direct neighbor
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2021 ◽  
Vol 2021 ◽  
pp. 1-9
Author(s):  
Yidan Shi ◽  
Lishuang Qi ◽  
Haifeng Chen ◽  
Jiahui Zhang ◽  
Qingzhou Guan ◽  
...  

Owing to the remarkable heterogeneity of gastric cancer (GC), population-level differentially expressed genes (DEGs) identified using case-control comparison cannot indicate the dysregulated frequency of each DEG in GC. In this work, first, the individual-level DEGs were identified for 1,090 GC tissues without paired normal tissues using the RankComp method. Second, we directly compared the gene expression in a cancer tissue to that in paired normal tissue to identify individual-level DEGs among 448 paired cancer-normal gastric tissues. We found 25 DEGs to be dysregulated in more than 90% of 1,090 GC tissues and also in more than 90% of 448 GC tissues with paired normal tissues. The 25 genes were defined as universal DEGs for GC. Then, we measured 24 paired cancer-normal gastric tissues by RNA-seq to validate them further. Among the universal DEGs, 4 upregulated genes (BGN, E2F3, PLAU, and SPP1) and 1 downregulated gene (UBL3) were found to be cancer genes already documented in the COSMIC or F-Census databases. By analyzing protein-protein interaction networks, we found 12 universally upregulated genes, and we found that their 284 direct neighbor genes were significantly enriched with cancer genes and key biological pathways related to cancer, such as the MAPK signaling pathway, cell cycle, and focal adhesion. The 13 universally downregulated genes and 16 direct neighbor genes were also significantly enriched with cancer genes and pathways related to gastric acid secretion. These universal DEGs may be of special importance to GC diagnosis and treatment targets, and they may make it easier to study the molecular mechanisms underlying GC.


2019 ◽  
Author(s):  
Haidan Yan ◽  
Yidan Shi ◽  
Jiahui Zhang ◽  
Haifeng Chen ◽  
Qingzhou Guan ◽  
...  

Abstract Background Due to the remarkable heterogeneity of gastric cancer (GC), differentially expressed genes (DEGs) identified at the population-level by case-control comparison cannot afford dysregulation frequency of each DEG in GC. Methods Firstly, the individual-level DEGs were identified for 1,090 GC tissues without paired normal tissues by the RankComp method. Secondly, we directly compared the gene expression in a cancer tissue with its paired normal tissue to identify individual-level DEGs for 448 paired cancer-normal gastric tissues. Results We found 25 DEGs dysregulated not only in more than 90% of 1,090 GC tissues, but also in more than 90% of 448 GC tissues with paired normal tissues. The 25 genes were defined as universal DEGs for GC which were further validated in our additionally measured 24 paired cancer-normal gastric tissues. Among the universal DEGs, four up-regulation genes ( BGN , E2F3 , PLAU and SPP1 ) and one down-regulation gene ( UBL3 ) were found to be cancer genes documented in the COSMIC or F-Census database. By analyzing protein-protein interaction network, we found 12 universal up-regulation genes and their 284 direct neighbor genes were significantly enriched with cancer genes and key biological pathways related to cancer, such as MAPK signaling pathway, Cell cycle and Focal adhesion. The 13 universal down-regulation genes and 16 direct neighbor genes were also significantly enriched with cancer genes and gastric acid secretion related pathway. Conclusion These universal DEGs may be of special importance for GC diagnosis and treatment targets, and can help to study the molecular mechanism of GC.


2014 ◽  
Vol 44 ◽  
pp. 73-92
Author(s):  
Jilian Zhang ◽  
Kyriakos Mouratidis ◽  
HweeHwa Pang

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