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Yuan F, Zhang YH, Huang F, Cao X, Chen L, Li J, Shen W, Feng K, Bao Y, Huang T, Cai YD. Prediction of Lung Adenocarcinoma Driver Genes Through Protein-Protein Interaction Networks Utilizing GenePlexus. Proteomics 2024:e202400296. [PMID: 39696915 DOI: 10.1002/pmic.202400296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Revised: 11/22/2024] [Accepted: 12/05/2024] [Indexed: 12/20/2024]
Abstract
Lung adenocarcinoma, a subtype of lung cancer, is produced by uncontrolled proliferation of somatic cells affected by some tumorigenic factors. The origin of this disease can be attributed to the concept of "cancer driver," which links the occurrence of tumor with specific changes in some key genes. These key genes can be identified at various molecular levels. Our innovative method uses a groundbreaking computing technology called GenePlexus to mine new genes related to lung adenocarcinoma. Initially, a vast network was synthesized from protein-protein interactions. Utilizing GenePlexus, we traversed paths interlinking aberrant genes across different layers and pinpointed emerging candidate genes situated on these trajectories. Finally, the candidate genes that were obtained underwent a series of filtering processes, including a permutation test, interaction test, and enrichment test. Compared with the shortest path method, GenePlexus has identified previously neglected genes involved in lung adenocarcinoma. For example, genes such as EGR2, EPHA3, FGFR4, HOXB1, and HEY1 play key roles at multiple molecular levels, including methylation, microRNA, mRNA and mutation, which affect tumorigenesis and lung cancer progression. These genes regulate various processes, from gene expression and cell proliferation to drug resistance to therapeutic drugs and the progress of lung adenocarcinoma.
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Affiliation(s)
- Fei Yuan
- Department of Science & Technology, Binzhou Medical University Hospital, Binzhou, Shandong, China
| | - Yu-Hang Zhang
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - FeiMing Huang
- School of Life Sciences, Shanghai University, Shanghai, China
| | - Xiaoyu Cao
- Department of Neurology, Binzhou Medical University Hospital, Binzhou, Shandong, China
| | - Lei Chen
- College of Information Engineering, Shanghai Maritime University, Shanghai, China
| | - JiaBo Li
- School of Computer Engineering and Science, Shanghai University, Shanghai, China
| | - WenFeng Shen
- School of Computer and Information Engineering, Shanghai Polytechnic University, Shanghai, China
| | - KaiYan Feng
- Department of Computer Science, Guangdong AIB Polytechnic College, Guangzhou, China
| | - YuSheng Bao
- School of Life Sciences, Shanghai University, Shanghai, China
| | - Tao Huang
- Bio-Med Big Data Center, CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China
| | - Yu-Dong Cai
- School of Life Sciences, Shanghai University, Shanghai, China
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Hu B, Zhang H, Wei H, Wang Z, Zhang F, Wang X, Li L. Does adenomatous polyposis coli gene promoter 1A methylation increase non-small cell lung cancer risk? A meta-analysis. Thorac Cancer 2017; 8:410-416. [PMID: 28497891 PMCID: PMC5582469 DOI: 10.1111/1759-7714.12450] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 03/30/2017] [Accepted: 03/30/2017] [Indexed: 12/12/2022] Open
Abstract
Background The promoter region of the adenomatous polyposis coli (APC) gene is hypermethylated in several types of cancers, including non‐small cell lung cancer (NSCLC). The prevalence of methylation in the promoter region of this gene in tumor tissues and autologous controls has not been consistent in previous studies. We evaluated the frequency of APC gene promoter 1A methylation between tumor tissues and autologous controls in NSCLC patients by meta‐analysis. Methods Open published studies of APC gene promoter 1A methylation between tumor tissues and autologous samples in NSCLC patients were identified using a systematic search. Odds ratios (OR) and 95% confidence intervals (CI) of APC gene promoter 1A methylation in lung cancer tissues versus autologous controls were calculated. Fourteen studies, involving a total of 1345 patients and 2182 samples, were finally included. Results The pooled proportion of APC promoter 1A methylation was 0.62 (95% CI 0.52–072) and 0.34 (95% CI 0.21–0.50) in cancer tissues and autologous controls, respectively. The APC gene promoter 1A methylation rate in cancer tissues was much higher than in autologous controls, with a pooled OR of 3.66 (95% CI 2.12–6.33). A strong and significant correlation of APC gene promoter 1A methylation between tumor tissues and autologous controls was detected (correlation coefficient rpearson = 0.77; P = 0.0013). Conclusion The proportion of APC promoter 1A methylation in lung cancer tissues was higher than in autologous controls, indicating that promoter 1A methylation of the APC gene may play an important role in NSCLC carcinogenesis.
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Affiliation(s)
- Baoli Hu
- Department Cardiothoracic Surgery, Huaihe Hospital of Henan University, Kaifegn, China
| | - Hangfeng Zhang
- Department Cardiothoracic Surgery, Huaihe Hospital of Henan University, Kaifegn, China
| | - Haitao Wei
- Department Cardiothoracic Surgery, Huaihe Hospital of Henan University, Kaifegn, China
| | - Zuopei Wang
- Department Cardiothoracic Surgery, Huaihe Hospital of Henan University, Kaifegn, China
| | - Feng Zhang
- Department Cardiothoracic Surgery, Huaihe Hospital of Henan University, Kaifegn, China
| | - Xiaolong Wang
- Department Cardiothoracic Surgery, Huaihe Hospital of Henan University, Kaifegn, China
| | - Li Li
- Department of Clinical Teaching and Research, School of Nursing, Henan University, Kaifegn, China
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