1
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Lucchini S, Constantinou M, Marino S. Unravelling the mosaic: Epigenetic diversity in glioblastoma. Mol Oncol 2024; 18:2871-2889. [PMID: 39148319 PMCID: PMC11619803 DOI: 10.1002/1878-0261.13706] [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: 11/28/2023] [Revised: 06/21/2024] [Accepted: 07/23/2024] [Indexed: 08/17/2024] Open
Abstract
Glioblastoma is the most common primary malignant brain tumour. Despite decades of intensive research in the disease, its prognosis remains poor, with an average survival of only 14 months after diagnosis. The remarkable level of intra- and interpatient heterogeneity is certainly contributing to the lack of progress in tackling this tumour. Epigenetic dysregulation plays an important role in glioblastoma biology and significantly contributes to intratumour heterogeneity. However, it is becoming increasingly clear that it also contributes to intertumour heterogeneity, which historically had mainly been linked to diverse genetic events occurring in different patients. In this review, we explore how DNA methylation, chromatin remodelling, microRNA (miRNA) dysregulation, and long noncoding RNA (lncRNA) alterations contribute to intertumour heterogeneity in glioblastoma, including its implications for advanced tumour stratification, which is the essential first step for developing more effective patient-specific therapeutic approaches.
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Affiliation(s)
- Sara Lucchini
- Brain Tumour Research Centre, Blizard Institute, Faculty of Medicine and DentistryQueen Mary University of LondonUK
| | - Myrianni Constantinou
- Brain Tumour Research Centre, Blizard Institute, Faculty of Medicine and DentistryQueen Mary University of LondonUK
| | - Silvia Marino
- Brain Tumour Research Centre, Blizard Institute, Faculty of Medicine and DentistryQueen Mary University of LondonUK
- Barts Brain Tumour Centre, Faculty of Medicine and DentistryQueen Mary University of LondonUK
- Barts Health NHS TrustLondonUK
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2
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Shahzad U, Nikolopoulos M, Li C, Johnston M, Wang JJ, Sabha N, Varn FS, Riemenschneider A, Krumholtz S, Krishnamurthy PM, Smith CA, Karamchandani J, Watts JK, Verhaak RGW, Gallo M, Rutka JT, Das S. CASCADES, a novel SOX2 super-enhancer-associated long noncoding RNA, regulates cancer stem cell specification and differentiation in glioblastoma. Mol Oncol 2024. [PMID: 39323013 DOI: 10.1002/1878-0261.13735] [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: 03/05/2024] [Revised: 05/01/2024] [Accepted: 09/10/2024] [Indexed: 09/27/2024] Open
Abstract
Glioblastoma is the most common primary malignant brain tumor in adults, with a median survival of just over 1 year. The failure of available treatments to achieve remission in patients with glioblastoma (GBM) has been attributed to the presence of cancer stem cells (CSCs), which are thought to play a central role in tumor development and progression and serve as a treatment-resistant cell repository capable of driving tumor recurrence. In fact, the property of "stemness" itself may be responsible for treatment resistance. In this study, we identify a novel long noncoding RNA (lncRNA), cancer stem cell-associated distal enhancer of SOX2 (CASCADES), that functions as an epigenetic regulator in glioma CSCs (GSCs). CASCADES is expressed in isocitrate dehydrogenase (IDH)-wild-type GBM and is significantly enriched in GSCs. Knockdown of CASCADES in GSCs results in differentiation towards a neuronal lineage in a cell- and cancer-specific manner. Bioinformatics analysis reveals that CASCADES functions as a super-enhancer-associated lncRNA epigenetic regulator of SOX2. Our findings identify CASCADES as a critical regulator of stemness in GSCs that represents a novel epigenetic and therapeutic target for disrupting the CSC compartment in glioblastoma.
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Affiliation(s)
- Uswa Shahzad
- Faculty of Medicine, Institute of Medical Science, University of Toronto, Canada
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Marina Nikolopoulos
- Faculty of Medicine, Institute of Medical Science, University of Toronto, Canada
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Christopher Li
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Michael Johnston
- Charbonneau Cancer Institute, Alberta Children's Hospital Research Institute (ACHRI), Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Canada
| | - Jenny J Wang
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Nesrin Sabha
- Program for Genetics and Genome Biology, Hospital for Sick Children, Toronto, Canada
| | - Frederick S Varn
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Alexandra Riemenschneider
- Faculty of Medicine, Institute of Medical Science, University of Toronto, Canada
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Stacey Krumholtz
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | | | - Christian A Smith
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Jason Karamchandani
- Montreal Neurological Institute, McGill University Health Center (MUHC), Montreal, Canada
| | - Jonathan K Watts
- RNA Therapeutics Institute, University of Massachusetts Medical School, Worcester, MA, USA
| | - Roel G W Verhaak
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Marco Gallo
- Charbonneau Cancer Institute, Alberta Children's Hospital Research Institute (ACHRI), Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Canada
| | - James T Rutka
- Faculty of Medicine, Institute of Medical Science, University of Toronto, Canada
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
| | - Sunit Das
- Faculty of Medicine, Institute of Medical Science, University of Toronto, Canada
- Arthur and Sonia Labatt Brain Tumor Research Center, Hospital for Sick Children, Toronto, Canada
- Division of Neurosurgery, St. Michael's Hospital and Li Ka Shing Knowledge Institute, University of Toronto, Toronto, Canada
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3
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Alsaab HO, Alzahrani MS, F Alaqile A, Waggas DS, Almutairy B. Long non-coding RNAs; potential contributors in cancer chemoresistance through modulating diverse molecular mechanisms and signaling pathways. Pathol Res Pract 2024; 260:155455. [PMID: 39043005 DOI: 10.1016/j.prp.2024.155455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Revised: 06/29/2024] [Accepted: 07/05/2024] [Indexed: 07/25/2024]
Abstract
One of the mainstays of cancer treatment is chemotherapy. Drug resistance, however, continues to be the primary factor behind clinical treatment failure. Gene expression is regulated by long non-coding RNAs (lncRNAs) in several ways, including chromatin remodeling, translation, epigenetic, and transcriptional levels. Cancer hallmarks such as DNA damage, metastasis, immunological evasion, cell stemness, drug resistance, metabolic reprogramming, and angiogenesis are all influenced by LncRNAs. Numerous studies have been conducted on LncRNA-driven mechanisms of resistance to different antineoplastic drugs. Diverse medication kinds elicit diverse resistance mechanisms, and each mechanism may have multiple contributing factors. As a result, several lncRNAs have been identified as new biomarkers and therapeutic targets for identifying and managing cancers. This compels us to thoroughly outline the crucial roles that lncRNAs play in drug resistance. In this regard, this article provides an in-depth analysis of the recently discovered functions of lncRNAs in the pathogenesis and chemoresistance of cancer. As a result, the current research might offer a substantial foundation for future drug resistance-conquering strategies that target lncRNAs in cancer therapies.
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Affiliation(s)
- Hashem O Alsaab
- Department of Pharmaceutics and Pharmaceutical Technology, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia.
| | - Mohammad S Alzahrani
- Department of Clinical Pharmacy, College of Pharmacy, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia
| | - Atheer F Alaqile
- College of Pharmacy, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia
| | - Dania S Waggas
- Department of Pathological Sciences, Fakeeh College for Medical Sciences, Jeddah, Saudi Arabia
| | - Bandar Almutairy
- Department of Pharmacology, College of Pharmacy, Shaqra University, Shaqra 11961, Saudi Arabia.
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4
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Tahmasebi Dehkordi H, Khaledi F, Ghasemi S. Immunological processes of enhancers and suppressors of long non-coding RNAs associated with brain tumors and inflammation. Int Rev Immunol 2024; 43:178-196. [PMID: 37974420 DOI: 10.1080/08830185.2023.2280581] [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: 07/16/2022] [Accepted: 11/02/2023] [Indexed: 11/19/2023]
Abstract
Immunological processes, such as inflammation, can both cause tumor suppression and cancer progression. Moreover, deregulated levels of long non-coding RNA (lncRNA) expression in the brain may cause inflammation and lead to the growth of tumors. Like other biological processes, the immune system's role in cancer is complicated, varies, and can help or hurt the cancer's maintenance. According to research, inflammation and brain cancer are correlated via several signaling pathways. A variety of lncRNAs have recently been revealed to influence cancer by modulating inflammatory pathways. As a result, lncRNAs have the potential to influence carcinogenesis, tumor formation, or tumor suppression via an increase or decrease in inflammation functions. Although the study and targeting of lncRNAs have made great progress in the treatment of cancer, there are definitely limitations and challenges. Using new technologies like nanocarriers and cell-penetrating peptides (CPPs) to target treatments without hurting healthy body tissues has shown to be very effective. In this review article, we have collected significantly related lncRNAs and their inhibitory or stimulating roles in inflammation and brain cancer for the first time. However, there are limitations, such as side effects and damage to normal tissues. With the advancement of new targeting technologies, these lncRNAs may be candidates for the specific targeting therapy of brain cancers by limiting inflammation or stimulating the immune system against them in the future.
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Affiliation(s)
- Hossein Tahmasebi Dehkordi
- Medical Plants Research Center, Basic Health Sciences Institute, Shahrekord University of Medical Sciences, Shahrekord, Iran
| | - Fatemeh Khaledi
- Medical Plants Research Center, Basic Health Sciences Institute, Shahrekord University of Medical Sciences, Shahrekord, Iran
| | - Sorayya Ghasemi
- Cancer Research Center, Shahrekord University of Medical Sciences, Shahrekord, Iran
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5
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Katsushima K, Joshi K, Yuan M, Romero B, Batish M, Stapleton S, Jallo G, Kolanthai E, Seal S, Saulnier O, Taylor MD, Wechsler-Reya RJ, Eberhart CG, Perera RJ. A therapeutically targetable positive feedback loop between lnc-HLX-2-7, HLX, and MYC that promotes group 3 medulloblastoma. Cell Rep 2024; 43:113938. [PMID: 38460130 PMCID: PMC11372658 DOI: 10.1016/j.celrep.2024.113938] [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: 11/09/2023] [Revised: 02/01/2024] [Accepted: 02/23/2024] [Indexed: 03/11/2024] Open
Abstract
Recent studies suggest that long non-coding RNAs (lncRNAs) contribute to medulloblastoma (MB) formation and progression. We have identified an lncRNA, lnc-HLX-2-7, as a potential therapeutic target in group 3 (G3) MBs. lnc-HLX-2-7 RNA specifically accumulates in the promoter region of HLX, a sense-overlapping gene of lnc-HLX-2-7, which activates HLX expression by recruiting multiple factors, including enhancer elements. RNA sequencing and chromatin immunoprecipitation reveal that HLX binds to and activates the promoters of several oncogenes, including TBX2, LIN9, HOXM1, and MYC. Intravenous treatment with cerium-oxide-nanoparticle-coated antisense oligonucleotides targeting lnc-HLX-2-7 (CNP-lnc-HLX-2-7) inhibits tumor growth by 40%-50% in an intracranial MB xenograft mouse model. Combining CNP-lnc-HLX-2-7 with standard-of-care cisplatin further inhibits tumor growth and significantly prolongs mouse survival compared with CNP-lnc-HLX-2-7 monotherapy. Thus, the lnc-HLX-2-7-HLX-MYC axis is important for regulating G3 MB progression, providing a strong rationale for using lnc-HLX-2-7 as a therapeutic target for G3 MBs.
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Affiliation(s)
- 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
| | - 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
| | - Brigette Romero
- Department of Medical and Molecular Sciences, University of Delaware, 15 Innovation Way, Newark, DE 19701, USA
| | - Mona Batish
- Department of Medical and Molecular Sciences, University of Delaware, 15 Innovation Way, Newark, DE 19701, 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
| | - Elayaraja Kolanthai
- Advanced Materials Processing and Analysis Center, Nanoscience and Technology Center, Materials Science and Engineering, College of Medicine, University of Central Florida, Orlando, FL 32816, USA
| | - Sudipta Seal
- Advanced Materials Processing and Analysis Center, Nanoscience and Technology Center, Materials Science and Engineering, College of Medicine, University of Central Florida, Orlando, FL 32816, USA
| | - Olivier Saulnier
- Genomics and Development of Childhood Cancers, Institut Curie, PSL University, 75005 Paris, France; INSERM U830, Cancer Heterogeneity Instability and Plasticity, Institut Curie, PSL University, 75005 Paris, France; SIREDO: Care, Innovation and Research for Children, Adolescents and Young Adults with Cancer, Institut Curie, 75005 Paris, France
| | - Michael D Taylor
- Texas Children's Cancer Center, Hematology-Oncology Section, Houston, TX 77004, USA; Department of Pediatrics - Hematology/Oncology and Neurosurgery, Baylor College of Medicine, Houston, TX 77004, USA
| | - Robert J Wechsler-Reya
- Herbert Irving Comprehensive Cancer Center, Columbia University Medical Center, New York, NY 10032, 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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6
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Saadh MJ, Rasulova I, Almoyad MAA, Kiasari BA, Ali RT, Rasheed T, Faisal A, Hussain F, Jawad MJ, Hani T, Sârbu I, Lakshmaiya N, Ciongradi CI. Recent progress and the emerging role of lncRNAs in cancer drug resistance; focusing on signaling pathways. Pathol Res Pract 2024; 253:154999. [PMID: 38118218 DOI: 10.1016/j.prp.2023.154999] [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: 10/30/2023] [Revised: 11/23/2023] [Accepted: 11/27/2023] [Indexed: 12/22/2023]
Abstract
It is becoming more and more apparent that many of the genetic alterations associated with cancer are located in areas that do not encode proteins. lncRNAs are a class of RNAs that do not code for proteins but play a crucial role in maintaining cell function and regulating various cellular processes. By doing this, they have recently introduced what may be a brand-new and essential layer of biological control. These have more than 200 nucleotides and are linked to several diseases; as a result, they have become potential tools for therapeutic intervention. Emerging technologies suggest the presence of mutations on genomic loci that give rise to lncRNAs rather than proteins in a disease as complex as cancer. These lncRNAs play essential parts in gene regulation, which impacts several cellular homeostasis processes, including proliferation, survival, migration, and genomic stability. The leading cause of death in the world today is cancer. Delays in diagnosis and a lack of standard and efficient treatments are the leading causes of the high death rate. Clinically, surgery is frequently used successfully to remove cancers that have not spread, but it is less successful in treating metastatic cancer, which has a drastically lower chance of survival. Chemotherapeutic drugs are a typical therapy to treat the cancer that has spread to other organs. Drug resistance to chemotherapy, however, presents a significant challenge to achieving positive outcomes and is frequently the cause of treatment failure. A substantial barrier to progress in medical oncology is cancer drug resistance. Resistance can develop clinically either before or after cancer treatment. According to this study, lncRNAs influence drug resistance through several different methods. LncRNAs often impact drug resistance by controlling the expression of a few intermediary regulatory variables rather than by directly affecting drug resistance. Additionally, lncRNAs have a variety of roles in cancer medication resistance. Most lncRNAs induce drug resistance when overexpressed; however, other lncRNAs have inhibitory effects. This study provides an overview of the current understanding of lncRNAs, relevance to cancer, and potential therapeutic applications.
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Affiliation(s)
- Mohamed J Saadh
- Faculty of Pharmacy, Middle East University, Amman 11831, Jordan
| | - Irodakhon Rasulova
- School of Humanities, Natural & Social Sciences, New Uzbekistan University, 54 Mustaqillik Ave., Tashkent 100007, Uzbekistan; Department of Public Health, Samarkand State Medical University, Amir Temur Street 18, Samarkand, Uzbekistan
| | - Muhammad Ali Abdullah Almoyad
- Department of Basic Medical Sciences, College of Applied Medical Sciences, King Khalid University, P.O. Box 4536, 47 Abha Mushait, 61412, Saudi Arabia
| | - Bahman Abedi Kiasari
- Microbiology & Immunology Group, Faculty of Veterinary Medicine, University of Tehran, Tehran, Iran
| | - Ronak Taher Ali
- College of Medical Technology, Al-Kitab University, Kirkuk, Iraq
| | - Tariq Rasheed
- College of Science and Humanities, Al-Kharj, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia
| | - Ahmed Faisal
- Department of Pharmacy, Al-Noor University College, Nineveh, Iraq
| | - Farah Hussain
- Medical Technical College, Al-Farahidi University, Iraq
| | | | - Thamer Hani
- Dentistry Department, Al-Turath University College, Baghdad, Iraq
| | - Ioan Sârbu
- 2nd Department of Surgery-Pediatric Surgery and Orthopedics, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iași, Romania.
| | - Natrayan Lakshmaiya
- Department of Mechanical Engineering, Saveetha School of Engineering, SIMATS, Chennai, Tamil Nadu, India
| | - Carmen Iulia Ciongradi
- 2nd Department of Surgery-Pediatric Surgery and Orthopedics, "Grigore T. Popa" University of Medicine and Pharmacy, 700115 Iași, Romania.
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7
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Lago C, Federico A, Leva G, Mack NL, Schwalm B, Ballabio C, Gianesello M, Abballe L, Giovannoni I, Reddel S, Rossi S, Leone N, Carai A, Mastronuzzi A, Bisio A, Soldano A, Quintarelli C, Locatelli F, Kool M, Miele E, Tiberi L. Patient- and xenograft-derived organoids recapitulate pediatric brain tumor features and patient treatments. EMBO Mol Med 2023; 15:e18199. [PMID: 38037472 DOI: 10.15252/emmm.202318199] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 10/19/2023] [Accepted: 10/24/2023] [Indexed: 12/02/2023] Open
Abstract
Brain tumors are the leading cause of cancer-related death in children. Experimental in vitro models that faithfully capture the hallmarks and tumor heterogeneity of pediatric brain cancers are limited and hard to establish. We present a protocol that enables efficient generation, expansion, and biobanking of pediatric brain cancer organoids. Utilizing our protocol, we have established patient-derived organoids (PDOs) from ependymomas, medulloblastomas, low-grade glial tumors, and patient-derived xenograft organoids (PDXOs) from medulloblastoma xenografts. PDOs and PDXOs recapitulate histological features, DNA methylation profiles, and intratumor heterogeneity of the tumors from which they were derived. We also showed that PDOs can be xenografted. Most interestingly, when subjected to the same routinely applied therapeutic regimens, PDOs respond similarly to the patients. Taken together, our study highlights the potential of PDOs and PDXOs for research and translational applications for personalized medicine.
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Affiliation(s)
- Chiara Lago
- Armenise-Harvard Laboratory of Brain Disorders and Cancer, CIBIO, Trento, Italy
| | - Aniello Federico
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Gloria Leva
- Armenise-Harvard Laboratory of Brain Disorders and Cancer, CIBIO, Trento, Italy
| | - Norman L Mack
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Benjamin Schwalm
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Claudio Ballabio
- Armenise-Harvard Laboratory of Brain Disorders and Cancer, CIBIO, Trento, Italy
| | - Matteo Gianesello
- Armenise-Harvard Laboratory of Brain Disorders and Cancer, CIBIO, Trento, Italy
| | - Luana Abballe
- Department of Onco-Hematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
| | | | - Sofia Reddel
- Department of Onco-Hematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
| | - Sabrina Rossi
- Pathology Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Nicolas Leone
- Pathology Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Andrea Carai
- Neurosurgery Unit, Department of Neurosciences, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Angela Mastronuzzi
- Department of Onco-Hematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
| | - Alessandra Bisio
- Laboratory of Radiobiology, CIBIO, Trento, Italy
- Trento Institute for Fundamental Physics and Application, TIFPA, Trento, Italy
| | - Alessia Soldano
- Department of Neuroscience, Scuola Internazionale Superiore di Studi Avanzati (SISSA), Trieste, Italy
| | - Concetta Quintarelli
- Department of Onco-Hematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
| | - Franco Locatelli
- Department of Onco-Hematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
- Catholic University of the Sacred Heart, Rome, Italy
| | - Marcel Kool
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Evelina Miele
- Department of Onco-Hematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
| | - Luca Tiberi
- Armenise-Harvard Laboratory of Brain Disorders and Cancer, CIBIO, Trento, Italy
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8
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Amirlatifi S, Kooshari Z, Salmani K, Fallah Ziyarani M, Azizi S, Ghotbi E, Zolali B. Evaluation of long noncoding RNA (LncRNA) in pathogenesis of HELLP syndrome: diagnostic and future approach. J OBSTET GYNAECOL 2023; 43:2174836. [PMID: 36795605 DOI: 10.1080/01443615.2023.2174836] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
HELLP syndrome is a disorder during pregnancy which is defined by elevation of liver enzymes, haemolysis, and low platelet count. This syndrome is a multifactorial one and both genetic and environmental components can have a crucial role in this syndrome's pathogenesis. Long noncoding RNAs (lncRNAs), are defined as long non-protein coding molecules (more than 200 nucleotides), which are functional units in most cellular processes such as cell cycle, differentiation, metabolism and some diseases progression. As these markers discovered, there has been some evidence that they have an important role in the function of some organs, such as placenta; therefore, alteration and dysregulation of these RNAs can develop or alleviate HELLP disorder. Although the role of lncRNAs has been shown in HELLP syndrome, the process is still unclear. In this review, our purpose is to evaluate the association between molecular mechanisms of lncRNAs and HELLP syndrome pathogenicity to elicit some novel approaches for HELLP diagnosis and treatment.
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Affiliation(s)
- Shahrzad Amirlatifi
- Clinical Research Development unit (SHACRDU), School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Zahra Kooshari
- Clinical Research Development unit (SHACRDU), School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Kiana Salmani
- Department of Genetics, Faculty of Advanced Science and Technology, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran
| | - Maryam Fallah Ziyarani
- Department of Genetics, Faculty of Advanced Science and Technology, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran
| | - Sepideh Azizi
- Clinical Research Development unit (SHACRDU), School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Elena Ghotbi
- Preventative Gynecology Research Center, Shahid Beheshti University of Medical Science, Tehran, Iran
| | - Bita Zolali
- Clinical Research Development unit (SHACRDU), School of Medicine, Iran University of Medical Sciences, Tehran, Iran
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9
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Souza VGP, de Araújo RP, Santesso MR, Seneda AL, Minutentag IW, Felix TF, Hamamoto Filho PT, Pewarchuk ME, Brockley LJ, Marchi FA, Lam WL, Drigo SA, Reis PP. Advances in the Molecular Landscape of Lung Cancer Brain Metastasis. Cancers (Basel) 2023; 15:722. [PMID: 36765679 PMCID: PMC9913505 DOI: 10.3390/cancers15030722] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 01/16/2023] [Accepted: 01/20/2023] [Indexed: 01/27/2023] Open
Abstract
Lung cancer is one of the most frequent tumors that metastasize to the brain. Brain metastasis (BM) is common in advanced cases, being the major cause of patient morbidity and mortality. BMs are thought to arise via the seeding of circulating tumor cells into the brain microvasculature. In brain tissue, the interaction with immune cells promotes a microenvironment favorable to the growth of cancer cells. Despite multimodal treatments and advances in systemic therapies, lung cancer patients still have poor prognoses. Therefore, there is an urgent need to identify the molecular drivers of BM and clinically applicable biomarkers in order to improve disease outcomes and patient survival. The goal of this review is to summarize the current state of knowledge on the mechanisms of the metastatic spread of lung cancer to the brain and how the metastatic spread is influenced by the brain microenvironment, and to elucidate the molecular determinants of brain metastasis regarding the role of genomic and transcriptomic changes, including coding and non-coding RNAs. We also present an overview of the current therapeutics and novel treatment strategies for patients diagnosed with BM from NSCLC.
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Affiliation(s)
- Vanessa G. P. Souza
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Rachel Paes de Araújo
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | - Mariana R. Santesso
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | - Ana Laura Seneda
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | - Iael W. Minutentag
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | - Tainara Francini Felix
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | - Pedro Tadao Hamamoto Filho
- Department of Neurology, Psychology and Psychiatry, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | | | - Liam J. Brockley
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Fábio A. Marchi
- Faculty of Medicine, University of São Paulo, São Paulo 01246-903, Brazil
| | - Wan L. Lam
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Sandra A. Drigo
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
| | - Patricia P. Reis
- Molecular Oncology Laboratory, Experimental Research Unit, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
- Department of Surgery and Orthopedics, Faculty of Medicine, São Paulo State University (UNESP), Botucatu 18618-687, Brazil
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10
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Katsushima K, Joshi K, Perera RJ. Diagnostic and therapeutic potential of circular RNA in brain tumors. Neurooncol Adv 2023; 5:vdad063. [PMID: 37334165 PMCID: PMC10276536 DOI: 10.1093/noajnl/vdad063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/20/2023] Open
Abstract
Circular RNAs (circRNAs) are a class of RNA with a stable cyclic structure. They are expressed in various tissues and cells with conserved, specific characteristics. CircRNAs have been found to play critical roles in a wide range of cellular processes by regulating gene expression at the epigenetic, transcriptional, and posttranscriptional levels. There is an accumulation of evidence on newly discovered circRNAs, their molecular interactions, and their roles in the development and progression of human brain tumors, including cell proliferation, cell apoptosis, invasion, and chemoresistance. Here we summarize the current state of knowledge of the circRNAs that have been implicated in brain tumor pathogenesis, particularly in gliomas and medulloblastomas. In providing a comprehensive overview of circRNA studies, we highlight how different circRNAs have oncogenic or tumor-suppressive roles in brain tumors, making them attractive therapeutic targets and biomarkers for personalized therapy and precision diagnostics. This review article discusses circRNAs' functional roles and the prospect of using them as diagnostic biomarkers and therapeutic targets in patients with brain tumors.
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Affiliation(s)
- Keisuke Katsushima
- Department of Neurosurgery and Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Cancer and Blood Disorders Institute, Johns Hopkins All Children’s Hospital, Florida, USA
| | - Kandarp Joshi
- Department of Neurosurgery and Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Cancer and Blood Disorders Institute, Johns Hopkins All Children’s Hospital, Florida, USA
| | - Ranjan J Perera
- Corresponding Author: Ranjan J. Perera, PhD, Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St., Baltimore, MD 21231, USA ()
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11
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Weir P, Kumaria A, Mohmed A, Javed S, Paine S, Byrne P. Glioblastoma in Beckwith-Wiedemann syndrome: first case report and review of potential pathomechanisms. Acta Neurochir (Wien) 2022; 164:419-422. [PMID: 34993619 DOI: 10.1007/s00701-021-05105-6] [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: 10/18/2021] [Accepted: 12/23/2021] [Indexed: 11/01/2022]
Abstract
Beckwith-Wiedemann syndrome (BWS) is a rare congenital overgrowth syndrome associated with certain childhood tumours. We present the case of a 36-year-old lady with BWS who developed a left frontoinsular secondary glioblastoma. This is the first case report in the literature of glioblastoma associated with BWS. We explore similarities in the molecular pathomechanisms of BWS and glioblastoma.
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12
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Lee B, Katsushima K, Pokhrel R, Yuan M, Stapleton S, Jallo G, Wechsler-Reya RJ, Eberhart CG, Ray A, Perera RJ. The long non-coding RNA SPRIGHTLY and its binding partner PTBP1 regulate exon 5 skipping of SMYD3 transcripts in group 4 medulloblastomas. Neurooncol Adv 2022; 4:vdac120. [PMID: 36267874 PMCID: PMC9569026 DOI: 10.1093/noajnl/vdac120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Background Although some of the regulatory genes, signaling pathways, and gene regulatory networks altered in medulloblastomas (MB) are known, the roles of non-coding RNAs, particularly long non-coding RNAs (lncRNAs), are poorly described. Here we report that the lncRNA SPRIGHTLY (SPRY4-IT1) gene is upregulated in group 4 medulloblastoma (G4 MB). Methods SPRIGHTLY expression was assessed in MB subgroup patient-derived xenografts, cell lines, and patient samples. The effect of SPRIGHTLY hemizygous deletion on proliferation, invasion, apoptosis, and colony formation were assessed in vitro and on tumor growth in vivo. dChIRP pull-down assays were used to assess SPRIGHTLY-binding partners, confirmed by immunoprecipitation. SMYD3 ΔE5 transcripts were examined in cell lines and publicly available RNA-seq data. Pathway analysis was performed by phospho-kinase profiling and RNA-seq. Results CRISPR/Cas9 deletion of SPRIGHTLY reduced cell viability and invasion and increased apoptosis in G4 MB cell lines in vitro. SPRIGHTLY hemizygous-deleted G4 MB cells injected into mouse cerebellums produced smaller tumors than those derived from parental cells expressing both copies of SPRIGHTLY. SPRIGHTLY lncRNA bound to the intronic region of the SMYD3 pre-mRNA transcript. SPRIGHTLY also interacted with PTPB1 protein to regulate SMYD3 exon skipping to produce an aberrant protein. SPRIGHTLY-driven SMYD3 regulation enhanced the expression of EGFR pathway genes in G4 MB cell lines and activated cell coagulation/hemostasis-related gene expression, suggesting a novel oncogenic role in G4 MB. Conclusions These results demonstrate the importance of SPRIGHTLY lncRNA as a promoter of G4 MB and the role of the SPRIGHTLY-SMYD3-PTPB1 axis as an important oncogenic regulator in MB.
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Affiliation(s)
- Bongyong Lee
- 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
| | - Rudramani Pokhrel
- 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
| | - 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
| | - Robert J Wechsler-Reya
- Sanford Burnham Prebys Medical Discovery Institute, 10901 N. Torrey Pines Road, La Jolla, CA 92037, USA
| | - Charles G Eberhart
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, 1650 Orleans St., Baltimore, MD 21231, USA
- Department of Pathology, Johns Hopkins University School of Medicine, 720 Rutland Ave – Ross Bldg 558, Baltimore, MD 21205, USA
| | - Animesh Ray
- Riggs School of Applied Life Sciences, Keck Graduate Institute, Claremont CA, 91711, USA
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, 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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13
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Subramaniam N, Nair R, Marsden PA. Epigenetic Regulation of the Vascular Endothelium by Angiogenic LncRNAs. Front Genet 2021; 12:668313. [PMID: 34512715 PMCID: PMC8427604 DOI: 10.3389/fgene.2021.668313] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Accepted: 05/17/2021] [Indexed: 12/15/2022] Open
Abstract
The functional properties of the vascular endothelium are diverse and heterogeneous between vascular beds. This is especially evident when new blood vessels develop from a pre-existing closed cardiovascular system, a process termed angiogenesis. Endothelial cells are key drivers of angiogenesis as they undergo a highly choreographed cascade of events that has both exogenous (e.g., hypoxia and VEGF) and endogenous regulatory inputs. Not surprisingly, angiogenesis is critical in health and disease. Diverse therapeutics target proteins involved in coordinating angiogenesis with varying degrees of efficacy. It is of great interest that recent work on non-coding RNAs, especially long non-coding RNAs (lncRNAs), indicates that they are also important regulators of the gene expression paradigms that underpin this cellular cascade. The protean effects of lncRNAs are dependent, in part, on their subcellular localization. For instance, lncRNAs enriched in the nucleus can act as epigenetic modifiers of gene expression in the vascular endothelium. Of great interest to genetic disease, they are undergoing rapid evolution and show extensive inter- and intra-species heterogeneity. In this review, we describe endothelial-enriched lncRNAs that have robust effects in angiogenesis.
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Affiliation(s)
- Noeline Subramaniam
- Marsden Lab, Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
- Marsden Lab, Keenan Research Centre in the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, ON, Canada
| | - Ranju Nair
- Marsden Lab, Keenan Research Centre in the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, ON, Canada
- Marsden Lab, Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Philip A. Marsden
- Marsden Lab, Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
- Marsden Lab, Keenan Research Centre in the Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, ON, Canada
- Marsden Lab, Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
- Department of Medicine, University of Toronto, Toronto, ON, Canada
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14
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Singh N. Role of mammalian long non-coding RNAs in normal and neuro oncological disorders. Genomics 2021; 113:3250-3273. [PMID: 34302945 DOI: 10.1016/j.ygeno.2021.07.015] [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: 05/24/2021] [Revised: 07/10/2021] [Accepted: 07/14/2021] [Indexed: 12/09/2022]
Abstract
Long non-coding RNAs (lncRNAs) are expressed at lower levels than protein-coding genes but have a crucial role in gene regulation. LncRNA is distinct, they are being transcribed using RNA polymerase II, and their functionality depends on subcellular localization. Depending on their niche, they specifically interact with DNA, RNA, and proteins and modify chromatin function, regulate transcription at various stages, forms nuclear condensation bodies and nucleolar organization. lncRNAs may also change the stability and translation of cytoplasmic mRNAs and hamper signaling pathways. Thus, lncRNAs affect the physio-pathological states and lead to the development of various disorders, immune responses, and cancer. To date, ~40% of lncRNAs have been reported in the nervous system (NS) and are involved in the early development/differentiation of the NS to synaptogenesis. LncRNA expression patterns in the most common adult and pediatric tumor suggest them as potential biomarkers and provide a rationale for targeting them pharmaceutically. Here, we discuss the mechanisms of lncRNA synthesis, localization, and functions in transcriptional, post-transcriptional, and other forms of gene regulation, methods of lncRNA identification, and their potential therapeutic applications in neuro oncological disorders as explained by molecular mechanisms in other malignant disorders.
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Affiliation(s)
- Neetu Singh
- Molecular Biology Unit, Department of Centre for Advance Research, King George's Medical University, Lucknow, Uttar Pradesh 226 003, India.
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15
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Sorokin M, Raevskiy M, Zottel A, Šamec N, Skoblar Vidmar M, Matjašič A, Zupan A, Mlakar J, Suntsova M, Kuzmin DV, Buzdin A, Jovčevska I. Large-Scale Transcriptomics-Driven Approach Revealed Overexpression of CRNDE as a Poor Survival Prognosis Biomarker in Glioblastoma. Cancers (Basel) 2021; 13:3419. [PMID: 34298634 PMCID: PMC8303503 DOI: 10.3390/cancers13143419] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Revised: 07/03/2021] [Accepted: 07/05/2021] [Indexed: 12/16/2022] Open
Abstract
Glioblastoma is the most common and malignant brain malignancy worldwide, with a 10-year survival of only 0.7%. Aggressive multimodal treatment is not enough to increase life expectancy and provide good quality of life for glioblastoma patients. In addition, despite decades of research, there are no established biomarkers for early disease diagnosis and monitoring of patient response to treatment. High throughput sequencing technologies allow for the identification of unique molecules from large clinically annotated datasets. Thus, the aim of our study was to identify significant molecular changes between short- and long-term glioblastoma survivors by transcriptome RNA sequencing profiling, followed by differential pathway-activation-level analysis. We used data from the publicly available repositories The Cancer Genome Atlas (TCGA; number of annotated cases = 135) and Chinese Glioma Genome Atlas (CGGA; number of annotated cases = 218), and experimental clinically annotated glioblastoma tissue samples from the Institute of Pathology, Faculty of Medicine in Ljubljana corresponding to 2-58 months overall survival (n = 16). We found one differential gene for long noncoding RNA CRNDE whose overexpression showed correlation to poor patient OS. Moreover, we identified overlapping sets of congruently regulated differential genes involved in cell growth, division, and migration, structure and dynamics of extracellular matrix, DNA methylation, and regulation through noncoding RNAs. Gene ontology analysis can provide additional information about the function of protein- and nonprotein-coding genes of interest and the processes in which they are involved. In the future, this can shape the design of more targeted therapeutic approaches.
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Affiliation(s)
- Maxim Sorokin
- European Organization for Research and Treatment of Cancer (EORTC), Biostatistics and Bioinformatics Subgroup, 1000 Brussels, Belgium;
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, Sechenov First Moscow State Medical University, 119991 Moscow, Russia;
- Moscow Institute of Physics and Technology, National Research University, 141700 Moscow, Russia; (M.R.); (D.V.K.)
| | - Mikhail Raevskiy
- Moscow Institute of Physics and Technology, National Research University, 141700 Moscow, Russia; (M.R.); (D.V.K.)
| | - Alja Zottel
- Medical Centre for Molecular Biology, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.Z.); (N.Š.)
| | - Neja Šamec
- Medical Centre for Molecular Biology, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.Z.); (N.Š.)
| | | | - Alenka Matjašič
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.M.); (A.Z.); (J.M.)
| | - Andrej Zupan
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.M.); (A.Z.); (J.M.)
| | - Jernej Mlakar
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.M.); (A.Z.); (J.M.)
| | - Maria Suntsova
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, Sechenov First Moscow State Medical University, 119991 Moscow, Russia;
| | - Denis V. Kuzmin
- Moscow Institute of Physics and Technology, National Research University, 141700 Moscow, Russia; (M.R.); (D.V.K.)
| | - Anton Buzdin
- European Organization for Research and Treatment of Cancer (EORTC), Biostatistics and Bioinformatics Subgroup, 1000 Brussels, Belgium;
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, Sechenov First Moscow State Medical University, 119991 Moscow, Russia;
- Moscow Institute of Physics and Technology, National Research University, 141700 Moscow, Russia; (M.R.); (D.V.K.)
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, 117997 Moscow, Russia
- OmicsWay Corp., Walnut, CA 91789, USA
| | - Ivana Jovčevska
- Medical Centre for Molecular Biology, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, 1000 Ljubljana, Slovenia; (A.Z.); (N.Š.)
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