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Wang S, Xiao F, Li J, Fan X, He Z, Yan T, Yang M, Yang D. Circular RNAs Involved in the Regulation of the Age-Related Pathways. Int J Mol Sci 2022; 23:ijms231810443. [PMID: 36142352 PMCID: PMC9500598 DOI: 10.3390/ijms231810443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 08/31/2022] [Accepted: 09/03/2022] [Indexed: 12/04/2022] Open
Abstract
Circular RNAs (circRNAs) are a class of covalently circular noncoding RNAs that have been extensively studied in recent years. Aging is a process related to functional decline that is regulated by signal transduction. An increasing number of studies suggest that circRNAs can regulate aging and multiple age-related diseases through their involvement in age-related signaling pathways. CircRNAs perform several biological functions, such as acting as miRNA sponges, directly interacting with proteins, and regulating transcription and translation to proteins or peptides. Herein, we summarize research progress on the biological functions of circRNAs in seven main age-related signaling pathways, namely, the insulin-insulin-like, PI3K-AKT, mTOR, AMPK, FOXO, p53, and NF-κB signaling pathways. In these pathways, circRNAs mainly function as miRNA sponges. In this review, we suggest that circRNAs are widely involved in the regulation of the main age-related pathways and are potential biomarkers for aging and age-related diseases.
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Affiliation(s)
- Siqi Wang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China
| | - Feng Xiao
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China
| | - Jiamei Li
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China
| | - Xiaolan Fan
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China
| | - Zhi He
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
| | - Taiming Yan
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
| | - Mingyao Yang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China
- Correspondence: (M.Y.); (D.Y.); Tel.: +86-28-86290991 (M.Y.)
| | - Deying Yang
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu 611130, China
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu 611130, China
- Correspondence: (M.Y.); (D.Y.); Tel.: +86-28-86290991 (M.Y.)
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Li JQ, Wang QT, Nie Y, Xiao YP, Lin T, Han RJ, Li Z, Fan YY, Yuan XH, Wang YM, Zhang J, He YW, Liao HX. A Multi-Element Expression Score Is A Prognostic Factor In Glioblastoma Multiforme. Cancer Manag Res 2019; 11:8977-8989. [PMID: 31695490 PMCID: PMC6805247 DOI: 10.2147/cmar.s228174] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 10/09/2019] [Indexed: 11/25/2022] Open
Abstract
Purpose Glioblastoma multiforme (GBM) is a highly malignant tumor of the central nervous system. Although primary GBM patients receive extensive therapies, tumors may recur within months, and there is no objective and scientific method to predict prognosis. Adoptive immunotherapy holds great promise for GBM treatment. However, the expression profiles of the tumor-associated antigens (TAAs) and tumor immune microenvironment (TME) genes used in immunotherapy of GBM patients have not been fully described. The present study aimed to develop a predictive tool to evaluate patient survival based on full analysis of the expression levels of TAAs and TME genes. Methods Expression profiles of a panel of 87 TAAs and 8 TME genes significantly correlated with poor prognosis were evaluated in 44 GBM patients and 10 normal brain tissues using quantitative real-time polymerase chain reaction (qRT-PCR). A linear formula (the LASSO algorithm based in the R package) weighted by regression coefficients was used to develop a multi-element expression score to predict prognosis; this formula was cross-validated by the leave-one-out method in different GBM cohorts. Results After analysis of gene expression, clinical features, and overall survival (OS), a total of 8 TAAs (CHI3L1, EZH2, TRIOBP, PCNA, PIK3R1, PRKDC, SART3 and EPCAM), 1 TME gene (FOXP3) and 4 clinical features (neutrophil-to-lymphocyte (NLR), number of basophils (BAS), age and treatment with standard radiotherapy and chemotherapy) were included in the formula. There were significant differences between high and low scoring groups identified using the formula in different GBM cohorts (TCGA (n=732) and GEO databases (n=84)), implying poor and good prognosis, respectively. Conclusion The multi-element expression score was significantly associated with OS of GBM patients. The improve understanding of TAAs and TMEs and well-defined formula could be implemented in immunotherapy for GBM to provide better care.
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Affiliation(s)
- Jun-Qi Li
- Department of Cell Biology and Institute of Biomedicine, College of Life Science and Technology, Jinan University, National Engineering Research Center of Genetic Medicine, Guangzhou 510632, People's Republic of China
| | - Qian-Ting Wang
- Department of Cell Biology and Institute of Biomedicine, College of Life Science and Technology, Jinan University, National Engineering Research Center of Genetic Medicine, Guangzhou 510632, People's Republic of China.,Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - Ying Nie
- Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - Yun-Peng Xiao
- Guangzhou Trinomab Biotechnology Co., Ltd, Guangzhou 510632, People's Republic of China
| | - Tao Lin
- Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - Ru-Jin Han
- Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - Zhe Li
- Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - Yu-Ying Fan
- Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - Xiao-Hui Yuan
- Department of Cell Biology and Institute of Biomedicine, College of Life Science and Technology, Jinan University, National Engineering Research Center of Genetic Medicine, Guangzhou 510632, People's Republic of China
| | - Yue-Ming Wang
- Zhuhai Trinomab Biotechnology Co., Ltd., Zhuhai 519040, People's Republic of China
| | - Jian Zhang
- Guangdong 999 Brain Hospital, Guangzhou 510510, People's Republic of China
| | - You-Wen He
- Department of Immunology, Duke University Medical Center, Durham, NC 27710, USA
| | - Hua-Xin Liao
- Department of Cell Biology and Institute of Biomedicine, College of Life Science and Technology, Jinan University, National Engineering Research Center of Genetic Medicine, Guangzhou 510632, People's Republic of China
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Mikheev AM, Mikheeva SA, Severs LJ, Funk CC, Huang L, McFaline-Figueroa JL, Schwensen J, Trapnell C, Price ND, Wong S, Rostomily RC. Targeting TWIST1 through loss of function inhibits tumorigenicity of human glioblastoma. Mol Oncol 2018; 12:1188-1202. [PMID: 29754406 PMCID: PMC6026950 DOI: 10.1002/1878-0261.12320] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Revised: 04/16/2018] [Accepted: 04/25/2018] [Indexed: 12/30/2022] Open
Abstract
TWIST1 (TW) is a bHLH transcription factor (TF) and master regulator of the epithelial-to-mesenchymal transition (EMT). In vitro, TW promotes mesenchymal change, invasion, and self-renewal in glioblastoma (GBM) cells. However, the potential therapeutic relevance of TW has not been established through loss-of-function studies in human GBM cell xenograft models. The effects of TW loss of function (gene editing and knockdown) on inhibition of tumorigenicity of U87MG and GBM4 glioma stem cells were tested in orthotopic xenograft models and conditional knockdown in established flank xenograft tumors. RNAseq and the analysis of tumors investigated putative TW-associated mechanisms. Multiple bioinformatic tools revealed significant alteration of ECM, membrane receptors, signaling transduction kinases, and cytoskeleton dynamics leading to identification of PI3K/AKT signaling. We experimentally show alteration of AKT activity and periostin (POSTN) expression in vivo and/or in vitro. For the first time, we show that effect of TW knockout inhibits AKT activity in U87MG cells in vivo independent of PTEN mutation. The clinical relevance of TW and candidate mechanisms was established by analysis of the TCGA and ENCODE databases. TW expression was associated with decreased patient survival and LASSO regression analysis identified POSTN as one of top targets of TW in human GBM. While we previously demonstrated the role of TW in promoting EMT and invasion of glioma cells, these studies provide direct experimental evidence supporting protumorigenic role of TW independent of invasion in vivo and the therapeutic relevance of targeting TW in human GBM. Further, the role of TW driving POSTN expression and AKT signaling suggests actionable targets, which could be leveraged to mitigate the oncogenic effects of TW in GBM.
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Affiliation(s)
- Andrei M Mikheev
- Department of Neurosurgery, Houston Methodist Hospital and Research Institute, Houston, TX, USA.,Department of Neurosurgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
| | - Svetlana A Mikheeva
- Department of Neurosurgery, Houston Methodist Hospital and Research Institute, Houston, TX, USA.,Department of Neurosurgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
| | - Liza J Severs
- Department of Physiology and Biophysics, University of Washington, Seattle, WA, USA
| | - Cory C Funk
- Institute for Systems Biology, Seattle, WA, USA
| | - Lei Huang
- Department of Systems Medicine& Bioengineering, Houston Methodist Hospital and Research Institute, Weil Cornell Medical College, Houston, TX, USA
| | | | - Jeanette Schwensen
- Department of Neurosurgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
| | - Cole Trapnell
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | | | - Stephen Wong
- Department of Systems Medicine& Bioengineering, Houston Methodist Hospital and Research Institute, Weil Cornell Medical College, Houston, TX, USA
| | - Robert C Rostomily
- Department of Neurosurgery, Houston Methodist Hospital and Research Institute, Houston, TX, USA.,Department of Neurosurgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
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Li B, Zhao W, Li J, Yan M, Xie Z, Zhu Y, Chen C, Jin T. Effect of epidermal growth factor receptor gene polymorphisms on prognosis in glioma patients. Oncotarget 2018; 7:63054-63064. [PMID: 27437777 PMCID: PMC5325346 DOI: 10.18632/oncotarget.10666] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2016] [Accepted: 05/29/2016] [Indexed: 11/25/2022] Open
Abstract
Previous studies suggested that single nucleotide polymorphisms (SNPs) in epidermal growth factor receptor (EGFR) are associated with risk of glioma. However, the associations between these SNPs and glioma patient prognosis have not yet been fully investigated. Therefore, the present study was aimed to evaluate the effects of EGFR polymorphisms on the glioma patient prognosis. We retrospectively evaluated 269 glioma patients and investigated associations between EGFR SNPs and patient prognosis using Cox proportional hazard models and Kaplan-Meier curves. Univariate analysis revealed that age, gross-total resection and chemotherapy were associated with the prognosis of glioma patients (p < 0.05). In addition, four EGFR SNPs (rs11506105, rs3752651, rs1468727 and rs845552) correlated with overall survival (OS) (Log-rank p = 0.011, 0.020, 0.008, and 0.009, respectively) and progression-free survival PFS (Log-rank p = 0.026, 0.024, 0.019 and 0.009, respectively). Multivariate analysis indicated that the rs11506105 G/G genotype, the rs3752651 and rs1468727 C/C genotype and the rs845552 A/A genotype correlated inversely with OS and PFS. In addition, OS among patients with the rs730437 C/C genotype (p = 0.030) was significantly lower OS than among patients with A/A genotype. These data suggest that five EGFR SNPs (rs11506105, rs3752651, rs1468727, rs845552 and rs730437) correlated with glioma patient prognosis, and should be furthered validated in studies of ethnically diverse patients.
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Affiliation(s)
- Bin Li
- School of Life Sciences, Northwest University, Xi'an, Shaanxi, 710069, China.,National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China
| | - Wenhui Zhao
- Department of Anesthesiology, Shaanxi Provincial Tumor Hospital, Xi'an, Shaanxi, 710061, China
| | - Jingjie Li
- School of Life Sciences, Northwest University, Xi'an, Shaanxi, 710069, China.,National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China
| | - Mengdan Yan
- School of Life Sciences, Northwest University, Xi'an, Shaanxi, 710069, China.,National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China
| | - Zhilan Xie
- National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China
| | - Yuanyuan Zhu
- National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China
| | - Chao Chen
- School of Life Sciences, Northwest University, Xi'an, Shaanxi, 710069, China.,National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China
| | - Tianbo Jin
- School of Life Sciences, Northwest University, Xi'an, Shaanxi, 710069, China.,National Engineering Research Center for Miniaturized Detection Systems, Xi'an, Shaanxi, 710069, China.,Xi'an Tiangen Precision Medical Institute, Xi'an, Shaanxi 710075, China
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Mikheev AM, Mikheeva SA, Tokita M, Severs LJ, Rostomily RC. Twist1 mediated regulation of glioma tumorigenicity is dependent on mode of mouse neural progenitor transformation. Oncotarget 2017; 8:107716-107729. [PMID: 29296200 PMCID: PMC5746102 DOI: 10.18632/oncotarget.22593] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Accepted: 11/05/2017] [Indexed: 02/07/2023] Open
Abstract
Twist1 is a master regulator of epithelial mesenchymal transition and carcinoma metastasis. Twist1 has also been associated with increased malignancy of human glioma. However, the impact of inhibiting Twist1 on tumorigenicity has not been characterized in glioma models in the context of different oncogenic transformation paradigms. Here we used an orthotopic mouse glioma model of transplanted transformed neural progenitor cells (NPCs) to demonstrate the effects of Twist1 loss of function on tumorigenicity. Decreased tumorigenicity was observed after shRNA mediated Twist knockdown in HPV E6/7 Ha-RasV12 transformed NPCs and Cre mediated Twist1 deletion in Twist1 fl/fl NPCs transformed by p53 knockdown and Ha-RasV12 expression. By contrast, Twist1 deletion had no effect on tumorigenicity of NPCs transformed by co-expression of Akt and Ha-RasV12. We demonstrated a dramatic off-target effect of Twist1 deletion with constitutive Cre expression, which was completely reversed when Twist1 deletion was achieved by transient administration of recombinant Cre protein. Together these findings demonstrate that the function of Twist1 in these models is highly dependent on specific oncogenic contexts of NPC transformation. Therefore, the driver mutational context in which Twist1 functions may need to be taken into account when evaluating mechanisms of action and developing therapeutic approaches to target Twist1 in human gliomas.
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Affiliation(s)
- Andrei M. Mikheev
- Department of Neurological Surgery, Houston Methodist Hospital and Research Institute, Houston, Texas, USA
- Department of Neurological Surgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, Washington, USA
| | - Svetlana A. Mikheeva
- Department of Neurological Surgery, Houston Methodist Hospital and Research Institute, Houston, Texas, USA
- Department of Neurological Surgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, Washington, USA
| | - Mari Tokita
- Division of Medical Genetics, University of Washington, Seattle, Washington, USA
| | - Liza J. Severs
- Department of Physiology and Biophysics, University of Washington, Seattle, Washington, USA
| | - Robert C. Rostomily
- Department of Neurological Surgery, Houston Methodist Hospital and Research Institute, Houston, Texas, USA
- Department of Neurological Surgery and Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, Washington, USA
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6
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Ladomersky E, Zhai L, Gritsina G, Genet M, Lauing KL, Wu M, James CD, Wainwright DA. Advanced age negatively impacts survival in an experimental brain tumor model. Neurosci Lett 2016; 630:203-208. [PMID: 27493076 DOI: 10.1016/j.neulet.2016.08.002] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2016] [Revised: 07/28/2016] [Accepted: 08/01/2016] [Indexed: 12/23/2022]
Abstract
Glioblastoma (GBM) is the most common primary malignant brain tumor in adults, with an average age of 64 years at the time of diagnosis. To study GBM, a number of mouse brain tumor models have been utilized. In these animal models, subjects tend to range from 6 to 12 weeks of age, which is analogous to that of a human teenager. Here, we examined the impact of age on host immunity and the gene expression associated with immune evasion in immunocompetent mice engrafted with syngeneic intracranial GL261. The data indicate that, in mice with brain tumors, youth conveys an advantage to survival. While age did not affect the tumor-infiltrating T cell phenotype or quantity, we discovered that old mice express higher levels of the immunoevasion enzyme, IDO1, which was decreased by the presence of brain tumor. Interestingly, other genes associated with promoting immunosuppression including CTLA-4, PD-L1 and FoxP3, were unaffected by age. These data highlight the possibility that IDO1 contributes to faster GBM outgrowth with advanced age, providing rationale for future investigation into immunotherapeutic targeting in the future.
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Affiliation(s)
| | | | | | | | | | | | - C David James
- Department of Neurological Surgery, USA; Department of Biochemistry and Molecular Genetics, USA; Northwestern Brain Tumor Institute,USA; Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL 60611, USA
| | - Derek A Wainwright
- Department of Neurological Surgery, USA; Department of Microbiology-Immunology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA; Northwestern Brain Tumor Institute,USA; Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL 60611, USA.
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DeCarolis NA, Kirby ED, Wyss-Coray T, Palmer TD. The Role of the Microenvironmental Niche in Declining Stem-Cell Functions Associated with Biological Aging. Cold Spring Harb Perspect Med 2015; 5:5/12/a025874. [PMID: 26627453 DOI: 10.1101/cshperspect.a025874] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Aging is strongly correlated with decreases in neurogenesis, the process by which neural stem and progenitor cells proliferate and differentiate into new neurons. In addition to stem-cell-intrinsic factors that change within the aging stem-cell pool, recent evidence emphasizes new roles for systemic and microenvironmental factors in modulating the neurogenic niche. This article focuses on new insights gained through the use of heterochronic parabiosis models, in which an old mouse and a young circulatory system are joined. By studying the brains of both young and old mice, researchers are beginning to uncover circulating proneurogenic "youthful" factors and "aging" factors that decrease stem-cell activity and neurogenesis. Ultimately, the identification of factors that influence stem-cell aging may lead to strategies that slow or even reverse age-related decreases in neural-stem-cell (NSC) function and neurogenesis.
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Affiliation(s)
- Nathan A DeCarolis
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California 94305
| | - Elizabeth D Kirby
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California 94305
| | - Tony Wyss-Coray
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California 94305 Center for Tissue Regeneration, Repair, and Restoration, Veterans Administration, Palo Alto Health Care Systems, Palo Alto, California 94304
| | - Theo D Palmer
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California 94305 Department of Neurosurgery, Stanford University School of Medicine, Stanford, California 94305
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Ramakrishna R, Pisapia D. Recent Molecular Advances in Our Understanding of Glioma. Cureus 2015; 7:e287. [PMID: 26244119 PMCID: PMC4523144 DOI: 10.7759/cureus.287] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2015] [Accepted: 07/23/2015] [Indexed: 12/18/2022] Open
Abstract
Our molecular understanding of glioma has undergone a sea change over the last decade. In this review, we discuss two recent articles that employed whole genome sequencing to subclassify gliomas vis-à-vis known molecular alterations. We further discuss the relevance of these findings vis-à-vis current treatment paradigms.
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Affiliation(s)
- Rohan Ramakrishna
- Neurological Surgery, Weill Cornell Medical College ; Neurological Surgery, NewYork-Presbyterian/Weill Cornell Medical Center
| | - David Pisapia
- Pathology, Weill Cornell Medical College ; Pathology, New York Presbyterian Hospital
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Bauer R, Kaiser M, Stoll E. A computational model incorporating neural stem cell dynamics reproduces glioma incidence across the lifespan in the human population. PLoS One 2014; 9:e111219. [PMID: 25409511 PMCID: PMC4237327 DOI: 10.1371/journal.pone.0111219] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2014] [Accepted: 09/22/2014] [Indexed: 02/01/2023] Open
Abstract
Glioma is the most common form of primary brain tumor. Demographically, the risk of occurrence increases until old age. Here we present a novel computational model to reproduce the probability of glioma incidence across the lifespan. Previous mathematical models explaining glioma incidence are framed in a rather abstract way, and do not directly relate to empirical findings. To decrease this gap between theory and experimental observations, we incorporate recent data on cellular and molecular factors underlying gliomagenesis. Since evidence implicates the adult neural stem cell as the likely cell-of-origin of glioma, we have incorporated empirically-determined estimates of neural stem cell number, cell division rate, mutation rate and oncogenic potential into our model. We demonstrate that our model yields results which match actual demographic data in the human population. In particular, this model accounts for the observed peak incidence of glioma at approximately 80 years of age, without the need to assert differential susceptibility throughout the population. Overall, our model supports the hypothesis that glioma is caused by randomly-occurring oncogenic mutations within the neural stem cell population. Based on this model, we assess the influence of the (experimentally indicated) decrease in the number of neural stem cells and increase of cell division rate during aging. Our model provides multiple testable predictions, and suggests that different temporal sequences of oncogenic mutations can lead to tumorigenesis. Finally, we conclude that four or five oncogenic mutations are sufficient for the formation of glioma.
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Affiliation(s)
- Roman Bauer
- Interdisciplinary Computing and Complex BioSystems Research Group (ICOS), School of Computing Science, Newcastle University, Newcastle upon Tyne, Tyne and Wear, United Kingdom
| | - Marcus Kaiser
- Interdisciplinary Computing and Complex BioSystems Research Group (ICOS), School of Computing Science, Newcastle University, Newcastle upon Tyne, Tyne and Wear, United Kingdom; Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, Tyne and Wear, United Kingdom
| | - Elizabeth Stoll
- Institute of Neuroscience, Newcastle University, Newcastle upon Tyne, Tyne and Wear, United Kingdom
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Stoll EA, Horner PJ, Rostomily RC. The impact of age on oncogenic potential: tumor-initiating cells and the brain microenvironment. Aging Cell 2013; 12:733-41. [PMID: 23711239 DOI: 10.1111/acel.12104] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/06/2013] [Indexed: 12/22/2022] Open
Abstract
Paradoxically, aging leads to both decreased regenerative capacity in the brain and an increased risk of tumorigenesis, particularly the most common adult-onset brain tumor, glioma. A shared factor contributing to both phenomena is thought to be age-related alterations in neural progenitor cells (NPCs), which function normally to produce new neurons and glia, but are also considered likely cells of origin for malignant glioma. Upon oncogenic transformation, cells acquire characteristics known as the hallmarks of cancer, including unlimited replication, altered responses to growth and anti-growth factors, increased capacity for angiogenesis, potential for invasion, genetic instability, apoptotic evasion, escape from immune surveillance, and an adaptive metabolic phenotype. The precise molecular pathogenesis and temporal acquisition of these malignant characteristics is largely a mystery. Recent studies characterizing NPCs during normal aging, however, have begun to elucidate mechanisms underlying the age-associated increase in their malignant potential. Aging cells are dependent upon multiple compensatory pathways to maintain cell cycle control, normal niche interactions, genetic stability, programmed cell death, and oxidative metabolism. A few multi-functional proteins act as 'critical nodes' in the coordination of these various cellular activities, although both intracellular signaling and elements within the brain environment are critical to maintaining a balance between senescence and tumorigenesis. Here, we provide an overview of recent progress in our understanding of how mechanisms underlying cellular aging inform on glioma pathogenesis and malignancy.
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Affiliation(s)
- Elizabeth A. Stoll
- Institute for Aging and Health; Newcastle University; Newcastle upon Tyne; UK
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Mikheev AM, Stoll EA, Ramakrishna R, Mikheeva SA, Horner PJ, Rostomily RC. Geropotency: increased malignant potential of aging neural progenitors. Aging (Albany NY) 2013; 4:854-5. [PMID: 23257545 PMCID: PMC3615151 DOI: 10.18632/aging.100514] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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