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Joshi K, Yuan M, Katsushima K, Saulnier O, Ray A, Amankwah E, Stapleton S, Jallo G, Taylor MD, Eberhart CG, Perera RJ. Systematic transcriptomic analysis of childhood medulloblastoma identifies N6- methyladenosine-dependent lncRNA signatures associated with molecular subtype, immune cell infiltration, and prognosis. RESEARCH SQUARE 2024:rs.3.rs-4810070. [PMID: 39281885 PMCID: PMC11398580 DOI: 10.21203/rs.3.rs-4810070/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/18/2024]
Abstract
Medulloblastoma, the most common malignant pediatric brain tumor, is classified into four main molecular subgroups, but group 3 and group 4 tumors are difficult to subclassify and have a poor prognosis. Rapid point-of-care diagnostic and prognostic assays are needed to improve medulloblastoma risk stratification and management. N6-methyladenosine (m6A) is a common RNA modification and long non-coding RNAs (lncRNAs) play a central role in tumor progression, but their impact on gene expression and associated clinical outcomes in medulloblastoma are unknown. Here we analyzed 469 medulloblastoma tumor transcriptomes to identify lncRNAs co-expressed with m6A regulators. Using LASSO-Cox analysis, we identified a five-gene m6A-associated lncRNA signature (M6LSig) significantly associated with overall survival, which was combined in a prognostic clinical nomogram. Using expression of the 67 m6A-associated lncRNAs, a subgroup classification model was generated using the XGBoost machine learning algorithm, which had a classification accuracy > 90%, including for group 3 and 4 samples. All M6LSig genes were significantly correlated with at least one immune cell type abundance in the tumor microenvironment, and the risk score was positively correlated with CD4 + naïve T cell abundance and negatively correlated with follicular helper T cells and eosinophils. Knockdown of key m6A writer genes METTL3 and METTL14 in a group 3 medulloblastoma cell line (D425-Med) decreased cell proliferation and upregulated many M6LSig genes identified in our in silico analysis, suggesting that the signature genes are functional in medulloblastoma. This study highlights a crucial role for m6A-dependent lncRNAs in medulloblastoma prognosis and immune responses and provides the foundation for practical clinical tools that can be rapidly deployed in clinical settings.
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2
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Joshi K, Yuan M, Katsushima K, Saulnier O, Ray A, Amankwah E, Stapleton S, Jallo G, Taylor MD, Eberhart CG, Perera RJ. Systematic transcriptomic analysis of childhood medulloblastoma identifies N6-methyladenosine-dependent lncRNA signatures associated with molecular subtype, immune cell infiltration, and prognosis. Acta Neuropathol Commun 2024; 12:138. [PMID: 39198884 PMCID: PMC11351195 DOI: 10.1186/s40478-024-01848-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Accepted: 08/08/2024] [Indexed: 09/01/2024] Open
Abstract
Medulloblastoma, the most common malignant pediatric brain tumor, is classified into four main molecular subgroups, but group 3 and group 4 tumors are difficult to subclassify and have a poor prognosis. Rapid point-of-care diagnostic and prognostic assays are needed to improve medulloblastoma risk stratification and management. N6-methyladenosine (m6A) is a common RNA modification and long non-coding RNAs (lncRNAs) play a central role in tumor progression, but their impact on gene expression and associated clinical outcomes in medulloblastoma are unknown. Here we analyzed 469 medulloblastoma tumor transcriptomes to identify lncRNAs co-expressed with m6A regulators. Using LASSO-Cox analysis, we identified a five-gene m6A-associated lncRNA signature (M6LSig) significantly associated with overall survival, which was combined in a prognostic clinical nomogram. Using expression of the 67 m6A-associated lncRNAs, a subgroup classification model was generated using the XGBoost machine learning algorithm, which had a classification accuracy > 90%, including for group 3 and 4 samples. All M6LSig genes were significantly correlated with at least one immune cell type abundance in the tumor microenvironment, and the risk score was positively correlated with CD4+ naïve T cell abundance and negatively correlated with follicular helper T cells and eosinophils. Knockdown of key m6A writer genes METTL3 and METTL14 in a group 3 medulloblastoma cell line (D425-Med) decreased cell proliferation and upregulated many M6LSig genes identified in our in silico analysis, suggesting that the signature genes are functional in medulloblastoma. This study highlights a crucial role for m6A-dependent lncRNAs in medulloblastoma prognosis and immune responses and provides the foundation for practical clinical tools that can be rapidly deployed in clinical settings.
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Affiliation(s)
- Kandarp Joshi
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA
- Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA
| | - Menglang Yuan
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA
- Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA
| | - Keisuke Katsushima
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA
- Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA
| | - Olivier Saulnier
- Genomics and Development of Childhood Cancers, Institut Curie, PSL University, Paris, 75005, France
- Cancer Heterogeneity Instability and Plasticity, Inserm U830, Institut Curie, PSL University, Paris, 75005, France
- SIREDO: Care, Innovation and Research for Children, Adolescents and Young Adults with Cancer, Institut Curie, Paris, 75005, France
| | | | - Ernest Amankwah
- Medical College of Wisconsin, 8701 W Watertown Plank Rd, Milwaukee, WI, 53226, USA
| | - Stacie Stapleton
- Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA
| | - George Jallo
- Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA
| | - Michael D Taylor
- Hematology-Oncology Section, Texas Children's Cancer Center, Houston, TX, 77004, USA
- Department of Pediatrics - Hematology/Oncology and Neurosurgery, Baylor College of Medicine, Houston, TX, 77004, USA
| | - Charles G Eberhart
- Department of Pathology, Johns Hopkins University School of Medicine, 720 Rutland Ave, Ross Bldg 558, Baltimore, MD, 21205, USA
| | - Ranjan J Perera
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St, Baltimore, MD, 21231, USA.
- Johns Hopkins All Children's Hospital, 600 5th St. South, St. Petersburg, FL, 33701, USA.
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3
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Chandel SS, Mishra A, Dubey G, Singh RP, Singh M, Agarwal M, Chawra HS, Kukreti N. Unravelling the role of long non-coding RNAs in modulating the Hedgehog pathway in cancer. Pathol Res Pract 2024; 254:155156. [PMID: 38309021 DOI: 10.1016/j.prp.2024.155156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 01/14/2024] [Accepted: 01/18/2024] [Indexed: 02/05/2024]
Abstract
Cancer is a multifactorial pathological condition characterized by uncontrolled cellular proliferation, genomic instability, and evasion of regulatory mechanisms. It arises from the accumulation of genetic mutations confer selective growth advantages, leading to malignant transformation and tumor formation. The intricate interplay between LncRNAs and the Hedgehog pathway has emerged as a captivating frontier in cancer research. The Hedgehog pathway, known for its fundamental roles in embryonic development and tissue homeostasis, is frequently dysregulated in various cancers, contributing to aberrant cellular proliferation, survival, and differentiation. The Hh pathway is crucial in organizing growth and maturation processes in multicellular organisms. It plays a pivotal role in the initiation of tumors as well as in conferring resistance to conventional therapeutic approaches. The crosstalk among the Hh pathway and lncRNAs affects the expression of Hh signaling components through various transcriptional and post-transcriptional processes. Numerous pathogenic processes, including both non-malignant and malignant illnesses, have been identified to be induced by this interaction. The dysregulation of lncRNAs has been associated with the activation or inhibition of the Hh pathway, making it a potential therapeutic target against tumorigenesis. Insights into the functional significance of LncRNAs in Hedgehog pathway modulation provide promising avenues for diagnostic and therapeutic interventions. The dysregulation of LncRNAs in various cancer types underscores their potential as biomarkers for early detection and prognostication. Additionally, targeting LncRNAs associated with the Hedgehog pathway presents an innovative strategy for developing precision therapeutics to restore pathway homeostasis and impede cancer progression. This review aims to elucidate the complex regulatory network orchestrated by LncRNAs, unravelling their pivotal roles in modulating the Hedgehog pathway and influencing cancer progression.
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Affiliation(s)
| | - Anurag Mishra
- NIMS Institute of Pharmacy, NIMS University Rajasthan, Jaipur, India
| | - Gaurav Dubey
- NIMS Institute of Pharmacy, NIMS University Rajasthan, Jaipur, India
| | | | - Mithilesh Singh
- NIMS Institute of Pharmacy, NIMS University Rajasthan, Jaipur, India
| | - Mohit Agarwal
- NIMS Institute of Pharmacy, NIMS University Rajasthan, Jaipur, India.
| | | | - Neelima Kukreti
- School of Pharmacy, Graphic Era Hill University, Dehradun 248007, India
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4
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Modi A, Lopez G, Conkrite KL, Su C, Leung TC, Ramanan S, Manduchi E, Johnson ME, Cheung D, Gadd S, Zhang J, Smith MA, Guidry Auvil JM, Meshinchi S, Perlman EJ, Hunger SP, Maris JM, Wells AD, Grant SF, Diskin SJ. Integrative Genomic Analyses Identify LncRNA Regulatory Networks across Pediatric Leukemias and Solid Tumors. Cancer Res 2023; 83:3462-3477. [PMID: 37584517 PMCID: PMC10787516 DOI: 10.1158/0008-5472.can-22-3186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 03/07/2023] [Accepted: 08/09/2023] [Indexed: 08/17/2023]
Abstract
Long noncoding RNAs (lncRNA) play an important role in gene regulation and contribute to tumorigenesis. While pan-cancer studies of lncRNA expression have been performed for adult malignancies, the lncRNA landscape across pediatric cancers remains largely uncharted. Here, we curated RNA sequencing data for 1,044 pediatric leukemia and extracranial solid tumors and integrated paired tumor whole genome sequencing and epigenetic data in relevant cell line models to explore lncRNA expression, regulation, and association with cancer. A total of 2,657 lncRNAs were robustly expressed across six pediatric cancers, including 1,142 exhibiting histotype-elevated expression. DNA copy number alterations contributed to lncRNA dysregulation at a proportion comparable to protein coding genes. Application of a multidimensional framework to identify and prioritize lncRNAs impacting gene networks revealed that lncRNAs dysregulated in pediatric cancer are associated with proliferation, metabolism, and DNA damage hallmarks. Analysis of upstream regulation via cell type-specific transcription factors further implicated distinct histotype-elevated and developmental lncRNAs. Integration of these analyses prioritized lncRNAs for experimental validation, and silencing of TBX2-AS1, the top-prioritized neuroblastoma-specific lncRNA, resulted in significant growth inhibition of neuroblastoma cells, confirming the computational predictions. Taken together, these data provide a comprehensive characterization of lncRNA regulation and function in pediatric cancers and pave the way for future mechanistic studies. SIGNIFICANCE Comprehensive characterization of lncRNAs in pediatric cancer leads to the identification of highly expressed lncRNAs across childhood cancers, annotation of lncRNAs showing histotype-specific elevated expression, and prediction of lncRNA gene regulatory networks.
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Affiliation(s)
- Apexa Modi
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Genomics and Computational Biology Graduate Group, Biomedical Graduate Studies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Gonzalo Lopez
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
| | - Karina L. Conkrite
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
| | - Chun Su
- Center for Spatial and Functional Genomics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Tsz Ching Leung
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
| | - Sathvik Ramanan
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
| | - Elisabetta Manduchi
- Center for Spatial and Functional Genomics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Matthew E. Johnson
- Center for Spatial and Functional Genomics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Daphne Cheung
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
| | - Samantha Gadd
- Department of Pathology and Laboratory Medicine, Ann & Robert H. Lurie Children’s Hospital of Chicago, Robert H. Lurie Cancer Center, Northwestern University, Chicago, Illinois 60208, USA
| | - Jinghui Zhang
- Department of Computational Biology, St Jude Children’s Research Hospital, Memphis, Tennessee 38105, USA
| | - Malcolm A. Smith
- Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, Maryland 20892, USA
| | | | - Soheil Meshinchi
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
| | - Elizabeth J. Perlman
- Department of Pathology and Laboratory Medicine, Ann & Robert H. Lurie Children’s Hospital of Chicago, Robert H. Lurie Cancer Center, Northwestern University, Chicago, Illinois 60208, USA
| | - Stephen P. Hunger
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - John M. Maris
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Andrew D Wells
- Center for Spatial and Functional Genomics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Struan F.A. Grant
- Center for Spatial and Functional Genomics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Department of Genetics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Divisions of Human Genetics and Endocrinology & Diabetes, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, 19104, USA
| | - Sharon J. Diskin
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
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Martinez de Estibariz I, Jakjimovska A, Illarregi U, Martin-Guerrero I, Gutiérrez-Camino A, Lopez-Lopez E, Bilbao-Aldaiturriaga N. The Role of the Dysregulation of Long Non-Coding and Circular RNA Expression in Medulloblastoma: A Systematic Review. Cancers (Basel) 2023; 15:4686. [PMID: 37835380 PMCID: PMC10571996 DOI: 10.3390/cancers15194686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 09/07/2023] [Accepted: 09/13/2023] [Indexed: 10/15/2023] Open
Abstract
Medulloblastoma (MB) is the most common malignant brain tumor in childhood. Although recent multi-omic studies have led to advances in MB classification, there is still room for improvement with regard to treatment response and survival. Therefore, identification of new and less invasive biomarkers is needed to refine the diagnostic process and to develop more personalized treatment strategies. In this context, non-coding RNAs (ncRNAs) could be useful biomarkers for MB. In this article, we reviewed the role of two types of ncRNAs, long non-coding (lncRNAs) and circular RNAs (circRNAs), as biomarkers for the diagnosis, subgroup classification, and prognosis of MB. We also reviewed potential candidates with specific functions and mechanisms of action in the disease. We performed a search in PubMed and Scopus using the terms ("long non coding RNAs" OR "lncRNAs") and ("circular RNAs" OR "circRNAs") AND "medulloblastoma" to identify biomarker discovery or functional studies evaluating the effects of these ncRNAs in MB. A total of 26 articles met the inclusion criteria. Among the lncRNAs, the tumorigenic effects of the upregulated lnc-IRX3-80 and lnc-LRRC47-78 were the most studied in MB. Among the circRNAs, the upregulation of circSKA3 and its functional impact in MB cell lines were the most consistent results, so this circRNA could be considered a potential biomarker in MB. Additional validation is required for many deregulated lncRNAs and circRNAs; therefore, further studies are warranted.
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Affiliation(s)
- Ivan Martinez de Estibariz
- Department of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain; (I.M.d.E.); (U.I.); (I.M.-G.)
| | - Anastasija Jakjimovska
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain;
| | - Unai Illarregi
- Department of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain; (I.M.d.E.); (U.I.); (I.M.-G.)
| | - Idoia Martin-Guerrero
- Department of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain; (I.M.d.E.); (U.I.); (I.M.-G.)
- Pediatric Oncology Group, Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain;
| | - Angela Gutiérrez-Camino
- Pediatric Oncology Group, Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain;
| | - Elixabet Lopez-Lopez
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain;
- Pediatric Oncology Group, Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain;
| | - Nerea Bilbao-Aldaiturriaga
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain;
- Pediatric Oncology Group, Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain;
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Jin Y, Jiang L, Wang Y, Huang Y, Yu W, Ma X. lncRNA PRR34-AS1 knockdown represses neuroinflammation and neuronal death in traumatic brain injury by inhibiting microRNA-498 expression. Brain Inj 2023; 37:611-620. [PMID: 36951415 DOI: 10.1080/02699052.2023.2192524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 10/19/2022] [Accepted: 03/03/2023] [Indexed: 03/24/2023]
Abstract
OBJECTIVE Traumatic brain injury (TBI) can result in motor and cognitive dysfunction and is a possible risk factor for the subsequent development of dementia. However, the pathogenesis of TBI remains largely unclear. This study investigated the roles of long non-coding RNAs (lncRNAs) and microRNAs (miRNAs) in inflammation and neuronal apoptosis following TBI. METHODS The lncRNA expression profiles in the cerebral cortices of TBI model mice and sham-operated mice were analyzed using microarray. We focused on an upregulated lncRNA, PRR34-AS1, because of its known modulatory role in apoptosis and inflammation. RESULTS Our findings indicated that the knockdown of PRR34-AS1 inhibited inflammation and neuronal apoptosis and improved long-term neurological function. Using an in vitro, cell-based model of etoposide-induced primary cortical neuronal injury, we demonstrated that PRR34-AS1 levels were higher in injured model cells than in untreated control cells. Silencing of PRR34-AS1 suppressed etoposide-induced apoptosis and the production of inflammatory mediators in primary cortical neurons. PRR34-AS1 directly targets microRNA-498 (miR-498) in primary cortical neurons. Importantly, the inhibition of miR-498 expression counteracted the effects of PRR34-AS1 silencing on neuronal apoptosis and inflammation. CONCLUSIONS These findings indicate that PRR34-AS1 may be a useful therapeutic target for TBI.
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Affiliation(s)
- Yue Jin
- Department of Neurology, The Fourth Affiliated Hospital Of Harbin Medical University, Harbin, Heilongjiang, China
| | - Lai Jiang
- Department of Neurology, The Second Affiliated Hospital Of Harbin Medical University, Harbin, Heilongjiang, China
| | - Yifan Wang
- Department of Neurology, The Fourth Affiliated Hospital Of Harbin Medical University, Harbin, Heilongjiang, China
| | - Yingxue Huang
- Department of Neurology, The Fourth Affiliated Hospital Of Harbin Medical University, Harbin, Heilongjiang, China
| | - Wei Yu
- Department of Neurology, The Fourth Affiliated Hospital Of Harbin Medical University, Harbin, Heilongjiang, China
| | - Xueling Ma
- Department of Neurology, The Fourth Affiliated Hospital Of Harbin Medical University, Harbin, Heilongjiang, China
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Ntenti C, Lallas K, Papazisis G. Clinical, Histological, and Molecular Prognostic Factors in Childhood Medulloblastoma: Where Do We Stand? Diagnostics (Basel) 2023; 13:diagnostics13111915. [PMID: 37296767 DOI: 10.3390/diagnostics13111915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 05/26/2023] [Accepted: 05/28/2023] [Indexed: 06/12/2023] Open
Abstract
Medulloblastomas, highly aggressive neoplasms of the central nervous system (CNS) that present significant heterogeneity in clinical presentation, disease course, and treatment outcomes, are common in childhood. Moreover, patients who survive may be diagnosed with subsequent malignancies during their life or could develop treatment-related medical conditions. Genetic and transcriptomic studies have classified MBs into four subgroups: wingless type (WNT), Sonic Hedgehog (SHH), Group 3, and Group 4, with distinct histological and molecular profiles. However, recent molecular findings resulted in the WHO updating their guidelines and stratifying medulloblastomas into further molecular subgroups, changing the clinical stratification and treatment management. In this review, we discuss most of the histological, clinical, and molecular prognostic factors, as well the feasibility of their application, for better characterization, prognostication, and treatment of medulloblastomas.
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Affiliation(s)
- Charikleia Ntenti
- First Department of Pharmacology, School of Medicine, Aristotle University of Thessaloniki, 54621 Thessaloniki, Greece
| | - Konstantinos Lallas
- Department of Medical Oncology, School of Medicine, Aristotle University of Thessaloniki, 54621 Thessaloniki, Greece
| | - Georgios Papazisis
- Clinical Research Unit, Special Unit for Biomedical Research and Education (BRESU), School of Medicine, Aristotle University of Thessaloniki, 54621 Thessaloniki, Greece
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Liu Z, Ren C, Cai J, Yin B, Yuan J, Ding R, Ming W, Sun Y, Li Y. A Novel Aging-Related Prognostic lncRNA Signature Correlated with Immune Cell Infiltration and Response to Immunotherapy in Breast Cancer. Molecules 2023; 28:molecules28083283. [PMID: 37110517 PMCID: PMC10141963 DOI: 10.3390/molecules28083283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 03/15/2023] [Accepted: 03/21/2023] [Indexed: 04/29/2023] Open
Abstract
Breast cancer (BC) is among the most universal malignant tumors in women worldwide. Aging is a complex phenomenon, caused by a variety of factors, that plays a significant role in tumor development. Consequently, it is crucial to screen for prognostic aging-related long non-coding RNAs (lncRNAs) in BC. The BC samples from the breast-invasive carcinoma cohort were downloaded from The Cancer Genome Atlas (TCGA) database. The differential expression of aging-related lncRNAs (DEarlncRNAs) was screened by Pearson correlation analysis. Univariate Cox regression, LASSO-Cox analysis, and multivariate Cox analysis were performed to construct an aging-related lncRNA signature. The signature was validated in the GSE20685 dataset from the Gene Expression Omnibus (GEO) database. Subsequently, a nomogram was constructed to predict survival in BC patients. The accuracy of prediction performance was assessed through the time-dependent receiver operating characteristic (ROC) curves, Kaplan-Meier analysis, principal component analyses, decision curve analysis, calibration curve, and concordance index. Finally, differences in tumor mutational burden, tumor-infiltrating immune cells, and patients' response to chemotherapy and immunotherapy between the high- and low-risk score groups were explored. Analysis of the TCGA cohort revealed a six aging-related lncRNA signature consisting of MCF2L-AS1, USP30-AS1, OTUD6B-AS1, MAPT-AS1, PRR34-AS1, and DLGAP1-AS1. The time-dependent ROC curve proved the optimal predictability for prognosis in BC patients with areas under curves (AUCs) of 0.753, 0.772, and 0.722 in 1, 3, and 5 years, respectively. Patients in the low-risk group had better overall survival and significantly lower total tumor mutational burden. Meanwhile, the high-risk group had a lower proportion of tumor-killing immune cells. The low-risk group could benefit more from immunotherapy and some chemotherapeutics than the high-risk group. The aging-related lncRNA signature can provide new perspectives and methods for early BC diagnosis and therapeutic targets, especially tumor immunotherapy.
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Affiliation(s)
- Zhixin Liu
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
- Department of Orthopedics, Qilu Hospital of Shandong University, Jinan 250012, China
| | - Chongkang Ren
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
| | - Jinyi Cai
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
| | - Baohui Yin
- Department of Pediatrics, Yantai Affiliated Hospital of Binzhou Medical University, Yantai 264100, China
| | - Jingjie Yuan
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
| | - Rongjuan Ding
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
| | - Wenzhuo Ming
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
| | - Yunxiao Sun
- Department of Pediatrics, Yantai Affiliated Hospital of Binzhou Medical University, Yantai 264100, China
| | - Youjie Li
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, China
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Liu F, Xiong QW, Wang JH, Peng WX. Roles of lncRNAs in childhood cancer: Current landscape and future perspectives. Front Oncol 2023; 13:1060107. [PMID: 36923440 PMCID: PMC10008945 DOI: 10.3389/fonc.2023.1060107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Accepted: 02/14/2023] [Indexed: 03/03/2023] Open
Abstract
According to World Health Organization (WHO), cancer is the leading cause of death for children and adolescents. Leukemias, brain cancers, lymphomas and solid tumors, such as neuroblastoma, ostesarcoma and Wilms tumors are the most common types of childhood cancers. Approximately 400,000 children and adolescents between the ages of 0 and 19 are diagnosed with cancer each year worldwide. The cancer incidence rates have been rising for the past few decades. Generally, the prognosis of childhood cancers is favorable, but the survival rate for many unresectable or recurring cancers is substantially worse. Although random genetic mutations, persistent infections, and environmental factors may serve as contributing factors for many pediatric malignancies, the underlying mechanisms are yet unknown. Long non-coding RNAs (lncRNAs) are a group of transcripts with longer than 200 nucleotides that lack the coding capacity. However, increasing evidence indicates that lncRNAs play vital regulatory roles in cancer initiation and development in both adults and children. In particular, many lncRNAs are stable in cancer patients' body fluids such as blood and urine, suggesting that they could be used as novel biomarkers. In support of this notion, lncRNAs have been identified in liquid biopsy samples from pediatric cancer patients. In this review, we look at the regulatory functions and underlying processes of lncRNAs in the initiation and progression of children cancer and discuss the potential of lncRNAs as biomarkers for early detection. We hope that this article will help researchers explore lncRNA functions and clinical applications in pediatric cancers.
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Affiliation(s)
- Fei Liu
- Department of Nephrology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China
| | - Qian-Wen Xiong
- Department of Nephrology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China.,Department of Surgical Oncology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China
| | - Jin-Hu Wang
- Department of Surgical Oncology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China.,Cancer Center, Zhejiang University, Hangzhou, China
| | - Wan-Xin Peng
- Department of Nephrology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China.,Department of Surgical Oncology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China.,Cancer Center, Zhejiang University, Hangzhou, China
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10
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Wu Y, Wang Z, Yu S, Liu D, Sun L. LncmiRHG-MIR100HG: A new budding star in cancer. Front Oncol 2022; 12:997532. [PMID: 36212400 PMCID: PMC9544809 DOI: 10.3389/fonc.2022.997532] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 09/12/2022] [Indexed: 11/24/2022] Open
Abstract
MIR100HG, also known as lncRNA mir-100-let-7a-2-mir-125b-1 cluster host gene, is a new and critical regulator in cancers in recent years. MIR100HG is dysregulated in various cancers and plays an oncogenic or tumor-suppressive role, which participates in many tumor cell biology processes and cancer-related pathways. The errant expression of MIR100HG has inspired people to investigate the function of MIR100HG and its diagnostic and therapeutic potential in cancers. Many studies have indicated that dysregulated expression of MIR100HG is markedly correlated with poor prognosis and clinicopathological features. In this review, we will highlight the characteristics and introduce the role of MIR100HG in different cancers, and summarize the molecular mechanism, pathways, chemoresistance, and current research progress of MIR100HG in cancers. Furthermore, some open questions in this rapidly advancing field are proposed. These updates clarify our understanding of MIR100HG in cancers, which may pave the way for the application of MIR100HG-targeting approaches in future cancer diagnosis, prognosis, and therapy.
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Affiliation(s)
- Yingnan Wu
- Cancer Center, Department of Ultrasound Medicine, Zhejiang Provincial People’s Hospital, Affiliated People’s Hospital of Hangzhou Medical College, Hangzhou, China
| | - Zhenzhen Wang
- Cancer Center, Department of Ultrasound Medicine, Zhejiang Provincial People’s Hospital, Affiliated People’s Hospital of Hangzhou Medical College, Hangzhou, China
| | - Shan Yu
- Department of Pathology, The 2nd Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Dongzhe Liu
- Department of Hematology and Oncology, International Cancer Center, Shenzhen Key Laboratory, Shenzhen University General Hospital, Shenzhen University Clinical Medical Academy, Shenzhen University Health Science Center, Shenzhen, China
- *Correspondence: Litao Sun, ; Dongzhe Liu,
| | - Litao Sun
- Cancer Center, Department of Ultrasound Medicine, Zhejiang Provincial People’s Hospital, Affiliated People’s Hospital of Hangzhou Medical College, Hangzhou, China
- *Correspondence: Litao Sun, ; Dongzhe Liu,
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11
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Ray S, Chaturvedi NK, Bhakat KK, Rizzino A, Mahapatra S. Subgroup-Specific Diagnostic, Prognostic, and Predictive Markers Influencing Pediatric Medulloblastoma Treatment. Diagnostics (Basel) 2021; 12:diagnostics12010061. [PMID: 35054230 PMCID: PMC8774967 DOI: 10.3390/diagnostics12010061] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 12/11/2021] [Accepted: 12/18/2021] [Indexed: 12/24/2022] Open
Abstract
Medulloblastoma (MB) is the most common malignant central nervous system tumor in pediatric patients. Mainstay of therapy remains surgical resection followed by craniospinal radiation and chemotherapy, although limitations to this therapy are applied in the youngest patients. Clinically, tumors are divided into average and high-risk status on the basis of age, metastasis at diagnosis, and extent of surgical resection. However, technological advances in high-throughput screening have facilitated the analysis of large transcriptomic datasets that have been used to generate the current classification system, dividing patients into four primary subgroups, i.e., WNT (wingless), SHH (sonic hedgehog), and the non-SHH/WNT subgroups 3 and 4. Each subgroup can further be subdivided on the basis of a combination of cytogenetic and epigenetic events, some in distinct signaling pathways, that activate specific phenotypes impacting patient prognosis. Here, we delve deeper into the genetic basis for each subgroup by reviewing the extent of cytogenetic events in key genes that trigger neoplastic transformation or that exhibit oncogenic properties. Each of these discussions is further centered on how these genetic aberrations can be exploited to generate novel targeted therapeutics for each subgroup along with a discussion on challenges that are currently faced in generating said therapies. Our future hope is that through better understanding of subgroup-specific cytogenetic events, the field may improve diagnosis, prognosis, and treatment to improve overall quality of life for these patients.
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Affiliation(s)
- Sutapa Ray
- Department of Pediatrics, University of Nebraska Medical Center, 601 S Saddle Creek Road, Omaha, NE 68198, USA; (S.R.); (N.K.C.)
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE 68105, USA; (K.K.B.); (A.R.)
| | - Nagendra K. Chaturvedi
- Department of Pediatrics, University of Nebraska Medical Center, 601 S Saddle Creek Road, Omaha, NE 68198, USA; (S.R.); (N.K.C.)
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE 68105, USA; (K.K.B.); (A.R.)
| | - Kishor K. Bhakat
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE 68105, USA; (K.K.B.); (A.R.)
- Department of Genetics, Cell Biology, and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Angie Rizzino
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE 68105, USA; (K.K.B.); (A.R.)
- Eppley Institute for Research in Cancer and Allied Disease, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Sidharth Mahapatra
- Department of Pediatrics, University of Nebraska Medical Center, 601 S Saddle Creek Road, Omaha, NE 68198, USA; (S.R.); (N.K.C.)
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE 68105, USA; (K.K.B.); (A.R.)
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE 68198, USA
- Correspondence: ; Tel.: +1-(402)-599-7754
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12
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Mutlu M, Tekin C, Ak Aksoy S, Taskapilioglu MO, Kaya S, Balcin RN, Ocak PE, Kocaeli H, Bekar A, Tolunay S, Tunca B. Long non-coding RNAs as a predictive markers of group 3 medulloblastomas. Neurol Res 2021; 44:232-241. [PMID: 34533098 DOI: 10.1080/01616412.2021.1975223] [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] [Indexed: 12/21/2022]
Abstract
ObjectiveThe appropriate treatments for the different molecular subgroups of medulloblastomas are challenging to determine. Hence, this study aimed to examine the expression profiles of long non-coding RNAs (LncRNAs) to determine a marker that may be important for treatment selection in these subgroups.MethodsChanges in the expression of LncRNAs in the tissues of patients with medulloblastoma, which are classified into four subgroups according to their clinical characteristics and gene expression profiles, were examined via reverse transcription polymerase chain reaction. Moreover, there association with patient prognosis was evaluated.ResultsThe expression levels of MALAT1 and SNGH16 were significantly higher in patients with group 3 medulloblastoma than in those with other subtypes. Patients with high expression levels of MALAT1 and SNGH16 had a relatively shorter overall survival than those with low expression levels.ConclusionsPatients with group 3 medulloblastoma have a high MALAT1 level, which is associated with poor prognosis. Therefore, MALAT1 can be a new therapeutic target in medulloblastoma.
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Affiliation(s)
- Melis Mutlu
- Department of Medical Biology, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Cagla Tekin
- Department of Medical Biology, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Secil Ak Aksoy
- Inegol Vocation School, Bursa Uludag University, Bursa, Turkey
| | | | - Seckin Kaya
- Department of Neurosurgery, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Rabia Nur Balcin
- Department of Neurosurgery, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Pınar Eser Ocak
- Department of Neurosurgery, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Hasan Kocaeli
- Department of Neurosurgery, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Ahmet Bekar
- Department of Neurosurgery, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Sahsine Tolunay
- Department of Pathology, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
| | - Berrin Tunca
- Department of Medical Biology, Faculty of Medicine, Bursa Uludag University, Bursa, Turkey
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13
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Rea J, Carissimo A, Trisciuoglio D, Illi B, Picard D, Remke M, Laneve P, Caffarelli E. Identification and Functional Characterization of Novel MYC-Regulated Long Noncoding RNAs in Group 3 Medulloblastoma. Cancers (Basel) 2021; 13:cancers13153853. [PMID: 34359754 PMCID: PMC8345409 DOI: 10.3390/cancers13153853] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 07/23/2021] [Accepted: 07/27/2021] [Indexed: 12/13/2022] Open
Abstract
Simple Summary Medulloblastoma is the most common malignant pediatric brain tumor, which accounts for approximately 20% of all childhood brain tumors. To date, no pharmacological approaches are decisive in the treatment of this cancer, while the secondary effects of conventional therapies as chemotherapy, radiotherapy or surgical interventions heavily affect the quality of life of patients. This requires the rapid development of alternative molecular therapies, which are the future challenge of personalized medicine. In this context, we addressed our research towards the most aggressive form of Medulloblastoma to identify novel genes responsible for its onset and/or progression. We discovered three newly implicated genes, for which we highlighted a contribution in the control of cancer cell features. Deepening into the Medulloblastoma biology, this study represents a further step forward for the development of molecular therapies in the era of precision oncology. Abstract The impact of protein-coding genes on cancer onset and progression is a well-established paradigm in molecular oncology. Nevertheless, unveiling the contribution of the noncoding genes—including long noncoding RNAs (lncRNAs)—to tumorigenesis represents a great challenge for personalized medicine, since they (i) constitute the majority of the human genome, (ii) are essential and flexible regulators of gene expression and (iii) present all types of genomic alterations described for protein-coding genes. LncRNAs have been increasingly associated with cancer, their highly tissue- and cancer type-specific expression making them attractive candidates as both biomarkers and therapeutic targets. Medulloblastoma is one of the most common malignant pediatric brain tumors. Group 3 is the most aggressive subgroup, showing the highest rate of metastasis at diagnosis. Transcriptomics and reverse genetics approaches were combined to identify lncRNAs implicated in Group 3 Medulloblastoma biology. Here we present the first collection of lncRNAs dependent on the activity of the MYC oncogene, the major driver gene of Group 3 Medulloblastoma. We assessed the expression profile of selected lncRNAs in Group 3 primary tumors and functionally characterized these species. Overall, our data demonstrate the direct involvement of three lncRNAs in Medulloblastoma cancer cell phenotypes.
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Affiliation(s)
- Jessica Rea
- Department of Biology and Biotechnologies “C. Darwin”, Sapienza University of Rome, 00185 Rome, Italy;
| | | | - Daniela Trisciuoglio
- Institute of Molecular Biology and Pathology, CNR, 00185 Rome, Italy; (D.T.); (B.I.)
| | - Barbara Illi
- Institute of Molecular Biology and Pathology, CNR, 00185 Rome, Italy; (D.T.); (B.I.)
| | - Daniel Picard
- Department of Pediatric Oncology, Hematology and Clinical Immunology, Medical Faculty, University Hospital Düsseldorf, 40225 Düsseldorf, Germany; (D.P.); (M.R.)
- Department of Neuropathology, Faculty of Medicine, University Hospital Düsseldorf, 40225 Düsseldorf, Germany
- Division of Pediatric Neuro-Oncogenomics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- German Consortium Neuro-Oncogenomics Cancer Research (DKTK), Partner Site Essen/Düsseldorf, 40225 Düsseldorf, Germany
| | - Marc Remke
- Department of Pediatric Oncology, Hematology and Clinical Immunology, Medical Faculty, University Hospital Düsseldorf, 40225 Düsseldorf, Germany; (D.P.); (M.R.)
- Department of Neuropathology, Faculty of Medicine, University Hospital Düsseldorf, 40225 Düsseldorf, Germany
- Division of Pediatric Neuro-Oncogenomics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- German Consortium Neuro-Oncogenomics Cancer Research (DKTK), Partner Site Essen/Düsseldorf, 40225 Düsseldorf, Germany
| | - Pietro Laneve
- Institute of Molecular Biology and Pathology, CNR, 00185 Rome, Italy; (D.T.); (B.I.)
- Correspondence: (P.L.); (E.C.); Tel.: +39-06-49912205 (P.L.); +39-06-49912201 (E.C.)
| | - Elisa Caffarelli
- Institute of Molecular Biology and Pathology, CNR, 00185 Rome, Italy; (D.T.); (B.I.)
- Correspondence: (P.L.); (E.C.); Tel.: +39-06-49912205 (P.L.); +39-06-49912201 (E.C.)
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14
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Nan FY, Gu Y, Xu ZJ, Sun GK, Zhou JD, Zhang TJ, Ma JC, Leng JY, Lin J, Qian J. Abnormal expression and methylation of PRR34-AS1 are associated with adverse outcomes in acute myeloid leukemia. Cancer Med 2021; 10:5283-5296. [PMID: 34227248 PMCID: PMC8335806 DOI: 10.1002/cam4.4085] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 05/28/2021] [Accepted: 06/03/2021] [Indexed: 12/11/2022] Open
Abstract
It was previously reported that PRR34‐AS1 was overexpressed in some solid tumors. PRR34‐AS1 promoter was shown to have a differential methylation region (DMR), and was hypomethylated in acute myeloid leukemia (AML). Therefore, the present study used real‐time quantitative PCR (RQ‐PCR) to explore the expression characteristics of PRR34‐AS1 in AML. In addition, the correlation between the expression of PRR34‐AS1 and clinical prognosis of AML was determined. The findings of this study indicated that high PRR34‐AS1 expression was bound up with shorter overall survival (OS) in AML patients (p = 0.002). Moreover, patients with high expression of PRR34‐AS1 had significantly lower complete remission (CR) rate compared with those with low expression of PRR34‐AS1 after induction chemotherapy. Furthermore, multivariate analysis confirmed that PRR34‐AS1 expression was an independent factor affecting CR in whole‐AML, non‐APL‐AML, and CN‐AML patients (p = 0.032, 0.039, and 0.036, respectively). Methylation‐specific PCR (MSP) and bisulfite sequencing PCR (BSP) were used to explore the methylation status of PRR34‐AS1. PRR34‐AS1 promoter showed a pattern of hypomethylation in AML patients compared with normal controls (p = 0.122). Notably, of whole‐AML and non‐APL‐AML patients, PRR34‐AS1 hypomethylated patients presented a significantly shorter OS than those with a hypermethylated PRR34‐AS1 (p = 0.010 and 0.037, respectively). Multivariate analysis confirmed that the hypomethylation of PRR34‐AS1 served as an independent prognostic indicator in both whole‐cohort AML and non‐APL‐AML categories (p = 0.057 and 0.018, respectively). In summary, the findings of this study showed that abnormalities in PRR34‐AS1 are associated with poor prognosis in AML. Therefore, monitoring this index may be important in the prognosis of AML and can provide information on effective chemotherapy against the disease.
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Affiliation(s)
- Fang-Yu Nan
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Yu Gu
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Zi-Jun Xu
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Guo-Kang Sun
- West China School of Public Health and China Fourth Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Jing-Dong Zhou
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Ting-Juan Zhang
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Ji-Chun Ma
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Jia-Yan Leng
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Jiang Lin
- Laboratory Center, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
| | - Jun Qian
- Department of Hematology, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu, People's Republic of China.,Zhenjiang Clinical Research Center of Hematology, Zhenjiang, Jiangsu, People's Republic of China
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15
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Yang F, Zhang J, Li B, Zhao Z, Liu Y, Zhao Z, Jing S, Wang G. Identification of Potential lncRNAs and miRNAs as Diagnostic Biomarkers for Papillary Thyroid Carcinoma Based on Machine Learning. Int J Endocrinol 2021; 2021:3984463. [PMID: 34335744 PMCID: PMC8318749 DOI: 10.1155/2021/3984463] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 07/06/2021] [Accepted: 07/12/2021] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Papillary thyroid carcinoma (PTC) accounts for most of the proportion of thyroid cancer (TC). The objective of this study was to identify diagnostic, differentially expressed long noncoding RNAs (lncRNAs) and microRNAs (miRNAs), contributing to understanding the epigenetics mechanism of PTC. METHODS The data of lncRNA, miRNA, and mRNA were downloaded from the Cancer Genome Atlas (TCGA) dataset, followed by functional analysis of differentially expressed mRNAs. Optimal diagnostic lncRNA and miRNA biomarkers were identified via random forest. The regulatory network between optimal diagnostic lncRNA and mRNAs and optimal diagnostic miRNA and mRNAs was identified, followed by the construction of ceRNA network of lncRNA-mRNA-miRNA. Expression validation and diagnostic analysis of lncRNAs, miRNAs, and mRNAs were performed. Overexpression of ADD3-AS1 was performed in PTC-UC3 cell lines, and cell proliferation and invasion assay were used for investigating the role of ADD3-AS1 in PTC. RESULTS A total of 107 differentially expressed lncRNAs, 81 differentially expressed miRNAs, and 515 differentially expressed mRNAs were identified. 11 lncRNAs and 6 miRNAs were regarded as the optimal diagnostic biomarkers for PTC. The epigenetic modifications via the above diagnostic lncRNAs and miRNAs were identified, including MIR181A2HG-FOXP2-hsa-miR-146b-3p, BLACAT1/ST7-AS1-RPS6KA5-hsa-miR-34a-5p, LBX2-AS1/MIR100HG-CDHR3-hsa-miR-34a-5p, ADD3-AS1-PTPRE-hsa-miR-9-5p, ADD3-AS1-TGFBR1-hsa-miR-214-3p, LINC00506-MMRN1-hsa-miR-4709-3p, and LOC339059-STK32A-hsa-miR-199b-5p. In the functional analysis, MMRN1 and TGFBR1 were involved in cell adhesion and endothelial cell migration, respectively. Overexpression of ADD3-AS1 inhibited cell growth and invasion in PTC cell lines. CONCLUSION The identified lncRNAs/miRNAs/mRNA were differentially expressed between normal and cancerous tissues. In addition, identified altered lncRNAs and miRNAs may be potential diagnostic biomarkers for PTC. Additionally, epigenetic modifications via the above lncRNAs and miRNAs may be involved in tumorigenesis of PTC.
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Affiliation(s)
- Fei Yang
- Department of Otolaryngology-Head and Neck Surgery, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Jie Zhang
- Department of Otolaryngology-Head and Neck Surgery, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Baokun Li
- General Surgical Department, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Zhijun Zhao
- Department of Otolaryngology-Head and Neck Surgery, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Yan Liu
- Department of Otolaryngology-Head and Neck Surgery, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Zhen Zhao
- Department of Otolaryngology-Head and Neck Surgery, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Shanghua Jing
- Department of Otolaryngology-Head and Neck Surgery, The Fourth Hospital of Hebei Medical University, Hebei, China
| | - Guiying Wang
- General Surgical Department, The Fourth Hospital of Hebei Medical University, Hebei, China
- General Surgical Department, The Third Hospital of Hebei Medical University, Hebei, China
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