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Akshaya RL, Saranya I, Selvamurugan N. MicroRNAs mediated interaction of tumor microenvironment cells with breast cancer cells during bone metastasis. Breast Cancer 2023; 30:910-925. [PMID: 37578597 DOI: 10.1007/s12282-023-01491-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 08/07/2023] [Indexed: 08/15/2023]
Abstract
Breast cancer (BC) bone metastasis is primarily osteolytic and has limited therapeutic options. Metastasized BC cells prime the secondary environment in bone by forming a tumor niche, which favors their homing and colonization. The tumor microenvironment (TME) is primarily generated by the cancer cells. Bone TME is an intricate network of multiple cells, including altered bone, tumor, stromal, and immune cells. Recent findings highlight the significance of small non-coding microRNAs (miRNAs) in influencing TME during tumor metastasis. MiRNAs from TME-resident cells facilitate the interaction between the tumor and its microenvironment, thereby regulating the biological processes of tumors. These miRNAs can serve as oncogenes or tumor suppressors. Hence, both miRNA inhibitors and mimics are extensively utilized in pre-clinical trials for modulating the phenotypes of tumor cells and associated stromal cells. This review briefly summarizes the recent developments on the functional role of miRNAs secreted directly or indirectly from the TME-resident cells in facilitating tumor growth, progression, and metastasis. This information would be beneficial in developing novel targeted therapies for BC.
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Affiliation(s)
- R L Akshaya
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur, 603 103, Tamil Nadu, India
| | - I Saranya
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur, 603 103, Tamil Nadu, India
| | - N Selvamurugan
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur, 603 103, Tamil Nadu, India.
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Alwani A, Andreasik A, Szatanek R, Siedlar M, Baj-Krzyworzeka M. The Role of miRNA in Regulating the Fate of Monocytes in Health and Cancer. Biomolecules 2022; 12:100. [PMID: 35053248 PMCID: PMC8773712 DOI: 10.3390/biom12010100] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 12/27/2021] [Accepted: 01/01/2022] [Indexed: 12/23/2022] Open
Abstract
Monocytes represent a heterogeneous population of blood cells that provide a link between innate and adaptive immunity. The unique potential of monocytes as both precursors (e.g., of macrophages) and effector cells (as phagocytes or cytotoxic cells) makes them an interesting research and therapeutic target. At the site of a tumor, monocytes/macrophages constitute a major population of infiltrating leukocytes and, depending on the type of tumor, may play a dual role as either a bad or good indicator for cancer recovery. The functional activity of monocytes and macrophages derived from them is tightly regulated at the transcriptional and post-transcriptional level. This review summarizes the current understanding of the role of small regulatory miRNA in monocyte formation, maturation and function in health and cancer development. Additionally, signatures of miRNA-based monocyte subsets and the influence of exogenous miRNA generated in the tumor environment on the function of monocytes are discussed.
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Affiliation(s)
| | | | | | | | - Monika Baj-Krzyworzeka
- Department of Clinical Immunology, Institute of Paediatrics, Jagiellonian University Medical College, 30-663 Kraków, Poland; (A.A.); (A.A.); (R.S.); (M.S.)
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3
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Prediction of Blood miRNA-mRNA Regulatory Network in Gastric Cancer. Rep Biochem Mol Biol 2021; 10:243-256. [PMID: 34604414 DOI: 10.52547/rbmb.10.2.243] [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: 09/30/2020] [Accepted: 10/13/2020] [Indexed: 01/15/2023]
Abstract
Background The aim of the study was to suggest a high specific and sensitive blood biomarker for early GC diagnosis. Methods the expression data of miRNAs and mRNAs were collected from the blood samples of the GC patients based on literature mining. Bioinformatics tools and databases (PANTHER, TargetScan, miRTarBase, miRDB, STRING, and Cytoscape) were used to predict the regulatory relationship. Subsequently, expression level of the selected miRNA was evaluated in the blood samples of gastritis patients to recognize the common miRNA between the GC and gastritis patients. Results Analysis of 40 target genes by MCODE (installed in Cytoscape software) indicated 4 hub genes (WWP1, SKP2, KLHL42, and FBXO11) as a significant cluster in the PPI network related to miR-21, with Node Score Cutoff: 0.2, Degree Cutoff: 2 and K-Core: 2. In addition, the miRNA RT-qPCR results showed that, the expression level of miR-21 was significantly higher in gastritis group compared to the healthy group (p< 0.05). Conclusion the present study clearly demonstrated the increasing level of blood miR-21 among the gastritis patients infected by H. pylori. Therefore, the altered miRNAs, especially overexpression of onco-miRs, may identify a potential link between miRNAs and pathogenesis of the H. pylori-related complications.
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Huskey ALW, McNeely I, Merner ND. CEACAM Gene Family Mutations Associated With Inherited Breast Cancer Risk - A Comparative Oncology Approach to Discovery. Front Genet 2021; 12:702889. [PMID: 34447411 PMCID: PMC8383343 DOI: 10.3389/fgene.2021.702889] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 07/05/2021] [Indexed: 01/11/2023] Open
Abstract
Introduction Recent studies comparing canine mammary tumors (CMTs) and human breast cancers have revealed remarkable tumor similarities, identifying shared expression profiles and acquired mutations. CMTs can also provide a model of inherited breast cancer susceptibility in humans; thus, we investigated breed-specific whole genome sequencing (WGS) data in search for novel CMT risk factors that could subsequently explain inherited breast cancer risk in humans. Methods WGS was carried out on five CMT-affected Gold Retrievers from a large pedigree of 18 CMT-affected dogs. Protein truncating variants (PTVs) detected in all five samples (within human orthlogs) were validated and then genotyped in the 13 remaining CMT-affected Golden Retrievers. Allele frequencies were compared to canine controls. Subsequently, human blood-derived exomes from The Cancer Genome Atlas breast cancer cases were analyzed and allele frequencies were compared to Exome Variant Server ethnic-matched controls. Results Carcinoembryonic Antigen-related Cell Adhesion Molecule 24 (CEACAM24) c.247dupG;p.(Val83Glyfs∗48) was the only validated variant and had a frequency of 66.7% amongst the 18 Golden Retrievers with CMT. This was significant compared to the European Variation Archive (p-value 1.52 × 10–8) and non-Golden Retriever American Kennel Club breeds (p-value 2.48 × 10–5). With no direct ortholog of CEACAM24 in humans but high homology to all CEACAM gene family proteins, all human CEACAM genes were investigated for PTVs. A total of six and sixteen rare PTVs were identified in African and European American breast cancer cases, respectively. Single variant assessment revealed five PTVs associated with breast cancer risk. Gene-based aggregation analyses revealed that rare PTVs in CEACAM6, CEACAM7, and CEACAM8 are associated with European American breast cancer risk, and rare PTVs in CEACAM7 are associated with breast cancer risk in African Americans. Ultimately, rare PTVs in the entire CEACAM gene family are associated with breast cancer risk in both European and African Americans with respective p-values of 1.75 × 10–13 and 1.87 × 10–04. Conclusion This study reports the first association of inherited CEACAM mutations and breast cancer risk, and potentially implicates the whole gene family in genetic risk. Precisely how these mutations contribute to breast cancer needs to be determined; especially considering our current knowledge on the role that the CEACAM gene family plays in tumor development, progression, and metastasis.
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Affiliation(s)
- Anna L W Huskey
- Department of Pathobiology, College of Veterinary Medicine, Auburn University, Auburn, AL, United States.,Department of Drug Discovery and Development, Harrison School of Pharmacy, Auburn University, Auburn, AL, United States
| | - Isaac McNeely
- Department of Pathobiology, College of Veterinary Medicine, Auburn University, Auburn, AL, United States
| | - Nancy D Merner
- Department of Pathobiology, College of Veterinary Medicine, Auburn University, Auburn, AL, United States
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Walsh KB, Zimmerman KD, Zhang X, Demel SL, Luo Y, Langefeld CD, Wohleb E, Schulert G, Woo D, Adeoye O. miR-181a Mediates Inflammatory Gene Expression After Intracerebral Hemorrhage: An Integrated Analysis of miRNA-seq and mRNA-seq in a Swine ICH Model. J Mol Neurosci 2021; 71:1802-1814. [PMID: 33755911 DOI: 10.1007/s12031-021-01815-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Accepted: 02/15/2021] [Indexed: 12/22/2022]
Abstract
Intracerebral hemorrhage (ICH) is a severe neurological disorder with no proven treatment. Inflammation after ICH contributes to clinical outcomes, but the relevant molecular mechanisms remain poorly understood. In studies of peripheral leukocyte counts and mRNA-sequencing (mRNA-seq), our group previously reported that monocytes and Interleukin-8 (IL-8) were important contributors to post-ICH inflammation. microRNA (miRNA) are powerful regulators of gene expression and promising therapeutic targets. We now report findings from an integrated analysis of miRNA-seq and mRNA-seq in peripheral blood mononuclear cells (PBMCs) from a swine ICH model. In 10 pigs, one PBMC sample was collected immediately prior to ICH induction and a second 6 h later; miRNA-seq and mRNA-seq were completed for each sample. An aggregate score calculation determined which miRNA regulated the differentially expressed mRNA. Networks of molecular interactions were generated for the combined miRNA/target mRNA. A total of 227 miRNA were identified, and 46 were differentially expressed after ICH (FDR < 0.05). The anti-inflammatory miR-181a was decreased post-ICH, and it was the most highly connected miRNA in the miRNA/mRNA bioinformatic network analysis. miR-181a has interconnected pathophysiology with IL-8 and monocytes; in prior studies, we found that IL-8 and monocytes contributed to post-ICH inflammation and ICH clinical outcome, respectively. miR-181a was a significant mediator of post-ICH inflammation and is promising for further study, including as a potential therapeutic target. This investigation also demonstrated feasible methodology for miRNA-seq/mRNA-seq analysis in swine that is innovative, and with unique challenges, compared with transcriptomics research in more established species.
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Affiliation(s)
- Kyle B Walsh
- University of Cincinnati Gardner Neuroscience Institute, Cincinnati, OH, USA.
- Department of Emergency Medicine, University of Cincinnati, Cincinnati, OH, USA.
| | - Kip D Zimmerman
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Xiang Zhang
- Department of Environmental Health, University of Cincinnati, Cincinnati, OH, USA
| | - Stacie L Demel
- University of Cincinnati Gardner Neuroscience Institute, Cincinnati, OH, USA
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Yu Luo
- Department of Molecular Genetics, Biochemistry, and Microbiology, University of Cincinnati, Cincinnati, OH, USA
| | - Carl D Langefeld
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Eric Wohleb
- Department of Pharmacology and Systems Physiology, University of Cincinnati, Cincinnati, OH, USA
- University of Cincinnati Neurobiology Research Center, Cincinnati, OH, USA
| | - Grant Schulert
- Division of Pediatric Rheumatology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Daniel Woo
- University of Cincinnati Gardner Neuroscience Institute, Cincinnati, OH, USA
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Opeolu Adeoye
- Department of Emergency Medicine, Washington University in St. Louis, St. Louis, MO, USA
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Fazzalari A, Basadonna G, Kucukural A, Tanriverdi K, Koupenova M, Pozzi N, Kakuturu J, Friedrich AKU, Korstanje R, Fowler N, Belant JL, Beyer DE, Brooks MB, Dickson EW, Blackwood M, Mueller C, Palesty JA, Freedman JE, Cahan MA. A Translational Model for Venous Thromboembolism: MicroRNA Expression in Hibernating Black Bears. J Surg Res 2021; 257:203-212. [PMID: 32858321 PMCID: PMC11026106 DOI: 10.1016/j.jss.2020.06.027] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 05/17/2020] [Accepted: 06/16/2020] [Indexed: 01/02/2023]
Abstract
BACKGROUND Hibernating American black bears have significantly different clotting parameters than their summer active counterparts, affording them protection against venous thromboembolism during prolonged periods of immobility. We sought to evaluate if significant differences exist between the expression of microRNAs in the plasma of hibernating black bears compared with their summer active counterparts, potentially contributing to differences in hemostasis during hibernation. MATERIALS AND METHODS MicroRNA sequencing was assessed in plasma from 21 American black bears in summer active (n = 11) and hibernating states (n = 10), and microRNA signatures during hibernating and active state were established using both bear and human genome. MicroRNA targets were predicted using messenger RNA (mRNA) transcripts from black bear kidney cells. In vitro studies were performed to confirm the relationship between identified microRNAs and mRNA expression, using artificial microRNA and human liver cells. RESULTS Using the bear genome, we identified 15 microRNAs differentially expressed in the plasma of hibernating black bears. Of these microRNAs, three were significantly downregulated (miR-141-3p, miR-200a-3p, and miR-200c-3p), were predicted to target SERPINC1, the gene for antithrombin, and demonstrated regulatory control of the gene mRNA expression in cell studies. CONCLUSIONS Our findings suggest that the hibernating black bears' ability to maintain hemostasis and achieve protection from venous thromboembolism during prolonged periods of immobility may be due to changes in microRNA signatures and possible upregulation of antithrombin expression.
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Affiliation(s)
- Amanda Fazzalari
- Department of Surgery, University of Massachusetts Medical School, Worcester, Massachusetts; The Stanley J. Dudrick Department of Surgery, Saint Mary's Hospital, Waterbury, Connecticut
| | - Giacomo Basadonna
- Department of Surgery, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Alper Kucukural
- Bioinformatics Core, University of Massachusetts Medical School, Worcester, Massachusetts; Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Kahraman Tanriverdi
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Milka Koupenova
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Natalie Pozzi
- The Stanley J. Dudrick Department of Surgery, Saint Mary's Hospital, Waterbury, Connecticut
| | - Jahnavi Kakuturu
- The Stanley J. Dudrick Department of Surgery, Saint Mary's Hospital, Waterbury, Connecticut
| | | | - Ron Korstanje
- The Korstanje Lab, The Jackson Laboratory, Bar Harbor, Maine
| | - Nicholas Fowler
- Camp Fire Program in Wildlife Conservation, State University of New York College of Environmental Science and Forestry, Syracuse, New York
| | - Jerrold L Belant
- Camp Fire Program in Wildlife Conservation, State University of New York College of Environmental Science and Forestry, Syracuse, New York
| | - Dean E Beyer
- Department of Fisheries and Wildlife, College of Agriculture & Natural Resources, Michigan State University, East Lansing, Michigan; Michigan Department of Natural Resources, Marquette, Michigan
| | - Marjory B Brooks
- Comparative Coagulation Section, Cornell University Animal Health Diagnostic Center, Ithaca, New York
| | - Eric W Dickson
- Department of Emergency Medicine, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Meghan Blackwood
- Mueller Lab for Gene Therapy, Horae Gene Therapy Center, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Chris Mueller
- Mueller Lab for Gene Therapy, Horae Gene Therapy Center, University of Massachusetts Medical School, Worcester, Massachusetts
| | - J Alexander Palesty
- The Stanley J. Dudrick Department of Surgery, Saint Mary's Hospital, Waterbury, Connecticut
| | - Jane E Freedman
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester, Massachusetts
| | - Mitchell A Cahan
- Department of Surgery, University of Massachusetts Medical School, Worcester, Massachusetts.
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Akshaya RL, Rohini M, Selvamurugan N. Regulation of Breast Cancer Progression by Noncoding RNAs. Curr Cancer Drug Targets 2020; 20:757-767. [PMID: 32652909 DOI: 10.2174/1568009620666200712144103] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 05/22/2020] [Accepted: 05/26/2020] [Indexed: 12/15/2022]
Abstract
BACKGROUND Breast cancer (BC) is the cardinal cause of cancer-related deaths among women across the globe. Our understanding of the molecular mechanisms underlying BC invasion and metastasis remains insufficient. Recent studies provide compelling evidence on the prospective contribution of noncoding RNAs (ncRNAs) and the association of different interactive mechanisms between these ncRNAs with breast carcinogenesis. MicroRNAs (small ncRNAs) and lncRNAs (long ncRNAs) have been explored extensively as classes of ncRNAs in the pathogenesis of several malignancies, including BC. OBJECTIVE In this review, we aim to provide a better understanding of the involvement of miRNAs and lncRNAs and their underlying mechanisms in BC development and progression that may assist the development of monitoring biomarkers and therapeutic strategies to effectively combat BC. CONCLUSION These ncRNAs play critical roles in cell growth, cell cycle regulation, epithelialmesenchymal transition (EMT), invasion, migration, and apoptosis among others, and were observed to be highly dysregulated in several cancers. The miRNAs and lncRNAs were observed to interact with each other through several mechanisms that governed the expression of their respective targets and could act either as tumor suppressors or as oncogenes, playing a crucial part in breast carcinogenesis.
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Affiliation(s)
- Ravishkumar L Akshaya
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur 603203, Tamil Nadu, India
| | - Muthukumar Rohini
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur 603203, Tamil Nadu, India
| | - Nagarajan Selvamurugan
- Department of Biotechnology, School of Bioengineering, SRM Institute of Science and Technology, Kattankulathur 603203, Tamil Nadu, India
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Wang S, Tang D, Wang W, Yang Y, Wu X, Wang L, Wang D. circLMTK2 acts as a sponge of miR-150-5p and promotes proliferation and metastasis in gastric cancer. Mol Cancer 2019; 18:162. [PMID: 31722712 PMCID: PMC6854648 DOI: 10.1186/s12943-019-1081-4] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Accepted: 09/25/2019] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND As a novel class of non-coding RNAs, circular RNAs (circRNAs) are key regulators of the development and progression of different cancers. However, little is known about the function and biological mechanism of circLMTK2, also named hsa_circ_0001725, in gastric cancer (GC) tumourigenesis. METHODS circLMTK2 was identified in ten paired cancer specimens and adjacent normal tissues by RNA sequencing and genome-wide bioinformatic analysis and verified by quantitative real-time PCR (qRT-PCR). Knockdown or exogenous expression of circLMTK2 combined with in vitro and in vivo assays were performed to prove the functional significance of circLMTK2. The molecular mechanism of circLMTK2 was demonstrated by searching the CircNet database and confirmed by RNA in vivo precipitation assays, western blotting, luciferase assays and rescue experiments. RESULTS circLMTK2 was frequently upregulated in GC tissues, and high circLMTK2 expression was associated with poor prognosis, lymph node metastasis and poor TNM stage in GC patients. Functionally, circLMTK2 overexpression promoted GC cell proliferation and tumourigenicity in vitro and in vivo. Furthermore, ectopic circLMTK2 expression enhanced GC cell migration and invasion in vitro and tumour metastasis in vivo. In addition, we demonstrated that circLMTK2 could sponge miR-150-5p, thus indirectly regulating the c-Myc expression and contributing to GC tumourigenesis. CONCLUSION Our findings demonstrate that circLMTK2 functions as a tumour promoter in GC through the miR-150-5p/c-Myc axis and could thus be a prognostic predictor and therapeutic target for GC.
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Affiliation(s)
- Sen Wang
- Department of General Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, 225001, Jiangsu, China
- Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210009, Jiangsu, China
| | - Dong Tang
- Department of General Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, 225001, Jiangsu, China
- Institute of General Surgery, Yangzhou University, Yangzhou, 225001, Jiangsu, China
| | - Wei Wang
- Department of General Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, 225001, Jiangsu, China
| | - Yining Yang
- GloriousMed Technology Co., Ltd., Shanghai, 200120, China
| | - Xiaoqing Wu
- Department of General Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, 225001, Jiangsu, China
| | - Liuhua Wang
- Department of General Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, 225001, Jiangsu, China
| | - Daorong Wang
- Department of General Surgery, Northern Jiangsu People's Hospital, Yangzhou University, Yangzhou, 225001, Jiangsu, China.
- Institute of General Surgery, Yangzhou University, Yangzhou, 225001, Jiangsu, China.
- Yangzhou Clinical Medical College of Nanjing Medical University, Yangzhou, 225001, Jiangsu, China.
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Lin S, Zhou R, Zeng D, Wu J, Wu J, Zhang J, Sun H, Zhu S, Shi M, Bin J, Liao Y, Liao W. A novel assessing system for predicting the prognosis of gastric cancer. Epigenomics 2019; 11:1251-1266. [PMID: 31364879 DOI: 10.2217/epi-2019-0151] [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: 12/17/2022] Open
Abstract
Aim: To develop novel diagnostic tools that can predict the prognosis of gastric cancer. Material & methods: Using RNA expression data from The Cancer Genome Atlas and Gene Expression Omnibus, we established protein-coding RNAs-noncoding RNAs-tumor microenvironment type (PNM) scores, which contain signatures of tumor protein coding genes (P), tumor noncoding genes (N) and immune/stroma cells in tumor microenvironment (M) to predict the prognosis of gastric cancer. Results & conclusion: Based on PNM scores, gastric cancer patients were divided into three subgroups and Kaplan-Meier survival curves revealed significant differences among the subgroups (p < 0.001). Our study showed that the PNM scores could be used as a robust predicting tool for the prognosis of gastric cancer.
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Affiliation(s)
- Siheng Lin
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Rui Zhou
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Dongqiang Zeng
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Jiani Wu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Jianhua Wu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Jingwen Zhang
- Department of Medicine Ultrasonics, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Huiying Sun
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Shaowei Zhu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Min Shi
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Jianping Bin
- Department of Cardiology, State Key Laboratory of Organ Failure Research, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Yulin Liao
- Department of Cardiology, State Key Laboratory of Organ Failure Research, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
| | - Wangjun Liao
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, PR China
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