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Xu J, Pang B, Lan Y, Dou R, Wang S, Kang S, Zhang W, Liu Y, Zhang Y, Ping Y. Identifying the personalized driver gene sets maximally contributing to abnormality of transcriptome phenotype in glioblastoma multiforme individuals. Mol Oncol 2023; 17:2472-2490. [PMID: 37491836 PMCID: PMC10620122 DOI: 10.1002/1878-0261.13499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 06/21/2023] [Accepted: 07/24/2023] [Indexed: 07/27/2023] Open
Abstract
High heterogeneity in genome and phenotype of cancer populations made it difficult to apply population-based common driver genes to the diagnosis and treatment of cancer individuals. Characterizing and identifying the personalized driver mechanism for glioblastoma multiforme (GBM) individuals were pivotal for the realization of precision medicine. We proposed an integrative method to identify the personalized driver gene sets by integrating the profiles of gene expression and genetic alterations in cancer individuals. This method coupled genetic algorithm and random walk to identify the optimal gene sets that could explain abnormality of transcriptome phenotype to the maximum extent. The personalized driver gene sets were identified for 99 GBM individuals using our method. We found that genomic alterations in between one and seven driver genes could maximally and cumulatively explain the dysfunction of cancer hallmarks across GBM individuals. The driver gene sets were distinct even in GBM individuals with significantly similar transcriptomic phenotypes. Our method identified MCM4 with rare genetic alterations as previously unknown oncogenic genes, the high expression of which were significantly associated with poor GBM prognosis. The functional experiments confirmed that knockdown of MCM4 could significantly inhibit proliferation, invasion, migration, and clone formation of the GBM cell lines U251 and U118MG, and overexpression of MCM4 significantly promoted the proliferation, invasion, migration, and clone formation of the GBM cell line U87MG. Our method could dissect the personalized driver genetic alteration sets that are pivotal for developing targeted therapy strategies and precision medicine. Our method could be extended to identify key drivers from other levels and could be applied to more cancer types.
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Affiliation(s)
- Jinyuan Xu
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Bo Pang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Yujia Lan
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Renjie Dou
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Shuai Wang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Shaobo Kang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Wanmei Zhang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Yuanyuan Liu
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Yijing Zhang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
| | - Yanyan Ping
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityChina
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Dai L, Liang W, Shi Z, Li X, Zhou S, Hu W, Yang Z, Wang X. Systematic characterization and biological functions of non-coding RNAs in glioblastoma. Cell Prolif 2022; 56:e13375. [PMID: 36457281 PMCID: PMC9977673 DOI: 10.1111/cpr.13375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 11/02/2022] [Accepted: 11/22/2022] [Indexed: 12/05/2022] Open
Abstract
Glioblastoma multiforme (GBM) is the most malignant and aggressive type of glioma. Non-coding RNAs (ncRNAs) are RNAs that do not encode proteins but widely exist in eukaryotic cells. The common characteristics of these RNAs are that they can all be transcribed from the genome without being translated into proteins, thus performing biological functions, particularly microRNAs (miRNAs), long non-coding RNAs (lncRNAs) and circular RNAs. Studies have found that ncRNAs are associated with the occurrence and development of GBM, and there is a complex regulatory network among ncRNAs, which can regulate cell proliferation, migration, apoptosis and differentiation, thus provide a basis for the development of highly specific diagnostic tools and therapeutic strategies in the future. The present review aimed to comprehensively describe the biogenesis, general features and functions of regulatory ncRNAs in GBM, and to interpret the potential biological functions of these ncRNAs in GBM as well as their impact on clinical diagnosis, treatment and prognosis and discusses the potential mechanisms of these RNA subtypes leading to cancer in order to contribute to the better design of personalized GBM therapies in the future.
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Affiliation(s)
- Lirui Dai
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Institute of Neuroscience, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Wulong Liang
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Zimin Shi
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Institute of Neuroscience, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Xiang Li
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Institute of Neuroscience, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Shaolong Zhou
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Weihua Hu
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Zhuo Yang
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
| | - Xinjun Wang
- Department of NeurosurgeryThe Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou UniversityZhengzhouChina,Institute of Neuroscience, Zhengzhou UniversityZhengzhouChina,Henan International Joint Laboratory of Glioma Metabolism and Microenvironment ResearchZhengzhouHenanChina
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Pandey N, Anastasiadis P, Carney CP, Kanvinde PP, Woodworth GF, Winkles JA, Kim AJ. Nanotherapeutic treatment of the invasive glioblastoma tumor microenvironment. Adv Drug Deliv Rev 2022; 188:114415. [PMID: 35787387 PMCID: PMC10947564 DOI: 10.1016/j.addr.2022.114415] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 06/20/2022] [Accepted: 06/26/2022] [Indexed: 12/11/2022]
Abstract
Glioblastoma (GBM) is the most common malignant adult brain cancer with no curative treatment strategy. A significant hurdle in GBM treatment is effective therapeutic delivery to the brain-invading tumor cells that remain following surgery within functioning brain regions. Developing therapies that can either directly target these brain-invading tumor cells or act on other cell types and molecular processes supporting tumor cell invasion and recurrence are essential steps in advancing new treatments in the clinic. This review highlights some of the drug delivery strategies and nanotherapeutic technologies that are designed to target brain-invading GBM cells or non-neoplastic, invasion-supporting cells residing within the GBM tumor microenvironment.
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Affiliation(s)
- Nikhil Pandey
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States
| | - Pavlos Anastasiadis
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States
| | - Christine P Carney
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States
| | - Pranjali P Kanvinde
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States
| | - Graeme F Woodworth
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Fischell Department of Bioengineering, A. James Clarke School of Engineering, University of Maryland, College Park, MD, 20742, United States
| | - Jeffrey A Winkles
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Department of Surgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Center for Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, MD 21201, United States.
| | - Anthony J Kim
- Department of Neurosurgery, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Department of Pharmacology, University of Maryland School of Medicine, Baltimore, MD 21201, United States; Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD 21201, United States; Fischell Department of Bioengineering, A. James Clarke School of Engineering, University of Maryland, College Park, MD, 20742, United States.
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Wang N, Li J, He J, Jing YG, Zhao WD, Yu WJ, Wang J. Knockdown of lncRNA CCAT1 Inhibits the Progression of Colorectal Cancer via hsa-miR-4679 Mediating the Downregulation of GNG10. J Immunol Res 2021; 2021:8930813. [PMID: 35005034 PMCID: PMC8739552 DOI: 10.1155/2021/8930813] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2021] [Revised: 08/08/2021] [Accepted: 11/27/2021] [Indexed: 12/24/2022] Open
Abstract
Great concerns have raised crucial roles of long noncoding RNAs (lncRNAs) on colorectal cancer progression due to the increasing number of studies in cancer development. Previous studies reveal that lncRNA CCAT1 plays an important role in the progression of a variety of cancers. However, the role of lncRNA CCAT1 in colorectal cancer is still unclear. In this study, we found that in both colorectal tissues and cell lines the level of lncRNA CCAT1 was increased. Downregulation of lncRNA CCAT1 inhibited the proliferation, migration, and invasion of colorectal cell lines and promoted apoptosis. We then found that hsa-miR-4679 could bind to lncRNA CCAT1 directly, and with further functional analyses, we confirmed that lncRNA CCAT1 sponged hsa-miR-4679 to promote the progression of colorectal cancer. Next, we found that hsa-miR-4679 was directly bound to 3'UTR of GNG10 (guanine nucleotide-binding protein, gamma 10). GNG10 overexpression promoted the progression of colorectal cancer, and this phenotype could be reversed by miR-4679 mimics. At last, we knocked down CCAT1 in vivo and found that sh-CCAT1 reduced the tumor size and the number of proliferating cells. In summary, our findings revealed that lncRNA CCAT1 facilitated colorectal cancer progression via the hsa-miR-4679/GNG10 axis and provided new potential therapeutic targets for colorectal cancer.
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Affiliation(s)
- Ning Wang
- Department of Surgery, School of Clinical Medicine, Dali University, Dali, Yunnan 671000, China
| | - Jun Li
- Department of Surgery, School of Clinical Medicine, Dali University, Dali, Yunnan 671000, China
| | - Ju He
- Department of General Surgery, The First Affiliated Hospital of Dali University, Dali University, Dali, Yunnan 671000, China
| | - Yong-Guang Jing
- Department of Human Anatomy, School of Basic Medical Sciences, Dali University, Dali, Yunnan 671000, China
| | - Wei-dong Zhao
- Laboratory Department, School of Clinical Medicine, Dali University, Dali, Yunnan 671000, China
| | - Wen-jin Yu
- Department of General Surgery, The First Affiliated Hospital of Dali University, Dali University, Dali, Yunnan 671000, China
| | - Jing Wang
- Department of Surgery, School of Clinical Medicine, Dali University, Dali, Yunnan 671000, China
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