Introducing novel key genes and transcription factors associated with rectal cancer response to chemoradiation through co-expression network analysis

被引:4
作者
Afshar, Saeid [1 ]
Leili, Tapak [2 ,5 ]
Amini, Payam [3 ]
Dinu, Irina [4 ]
机构
[1] Hamadan Univ Med Sci, Canc Res Ctr, Hamadan, Iran
[2] Hamadan Univ Med Sci, Noncommunicable Dis Res Ctr, Sch Publ Hlth & Modeling, Dept Biostat, Hamadan, Iran
[3] Keele Univ, Sch Med, Keele ST5 5BG, Staffs, England
[4] Univ Alberta, Sch Publ Hlth, Edmonton, AB, Canada
[5] Hamadan Univ Med Sci, Sch Publ Hlth, Dept Biostat, Hamadan, Iran
关键词
WGCNA; Colorectal neoplasm; Chemoradiotherapy; Transcription factors; COLORECTAL-CANCER; PREOPERATIVE CHEMORADIOTHERAPY; POOR-PROGNOSIS; EXPRESSION; CELLS; IDENTIFICATION; PREDICTION; METASTASIS; ENHANCERS;
D O I
10.1016/j.heliyon.2023.e18869
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
Preoperative radiochemotherapy is a promising therapeutic method for locally advanced rectal cancer patients. However, the response of colorectal cancer (CRC) patients to preoperative radiotherapy varies widely. In this study, we aimed to identify novel biomarkers that could predict the response of colorectal tumors to treatment using a systems biology approach. We applied the Weighted Gene Co-Expression Network Analysis to construct co-expression networks and evaluated the correlation of these networks with radiation using the module-trait relationship. We then identified hub genes and related transcription factors in the selected co-expression module.Our analysis of seven constructed modules revealed that one module, which contained 113 nodes and 6066 edges, had the strongest correlation with radiation effects on CRC (correlation = 0.85; p-value = 6e-7). By analyzing the selected module with the CytoHubba plugin, we identified four hub genes, including ZEB2, JAM2, NDN, and PPAP2A. We also identified seven important transcription factors, including KLF4, SUZ12, TCF4, NANOG, POU5F1, SOX2, and SMARCA4, which may play essential roles in regulating the four hub genes.In summary, our findings suggest that ZEB2, JAM2, NDN, and PPAP2A, along with the seven transcription factors related to these hub genes, may be associated with the response of colorectal tumors to chemoradiotherapy.
引用
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页数:11
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