1
|
Qin G, Du L, Ma Y, Yin Y, Wang L. Gene biomarker prediction in glioma by integrating scRNA-seq data and gene regulatory network. BMC Med Genomics 2021; 14:287. [PMID: 34863158 PMCID: PMC8643020 DOI: 10.1186/s12920-021-01115-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 11/01/2021] [Indexed: 12/22/2022] Open
Abstract
Background Although great efforts have been made to study the occurrence and development of glioma, the molecular mechanisms of glioma are still unclear. Single-cell sequencing technology provides a new perspective for researchers to explore the pathogens of tumors to further help make treatment and prognosis decisions for patients with tumors. Methods In this study, we proposed an algorithm framework to explore the molecular mechanisms of glioma by integrating single-cell gene expression profiles and gene regulatory relations. First, since there were great differences among malignant cells from different glioma samples, we analyzed the expression status of malignant cells for each sample, and then tumor consensus genes were identified by constructing and analyzing cell-specific networks. Second, to comprehensively analyze the characteristics of glioma, we integrated transcriptional regulatory relationships and consensus genes to construct a tumor-specific regulatory network. Third, we performed a hybrid clustering analysis to identify glioma cell types. Finally, candidate tumor gene biomarkers were identified based on cell types and known glioma-related genes. Results We got six identified cell types using the method we proposed and for these cell types, we performed functional and biological pathway enrichment analyses. The candidate tumor gene biomarkers were analyzed through survival analysis and verified using literature from PubMed. Conclusions The results showed that these candidate tumor gene biomarkers were closely related to glioma and could provide clues for the diagnosis and prognosis of patients with glioma. In addition, we found that four of the candidate tumor gene biomarkers (NDUFS5, NDUFA1, NDUFA13, and NDUFB8) belong to the NADH ubiquinone oxidoreductase subunit gene family, so we inferred that this gene family may be strongly related to glioma.
Collapse
Affiliation(s)
- Guimin Qin
- School of Computer Science and Technology, Xidian University, Xi'an, 710071, China
| | - Longting Du
- School of Computer Science and Technology, Xidian University, Xi'an, 710071, China
| | - Yuying Ma
- School of Computer Science and Technology, Xidian University, Xi'an, 710071, China
| | - Yu Yin
- School of Computer Science and Technology, Xidian University, Xi'an, 710071, China
| | - Liming Wang
- School of Computer Science and Technology, Xidian University, Xi'an, 710071, China.
| |
Collapse
|
2
|
Niu B, Liang C, Lu Y, Zhao M, Chen Q, Zhang Y, Zheng L, Chou KC. Glioma stages prediction based on machine learning algorithm combined with protein-protein interaction networks. Genomics 2019; 112:837-847. [PMID: 31150762 DOI: 10.1016/j.ygeno.2019.05.024] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Accepted: 05/25/2019] [Indexed: 12/18/2022]
Abstract
BACKGROUND Glioma is the most lethal nervous system cancer. Recent studies have made great efforts to study the occurrence and development of glioma, but the molecular mechanisms are still unclear. This study was designed to reveal the molecular mechanisms of glioma based on protein-protein interaction network combined with machine learning methods. Key differentially expressed genes (DEGs) were screened and selected by using the protein-protein interaction (PPI) networks. RESULTS As a result, 19 genes between grade I and grade II, 21 genes between grade II and grade III, and 20 genes between grade III and grade IV. Then, five machine learning methods were employed to predict the gliomas stages based on the selected key genes. After comparison, Complement Naive Bayes classifier was employed to build the prediction model for grade II-III with accuracy 72.8%. And Random forest was employed to build the prediction model for grade I-II and grade III-VI with accuracy 97.1% and 83.2%, respectively. Finally, the selected genes were analyzed by PPI networks, Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, and the results improve our understanding of the biological functions of select DEGs involved in glioma growth. We expect that the key genes expressed have a guiding significance for the occurrence of gliomas or, at the very least, that they are useful for tumor researchers. CONCLUSION Machine learning combined with PPI networks, GO and KEGG analyses of selected DEGs improve our understanding of the biological functions involved in glioma growth.
Collapse
Affiliation(s)
- Bing Niu
- School of Life Sciences, Shanghai University, Shanghai 200444, China; Gordon Life Science Institute, Boston, MA 02478, USA.
| | - Chaofeng Liang
- Department of Neurosurgery, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yi Lu
- School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Manman Zhao
- School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Qin Chen
- School of Life Sciences, Shanghai University, Shanghai 200444, China.
| | - Yuhui Zhang
- Renji Hospital, Medical School, Shanghai Jiaotong University, 160 Pujian Rd, New Pudong District, Shanghai 200127, China; Changhai Hospital, Second Military Medical University, Shanghai 200433, China.
| | - Linfeng Zheng
- Department of Radiology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200080, China; Department of Radiology, Shanghai First People's Hospital, Baoshan Branch, Shanghai 200940, China.
| | - Kuo-Chen Chou
- Center for Informational Biology, University of Electronic Science and Technology of China, Chengdu 610054, China; Gordon Life Science Institute, Boston, MA 02478, USA.
| |
Collapse
|
3
|
Piao XY, Li W, Li Z, Zhang N, Fang H, Zahid D, Qu Q. Forced FoxO1:S 249V expression suppressed glioma cell proliferation through G2/M cell cycle arrests and increased apoptosis. Neurol Res 2018; 41:189-198. [PMID: 30453847 DOI: 10.1080/01616412.2018.1548724] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
OBJECTIVE Forkhead box O1 (FoxO1) plays a crucial role in the development of many tumors. Cyclin D kinase (CDK) 1 could influence the nuclear export and activity of FoxO1 through phosphorylation of serine (S)249. However, the effects of S249 phosphorylation in the development of glioma remain unclear. The aim of the present study is to assess the function of FoxO1:S249V mutant, which was converted S249 phosphorylation site into valine (V) residues in the glioma development. METHODS FoxO1-knockdown U251 glioma cells (U251-KD cells) were established by infection of retrovirus particles with FoxO1 siRNA and FoxO1 restored cells (FoxO1:S249V) were obtained by re-introduction of FoxO1:S249V cDNA. We detected mRNA expression by real-time PCR, and cell cycle arrest and apoptosis by flow cytometric assay, and cell proliferation by BrdU assay and CCK-8 assay. The protective effects of FoxO1:S249V were detected by the xenograft tumor formation assay. RESULTS The FoxO1 mRNA expression was significantly decreased in the glioma specimens (n = 24). The U251-KD cells showed downregulation of p27 and Bim, while the phosphorylation of CDK1 was upregulated. FoxO1:S249V cells inhibited the phosphorylation of S249, and induced G2/M cell cycle arrest, following reduced cell growth and increased apoptosis. Moreover, FoxO1:S249V expression effectively inhibits the glioma growth. CONCLUSION Our findings suggest that the forced FoxO1:S249V suppressed the cell growth through G2/M cell cycle arrests and increased apoptosis in glioma.
Collapse
Affiliation(s)
- Xiang-Yu Piao
- a Department of Neurology, Department of Neurology , the First Affiliated Hospital of Xi'an Jiaotong University , Xi'an , China
| | - Wenzhe Li
- b College of Basic Medical Sciences , Dalian Medical University , Dalian , China
| | - Zhi Li
- c Clinical Laboratory , Dalian Municipal Central Hospital , Dalian city , Liaoning China
| | - Nianzhu Zhang
- b College of Basic Medical Sciences , Dalian Medical University , Dalian , China
| | - Hui Fang
- b College of Basic Medical Sciences , Dalian Medical University , Dalian , China
| | - Danish Zahid
- b College of Basic Medical Sciences , Dalian Medical University , Dalian , China
| | - Qiumin Qu
- a Department of Neurology, Department of Neurology , the First Affiliated Hospital of Xi'an Jiaotong University , Xi'an , China
| |
Collapse
|
4
|
Peng Y, Huang J, Xiao H, Wu T, Shuai X. Codelivery of temozolomide and siRNA with polymeric nanocarrier for effective glioma treatment. Int J Nanomedicine 2018; 13:3467-3480. [PMID: 29942129 PMCID: PMC6007389 DOI: 10.2147/ijn.s164611] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Background The treatment of glioma remains a challenge because conventional chemotherapy is often ineffective by drug resistance. Combinative therapy using chemotherapeutic agents and siRNA has demonstrated potential to improve anticancer outcome through a synergistic effect in various cancers. The current study aims to achieve better glioma treatment through a combinative therapy based on a folate-targeted nanocarrier carrying both temozolomide (TMZ) and anti-BCL-2 siRNA. Methods A polymeric micelle (TMZ-FaPEC@siRNA) incorporating TMZ and anti-BCL-2 siRNA was prepared based on folate-conjugated triblock copolymer (Fa-PEG-PEI-PCL, Fa-PEC) of poly(ε-caprolactone) (PCL), poly(ethylenimine) (PEI) and poly(ethylene glycol) (PEG). The physicochemical properties and drug release profile of TMZ-FaPEC@siRNA were tested. The Fa-targeted drug delivery and joint effect of siRNA and TMZ to induce glioma apoptosis and tumor growth inhibition were evaluated both in vitro and in vivo. Results In vitro cell study demonstrated that the nanocarrier effectively facilitates codelivery of siRNA and TMZ into C6 cells, resulting in a strong apoptotic response of cancer cells by silencing the antiapoptosis BCL-2 gene and activating the proapoptotic Bax gene simultaneously. In vivo study in rat bearing orthotropic glioma showed that tumor growth was inhibited and meanwhile animal survival was prolonged remarkably through intracranial injection of TMZ-FaPEC@siRNA. Conclusion Our results evidence the strong efficacy of the folate-targeted nanomedicine carrying TMZ and BCL-2 siRNA in treating glioma.
Collapse
Affiliation(s)
- Yuan Peng
- Center of Biomedical Engineering, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China.,Key Laboratory for Polymeric Composite & Functional Materials of Ministry of Education, Department of Polymer Science, School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510275, China
| | - Jinsheng Huang
- Key Laboratory for Polymeric Composite & Functional Materials of Ministry of Education, Department of Polymer Science, School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510275, China
| | - Hong Xiao
- Key Laboratory for Polymeric Composite & Functional Materials of Ministry of Education, Department of Polymer Science, School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510275, China
| | - Teng Wu
- Center of Biomedical Engineering, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China
| | - Xintao Shuai
- Center of Biomedical Engineering, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou 510080, China.,Key Laboratory for Polymeric Composite & Functional Materials of Ministry of Education, Department of Polymer Science, School of Materials Science and Engineering, Sun Yat-Sen University, Guangzhou 510275, China
| |
Collapse
|
5
|
Paeoniflorin Inhibits Migration and Invasion of Human Glioblastoma Cells via Suppression Transforming Growth Factor β-Induced Epithelial-Mesenchymal Transition. Neurochem Res 2018; 43:760-774. [PMID: 29423667 PMCID: PMC5842263 DOI: 10.1007/s11064-018-2478-y] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Revised: 09/08/2017] [Accepted: 01/17/2018] [Indexed: 12/14/2022]
Abstract
Paeoniflorin (PF) is a polyphenolic compound derived from Radix Paeoniae Alba thathas anti-cancer activities in a variety of human malignancies including glioblastoma. However, the underlying mechanisms have not been fully elucidated. Epithelial to mesenchymal transition (EMT), characterized as losing cell polarity, plays an essential role in tumor invasion and metastasis. TGFβ, a key member of transforming growth factors, has been demonstrated to contribute to glioblastoma aggressiveness through inducing EMT. Therefore, the present studies aim to investigate whether PF suppresses the expression of TGFβ and inhibits EMT that plays an important role in anti-glioblastoma. We found that PF dose-dependently downregulates the expression of TGFβ, enhances apoptosis, reduces cell proliferation, migration and invasion in three human glioblastoma cell lines (U87, U251, T98G). These effects are enhanced in TGFβ siRNA treated cells and abolished in cells transfected with TGFβ lentiviruses. In addition, other EMT markers such as snail, vimentin and N-cadherin were suppressed by PF in these cell lines and in BALB/c nude mice injected with U87 cells. The expression of MMP2/9, EMT markers, are also dose-dependently reduced in PF treated cells and in U87 xenograft mouse model. Moreover, the tumor sizes are reduced by PF treatment while there is no change in body weight. These results indicate that PF is a potential novel drug target for the treatment of glioblastoma by suppression of TGFβ signaling pathway and inhibition of EMT.
Collapse
|
6
|
HAO JINMIN, WANG ZHIMING, WANG YAOWU, LIANG ZHAOHUI, ZHANG XIN, ZHAO ZONGMAO, JIAO BAOHUA. Eukaryotic initiation factor 3C silencing inhibits cell proliferation and promotes apoptosis in human glioma. Oncol Rep 2015; 33:2954-62. [DOI: 10.3892/or.2015.3881] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2014] [Accepted: 03/09/2015] [Indexed: 11/05/2022] Open
|
7
|
Hao J, Liang C, Jiao B. Eukaryotic translation initiation factor 3, subunit C is overexpressed and promotes cell proliferation in human glioma U-87 MG cells. Oncol Lett 2015; 9:2525-2533. [PMID: 26137101 DOI: 10.3892/ol.2015.3078] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2014] [Accepted: 03/02/2015] [Indexed: 01/04/2023] Open
Abstract
Disrupted protein translation is prevalent in tumours. Eukaryotic translation initiation factors (eIFs) were found to play an important role in various tumours. However, the involvement of eIFs in glioma remains to be elucidated. The present study explored the expression and the role of eIF 3, subunit C (eIF3c) in human glioma. The expression of eIF3c in glioma tissues was evaluated by immunohistochemistry. The impact of eIF3c inhibition on U-87 MG was explored in vitro and in vivo by lentivirus-mediated siRNA targeting eIF3c. The results revealed that overexpression of eIF3c was present in glioma tissues. Knockdown of eIF3c significantly impaired cell proliferation and colony formation, further induced cell cycle arrest and apoptosis in the U-87 MG cell line. Furthermore, tumoursphere formation in the U-87 MG glioma xenograft model was blocked by eIF3c knockdown. The involvement of eIF3c in the tumorigenesis of glioma was confirmed, suggesting eIF3c may be a promising therapy target in human glioma.
Collapse
Affiliation(s)
- Jinmin Hao
- Department of Neurosurgery, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei 050000, P.R. China
| | - Chaohui Liang
- Department of Neurosurgery, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei 050000, P.R. China
| | - Baohua Jiao
- Department of Neurosurgery, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei 050000, P.R. China
| |
Collapse
|
8
|
Lv S, Dai C, Liu Y, Sun B, Shi R, Han M, Bian R, Wang R. Cell surface protein C23 affects EGF-EGFR induced activation of ERK and PI3K-AKT pathways. J Mol Neurosci 2015; 55:519-24. [PMID: 25015231 DOI: 10.1007/s12031-014-0375-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Accepted: 07/01/2014] [Indexed: 10/25/2022]
Abstract
The epidermal growth factor (EGF) pathway has been reported as canonical causes in cancer development. Meanwhile, the involvement of C23 in multiple signaling pathways has been also investigated (Lv et al., 2014). However, the effect of C23 on EGF pathway in glioblastoma is not fully characterized. In the present study, C23 and the epidermal growth factor receptor (EGFR) of U251 cell line were inhibited by C23 and EGFR antibodies, respectively; and then C23 and EGFR siRNAs were used to knock down endogenous C23 and EGFR, respectively. In addition, soft-agar and MTT assay were also introduced. Compared with control, either C23 or EGFR antibodies efficiently repressed the phosphorylation levels of ERK1/2 (p<0.000) and AKT (p<0.000). Similarly, either C23 or EGFR siRNAs indeed resulted in C23 and EGFR knockdown, and further suppressed the expression of p-ERK1/2 and p-AKT. Most importantly, immunoprecipitation revealed C23 interacted with EGFR once U251 was exposed to EGF treatment. In addition, the MTT and soft-agar assay also identified that C23 or EGFR siRNAs could obviously affected cell growth (p=0.004) and invasiveness, as cell viability and colony formation decreased markedly. Our results suggest that C23 plays a crucial role in activation of EGF-induced ERK and PI3K-AKT pathways via interacting with EGFR; furthermore, C23 could be indicative of an important factor in glioblastoma development and a useful target for glioblastoma treatment.
Collapse
|
9
|
Wang JB, Dong DF, Gao K, Wang MDE. Mechanisms underlying the biological changes induced by isocitrate dehydrogenase-1 mutation in glioma cells. Oncol Lett 2014; 7:651-657. [PMID: 24520288 PMCID: PMC3919947 DOI: 10.3892/ol.2014.1806] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2013] [Accepted: 12/13/2013] [Indexed: 12/31/2022] Open
Abstract
Isocitrate dehydrogenase 1 (IDH1) mutation has been reported to be associated with an increased overall survival in patients with glioma in a number of studies. Previous studies have focused on the mutation rate and possible metabolic pathways of the mutated IDH1 gene. However, the effects of IDH1 mutation on the biological behavior of glioma cells and the associated mechanisms, as well as the possible effects they may have on clinical therapy, have not been studied. In the present study, three eukaryotic expression vectors were constructed and transfected into the U87 cell line, specifically, a wild-type form of the IDH1 gene with the enhanced green fluorescent protein (EGFP) gene, a mutated IDH1 gene with the EGFP gene and the EGFP gene only. The three stable cell lines were selected using the G418 antibiotic. The biological behaviors of the cell lines were studied and the mechanisms underlying the biological differences between the cell lines were further investigated. The present study confirmed that IDH1 mutation induced cell cycle arrest in the G1 phase and reduced the proportion of the G2/M phase, by downregulating cell division control protein 2 homolog levels, increasing bromodomain-containing protein 2 levels and markedly limiting cell proliferation. IDH1 mutation had no effect on the apoptosis rate under routine culture conditions. Serum chemotaxis assays showed that IDH1 mutation was markedly associated with a significantly reduced invasion ability, by reducing the levels of matrix metalloproteinase (MMP)-2 and MMP-9. From this study, it may be concluded that IDH1 mutation improves prognosis in glioma patients by altering the cell cycle, inhibiting cell proliferation and downregulating cell invasion ability. The results may provide a partial explanation for the improved prognosis of patients with mutated forms of the IDH1 gene.
Collapse
Affiliation(s)
- Ju-Bo Wang
- Department of Neurosurgery, First Affiliated Hospital of the Medical College of Xi'an Jiaotong University, Xi'an, Shaanxi 710061, P.R. China
| | - Dan-Feng Dong
- Department of Oncology, First Affiliated Hospital of the Medical College of Xi'an Jiaotong University, Xi'an, Shaanxi 710061, P.R. China
| | - Ke Gao
- Department of Neurosurgery, First Affiliated Hospital of the Medical College of Xi'an Jiaotong University, Xi'an, Shaanxi 710061, P.R. China
| | - Mao-DE Wang
- Department of Neurosurgery, First Affiliated Hospital of the Medical College of Xi'an Jiaotong University, Xi'an, Shaanxi 710061, P.R. China
| |
Collapse
|
10
|
Faria MHG, Neves Filho EHC, Alves MKS, Burbano RMR, de Moraes Filho MO, Rabenhorst SHB. TP53 mutations in astrocytic gliomas: an association with histological grade, TP53 codon 72 polymorphism and p53 expression. APMIS 2012; 120:882-9. [PMID: 23009112 DOI: 10.1111/j.1600-0463.2012.02918.x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2011] [Accepted: 04/10/2012] [Indexed: 12/14/2022]
Abstract
TP53 mutations and polymorphisms have been widely related to many cancers as long as these alterations may impair its capacity to induce cell cycle arrest, DNA repair mechanisms, and apoptosis. Although TP53 alterations have been studied in astrocytic tumors, there is a lack of analysis considering specific TP53 mutations and their associations with p53 immunostainning, polymorphisms and their significance among the histological grades. Thus, we analyzed TP53 alterations in exons 2-11, including the codon 72 polymorphism, using DNA sequencing in 96 astrocytic gliomas (18 grade I, 20 grade II, 14 grade III, and 44 grade IV). Also, immunohistochemistry was assessed to evaluate the p53 protein expression. In this study, we found that the higher histological grades were statistically associated with TP53 mutations. Some of these mutations, such as TP53 P98T and TP53 G244S, seemed to be a specific marker for the higher grades, and the TP53 E286K mutation appears to be a World Health Organization grade III-IV progression marker. Also, the TP53 P98T mutation, in exon 4, is very likely to be important on the stabilization of the p53 protein, leading to its immunopositivity and it is potentially associated with the TP53 72Pro/Pro genotype.
Collapse
Affiliation(s)
- Mario H G Faria
- Department of Pathology and Forensic Medicine, Universidade Federal do Ceará, Fortaleza, Brazil
| | | | | | | | | | | |
Collapse
|