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Abu-Shahba N, Hegazy E, Khan FM, Elhefnawi M. In Silico Analysis of MicroRNA Expression Data in Liver Cancer. Cancer Inform 2023; 22:11769351231171743. [PMID: 37200943 PMCID: PMC10185868 DOI: 10.1177/11769351231171743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 04/04/2023] [Indexed: 05/20/2023] Open
Abstract
Abnormal miRNA expression has been evidenced to be directly linked to HCC initiation and progression. This study was designed to detect possible prognostic, diagnostic, and/or therapeutic miRNAs for HCC using computational analysis of miRNAs expression. Methods: miRNA expression datasets meta-analysis was performed using the YM500v2 server to compare miRNA expression in normal and cancerous liver tissues. The most significant differentially regulated miRNAs in our study undergone target gene analysis using the mirWalk tool to obtain their validated and predicted targets. The combinatorial target prediction tool; miRror Suite was used to obtain the commonly regulated target genes. Functional enrichment analysis was performed on the resulting targets using the DAVID tool. A network was constructed based on interactions among microRNAs, their targets, and transcription factors. Hub nodes and gatekeepers were identified using network topological analysis. Further, we performed patient data survival analysis based on low and high expression of identified hubs and gatekeeper nodes, patients were stratified into low and high survival probability groups. Results: Using the meta-analysis option in the YM500v2 server, 34 miRNAs were found to be significantly differentially regulated (P-value ⩽ .05); 5 miRNAs were down-regulated while 29 were up-regulated. The validated and predicted target genes for each miRNA, as well as the combinatorially predicted targets, were obtained. DAVID enrichment analysis resulted in several important cellular functions that are directly related to the main cancer hallmarks. Among these functions are focal adhesion, cell cycle, PI3K-Akt signaling, insulin signaling, Ras and MAPK signaling pathways. Several hub genes and gatekeepers were found that could serve as potential drug targets for hepatocellular carcinoma. POU2F1 and PPARA showed a significant difference between low and high survival probabilities (P-value ⩽ .05) in HCC patients. Our study sheds light on important biomarker miRNAs for hepatocellular carcinoma along with their target genes and their regulated functions.
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Affiliation(s)
- Nourhan Abu-Shahba
- Department of Medical Molecular Genetics, Human Genetics and Genome Research Institute, National Research Centre, Cairo, Egypt
- Stem Cell Research Group, Medical Research Center of Excellence, National Research Centre, Cairo, Egypt
| | - Elsayed Hegazy
- School of Information Technology and Computer Science, Nile University, Giza, Egypt
| | - Faiz M. Khan
- Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany
| | - Mahmoud Elhefnawi
- Biomedical Informatics and Chemoinformatics Group, Informatics and Systems Department, National Research Centre, Cairo, Egypt
- Mahmoud Elhefnawi, Biomedical Informatics and Chemoinformatics Group, Informatics and Systems Department, National Research Centre, 33, elbohouth street, Cairo 11211, Egypt.
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Li Y, Tian D, Chen H, Cai Y, Chen S, Duan S. MicroRNA-490-3p and -490-5p in carcinogenesis: Separate or the same goal? Oncol Lett 2021; 22:678. [PMID: 34345303 PMCID: PMC8323007 DOI: 10.3892/ol.2021.12939] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Accepted: 06/03/2021] [Indexed: 12/13/2022] Open
Abstract
MicroRNA (miR)-490-3p and miR-490-5p, located on chromosome 7q33, are two independent mature products of miR-490 exerting distinct effects on tumor progression. miR-490-3p and miR-490-5p possess antitumor properties. miR-490-3p dysfunction has been associated with malignancies including colorectal cancer, while the abnormal function of miR-490-5p has been more considerably associated with bladder cancer (for example). At present, there are 30 and 11 target genes of miR-490-3p and miR-490-5p, respectively, that have been experimentally verified, of which the cyclin D1 (CCND1) gene is a common target. Through these target genes, miR-490-3p and miR-490-5p are involved in 7 and 3 signaling pathways, respectively, of which only 2 are shared regulatory signaling pathways. The present review introduces two competing endogenous RNA (ceRNA) regulatory networks centered on miR-490-3p and miR-490-5p. These networks may be important promoters of tumor cell proliferation, invasiveness, metastatic potential and apoptosis. Unlike miR-490-5p, miR-490-3p plays a unique role in promoting cancer. However, both are promising molecular markers for early cancer diagnosis and prognosis. In addition, miR-490-3p was also found to be associated with the chemical resistance of cisplatin and paclitaxel. The present review focuses on the abnormal expression of miR-490-3p and miR-490-5p in different tumor types, and their complex ceRNA regulatory networks. The clinical value of miR-490-3p and miR-490-5p in cancer diagnosis, prognosis and treatment is also clarified, and an explanation for the opposing effects of miR-490-3p in tumor research is provided.
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Affiliation(s)
- Yin Li
- Medical Genetics Center, Ningbo University School of Medicine, Ningbo, Zhejiang 315211, P.R. China
| | - Dongmei Tian
- Medical Genetics Center, Ningbo University School of Medicine, Ningbo, Zhejiang 315211, P.R. China
| | - Hao Chen
- Medical Genetics Center, Ningbo University School of Medicine, Ningbo, Zhejiang 315211, P.R. China
| | - Yuanting Cai
- Medical Genetics Center, Ningbo University School of Medicine, Ningbo, Zhejiang 315211, P.R. China
| | - Sang Chen
- Medical Genetics Center, Ningbo University School of Medicine, Ningbo, Zhejiang 315211, P.R. China
| | - Shiwei Duan
- Medical Genetics Center, Ningbo University School of Medicine, Ningbo, Zhejiang 315211, P.R. China.,School of Medicine, Zhejiang University City College, Hangzhou, Zhejiang 310015, P.R. China
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Huang HQ, Chen G, Xiong DD, Lai ZF, Liu LM, Fang YY, Shen JH, Gan XY, Liao LF, Dang YW. Down-regulation of microRNA-125b-2-3p is a risk factor for a poor prognosis in hepatocellular carcinoma. Bioengineered 2021; 12:1627-1641. [PMID: 33949293 PMCID: PMC8806266 DOI: 10.1080/21655979.2021.1921549] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is a leading cause of mortality in cancer patients, but the association between miR-125b-2-3p and the onset and prognosis of HCC has not been reported in previous studies; thus, the clinicopathological implications of miR-125b-2-3p in HCC require elaboration. To examine the expression of miR-125b-2-3p in HCC, both in-house RT-qPCR and public datasets were used to calculate the standard mean difference (SMD) and the summary receiver operating characteristic (sROC). MiR-125b-2-3p was markedly lower in HCC than in non-tumor tissue as assessed by the in-house RT-qPCR which was confirmed by the integrative analysis showing the SMD being -0.69 and the area under the curve (AUC) being 0.84 based on 1,233 cases of HCC and 630 cases of non-HCC controls. To gain a overview of the clinical value of miR-125b-2-3p in HCC, all possible datasets were integrated, and lower miR-125b-2-3p levels could lead to poorer differentiation and a more advanced clinical stage of HCC. The hazard ratio (HR) of miR-125b-2-3p was also calculated using a Cox proportional hazards model, and the miR-125b-2-3p level could act as an protective indication for the survival with the HR being 0.74 based on 586 cases of HCC. Furthermore, the effect of nitidine chloride (NC), a natural bioactive phytochemical alkaloid, on the regulation of miR-125b-2-3p and its potential targets was also investigated. The miR-125b-2-3p level was increased after NC treatment, while the expression of its potential target PRKCA was reduced. Above all, a low-expressed level of miR-125b-2-3p plays a tumor suppressive role in HCC.
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Affiliation(s)
- He-Qing Huang
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Gang Chen
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Dan-Dan Xiong
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Ze-Feng Lai
- Center for Pharmaceutical Research, Pharmaceutical College, Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Li-Min Liu
- Department of Drug Toxicology, Pharmaceutical College, Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Ye-Ying Fang
- Department of Radiotherapy, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Jin-Hai Shen
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Xiang-Yu Gan
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
| | - Liu-Feng Liao
- Department of Pharmacy, Guangxi Medical University Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, P.R. China
| | - Yi-Wu Dang
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, P. R. China
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Wang A, Lei J. Identification of an 11-lncRNA signature with high performance for predicting the prognosis of hepatocellular carcinoma using bioinformatics analysis. Medicine (Baltimore) 2021; 100:e23749. [PMID: 33592832 PMCID: PMC7870215 DOI: 10.1097/md.0000000000023749] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 11/17/2020] [Indexed: 01/05/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is a common primary liver cancer with a high incidence and mortality. This study was conducted to identify a long non-coding RNA (lncRNA) signature that may serve as a predictor for HCC prognosis.RNA-seq data were extracted from The Cancer Genome Atlas database. Differentially expressed genes, lncRNAs, and miRNAs were identified in HCC (n = 374) and control samples (n = 50) and used to screen prognosis-associated lncRNA signatures. The association of the lncRNA signature with HCC prognosis was analyzed and a competitive endogenous RNA regulatory network involving the lncRNA signature was constructed.A total of 199 mRNAs, 1092 lncRNAs, and 251 miRNAs were differentially expressed between HCC and control samples. Among these lncRNAs, 11 prognosis-associated lncRNAs were used to construct a lncRNA signature. Cox regression analysis showed that patients with higher risk scores of the lncRNA signature were at risk of poor prognosis. Four lncRNAs (including LINC01517, DDX11-AS1, LINC01136, and RP11-20J15.2) and 7 miRNAs (including miR-195, miR-199b, miR-326, miR-424, and let-7c) in the ceRNA network interacted with the upregulated gene E2F2, which was associated with the overall prognosis of patients with HCC.The 11-lncRNA signature might be useful for predicting the prognosis of patients with HCC.
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Affiliation(s)
- Anmei Wang
- Department of Integrated Chinese and Western Medicine, Hangzhou Cancer Hospital, Hangzhou
| | - Junhua Lei
- Department of Oncology, The First Affiliated Hospital Of Hainan Medical University, Haikou, China
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Vinchure OS, Kulshreshtha R. miR-490: A potential biomarker and therapeutic target in cancer and other diseases. J Cell Physiol 2020; 236:3178-3193. [PMID: 33094503 DOI: 10.1002/jcp.30119] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 09/26/2020] [Accepted: 10/10/2020] [Indexed: 12/17/2022]
Abstract
MicroRNAs (miRNAs) are small non-coding RNAs that function as posttranscriptional gene regulators. Among a pool of >2600 known human mature miRNAs, only a small subset have been functionally interrogated and a further smaller pool shown to be associated with the pathogenesis of a variety of diseases suggesting their critical role in maintaining homeostasis. Here, we draw your attention to one such miRNA, miR-490, that has been reported to be deregulated in a myriad of diseases (23 diseases) ranging from cardiomyopathy, depression, and developmental disorders to many cancer types (28 cancer types), such as hepatocellular carcinoma, gastric cancer, cancers of the reproductive and central nervous system among others. The prognostic and diagnostic potential of miR-490 has been reported in many diseases including cancer underlining its clinical relevance. We also collate a complex plethora of epigenetic (histone and DNA methylation), transcriptional (TF), and posttranscriptional (lncRNA and circRNA) mechanisms that have been shown to tightly regulate miR-490 levels. The targets of miR-490 involve a range of cancer-related genes involved in the regulation of various cancer hallmarks like cell proliferation, migration, and invasion, apoptotic cell death, angiogenesis, and so forth. Overall, our in-depth review highlights for the first time the emerging role of miR-490 in disease pathology, diagnosis, and prognosis that assigns a unique therapeutic potential to miR-490 in the era of precision medicine.
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Affiliation(s)
- Omkar Suhas Vinchure
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, New Delhi, India
| | - Ritu Kulshreshtha
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, New Delhi, India
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Varghese RS, Zhou Y, Barefoot M, Chen Y, Di Poto C, Balla AK, Oliver E, Sherif ZA, Kumar D, Kroemer AH, Tadesse MG, Ressom HW. Identification of miRNA-mRNA associations in hepatocellular carcinoma using hierarchical integrative model. BMC Med Genomics 2020; 13:56. [PMID: 32228601 PMCID: PMC7106691 DOI: 10.1186/s12920-020-0706-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Accepted: 03/19/2020] [Indexed: 02/07/2023] Open
Abstract
Background The established role miRNA-mRNA regulation of gene expression has in oncogenesis highlights the importance of integrating miRNA with downstream mRNA targets. These findings call for investigations aimed at identifying disease-associated miRNA-mRNA pairs. Hierarchical integrative models (HIM) offer the opportunity to uncover the relationships between disease and the levels of different molecules measured in multiple omic studies. Methods The HIM model we formulated for analysis of mRNA-seq and miRNA-seq data can be specified with two levels: (1) a mechanistic submodel relating mRNAs to miRNAs, and (2) a clinical submodel relating disease status to mRNA and miRNA, while accounting for the mechanistic relationships in the first level. Results mRNA-seq and miRNA-seq data were acquired by analysis of tumor and normal liver tissues from 30 patients with hepatocellular carcinoma (HCC). We analyzed the data using HIM and identified 157 significant miRNA-mRNA pairs in HCC. The majority of these molecules have already been independently identified as being either diagnostic, prognostic, or therapeutic biomarker candidates for HCC. These pairs appear to be involved in processes contributing to the pathogenesis of HCC involving inflammation, regulation of cell cycle, apoptosis, and metabolism. For further evaluation of our method, we analyzed miRNA-seq and mRNA-seq data from TCGA network. While some of the miRNA-mRNA pairs we identified by analyzing both our and TCGA data are previously reported in the literature and overlap in regulation and function, new pairs have been identified that may contribute to the discovery of novel targets. Conclusion The results strongly support the hypothesis that miRNAs are important regulators of mRNAs in HCC. Furthermore, these results emphasize the biological relevance of studying miRNA-mRNA pairs.
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Affiliation(s)
- Rency S Varghese
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA
| | - Yuan Zhou
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA
| | - Megan Barefoot
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA
| | - Yifan Chen
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA
| | - Cristina Di Poto
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA
| | | | - Everett Oliver
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA
| | - Zaki A Sherif
- Department of Biochemistry & Molecular Biology, College of Medicine, Howard University, Washington DC, USA
| | - Deepak Kumar
- Department of Pharmaceutical Sciences, North Carolina Central University, Durham, NC, USA
| | | | - Mahlet G Tadesse
- Department of Mathematics and Statistics, Georgetown University, Washington DC, USA
| | - Habtom W Ressom
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Room 175, Building D, 4000 Reservoir Rd NW, Washington, DC, 20057, USA.
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Wei GG, Gao L, Tang ZY, Lin P, Liang LB, Zeng JJ, Chen G, Zhang LC. Drug repositioning in head and neck squamous cell carcinoma: An integrated pathway analysis based on connectivity map and differential gene expression. Pathol Res Pract 2019; 215:152378. [PMID: 30871913 DOI: 10.1016/j.prp.2019.03.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/31/2018] [Revised: 02/07/2019] [Accepted: 03/02/2019] [Indexed: 02/07/2023]
Abstract
The severe damage to health and social burden caused by head and neck squamous cell carcinoma (HNSCC) generated an urgent need to develop novel anti-cancer therapy. Currently, drug repositioning has risen in responses to the proper time as an efficient approach to invention of new anti-cancer therapies. In the present study, we aimed to screen candidate drugs for HNSCC by integrating HNSCC-related pathways from differentially expressed genes (DEGs) and drug-affected pathways from connectivity map (CMAP). We also endeavored to unveil the molecular mechanism of HNSCC through creating drug-target network and protein-to-protein (PPI) network of component DEGs in key overlapping pathways. As a result, a total of 401 DEGs were obtained from TCGA and GTEx mRNA-seq data. Taking the intersection part of 27 HNSCC-related Kyoto Encyclopedia of Genes and Genomes pathways and 33 drug-affected pathways, we retained 22 candidate drugs corresponding to two key pathways (cell cycle and p53 signaling pathways) of the five overlapping pathways. Two of the hub genes (PCNA and CCND1) identified from the PPI network of component DEGs in cell cycle and p53 signaling pathways were defined as the critical targets of candidate drugs with increased protein expression in HNSCC tissues, which was reported by the human protein atlas (HPA) database and cBioPortal. Finally, we validated via molecular docking analysis that two drugs with unknown effects in HNSCC: MG-262 and bepridil might perturb the development of HNSCC through targeting PCNA. These candidate drugs possessed broad application prospect as medication for HNSCC.
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Affiliation(s)
- Gan-Guan Wei
- Department of Otolaryngology Head and Neck Surgery, NO.303 Hospital of PLA, Nanning, Guangxi Zhuang Autonomous Region, China
| | - Li Gao
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, China
| | - Zheng-Yi Tang
- Department of Otolaryngology Head and Neck Surgery, NO.303 Hospital of PLA, Nanning, Guangxi Zhuang Autonomous Region, China
| | - Peng Lin
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, China
| | - Li-Bin Liang
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, China
| | - Jing-Jing Zeng
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, China
| | - Gang Chen
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, China.
| | - Long-Cheng Zhang
- Department of Otolaryngology Head and Neck Surgery, NO.303 Hospital of PLA, Nanning, Guangxi Zhuang Autonomous Region, China.
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