation and therefore the establishment of the optimal surgical technique that can lead to anastomotic fistula risk decrease.


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