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Hao M, Li H, Yi M, Zhu Y, Wang K, Liu Y, Liang X, Ding L. Development of an immune-related gene prognostic risk model and identification of an immune infiltration signature in the tumor microenvironment of colon cancer. BMC Gastroenterol 2023; 23:58. [PMID: 36890467 PMCID: PMC9996977 DOI: 10.1186/s12876-023-02679-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Accepted: 02/15/2023] [Indexed: 03/10/2023] Open
Abstract
BACKGROUND Colon cancer is a common and highly malignant tumor. Its incidence is increasing rapidly with poor prognosis. At present, immunotherapy is a rapidly developing treatment for colon cancer. The aim of this study was to construct a prognostic risk model based on immune genes for early diagnosis and accurate prognostic prediction of colon cancer. METHODS Transcriptome data and clinical data were downloaded from the cancer Genome Atlas database. Immunity genes were obtained from ImmPort database. The differentially expressed transcription factors (TFs) were obtained from Cistrome database. Differentially expressed (DE) immune genes were identified in 473 cases of colon cancer and 41 cases of normal adjacent tissues. An immune-related prognostic model of colon cancer was established and its clinical applicability was verified. Among 318 tumor-related transcription factors, differentially expressed transcription factors were finally obtained, and a regulatory network was constructed according to the up-down regulatory relationship. RESULTS A total of 477 DE immune genes (180 up-regulated and 297 down-regulated) were detected. We developed and validated twelve immune gene models for colon cancer, including SLC10A2, FABP4, FGF2, CCL28, IGKV1-6, IGLV6-57, ESM1, UCN, UTS2, VIP, IL1RL2, NGFR. The model was proved to be an independent prognostic variable with good prognostic ability. A total of 68 DE TFs (40 up-regulated and 23 down-regulated) were obtained. The regulation network between TF and immune genes was plotted by using TF as source node and immune genes as target node. In addition, Macrophage, Myeloid Dendritic cell and CD4+ T cell increased with the increase of risk score. CONCLUSION We developed and validated twelve immune gene models for colon cancer, including SLC10A2, FABP4, FGF2, CCL28, IGKV1-6, IGLV6-57, ESM1, UCN, UTS2, VIP, IL1RL2, NGFR. This model can be used as a tool variable to predict the prognosis of colon cancer.
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Affiliation(s)
- Mengdi Hao
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Huimin Li
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Meng Yi
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Yubing Zhu
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Kun Wang
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Yin Liu
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Xiaoqing Liang
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China.,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China
| | - Lei Ding
- Department of Oncology, Beijing Shijitan Hospital, Capital Medical University, No. 10, Tieyi Road, Haidian District, Beijing, 100038, China. .,Department of Oncology, Ninth School of Clinical Medicine, Peking University, Beijing, 100038, China.
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2
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Identification of Prognostic Genes in Gliomas Based on Increased Microenvironment Stiffness. Cancers (Basel) 2022; 14:cancers14153659. [PMID: 35954323 PMCID: PMC9367320 DOI: 10.3390/cancers14153659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 07/20/2022] [Accepted: 07/22/2022] [Indexed: 11/16/2022] Open
Abstract
With a median survival time of 15 months, glioblastoma multiforme is one of the most aggressive primary brain cancers. The crucial roles played by the extracellular matrix (ECM) stiffness in glioma progression and treatment resistance have been reported in numerous studies. However, the association between ECM-stiffness-regulated genes and the prognosis of glioma patients remains to be explored. Thus, using bioinformatics analysis, we first identified 180 stiffness-dependent genes from an RNA-Seq dataset, and then evaluated their prognosis in The Cancer Genome Atlas (TCGA) glioma dataset. Our results showed that 11 stiffness-dependent genes common between low- and high-grade gliomas were prognostic. After validation using the Chinese Glioma Genome Atlas (CGGA) database, we further identified four stiffness-dependent prognostic genes: FN1, ITGA5, OSMR, and NGFR. In addition to high-grade glioma, overexpression of the four-gene signature also showed poor prognosis in low-grade glioma patients. Moreover, our analysis confirmed that the expression levels of stiffness-dependent prognostic genes in high-grade glioma were significantly higher than in low-grade glioma, suggesting that these genes were associated with glioma progression. Based on a pathophysiology-inspired approach, our findings illuminate the link between ECM stiffness and the prognosis of glioma patients and suggest a signature of four stiffness-dependent genes as potential therapeutic targets.
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3
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A Novel miRNA Located in the HER2 Gene Shows an Inhibitory Effect on Wnt Signaling and Cell Cycle Progression. BIOMED RESEARCH INTERNATIONAL 2022; 2022:7216758. [PMID: 35747498 PMCID: PMC9213177 DOI: 10.1155/2022/7216758] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 05/15/2022] [Indexed: 12/30/2022]
Abstract
Human epidermal growth factor receptor 2 (HER2) is involved in the development of the majority of cancers. Therefore, it can be a potential target for cancer therapy. It was hypothesized that some of the broad effects of HER2 could be mediated by miRNAs that are probably embedded inside this gene. Here, we predicted and then empirically substantiated the processing and expression of a novel miRNA named HER2-miR1, located in the HER2 gene; transfection of a DNA fragment corresponding to HER2-miR1 precursor sequence (preHER2-miR1) resulted in ~4000-fold elevation of HER2-miR1 mature form in HEK293t cells. Also, the detection of HER2-miR1 in 5637, NT2, and HeLa cell lines confirmed its endogenous production. Following the HER2-miR1 overexpression, TOP/FOP flash assay and RT-qPCR results showed that Wnt signaling pathway was downregulated. Consistently, flow cytometry results revealed that overexpression of HER2-miR1 in Wnt+ cell lines (SW480 and HCT116) was ended in G1 arrest, unlike in Wnt− cells (HEK293t). Taking everything into account, our results report the discovery of a novel miRNA that is located within the HER2 gene sequence and has a repressive impact on the Wnt signaling pathway.
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4
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He Y, Guan X, Du Y, Liu G, Li Y, Wei Z, Shi C, Yang J, Hou T. Screening of differentially expressed miRNAs during osteogenic/odontogenic differentiation of human dental pulp stem cells exposed to mechanical stress. Am J Transl Res 2021; 13:11126-11143. [PMID: 34786047 PMCID: PMC8581937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 07/30/2021] [Indexed: 06/13/2023]
Abstract
MicroRNAs (miRNAs) have been demonstrated as crucial transcriptional regulators in proliferation, differentiation, and tumorigenesis. The comprehensive miRNA profiles of osteogenic/odontogenic differentiation of human dental pulp stem cells (hDPSCs) under the condition of mechanical stress remains largely unknown. In this study, we aimed to discover the miRNA expression profiles of hDPSCs exposed to mechanical stress under the osteogenic/odontogenic process. We found that mechanical stress (0.09 MPa and 0.18 MPa, respectively, 30 min/day) significantly promoted the proliferation of hDPSCs since the fifth day. The expressions of DSPP, DMP1, and RUNX2 were significantly increased on day 7 in the presence of 0.09 MPa and 0.18 MPa mechanical stress. On day 14, the expression levels of DSPP, DMP1, and RUNX2 were decreased in the presence of mechanical stress. Among 2578 expressed miRNAs, 5 miRNAs were upregulated and 3 miRNAs were downregulated. Six hub target genes were merged in protein-protein interactions (PPI) network analysis, in which existed only one sub-network. Bioinformatics analysis identified an array of affected signaling pathways involved in the development of epithelial and endothelial cells, cell-cell junction assembly, Rap1 signaling pathway, regulation of actin cytoskeleton, and MAPK signaling pathway. Our results revealed the miRNA expression profiles of osteogenic/odontogenic differentiation of hDPSCs under mechanical stress and identified eight miRNAs that were differentially expressed in response to the mechanical stress. Bioinformatics analysis also showed that various signaling pathways were affected by mechanical stress.
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Affiliation(s)
- Yani He
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
- Department of Endodontics, Stomatological Hospital, College of Medicine, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
| | - Xiaoyue Guan
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
- Department of Endodontics, Stomatological Hospital, College of Medicine, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
| | - Yang Du
- Department of Stomatology, Taihe HospitalShiyan 442008, Hubei, P. R. China
| | - Guanzhi Liu
- Bone and Joint Surgery Center, The Second Affiliated Hospital of Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, China
| | - Yingxue Li
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
- Department of Endodontics, Stomatological Hospital, College of Medicine, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
| | - Zhichen Wei
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
- Department of Endodontics, Stomatological Hospital, College of Medicine, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
| | - Chen Shi
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
- Department of Endodontics, Stomatological Hospital, College of Medicine, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
| | - Jianmin Yang
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
| | - Tiezhou Hou
- The Key Laboratory of Shaanxi Province for Craniofacial Precision Medicine Research, College of Stomatology, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
- Department of Endodontics, Stomatological Hospital, College of Medicine, Xi’an Jiaotong UniversityXi’an 710004, Shaanxi, P. R. China
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5
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Hassanlou M, Soltani BM, Medlej A, Kay M, Mowla SJ. Hsa-miR-6165 downregulates insulin-like growth factor-1 receptor (IGF-1R) expression and enhances apoptosis in SW480 cells. Biol Chem 2021; 401:477-485. [PMID: 31702994 DOI: 10.1515/hsz-2018-0421] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2018] [Accepted: 10/10/2019] [Indexed: 01/06/2023]
Abstract
MicroRNAs are small non-coding RNAs that are implicated in various biological processes. Hsa-miR-6165 (miR-6165), located in the p75NTR gene, is known to induce apoptosis in human cell lines, but its mechanism of action is not fully understood yet. Here, we predicted the insulin-like growth factor 1 receptor (IGF-1R) gene as a bona fide target for miR-6165. The overexpression of miR-6165 in SW480 cells resulted in significant downregulation of IGF-1R expression as detected by real time quantitative polymerase chain reaction (RT-qPCR) and enzyme-linked immunosorbent assay (ELISA). Also, it resulted in reduced transcript levels of AKT2, AKT3, PI3KR3, PI3KR5, CCND1, c-MYC and P21 genes detected by RT-qPCR analysis. In addition, a direct interaction between miR-6165 and a 3'UTR sequence of the IGF-1R gene was verified through a dual luciferase assay. Furthermore, miR-6165 and IGF-1R showed opposite patterns of expression during the neural differentiation process of NT2 cells. Annexin V analysis and MTT assay showed that miR-6165 overexpression was followed by increased apoptosis and reduced the viability rate of SW480 cells. Moreover, a lower expression level of miR-6165 was detected in high-grade colorectal tumors compared with low-grade tumors. Taken together, the results of our study suggest a tumor suppressive role of miR-6165 in colorectal cancer, which seems to take place by regulating IGF-1R gene expression.
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Affiliation(s)
- Maryam Hassanlou
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran 114-115, Iran
| | - Bahram M Soltani
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran 114-115, Iran
| | - Abdallah Medlej
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran 114-115, Iran
| | - Maryam Kay
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran 114-115, Iran
| | - Seyed Javad Mowla
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran 114-115, Iran
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6
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Dokaneheifard S, Soltani BM. Implication of TrkC-miR2 in neurotrophin signalling pathway regulation through NGFR transcript targeting. J Cell Mol Med 2021; 25:3381-3390. [PMID: 33675128 PMCID: PMC8034437 DOI: 10.1111/jcmm.16415] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Revised: 01/29/2021] [Accepted: 02/15/2021] [Indexed: 12/15/2022] Open
Abstract
TrkC and NGFR neurotrophin receptors are associated with cell death, cancer and differentiation. TrkC-miR2, which is located in TrkC gene, is known to regulate Wnt signalling pathway, and its influence on other signalling pathways is under investigation. Here, through RT-qPCR, dual-luciferase assay and Western blotting we reveal that TrkC-miR2 targets NGFR. Overexpression of TrkC-miR2 also affected TrkA, TrkC, NFKB, BCL2 and Akt2 expressions involved in neurotrophin signalling pathway, and elevated survival rate of HEK293t and U87 cells was distinguished by flow cytometry and MTT assay. Consistently, an opposite expression correlation was obtained between TrkC-miR2 and NGFR or TrkC for the duration of NT2 differentiation. Meanwhile, TrkC-miR2 down-regulation attenuated NT2 differentiation into neural-like cells. Overall, here we present in silico and experimental evidence showing TrkC-miR2 as a new controller in regulation of neurotrophin signalling pathway.
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Affiliation(s)
- Sadat Dokaneheifard
- Department of Molecular GeneticsFaculty of Biological SciencesTarbiat Modares UniversityTehranIran
- Medical Biology Research CenterKermanshah University of Medical SciencesKermanshahIran
| | - Bahram M. Soltani
- Department of Molecular GeneticsFaculty of Biological SciencesTarbiat Modares UniversityTehranIran
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7
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Sazonova MA, Sinyov VV, Ryzhkova AI, Sazonova MD, Kirichenko TV, Khotina VA, Khasanova ZB, Doroschuk NA, Karagodin VP, Orekhov AN, Sobenin IA. Some Molecular and Cellular Stress Mechanisms Associated with Neurodegenerative Diseases and Atherosclerosis. Int J Mol Sci 2021; 22:E699. [PMID: 33445687 PMCID: PMC7828120 DOI: 10.3390/ijms22020699] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 12/29/2020] [Accepted: 01/04/2021] [Indexed: 12/14/2022] Open
Abstract
Chronic stress is a combination of nonspecific adaptive reactions of the body to the influence of various adverse stress factors which disrupt its homeostasis, and it is also a corresponding state of the organism's nervous system (or the body in general). We hypothesized that chronic stress may be one of the causes occurence of several molecular and cellular types of stress. We analyzed literary sources and considered most of these types of stress in our review article. We examined genes and mutations of nuclear and mitochondrial genomes and also molecular variants which lead to various types of stress. The end result of chronic stress can be metabolic disturbance in humans and animals, leading to accumulation of reactive oxygen species (ROS), oxidative stress, energy deficiency in cells (due to a decrease in ATP synthesis) and mitochondrial dysfunction. These changes can last for the lifetime and lead to severe pathologies, including neurodegenerative diseases and atherosclerosis. The analysis of literature allowed us to conclude that under the influence of chronic stress, metabolism in the human body can be disrupted, mutations of the mitochondrial and nuclear genome and dysfunction of cells and their compartments can occur. As a result of these processes, oxidative, genotoxic, and cellular stress can occur. Therefore, chronic stress can be one of the causes forthe occurrence and development of neurodegenerative diseases and atherosclerosis. In particular, chronic stress can play a large role in the occurrence and development of oxidative, genotoxic, and cellular types of stress.
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Affiliation(s)
- Margarita A. Sazonova
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Laboratory of Medical Genetics, National Medical Research Center of Cardiology, 121552 Moscow, Russia; (Z.B.K.); (N.A.D.)
| | - Vasily V. Sinyov
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Laboratory of Medical Genetics, National Medical Research Center of Cardiology, 121552 Moscow, Russia; (Z.B.K.); (N.A.D.)
| | - Anastasia I. Ryzhkova
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
| | - Marina D. Sazonova
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
| | - Tatiana V. Kirichenko
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Laboratory of Medical Genetics, National Medical Research Center of Cardiology, 121552 Moscow, Russia; (Z.B.K.); (N.A.D.)
- Laboratory of Cellular and Molecular Pathology of Cardiovascular System, Research Institute of Human Morphology, 117418 Moscow, Russia
| | - Victoria A. Khotina
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Laboratory of Cellular and Molecular Pathology of Cardiovascular System, Research Institute of Human Morphology, 117418 Moscow, Russia
| | - Zukhra B. Khasanova
- Laboratory of Medical Genetics, National Medical Research Center of Cardiology, 121552 Moscow, Russia; (Z.B.K.); (N.A.D.)
| | - Natalya A. Doroschuk
- Laboratory of Medical Genetics, National Medical Research Center of Cardiology, 121552 Moscow, Russia; (Z.B.K.); (N.A.D.)
| | - Vasily P. Karagodin
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Department of Commodity Science and Expertise, Plekhanov Russian University of Economics, 125993 Moscow, Russia
| | - Alexander N. Orekhov
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Laboratory of Cellular and Molecular Pathology of Cardiovascular System, Research Institute of Human Morphology, 117418 Moscow, Russia
- Institute for Atherosclerosis Research, Skolkovo Innovative Centre, 143024 Moscow, Russia
| | - Igor A. Sobenin
- Laboratory of Angiopathology, Institute of General Pathology and Pathophysiology, Russian Academy of Medical Sciences, 125315 Moscow, Russia; (V.V.S.); (A.I.R.); (M.D.S.); (T.V.K.); (V.A.K.); (V.P.K.); (A.N.O.); (I.A.S.)
- Laboratory of Medical Genetics, National Medical Research Center of Cardiology, 121552 Moscow, Russia; (Z.B.K.); (N.A.D.)
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Dokanehiifard S, Soltani BM, Ghiasi P, Baharvand H, Reza Ganjali M, Hosseinkhani S. hsa-miR-766-5p as a new regulator of mitochondrial apoptosis pathway for discriminating of cell death from cardiac differentiation. Gene 2020; 736:144448. [DOI: 10.1016/j.gene.2020.144448] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 01/26/2020] [Accepted: 02/04/2020] [Indexed: 12/19/2022]
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9
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Wang Z, Li Y, Cao J, Zhang W, Wang Q, Zhang Z, Gao Z, Ye Y, Jiang K, Wang S. MicroRNA Profile Identifies miR-6165 Could Suppress Gastric Cancer Migration and Invasion by Targeting STRN4. Onco Targets Ther 2020; 13:1859-1869. [PMID: 32184620 PMCID: PMC7060782 DOI: 10.2147/ott.s208024] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 02/11/2020] [Indexed: 12/24/2022] Open
Abstract
Background Recent studies showed that aberrant expression of miRNAs causes tumor-suppressing or promoting effects in various cancers including gastric cancer (GC). Our previous studies showed that lots of miRNAs and mRNA expressed differentially in GC and normal tissues. However, the critical miRNAs and mRNA need to be clarified. Materials and Methods Microarray sequencing was used to profile the differential expression of miRNAs and mRNA in GC and normal tissues. Bioinformatics analysis and database prediction were used to search the critical miRNAs and mRNA. Real-time quantitative polymerase chain reaction (RT-qPCR), luciferase reporter assay, immunohistochemistry (IHC), wound healing assay and transwell assay were used to clarify the relationship between the target miRNAs and mRNA. Statistical analysis was used to seek their value of diagnosis and prognosis. Results We identified microRNA-6165 (miR-6165) as a novel cancer-related miRNA in GC through high-throughput microarray sequencing. By bioinformatics analysis and luciferase reporter assay, we found STRN4 was the target of miR-6165. Via a series of cell experiments, we determined that miR-6165 suppressed GC cells migration and invasion by targeting STRN4. Also, we discovered the potential diagnosis and prognosis value of miR-6165 and STRN4. Conclusion It was found that miR-6165 might suppress GC migration and invasion by targeting STRN4 in vitro, and the further research should focus more on the potential diagnosis and prognosis value of miR-6165 and STRN4 in gastric cancer patients.
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Affiliation(s)
- Zhu Wang
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Yang Li
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Jian Cao
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Wei Zhang
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Quan Wang
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Zhen Zhang
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Zhidong Gao
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Yingjiang Ye
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Kewei Jiang
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
| | - Shan Wang
- Department of Gastroenterological Surgery, Peking University People's Hospital, Beijing 100044, People's Republic of China.,Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, Beijing 100044, People's Republic of China
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10
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Medlej A, Mohammad Soltani B, Javad Mowla S, Hosseini S, Baharvand H. A novel miRNA located in the GATA4 gene regulates the expression of IGF-1R and AKT1/2 genes and controls cell proliferation. J Cell Biochem 2020; 121:3438-3450. [PMID: 31898360 DOI: 10.1002/jcb.29617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 12/11/2019] [Indexed: 12/16/2022]
Abstract
GATA4 gene is a zinc-finger transcription factor known to be involved in cardiogenesis and the progression of different cancer types. Its diverse functions might be attributed to noncoding RNAs that could be embedded within its sequence. Here, we predicted a stable RNA stem-loop structure that is located in the second intron of the GATA4 gene. Available microRNA (miRNA) sequencing data and molecular genetics tools confirmed the identity of a mature miRNA (named GATA4-miR1) originating from the predicted stem-loop. In silico analysis predicted IGF-1R and AKT1/2 genes as potential targets for GATA4-miR1. Indeed, direct interactions between GATA4-miR1 and 3' untranslated regions sequences of IGF-1R and AKT1/2 genes were documented by dual luciferase assay. In addition, overexpression of GATA4-miR1 in SW480 cells resulted in the reduction of IGF-1R and AKT1/2 genes' expression, detected by reverse transcription quantitative (RT-q) polymerase chain reaction and Western blot analysis. This observation was consistent with a deduced negative correlation between the expression patterns of GATA4-miR1 and IGF-1R genes during cardiomyocyte differentiation. Moreover, overexpressing GATA4-miR1 in SW480 and PC3 cells resulted in a significant increase of the sub-G1 population in both cell lines, as detected by propidium iodide flow cytometry. Further analysis by 3-(4, 5-dimethylthiazol-2-yl)-2, 5-diphenyltetrazolium bromide assay indicated a reduction in the survival and proliferation rates of SW480 cells overexpressing GATA4-miR1, but no impact was observed on apoptosis progression, as indicated by Annexin-V flow cytometry. Overall, GATA4-miR1 represents a promising candidate for further research in the fields of cancer and cardiovascular therapeutics.
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Affiliation(s)
- Abdallah Medlej
- Faculty of Biological Sciences, Department of Molecular Genetics, Tarbiat Modares University, Tehran, Iran
| | - Bahram Mohammad Soltani
- Faculty of Biological Sciences, Department of Molecular Genetics, Tarbiat Modares University, Tehran, Iran
| | - Seyed Javad Mowla
- Faculty of Biological Sciences, Department of Molecular Genetics, Tarbiat Modares University, Tehran, Iran
| | - Saeid Hosseini
- Heart Valve Disease Research Center, Rajaie Cardiovascular, Medical, and Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Hossein Baharvand
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, Academic Center for Education, Culture and Research (ACECR), Tehran, Iran.,Department of Developmental Biology, University of Science and Culture, Tehran, Iran
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11
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Dokanehiifard S, Soltani BM. TrkC-miR2 regulates TGFβ signaling pathway through targeting of SMAD3 transcript. J Cell Biochem 2019; 120:2634-2641. [PMID: 30304551 DOI: 10.1002/jcb.27572] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2018] [Accepted: 08/06/2018] [Indexed: 01/24/2023]
Abstract
TrkC, neurotrophin receptor, functions inside and outside of the nervous system and has a crucial effect on the regulation of cardiovascular formation. Recently, we introduced TrkC-miR2 as a novel microRNA located in TrkC gene, which is a regulator of the Wnt signaling pathway. Here, we presented a lot of evidence showing that TrkC-miR2 also regulates the transforming growth factor-beta (TGFβ) signaling pathway. Bioinformatics studies predicted SMAD3 as one of the bona fide TrkC-miR2 target genes. Quantitative reverse transcription PCR (RT-qPCR), Western blot analysis, and dual luciferase assay analysis confirmed that SMAD3 is targeted by TrkC-miR2. On the other hand, overexpression of TrkC-miR2 in cardiosphere-derived cells (CDCs) rendered downregulation of TGFβR1, TGFβR2, and SMAD7 detected by RT-qPCR. Consistently, an inverse correlation of expression between TrkC-miR2 and SMAD3 genes was detected during the course of CDC differentiation, and also during the course of human embryonic stem cells differentiation to cardiomyocytes. Overall, we conclude that TrkC-miR2 downregulates the expression of SMAD3 and potentially regulates the TGFβ signaling pathway. Knowing its approved effect on Wnt signaling, TrkC-miR2 here is introduced as a common regulator of both the Wnt and TGFβ signaling pathways. Therefore, it may be a potential key element in controlling both of these signaling pathways in cell processes like colorectal cancer and cardiogenesis.
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Affiliation(s)
- Sadat Dokanehiifard
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Bahram M Soltani
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
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12
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Kaur H, Sehgal R, Kumar A, Sehgal A, Bansal D, Sultan AA. Screening and identification of potential novel biomarker for diagnosis of complicated Plasmodium vivax malaria. J Transl Med 2018; 16:272. [PMID: 30286756 PMCID: PMC6172720 DOI: 10.1186/s12967-018-1646-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2018] [Accepted: 09/26/2018] [Indexed: 12/17/2022] Open
Abstract
Background In the recent years Plasmodium vivax has been reported to cause severe infections associated with mortality. Clinical evaluation has limited accuracy for the early identification of the patients progressing towards the fatal condition. Researchers have tried to identify the serum and the plasma-based indicators of the severe malaria. Discovery of MicroRNA (miRNA) has opened up an era of identification of early biomarkers for various infectious and non-infectious diseases. MicroRNAs (miRNA) are the small non-coding RNA molecules of length 19–24 nts and are responsible for the regulation of the majority of human gene expressions at post transcriptional level. Methods We identified the differentially expressed miRNAs by microarray and validated the selected miRNAs by qRT-PCR. We assessed the diagnostic potential of these up-regulated miRNAs for complicated P. vivax malaria. Futher, the bioinformtic analysis was performed to construct protein–protein and mRNA–miRNA networks to identify highly regulated miRNA. Results In the present study, utility of miRNA as potential biomarker of complicated P. vivax malaria was explored. A total of 276 miRNAs were found to be differentially expressed by miRNA microarray and out of which 5 miRNAs (hsa-miR-7977, hsa-miR-28-3p, hsa-miR-378-5p, hsa-miR-194-5p and hsa-miR-3667-5p) were found to be significantly up-regulated in complicated P. vivax malaria patients using qRT-PCR. The diagnostic potential of these 5 miRNAs were found to be significant with sensitivity and specificity of 60–71% and 69–81% respectively and area under curve (AUC) of 0.7 (p < 0.05). Moreover, in silico analysis of the common targets of up-regulated miRNAs revealed UBA52 and hsa-miR-7977 as majorly regulated hubs in the PPI and mRNA–miRNA networks, suggesting their putative role in complicated P. vivax malaria. Conclusion miR-7977 might act as a potential biomarker for differentiating complicated P. vivax malaria from uncomplicated type. The elevated levels of miR-7977 may have a role to play in the disease pathology through UBA52 or TGF-beta signalling pathway. Electronic supplementary material The online version of this article (10.1186/s12967-018-1646-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Hargobinder Kaur
- Department of Medical Parasitology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - Rakesh Sehgal
- Department of Medical Parasitology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India.
| | - Archit Kumar
- Department of Virology, Postgraduate Institute of Medical Education and Research, Chandigarh, India
| | - Alka Sehgal
- Department of Obstt. & Gynae, Government Medical College and Hospital, Chandigarh, India
| | - Devendra Bansal
- Department of Microbiology and Immunology, Weill Cornell Medicine-Qatar, Cornell University, Qatar Foundation-Education City, Doha, Qatar
| | - Ali A Sultan
- Department of Microbiology and Immunology, Weill Cornell Medicine-Qatar, Cornell University, Qatar Foundation-Education City, Doha, Qatar
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Shapulatov U, van Hoogdalem M, Schreuder M, Bouwmeester H, Abdurakhmonov IY, van der Krol AR. Functional intron-derived miRNAs and host-gene expression in plants. PLANT METHODS 2018; 14:83. [PMID: 30258486 PMCID: PMC6151947 DOI: 10.1186/s13007-018-0351-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Accepted: 09/18/2018] [Indexed: 02/08/2023]
Abstract
BACKGROUND Recently, putative pre-miRNAs locations have been identified in the introns of plant genes, raising the question whether such genes can show a dual functionality by having both correct maturation of the host gene pre-mRNA and maturation of the miRNAs from the intron. Here, we demonstrated that such dual functionality is indeed possible, using as host gene the firefly luciferase gene with intron (ffgLUC), and different artificial intronic miRNAs (aimiRNA) placed within the intron of ffgLUC. RESULTS The miRNAs were based on the structure of the natural miR319a. Luciferase (LUC) activity in planta was used to evaluate a correct splicing of the ffgLUC mRNA. Different target sequences were inserted into the aimiRNA to monitor efficiency of silencing of different target mRNAs. After adjusting the insertion cloning strategy, the ffgLUCaimiR-319a gene showed dual functionality with correct splicing of ffgLUC and efficient silencing of TEOSINTE BRANCHED1/CYCLOIDEA/PROLIFERATING CELL FACTOR1 transcription factor genes targeted in-trans by aimiR-319a or targeting the transgene ffLUC in-cis by an aimiR-LUC. Silencing of endogenous target genes by aimiRNA or amiRNA is efficient both in transient assays and stable transformants. A behave as strong phenotype the PHYTOCHROME B (PHYB) gene was also targeted by ffgLUCaimiR-PHYB. The lack of silencing of the PHYB target was most likely due to an insensitive target site within the PHYB mRNA which can potentially form a double stranded stem structure. CONCLUSION The combination of an overexpression construct with an artificial intronic microRNA allows for a simultaneous dual function in plants. The concept therefore adds new options to engineering of plant traits that require multiple gene manipulations.
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Affiliation(s)
- Umidjon Shapulatov
- 0000 0001 0791 5666grid.4818.5Laboratory of Plant Physiology, Wageningen University, Droevendaalsesteeg 1, 6708 PD Wageningen, The Netherlands
- 0000 0001 2110 259Xgrid.419209.7Center of Genomics and Bioinformatics, Academy of Sciences of Uzbekistan, University Street-2, Qibray Region, Tashkent, Uzbekistan 111215
| | - Mark van Hoogdalem
- 0000 0001 0791 5666grid.4818.5Laboratory of Plant Physiology, Wageningen University, Droevendaalsesteeg 1, 6708 PD Wageningen, The Netherlands
| | - Marielle Schreuder
- 0000 0001 0791 5666grid.4818.5Laboratory of Plant Physiology, Wageningen University, Droevendaalsesteeg 1, 6708 PD Wageningen, The Netherlands
| | - Harro Bouwmeester
- 0000 0001 0791 5666grid.4818.5Laboratory of Plant Physiology, Wageningen University, Droevendaalsesteeg 1, 6708 PD Wageningen, The Netherlands
| | - Ibrokhim Y. Abdurakhmonov
- 0000 0001 2110 259Xgrid.419209.7Center of Genomics and Bioinformatics, Academy of Sciences of Uzbekistan, University Street-2, Qibray Region, Tashkent, Uzbekistan 111215
| | - Alexander R. van der Krol
- 0000 0001 0791 5666grid.4818.5Laboratory of Plant Physiology, Wageningen University, Droevendaalsesteeg 1, 6708 PD Wageningen, The Netherlands
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Identification of a novel intergenic miRNA located between the human DDC and COBL genes with a potential function in cell cycle arrest. Mol Cell Biochem 2017; 444:179-186. [PMID: 29198020 DOI: 10.1007/s11010-017-3242-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Accepted: 11/27/2017] [Indexed: 12/30/2022]
Abstract
Frequent abnormalities in 7p12 locus in different tumors like lung cancer candidate this region for novel regulatory elements. MiRNAs as novel regulatory elements encoded within the human genome are potentially oncomiRs or miR suppressors. Here, we have used bioinformatics tools to search for the novel miRNAs embedded within human chromosome 7p12. A bona fide stem loop (named mirZa precursor) had the features of producing a real miRNA (named miRZa) which was detected through RT-qPCR following the overexpression of its precursor. Then, endogenous miRZa was detected in human cell lines and tissues and sequenced. Consistent to the bioinformatics prediction, RT-qPCR as well as dual luciferase assay indicated that SMAD3 and IGF1R genes were targeted by miRZa. MiRZa-3p and miRZa-5p were downregulated in lung tumor tissue samples detected by RT-qPCR, and mirZa precursor overexpression in SW480 cells resulted in increased sub-G1 cell population. Overall, here we introduced a novel miRNA which is capable of targeting SMAD3 and IGF1R regulatory genes and increases the cell population in sub-G1 stage.
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15
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Dimopoulou M, Verhoef A, Pennings JL, van Ravenzwaay B, Rietjens IM, Piersma AH. A transcriptomic approach for evaluating the relative potency and mechanism of action of azoles in the rat Whole Embryo Culture. Toxicology 2017; 392:96-105. [DOI: 10.1016/j.tox.2017.09.014] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Revised: 09/28/2017] [Accepted: 09/28/2017] [Indexed: 01/07/2023]
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16
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Hassanlou M, Soltani BM, Mowla SJ. Expression and Function of hsa-miR-6165 in Human Cell Lines and During the NT2 Cell Neural Differentiation Process. J Mol Neurosci 2017; 63:254-266. [PMID: 28956260 DOI: 10.1007/s12031-017-0954-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2017] [Accepted: 07/20/2017] [Indexed: 12/31/2022]
Abstract
MicroRNAs are small non-coding RNAs that posttranscriptionally regulate mRNA expression. hsa-miR-6165 which was previously discovered in our group is located in the forth intron of p75NTR gene and its function is still under investigation. As P75NTR has diverse cellular functions, some of the complexity of its function could be attributed to the internally located microRNA. Our analysis revealed that treatment of HCT116 cells with 5-azacytidine promoted differential expression of hsa-miR-6165 from its host gene which is consistent with the bioinformatic prediction of an independent promoter for hsa-miR-6165. In addition, hsa-miR-6165 promoter is capable of driving GFP reporter gene in HeLa cells. The putative target gene expression level which was detected using RT-qPCR is inversely proportional to the expression level of hsa-miR-6165 during NT2 cell neural differentiation. Furthermore, hsa-miR-6165 overexpression resulted in significant downregulation of ABLIM-1, PVRL1, and PDK1 target genes, while it attenuates NT2 neural differentiation. Hsa-miR-6165 overexpression in SW480 cells also resulted in significant downregulation of PKD1, DAGLA, and PLXNA2 putative target genes, while it increases the sub-G1 cell population of SW480 and HEK293T cells as detected by flow cytometry. Overall, in this study, we report an independent promoter for hsa-miR-6165 which is active in HeLa cells. Additionally, hsa-miR-6165 targets ABLIM-1, PVRL1, PKD1, PLXNA2, and PDK1 genes, and unlike in HEK293T and SW480 cells, hsa-miR-6165 overexpression does not affect HeLa cells while its downregulation reduces sub-G1 cell population. Our results validate that hsa-miR-6165 affects the cell cycle progression and could increase apoptosis in human cell lines.
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Affiliation(s)
- Maryam Hassanlou
- Molecular Genetics Department, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Bahram Mohammad Soltani
- Molecular Genetics Department, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran.
| | - Seyed Javad Mowla
- Molecular Genetics Department, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran.
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17
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Dokanehiifard S, Yasari A, Najafi H, Jafarzadeh M, Nikkhah M, Mowla SJ, Soltani BM. A novel microRNA located in the TrkC gene regulates the Wnt signaling pathway and is differentially expressed in colorectal cancer specimens. J Biol Chem 2017; 292:7566-7577. [PMID: 28100780 DOI: 10.1074/jbc.m116.760710] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Revised: 01/18/2017] [Indexed: 01/12/2023] Open
Abstract
Tropomyosin receptor kinase C (TrkC) is involved in cell survival, apoptosis, differentiation, and tumorigenesis. TrkC diverse functions might be attributed to the hypothetical non-coding RNAs embedded within the gene. Using bioinformatics approaches, a novel microRNA named TrkC-miR2 was predicted within the TrkC gene capable of regulating the Wnt pathway. For experimental verification of this microRNA, the predicted TrkC-premir2 sequence was overexpressed in SW480 cells, which led to the detection of two mature TrkC-miR2 isomiRs, and their endogenous forms were detected in human cell lines as well. Later, an independent promoter was deduced for TrkC-miR2 after the treatment of HCT116 cells with 5-azacytidine, which resulted in differential expression of TrkC-miR2 and TrkC host gene. RT-quantitative PCR and luciferase assays indicated that the APC2 gene is targeted by TrkC-miR2, and Wnt signaling is up-regulated. Also, Wnt inhibition by using small molecules along with TrkC-miR2 overexpression and TOP/FOP flash assays confirmed the positive effect of TrkC-miR2 on the Wnt pathway. Consistently, TrkC-miR2 overexpression promoted SW480 cell survival, which was detected by flow cytometry, MTT (3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide) assays, and crystal violate analysis. RT-qPCR analysis revealed that TrkC-miR2 is significantly up-regulated (∼70 times) in colorectal tumor tissues compared with their normal pairs. Moreover, the TrkC-miR2 expression level discriminated grades of tumor malignancies, which was consistent with its endogenous levels in HCT116, HT29, and SW480 colorectal cancer cell lines. Finally, an opposite expression pattern was observed for TrkC-miR2 and the APC2 gene in colorectal cancer specimens. In conclusion, here we introduce TrkC-miR2 as a novel regulator of Wnt signaling, which might be a candidate oncogenic colorectal cancer biomarker.
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Affiliation(s)
- Sadat Dokanehiifard
- From the Department of Molecular Genetics, Faculty of Biological Sciences and
| | - Atena Yasari
- From the Department of Molecular Genetics, Faculty of Biological Sciences and
| | - Hadi Najafi
- From the Department of Molecular Genetics, Faculty of Biological Sciences and
| | - Meisam Jafarzadeh
- From the Department of Molecular Genetics, Faculty of Biological Sciences and
| | - Maryam Nikkhah
- Department of Nano-Biotechnology, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran 111-14115
| | - Seyed Javad Mowla
- From the Department of Molecular Genetics, Faculty of Biological Sciences and
| | - Bahram M Soltani
- From the Department of Molecular Genetics, Faculty of Biological Sciences and
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18
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Najafi H, Soltani BM, Dokanehiifard S, Nasiri S, Mowla SJ. Alternative splicing of the OCC-1 gene generates three splice variants and a novel exonic microRNA, which regulate the Wnt signaling pathway. RNA (NEW YORK, N.Y.) 2017; 23:70-85. [PMID: 27986894 PMCID: PMC5159651 DOI: 10.1261/rna.056317.116] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Accepted: 10/10/2016] [Indexed: 06/06/2023]
Abstract
The Wnt signaling pathway is hyperactivated in most colorectal cancers (CRC). Finding new regulators of this pathway represents the potential for cancer diagnosis or treatment. OCC-1 was initially reported as an up-regulated gene in colon carcinoma, without knowing its mechanism of action. Here, two novel transcript variants and an exonic microRNA that originated from the OCC-1 gene are reported, showing positive effects on Wnt activity. Up-regulation of the known OCC-1 variant (assigned as OCC-1A/B) was limited to CRC, and its overexpression increased survival of CRC-originated SW480 cells (Wnt+), while resulting in apoptosis of Wnt-suppressed SW480 cells or HeLa cells (Wnt-) detected by PI staining. Immunocytochemistry showed that the OCC-1A/B-encoded peptide was localized to the nucleus, where its overexpression resulted in Wnt signaling up-regulation, detected by TOP/FOPflash assay. The noncoding portion of the OCC-1A/B transcript had a suppressive effect on Wnt activity and had a negative correlation with APPL2 neighboring gene expression. Unlike OCC-1A/B, the novel OCC-1C splice variant had no expression alteration in CRC, and it seemed to encode a smaller peptide with cytoplasmic localization. A 60-nucleotide (nt) fragment containing an AUG start codon is spliced out to produce an OCC-1D noncoding RNA variant. The 60-nt RNA was validated as the precursor of a novel microRNA, which we named miR-ex1 Both OCC-1D and miR-ex1 were coordinately up-regulated in CRC. MiR-ex1 functional analysis revealed that it is targeting the APC2 tumor suppressor gene and is an activator of the Wnt signaling pathway. Overall, the OCC-1 gene is now introduced as a novel Wnt signaling regulator and as a potential therapeutic target.
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Affiliation(s)
- Hadi Najafi
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, 14115-116 Tehran, Iran
| | - Bahram M Soltani
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, 14115-116 Tehran, Iran
| | - Sadat Dokanehiifard
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, 14115-116 Tehran, Iran
| | - Shirzad Nasiri
- Tehran University of Medical Sciences, Shariati Hospital, 1411713135 Tehran, Iran
| | - Seyed Javad Mowla
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, 14115-116 Tehran, Iran
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19
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Saleh AJ, Soltani BM, Dokanehiifard S, Medlej A, Tavalaei M, Mowla SJ. Experimental verification of a predicted novel microRNA located in human PIK3CA gene with a potential oncogenic function in colorectal cancer. Tumour Biol 2016; 37:14089-14101. [PMID: 27511117 DOI: 10.1007/s13277-016-5264-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2016] [Accepted: 07/15/2016] [Indexed: 12/21/2022] Open
Abstract
PI3K/AKT signaling is involved in cell survival, proliferation, and migration. In this pathway, PI3Kα enzyme is composed of a regulatory protein encoded by p85 gene and a catalytic protein encoded by PIK3CA gene. Human PIK3CA locus is amplified in several cancers including lung and colorectal cancer (CRC). Therefore, microRNAs (miRNAs) that are encoded within the PIK3CA gene might have a role in cancer development. Here, we report a novel microRNA named PIK3CA-miR1 (EBI accession no. LN626315), which is located within PIK3CA gene. A DNA segment corresponding to PIK3CA-premir1 sequence was transfected in human cell lines that resulted in generation of mature exogenous PIK3CA-miR1. Following the overexpression of PIK3CA-miR1, its predicted target genes (APPL1 and TrkC) were significantly downregulated in the CRC-originated HCT116 and SW480 cell lines, detected by qRT-PCR. Then, dual luciferase assay supported the interaction of PIK3CA-miR1 with APPL1 and TrkC transcripts. Endogenous PIK3CA-miR1 expression was also detected in several cell lines (highly in HCT116 and SW480) and highly in CRC specimens. Consistently, overexpression of PIK3CA-premir1 in HCT116 and SW480 cells resulted in significant reduction of the sub-G1 cell distribution and apoptotic cell rate, as detected by flowcytometry, and resulted in increased cell proliferation, as detected by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay. PIK3CA-miR1 overexpression also resulted in Wnt signaling upregulation detected by Top/Fop assay. Overall, accumulative evidences indicated the presence of a bona fide novel onco-miRNA encoded within the PIK3CA oncogene, which is highly expressed in colorectal cancer and has a survival effect in CRC-originated cells.
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Affiliation(s)
- Ali Jason Saleh
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Bahram M Soltani
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran.
| | - Sadat Dokanehiifard
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Abdallah Medlej
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | | | - Seyed Javad Mowla
- Department of Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
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20
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Dunnick JK, Merrick BA, Brix A, Morgan DL, Gerrish K, Wang Y, Flake G, Foley J, Shockley KR. Molecular Changes in the Nasal Cavity after N, N-dimethyl-p-toluidine Exposure. Toxicol Pathol 2016; 44:835-47. [PMID: 27099258 DOI: 10.1177/0192623316637708] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
N, N-dimethyl-p-toluidine (DMPT; Cas No. 99-97-8), an accelerant for methyl methacrylate monomers in medical devices, is a nasal cavity carcinogen according to a 2-yr cancer study of male and female F344/N rats, with the nasal tumors arising from the transitional cell epithelium. In this study, we exposed male F344/N rats for 5 days to DMPT (0, 1, 6, 20, 60, or 120 mg/kg [oral gavage]) to explore the early changes in the nasal cavity after short-term exposure. Lesions occurred in the nasal cavity including hyperplasia of transitional cell epithelium (60 and 120 mg/kg). Nasal tissue was rapidly removed and preserved for subsequent laser capture microdissection and isolation of the transitional cell epithelium (0 and 120 mg/kg) for transcriptomic studies. DMPT transitional cell epithelium gene transcript patterns were characteristic of an antioxidative damage response (e.g., Akr7a3, Maff, and Mgst3), cell proliferation, and decrease in signals for apoptosis. The transcripts of amino acid transporters were upregulated (e.g., Slc7a11). The DMPT nasal transcript expression pattern was similar to that found in the rat nasal cavity after formaldehyde exposure, with over 1,000 transcripts in common. Molecular changes in the nasal cavity after DMPT exposure suggest that oxidative damage is a mechanism of the DMPT toxic and/or carcinogenic effects.
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Affiliation(s)
- June K Dunnick
- Toxicology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - B Alex Merrick
- Biomolecular Screening Branch, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Amy Brix
- Experimental Pathology Laboratories, Inc., Research Triangle Park, North Carolina, USA
| | - Daniel L Morgan
- NTP Laboratory, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Kevin Gerrish
- Molecular Genomics Core, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Yu Wang
- Cellular and Molecular Pathology, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Gordon Flake
- Cellular and Molecular Pathology, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Julie Foley
- Cellular and Molecular Pathology, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
| | - Keith R Shockley
- Biostatistics and Computational Biology Branch, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina, USA
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21
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Experimental evidences for hsa-miR-497-5p as a negative regulator of SMAD3 gene expression. Gene 2016; 586:216-21. [PMID: 27063509 DOI: 10.1016/j.gene.2016.04.003] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2015] [Revised: 03/16/2016] [Accepted: 04/01/2016] [Indexed: 11/22/2022]
Abstract
The SMAD family comprises of transcription factors that function as signal transducers of transforming growth factor (TGFβ) superfamily members. MiRNAs are a class of small noncoding RNAs that may play a major role in post transcriptional regulation of SMAD genes. Here, we intended to investigate if hsa-miR-497-5p is capable of regulating SMAD3 gene expression. Hsa-miR-497-5p was bioinformatically predicted as a candidate regulator of SMAD3 gene expression and then, hsa-miR-497-5p expression status was analyzed in different cell lines using RT-qPCR. Overexpression of hsa-miR-497-5p in HEK293t cells resulted in downregulation of SMAD3 which was detected by RT-qPCR and western analysis. Further, dual luciferase assay results supported direct interaction of hsa-miR-497-5p with 3'-UTR sequences of SMAD3 transcript. Overexpression of hsa-miR-497-5p in HEK293t cells resulted in cell cycle arrest in G0/G1 phase, detected by flow cytometry. Overall, accumulative results indicated that hsa-miR-497-5p by targeting SMAD3 is potentially one of the regulators of the TGFβ signaling pathway.
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Jafarzadeh M, Soltani BM. Hsa-miR-590-5p Interaction with SMAD3 Transcript Supports Its Regulatory Effect on The TGFβ Signaling Pathway. CELL JOURNAL 2016; 18:7-12. [PMID: 27054113 PMCID: PMC4819388 DOI: 10.22074/cellj.2016.3981] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/23/2015] [Accepted: 05/10/2015] [Indexed: 12/20/2022]
Abstract
OBJECTIVE SMAD proteins are the core players of the transforming growth factor-beta (TGFβ) signaling pathway, a pathway which is involved in cell proliferation, differentiation and migration. On the other hand, hsa-miRNA-590-5p (miR-590-5p) is known to have a negative regulatory effect on TGFβ signaling pathway receptors. Since, RNAhybrid analy- sis suggested SMAD3 as a bona fide target gene for miR-590, we intended to investigate the effect of miR-590-5p on SMAD3 transcription. MATERIALS AND METHODS In this experimental study, miR-590-5p was overexpressed in different cell lines and its increased expression was detected through quantitative reverse transcription-polymerase chain reaction (RT-qPCR). Western blot analysis was then used to investigate the effect of miR-590-5p overexpression on SMAD3 protein level. Next, the direct interaction of miR-590-5p with the 3´-UTR sequence of SMAD3 transcript was investigated using the dual luciferase assay. Finally, flow cytometery was used to inves- tigate the effect of miR-590-5p overexpression on cell cycle progression in HeLa and SW480 cell lines. RESULTS miR-590-5p was overexpressed in the SW480 cell line and its overexpression resulted in significant reduction of the SMAD3 protein level. Consistently, direct interaction of miR-590-5p with 3´-UTR sequence of SMAD3 was detected. Finally, miR-590-5p over- expression did not show a significant effect on cell cycle progression of Hela and SW480 cell lines. CONCLUSION Consistent with previous reports about the negative regulatory effect of miR-590 on TGFβ receptors, our data suggest that miR-590-5p also attenuates the TGFβ signaling pathway through down-regulation of SMAD3.
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Affiliation(s)
- Meisam Jafarzadeh
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Bahram M Soltani
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
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Dokanehiifard S, Soltani BM, Parsi S, Hosseini F, Javan M, Mowla SJ. Experimental verification of a conserved intronic microRNA located in the human TrkC gene with a cell type-dependent apoptotic function. Cell Mol Life Sci 2015; 72:2613-25. [PMID: 25772499 PMCID: PMC11113298 DOI: 10.1007/s00018-015-1868-4] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2014] [Revised: 02/09/2015] [Accepted: 02/17/2015] [Indexed: 12/21/2022]
Abstract
Tropomyosin receptor kinase C (TrkC) is involved in cell survival, apoptosis induction and tumorigenesis. We hypothesized that, similar to p75(NTR) receptor, some of the diverse functions of TrkC could be mediated by a microRNA (miRNA) embedded within the gene. Here, we experimentally verified the expression and processing of two bioinformatically predicted miRNAs named TrkC-miR1-5p and TrkC-miR1-3p. Transfecting a DNA fragment corresponding to the TrkC-premir1 sequence in HEK293t cells caused ~300-fold elevation in the level of mature TrkC-miR1 and also a significant downregulation of its predicted target genes. Furthermore, endogenous TrkC-miR1 was detected in several cell lines and brain tumors confirming its endogenous generation. Furthermore, its orthologous miRNA was detected in developing rat brain. Accordingly, TrkC-miR1 expression was increased during the course of neural differentiation of NT2 cell, whereas its suppression attenuated NT2 differentiation. Consistent with opposite functions of TrkC, TrkC-miR1 overexpression promoted survival and apoptosis in U87 and HEK293t cell lines, respectively. In conclusion, our data report the discovery of a new miRNA with overlapping function to TrkC.
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Affiliation(s)
- Sadat Dokanehiifard
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Bahram M. Soltani
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Sepideh Parsi
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Fahimeh Hosseini
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Mohammad Javan
- Department of Physiology, School of Medicine, Tarbiat Modares University, Tehran, Iran
| | - Seyed Javad Mowla
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
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Regulatory networks between neurotrophins and miRNAs in brain diseases and cancers. Acta Pharmacol Sin 2015; 36:149-57. [PMID: 25544363 PMCID: PMC4326792 DOI: 10.1038/aps.2014.135] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Accepted: 11/14/2014] [Indexed: 01/06/2023] Open
Abstract
Neurotrophins are involved in many physiological and pathological processes in the nervous system. They regulate and modify signal transduction, transcription and translation in neurons. It is recently demonstrated that the neurotrophin expression is regulated by microRNAs (miRNAs), changing our views on neurotrophins and miRNAs. Generally, miRNAs regulate neurotrophins and their receptors in at least two ways: (1) miRNAs bind directly to the 3′ untranslated region (UTR) of isoform-specific mRNAs and post-transcriptionally regulate their expression; (2) miRNAs bind to the 3′ UTR of the regulatory factors of neurotrophins and regulate their expression. On the other hand, neurotrophins can regulate miRNAs. The results of BNDF research show that neurotrophins regulate miRNAs in at least three ways: (1) ERK stimulation enhances the activation of TRBP (HIV-1 TAR RNA-binding protein) and Dicer, leading to the upregulation of miRNA biogenesis; (2) ERK-dependent upregulation of Lin28a (RNA-binding proteins) blocks select miRNA biogenesis; (3) transcriptional regulation of miRNA expression through activation of transcription factors, including CREB and NF-κB. These regulatory processes integrate positive and negative regulatory loops in neurotrophin and miRNA signaling pathways, and also expand the function of neurotrophins and miRNAs. In this review, we summarize the current knowledge of the regulatory networks between neurotrophins and miRNAs in brain diseases and cancers, for which novel cutting edge therapeutic, delivery and diagnostic approaches are emerging.
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Human RNAi pathway: crosstalk with organelles and cells. Funct Integr Genomics 2013; 14:31-46. [PMID: 24197738 DOI: 10.1007/s10142-013-0344-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2013] [Revised: 10/03/2013] [Accepted: 10/07/2013] [Indexed: 12/12/2022]
Abstract
Understanding gene regulation mechanisms has been a serious challenge in biology. As a novel mechanism, small non-coding RNAs are an alternative means of gene regulation in a specific and efficient manner. There are growing reports on regulatory roles of these RNAs including transcriptional gene silencing/activation and post-transcriptional gene silencing events. Also, there are several known small non-coding RNAs which all work through RNA interference pathway. Interestingly, these small RNAs are secreted from cells toward targeted cells presenting new communication approach in cell-cell or cell-organ signal transduction. In fact, understanding cellular and molecular basis of these pathways will strongly improve developing targeted therapies and potent and specific regulatory tools. This study will review some of the most recent findings in this subject and will introduce a super-pathway RNA interference-based small RNA silencing network.
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Beta M, Venkatesan N, Vasudevan M, Vetrivel U, Khetan V, Krishnakumar S. Identification and Insilico Analysis of Retinoblastoma Serum microRNA Profile and Gene Targets Towards Prediction of Novel Serum Biomarkers. Bioinform Biol Insights 2013; 7:21-34. [PMID: 23400111 PMCID: PMC3547501 DOI: 10.4137/bbi.s10501] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Retinoblastoma (RB) is a malignant tumor of the retina seen in children, and potential non invasive biomarkers are in need for rapid diagnosis and for prognosticating the therapy. This study was undertaken to identify the differentially expressed miRNAs in the serum of children with RB in comparison with the normal age matched serum, to analyze its concurrence with the existing RB tumor miRNA profile, to identify its novel gene targets specific to RB, and to study the expression of a few of the identified oncogenic miRNAs in the advanced stage primary RB patient’s serum sample. MiRNA profiling was performed on 14 pooled serum from children with advanced RB and 14 normal age matched serum samples, wherein 21 miRNAs were found to be upregulated (fold change ≤ −2.0, P ≤ 0.05) and 24 to be downregulated (fold change ≥ +2.0, P ≤ 0.05). Furthermore, intersection of 59 significantly deregulated miRNAs identified from RB tumor profiles with that of miRNAs detected in serum profile revealed that 33 miRNAs had followed a similar deregulation pattern in RB serum. Later we validated a few of the miRNAs (miRNA 17-92) identified by microarray in the RB patient serum samples (n = 20) by using qRT-PCR. Expression of the oncogenic miRNAs, miR-17, miR-18a, and miR-20a by qRT-PCR was significant in the serum samples exploring the potential of serum miRNAs identification as noninvasive diagnosis. Moreover, from miRNA gene target prediction, key regulatory genes of cell proliferation, apoptosis, and positive and negative regulatory networks involved in RB progression were identified in the gene expression profile of RB tumors. Therefore, these identified miRNAs and their corresponding target genes could give insights on potential biomarkers and key events involved in the RB pathway.
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Affiliation(s)
- Madhu Beta
- L & T Ocular Pathology Department, Kamalnayan Bajaj Research Institute, Vision Research Foundation, Sankara Nethralaya, Tamil Nadu, India. ; Shanmugha Arts, Science, Technology & Research Academy (SASTRA University), Tirumalaisamudram, Thanjavur, Tamil Nadu, India
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Allmer J, Yousef M. Computational methods for ab initio detection of microRNAs. Front Genet 2012; 3:209. [PMID: 23087705 PMCID: PMC3467617 DOI: 10.3389/fgene.2012.00209] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2012] [Accepted: 09/26/2012] [Indexed: 12/21/2022] Open
Abstract
MicroRNAs are small RNA sequences of 18–24 nucleotides in length, which serve as templates to drive post-transcriptional gene silencing. The canonical microRNA pathway starts with transcription from DNA and is followed by processing via the microprocessor complex, yielding a hairpin structure. Which is then exported into the cytosol where it is processed by Dicer and then incorporated into the RNA-induced silencing complex. All of these biogenesis steps add to the overall specificity of miRNA production and effect. Unfortunately, their modes of action are just beginning to be elucidated and therefore computational prediction algorithms cannot model the process but are usually forced to employ machine learning approaches. This work focuses on ab initio prediction methods throughout; and therefore homology-based miRNA detection methods are not discussed. Current ab initio prediction algorithms, their ties to data mining, and their prediction accuracy are detailed.
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Affiliation(s)
- Jens Allmer
- Department of Molecular Biology and Genetics, Izmir Institute of Technology Urla, Turkey
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