Identification of Genes Universally Differentially Expressed in Gastric Cancer

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 tiss...

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Main Authors: Yidan Shi, Lishuang Qi, Haifeng Chen, Jiahui Zhang, Qingzhou Guan, Jun He, Meifeng Li, Zheng Guo, Haidan Yan, Ping Li
Format: Article
Language:English
Published: Hindawi Limited 2021-01-01
Series:BioMed Research International
Online Access:http://dx.doi.org/10.1155/2021/7326853
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spelling doaj-dd611b336d994c27b7fa54a212bfebb42021-02-15T12:52:44ZengHindawi LimitedBioMed Research International2314-61332314-61412021-01-01202110.1155/2021/73268537326853Identification of Genes Universally Differentially Expressed in Gastric CancerYidan Shi0Lishuang Qi1Haifeng Chen2Jiahui Zhang3Qingzhou Guan4Jun He5Meifeng Li6Zheng Guo7Haidan Yan8Ping Li9Department of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Systems Biology, College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150086, ChinaDepartment of General Surgery, Fuzhou Second Hospital Affiliated to Xiamen University, 350007, ChinaDepartment of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Bioinformatics, Key Laboratory of Ministry of Education for Gastrointestinal Cancer, School of Basic Medical Sciences, Fujian Medical University, Fuzhou 350122, ChinaDepartment of Gastric Surgery, Fujian Medical University Union Hospital, No. 29 Xinquan Road, Fuzhou 350001, ChinaOwing 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.http://dx.doi.org/10.1155/2021/7326853
collection DOAJ
language English
format Article
sources DOAJ
author Yidan Shi
Lishuang Qi
Haifeng Chen
Jiahui Zhang
Qingzhou Guan
Jun He
Meifeng Li
Zheng Guo
Haidan Yan
Ping Li
spellingShingle Yidan Shi
Lishuang Qi
Haifeng Chen
Jiahui Zhang
Qingzhou Guan
Jun He
Meifeng Li
Zheng Guo
Haidan Yan
Ping Li
Identification of Genes Universally Differentially Expressed in Gastric Cancer
BioMed Research International
author_facet Yidan Shi
Lishuang Qi
Haifeng Chen
Jiahui Zhang
Qingzhou Guan
Jun He
Meifeng Li
Zheng Guo
Haidan Yan
Ping Li
author_sort Yidan Shi
title Identification of Genes Universally Differentially Expressed in Gastric Cancer
title_short Identification of Genes Universally Differentially Expressed in Gastric Cancer
title_full Identification of Genes Universally Differentially Expressed in Gastric Cancer
title_fullStr Identification of Genes Universally Differentially Expressed in Gastric Cancer
title_full_unstemmed Identification of Genes Universally Differentially Expressed in Gastric Cancer
title_sort identification of genes universally differentially expressed in gastric cancer
publisher Hindawi Limited
series BioMed Research International
issn 2314-6133
2314-6141
publishDate 2021-01-01
description 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.
url http://dx.doi.org/10.1155/2021/7326853
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