In silico identification of novel biomarkers for key players in transition from normal colon tissue to adenomatous polyps

被引:1
作者
Isik, Zerrin [1 ]
Leblebici, Asim [2 ]
Karaman, Ezgi Demir [3 ]
Karaca, Caner [2 ]
Ellidokuz, Hulya [4 ]
Koc, Altug [5 ]
Ellidokuz, Ender Berat [6 ]
Basbinar, Yasemin [7 ]
机构
[1] Dokuz Eylul Univ, Fac Engn, Dept Comp Engn, Izmir, Turkey
[2] Dokuz Eylul Univ, Inst Hlth Sci, Dept Translat Oncol, Izmir, Turkey
[3] Dokuz Eylul Univ, Inst Nat & Appl Sci, Dept Comp Engn, Izmir, Turkey
[4] Dokuz Eylul Univ, Inst Oncol, Dept Prevent Oncol, Izmir, Turkey
[5] Gentan Genet Med Genet Diag Ctr, Izmir, Turkey
[6] Dokuz Eylul Univ, Fac Med, Dept Gastroenterol, Izmir, Turkey
[7] Dokuz Eylul Univ, Inst Oncol, Dept Translat Oncol, Izmir, Turkey
来源
PLOS ONE | 2022年 / 17卷 / 04期
关键词
COLORECTAL-CANCER; TUMOR-GROWTH; MSX1; EXPRESSION; GENES; GENOME; CELLS; PROLIFERATION; ASSOCIATION; METASTASIS;
D O I
10.1371/journal.pone.0267973
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Adenomatous polyps of the colon are the most common neoplastic polyps. Although most of adenomatous polyps do not show malign transformation, majority of colorectal carcinomas originate from neoplastic polyps. Therefore, understanding of this transformation process would help in both preventive therapies and evaluation of malignancy risks. This study uncovers alterations in gene expressions as potential biomarkers that are revealed by integration of several network-based approaches. In silico analysis performed on a unified microarray cohort, which is covering 150 normal colon and adenomatous polyp samples. Significant gene modules were obtained by a weighted gene co-expression network analysis. Gene modules with similar profiles were mapped to a colon tissue specific functional interaction network. Several clustering algorithms run on the colon-specific network and the most significant sub-modules between the clusters were identified. The biomarkers were selected by filtering differentially expressed genes which also involve in significant biological processes and pathways. Biomarkers were also validated on two independent datasets based on their differential gene expressions. To the best of our knowledge, such a cascaded network analysis pipeline was implemented for the first time on a large collection of normal colon and polyp samples. We identified significant increases in TLR4 and MSX1 expressions as well as decrease in chemokine profiles with mostly pro-tumoral activities. These biomarkers might appear as both preventive targets and biomarkers for risk evaluation. As a result, this research proposes novel molecular markers that might be alternative to endoscopic approaches for diagnosis of adenomatous polyps.
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页数:23
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