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Mafi A, Hedayati N, Kahkesh S, Khoshayand S, Alimohammadi M, Farahani N, Hushmandi K. The landscape of circRNAs in gliomas temozolomide resistance: Insights into molecular pathways. Noncoding RNA Res 2024; 9:1178-1189. [PMID: 39022676 PMCID: PMC11250881 DOI: 10.1016/j.ncrna.2024.05.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 05/01/2024] [Accepted: 05/20/2024] [Indexed: 07/20/2024] Open
Abstract
As the deadliest type of primary brain tumor, gliomas represent a significant worldwide health concern. Circular RNA (circRNA), a unique non-coding RNA molecule, seems to be one of the most alluring target molecules involved in the pathophysiology of many kinds of cancers. CircRNAs have been identified as prospective targets and biomarkers for the diagnosis and treatment of numerous disorders, particularly malignancies. Recent research has established a clinical link between temozolomide (TMZ) resistance and certain circRNA dysregulations in glioma tumors. CircRNAs may play a therapeutic role in controlling or overcoming TMZ resistance in gliomas and may provide guidance for a novel kind of individualized glioma therapy. To address the biological characteristics of circRNAs and their potential to induce resistance to TMZ, this review has highlighted and summarized the possible roles that circRNAs may play in molecular pathways of drug resistance, including the Ras/Raf/ERK PI3K/Akt signaling pathway and metabolic processes in gliomas.
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Affiliation(s)
- Alireza Mafi
- Nutrition and Food Security Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
- Department of Clinical Biochemistry, School of Pharmacy and Pharmaceutical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Neda Hedayati
- School of Medicine, Iran University of Medical Science, Tehran, Iran
| | - Samaneh Kahkesh
- Faculty of Science, Shahid Chamran University of Ahvaz, Ahvaz, Iran
| | - Sara Khoshayand
- School of Pharmacy and Pharmaceutical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mina Alimohammadi
- Department of Immunology, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Najma Farahani
- Department of Genetics and Molecular Biology, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Kiavash Hushmandi
- Department of Food Hygiene and Quality Control, Division of Epidemiology, Faculty of Veterinary Medicine, University of Tehran, Tehran, Iran
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Ramirez O, Piedrahita V, Ardila J, Pardo C, Cabrera-Bernal E, Lopera J, Suarez A, Portilla CA, Narváez C, Rodriguez P, Castro X, Castro Á, Estupinan-Perico DI, Valencia D, Álvarez MDR, Fox JE, Bravo LE, Aristizabal P. Primary central nervous system tumors survival in children in ten Colombian cities: a VIGICANCER report. Front Oncol 2024; 13:1326788. [PMID: 38505512 PMCID: PMC10949889 DOI: 10.3389/fonc.2023.1326788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 12/12/2023] [Indexed: 03/21/2024] Open
Abstract
Purpose Primary central nervous system (CNS) tumors are the second most common cancer in children and adolescents, leading to premature death and disability. Population-based survival estimates aid decision-making in cancer control, however data on survival for primary CNS tumors in Latin America is lacking. We describe survival rates for children with primary CNS tumors treated in ten Colombian cities. Methods We analyzed data from children and adolescents newly diagnosed with cancer between 2012 and 2021, participating in the Childhood Cancer Clinical Outcomes Surveillance System (VIGICANCER) in ten cities in Colombia. VIGICANCER collects information on clinical outcomes from twenty-seven pediatric oncology units and conducts active follow-up every three months. VIGICANCER does not register craniopharyngiomas; we excluded intracranial germ cell tumors for this report. We used the Kaplan-Meier method to estimate the overall survival probability, stratified by sociodemographic variables, topography, WHO grading, receipt of radiation therapy, and type of surgical resection. We analyzed the prognostic capacity of variables using multivariate proportional Cox's regression, stratified by city and year of diagnosis. Results During the study period, VIGICANCER included 989 primary CNS tumors in 879 children and 110 adolescents. The cohort median age was 9 years; 53% of patients were males, and 8% were Afro-descendants. Most common tumors were supratentorial astrocytomas (47%), astrocytic tumors (35%), medulloblastomas (20%), ependymomas (11%), and mixed and unspecified gliomas (10%). Five-year overall survival of the entire cohort was 54% (95% CI, 51-58); for supratentorial gliomas, WHO grade I was 77%, II was 62%, III-IV was 27%, respectively, and for medulloblastoma was 61%. The adjusted hazard rate ratio for patients with WHO grade III and IV, for those with subtotal resection, for brainstem location, and for those not receiving radiation therapy was 7.4 (95% CI, 4.7-11.8), 6.4 (95% CI, 4.2-9.8), 2.8 (95% 2.1-3.8), 2.0 (95% CI, 1.3-2.8) and 2.3 (95% CI, 1.7-3.0), respectively. Conclusion We found that half of Colombia's children and adolescents with primary CNS tumors survive five years, compared to 70% to 80% in high-income countries. In addition to tumor biology and location, gross total resection was crucial for improved survival in this cohort. Systematic monitoring of survival and its determinants provides empirical data for guiding cancer control policies.
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Affiliation(s)
- Oscar Ramirez
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Clínica Imbanaco – Grupo Quirón Salud, Cali, Colombia
- Registro Poblacional de Cáncer de Cali – Departamento de Patología, Universidad del Valle, Cali, Colombia
| | - Vivian Piedrahita
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Clínica Imbanaco – Grupo Quirón Salud, Cali, Colombia
- Escuela de Enfermería, Universidad del Valle, Cali, Colombia
| | - Jesus Ardila
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Clínica Imbanaco – Grupo Quirón Salud, Cali, Colombia
| | - Carlos Pardo
- Unidad de Oncología y Hematología Pediátrica, Hospital de la Misericordia (HOMI) Fundación Hospital Pediátrico la Misericordia, Bogotá, Colombia
- Grupo de Oncología y Hematología Pediátrica Universidad Nacional de Colombia, Bogotá, Colombia
| | - Edgar Cabrera-Bernal
- Unidad de Oncología y Hematología Pediátrica, Hospital de la Misericordia (HOMI) Fundación Hospital Pediátrico la Misericordia, Bogotá, Colombia
- Grupo de Oncología y Hematología Pediátrica Universidad Nacional de Colombia, Bogotá, Colombia
| | - John Lopera
- Unidad de Oncología y Hematología Pediátrica, Instituto Nacional de Cancerología, Bogotá, Colombia
| | - Amaranto Suarez
- Unidad de Oncología y Hematología Pediátrica, Instituto Nacional de Cancerología, Bogotá, Colombia
| | - Carlos Andrés Portilla
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Clínica Imbanaco – Grupo Quirón Salud, Cali, Colombia
- Departamento de Pediatría, Universidad del Valle, Cali, Colombia
| | - Carlos Narváez
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Clínica Imbanaco – Grupo Quirón Salud, Cali, Colombia
- Departamento de Pediatría, Universidad del Valle, Cali, Colombia
| | - Pamela Rodriguez
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Fundación Valle del Lili, Cali, Colombia
| | - Ximena Castro
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Fundación Valle del Lili, Cali, Colombia
| | - Ángel Castro
- Departamento de Pediatría, Universidad de Cartagena, Unidad de Oncología y Hematología Pediátrica, Clínica Blas de Lezo, Cartagena, Colombia
| | | | - Diana Valencia
- Unidad de Oncología y Hematología Pediátrica: Instituto Médico de Alta Tecnología (IMAT) Oncomédica, Montería, Colombia
| | - María del Rosario Álvarez
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Unidad de Oncología y Hematología Pediátrica, Hospital Infantil Los Ángeles, Pasto, Colombia
| | - Javier Enrique Fox
- Unidad de Oncología y Hematología Pediátrica, Fundación San Vicente de Paul, Medellín, Colombia
| | - Luis Eduardo Bravo
- Unidad de Investigación, Fundación Pediatras Oncólogos y Hematólogos (POHEMA), Cali, Colombia
- Registro Poblacional de Cáncer de Cali – Departamento de Patología, Universidad del Valle, Cali, Colombia
| | - Paula Aristizabal
- Division of Pediatric Hematology/Oncology, Department of Pediatrics, University of California, San Diego, San Diego, CA, United States
- Pediatric Hematology/Oncology, Rady Children’s Hospital San Diego, San Diego, CA, United States
- Population Sciences, Disparities and Community Engagement, Moores Cancer Center, University of California, San Diego, San Diego, CA, United States
- Dissemination and Implementation Science Center, Altman Clinical and Translational Research Institute, University of California, San Diego, San Diego, CA, United States
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Rodriguez B, Campbell P, Borrello J, Odland I, Williams T, Hrabarchuk EI, Young T, Sharma A, Schupper AJ, Rapoport B, Ivkov R, Hadjipanayis C. A Novel Port to Facilitate Magnetic Hyperthermia Therapy for Glioma. J Biomech Eng 2024; 146:011009. [PMID: 37773642 DOI: 10.1115/1.4063556] [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: 06/12/2023] [Accepted: 09/25/2023] [Indexed: 10/01/2023]
Abstract
High-grade gliomas (HGG) are the most common primary brain malignancy and continue to be associated with a dismal prognosis (median survival rate of 15-18 months) with standard of care therapy. Magnetic hyperthermia therapy (MHT) is an emerging intervention that leverages the ferromagnetic properties of magnetic iron-oxide nanoparticles (MIONPs) to target cancer cells that are otherwise left behind after resection. We report a novel port device to facilitate localization, delivery, and temperature measurement of MIONPs within a target lesion for MHT therapy. We conducted an in-depth literature and intellectual property review to define specifications of the conceived port device. After setting the design parameters, a thorough collaboration with neurological surgeons guided the iterative modeling process. A prototype was developed using Fusion 360 (Autodesk, San Rafael, CA) and printed on a Form 3 printer (Formlabs, Medford, MA) in Durable resin. The prototype was then tested in a phantom skull printed on a Pro-Jet 660Pro 3D printer (3D Systems, Rock Hill, SC) and a brain model based on mechanical and electrochemical properties of native brain tissue. This phantom underwent MHT heating tests using an alternating magnetic field (AMF) sequence based on current MHT workflow. Successful localization, delivery, and temperature measurement were demonstrated. The purpose of this study was twofold: first, to create and validate the procedural framework for a novel device, providing the groundwork for an upcoming comprehensive animal trial and second, to elucidate a cooperative approach between engineers and clinicians that propels advancements in medical innovation.
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Affiliation(s)
- Benjamin Rodriguez
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Peter Campbell
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Joseph Borrello
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Ian Odland
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Tyree Williams
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, 110 8th St, Troy, NY 12180; Department of Neurosurgery,Sinai BioDesign,Mount Sinai, New York, NY 10029
| | - Eugene I Hrabarchuk
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Tirone Young
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Anirudh Sharma
- Department of Radiation Oncology and Molecular Radiation Sciences, School of Medicine, Johns Hopkins University, Baltimore, MD 21218
| | | | - Benjamin Rapoport
- Icahn School of Medicine at Mount Sinai, New York, NY 10029; Department of Neurosurgery, Sinai BioDesign, Mount Sinai, New York, NY 10029
| | - Robert Ivkov
- Department of Radiation Oncology and Molecular Radiation Sciences, School of Medicine, Johns Hopkins University, Baltimore, MD 21218; Department of Oncology, Sydney Kimmel Comprehensive Cancer Center, School of Medicine, Johns Hopkins University, Baltimore, MD 21218; Department of Mechanical Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218;Department of Materials Science and Engineering, Whiting School of Engineering, Johns Hopkins UniversityBaltimore, MD 21218
| | - Constantinos Hadjipanayis
- Department of Neurological Surgery, Center for Image-Guided Neurosurgery, School of Medicine, University of Pittsburgh, Suite B-400, 200 Lothrop Street, Pittsburgh, PA 15213
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Castello A, Albano D, Muoio B, Castellani M, Panareo S, Rizzo A, Treglia G, Urso L. Diagnostic Accuracy of PET with 18F-Fluciclovine ([ 18F]FACBC) in Detecting High-Grade Gliomas: A Systematic Review and Meta-Analysis. Diagnostics (Basel) 2023; 13:3610. [PMID: 38132194 PMCID: PMC10742552 DOI: 10.3390/diagnostics13243610] [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: 11/10/2023] [Revised: 11/30/2023] [Accepted: 12/04/2023] [Indexed: 12/23/2023] Open
Abstract
BACKGROUND 18F-Fluciclovine ([18F]FACBC) has been recently proposed as a synthetic radiolabeled amino acid for positron emission tomography (PET) imaging in patients with brain neoplasms. Our aim is to evaluate the diagnostic performance of [18F]FACBC PET in high-grade glioma (HGG) patients, taking into account the literature data. METHODS A comprehensive literature search was performed. We included original articles evaluating [18F]FACBC PET in the detection of HGG before therapy and for the suspicion of tumor recurrence. Pooled sensitivity, specificity, positive and negative likelihood ratios (LR+ and LR-), and diagnostic odds ratios (DOR), including 95% confidence intervals (95% CI), were measured. Statistical heterogeneity and publication bias were also assessed. RESULTS ten studies were included in the review and eight in the meta-analysis (113 patients). Regarding the identification of HGG, the sensitivity of [18F]FACBC PET ranged between 85.7% and 100%, with a pooled estimate of 92.9% (95% CI: 84.4-96.9%), while the specificity ranged from 50% to 100%, with a pooled estimate of 70.7% (95% CI: 47.5-86.5%). The pooled LR+, LR-, and DOR of [18F]FACBC PET were 2.5, 0.14, and 37, respectively. No significant statistical heterogeneity or publication bias were found. CONCLUSIONS evidence-based data demonstrate the good diagnostic accuracy of [18F]FACBC PET for HGG detection. Due to the still limited data, further studies are warranted to confirm the promising role of [18F]FACBC PET in this context.
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Affiliation(s)
- Angelo Castello
- Department of Nuclear Medicine, Fondazione IRCCS Ca’ Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy;
| | - Domenico Albano
- Department of Nuclear Medicine, ASST Spedali Civili of Brescia and University of Brescia, 25123 Brescia, Italy;
| | - Barbara Muoio
- Division of Medical Oncology, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, CH-6500 Bellinzona, Switzerland;
| | - Massimo Castellani
- Department of Nuclear Medicine, Fondazione IRCCS Ca’ Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy;
| | - Stefano Panareo
- Nuclear Medicine Unit, Oncology and Haematology Department, University Hospital of Modena, 41124 Modena, Italy;
| | - Alessio Rizzo
- Department of Nuclear Medicine, Candiolo Cancer Institute, 10060 Turin, Italy;
| | - Giorgio Treglia
- Division of Nuclear Medicine, Imaging Institute of Southern Switzerland, Ente Ospedaliero Cantonale, CH-6500 Bellinzona, Switzerland;
- Faculty of Biology and Medicine, University of Lausanne, 1011 Lausanne, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, 6900 Lugano, Switzerland
| | - Luca Urso
- Department of Translational Medicine, University of Ferrara, 44121 Ferrara, Italy;
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Yuen CM, Tsai HP, Tseng TT, Tseng YL, Lieu AS, Kwan AL, Chang AYW. Hyperbaric Oxygen Therapy Adjuvant Chemotherapy and Radiotherapy through Inhibiting Stemness in Glioblastoma. Curr Issues Mol Biol 2023; 45:8309-8320. [PMID: 37886967 PMCID: PMC10605823 DOI: 10.3390/cimb45100524] [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: 08/13/2023] [Revised: 10/07/2023] [Accepted: 10/11/2023] [Indexed: 10/28/2023] Open
Abstract
Glioblastoma multiforme (GBM) is the most common and deadliest primary brain tumor in adults. Despite the advances in GBM treatment, outcomes remain poor, with a 2-year survival rate of less than 5%. Hyperbaric oxygen (HBO) therapy is an intermittent, high-concentration, short-term oxygen therapy used to increase cellular oxygen content. In this study, we evaluated the effects of HBO therapy, alone or combined with other treatment modalities, on GBM in vitro and in vivo. In the in vitro analysis, we used a 3-(4,5-Dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay to assess the effects of HBO therapy alone, a colony formation assay to analyze the effects of HBO therapy combined with radiotherapy and with temozolomide (TMZ), and a neurosphere assay to assess GBM stemness. In the in vivo analysis, we used immunohistochemical staining and in vivo bioluminescence imaging to assess GBM stemness and the therapeutic effect of HBO therapy alone or combined with TMZ or radiotherapy, respectively. HBO therapy did not affect GBM cell viability, but it did reduce the analyzed tumors' ability to form cancer stem cells. In addition, HBO therapy increased GBM sensitivity to TMZ and radiotherapy both in vitro and in vivo. HBO therapy did not enhance tumor growth and exhibited adjuvant effects to chemotherapy and radiotherapy through inhibiting GBM stemness. In conclusion, HBO therapy shows promise as an adjuvant treatment for GBM by reducing cancer stem cell formation and enhancing sensitivity to chemotherapy and radiotherapy.
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Affiliation(s)
- Chun-Man Yuen
- Institute of Basic Medical Sciences, National Cheng Kung University, Tainan 701, Taiwan;
- Division of Neurosurgery, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung 833, Taiwan
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Hung-Pei Tsai
- Division of Neurosurgery, Department of Surgery, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-P.T.); (T.-T.T.); (A.-S.L.)
| | - Tzu-Ting Tseng
- Division of Neurosurgery, Department of Surgery, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-P.T.); (T.-T.T.); (A.-S.L.)
| | - Yu-Lung Tseng
- Department of Neurology, Kaohsiung Chang Gung Memorial Hospital, College of Medicine, Chang Gung University, Kaohsiung 333, Taiwan;
| | - Ann-Shung Lieu
- Division of Neurosurgery, Department of Surgery, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-P.T.); (T.-T.T.); (A.-S.L.)
- Department of Surgery, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
| | - Aij-Lie Kwan
- Division of Neurosurgery, Department of Surgery, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan; (H.-P.T.); (T.-T.T.); (A.-S.L.)
- Department of Surgery, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
- Department of Neurosurgery, University of Virginia, Charlottesville, VA 22904, USA
| | - Alice Y. W. Chang
- Institute of Basic Medical Sciences, National Cheng Kung University, Tainan 701, Taiwan;
- Department of Physiology, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan
- Cheng-Hsing Campus, College of Medicine, National Cheng Kung University, Tainan 701, Taiwan
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Gerstl JVE, Yearley AG, Kilgallon JL, Lassarén P, Robertson FC, Herdell V, Wang AY, Segar DJ, Bernstock JD, Laws ER, Ranganathan K, Smith TR. A national stratification of the global macroeconomic burden of central nervous system cancer. J Neurosurg 2023; 138:1522-1530. [PMID: 36272121 DOI: 10.3171/2022.9.jns221499] [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: 06/25/2022] [Accepted: 09/08/2022] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Country-by-country estimates of the macroeconomic disease burden of central nervous system (CNS) cancers are important when determining the allocation of resources related to neuro-oncology. Accordingly, in this study the authors investigated macroeconomic losses related to CNS cancer in 173 countries and identified pertinent epidemiological trends. METHODS Data for CNS cancer incidence, mortality, and disability-adjusted life years (DALYs) were collected from the Global Burden of Disease 2019 database. Gross domestic product data were combined with DALY data to estimate economic losses using a value of lost welfare approach. RESULTS The mortality-to-incidence ratio of CNS cancer in 2019 was 0.60 in high-income regions compared to 0.82 in Sub-Saharan Africa and 0.87 in Central Europe, Eastern Europe, and Central Asia. Welfare losses varied across both high- and low-income countries. Welfare losses attributable to CNS cancer in Japan represented 0.07% of the gross domestic product compared to 0.23% in Germany. In low- and middle-income countries, Iraq reported welfare losses of 0.20% compared to 0.04% in Angola. Globally, the DALY rate in 2019 was the same for CNS cancer as for prostate cancer at 112 per 100,000 person-years, despite a 75% lower incidence rate, equating to CNS cancer welfare losses of 182 billion US dollars. CONCLUSIONS Macroeconomic losses vary across high- and low-income settings and appear to be region specific. These differences may be explained by differences in regional access to screening and diagnosis, population-level genetic predispositions, and environmental risk factors. Mortality-to-incidence ratios are higher in low- and middle-income countries than in high-income countries, highlighting possible gaps in treatment access. Quantification of macroeconomic losses related to CNS cancer can help to justify the spending of finite resources to improve outcomes for neuro-oncological patients globally.
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Affiliation(s)
- Jakob V E Gerstl
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
- 2University College London Medical School, London, United Kingdom
| | - Alexander G Yearley
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - John L Kilgallon
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Philipp Lassarén
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
- 3Department of Clinical Neuroscience, Karolinska Institutet, Solna, Sweden
| | - Faith C Robertson
- 4Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Vendela Herdell
- 3Department of Clinical Neuroscience, Karolinska Institutet, Solna, Sweden
| | - Andy Y Wang
- 5Tufts University School of Medicine, Boston; and
| | - David J Segar
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Joshua D Bernstock
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Edward R Laws
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Kavitha Ranganathan
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
- 6Department of Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Timothy R Smith
- 1Computational Neurosciences Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
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Yan Y, Wang H, Hu J, Guo T, Dong Q, Yin H, Yuan G, Pan Y. CircRNA-104718 promotes glioma malignancy through regulation of miR-218-5p/HMGB1 signalling pathway. Metab Brain Dis 2023; 38:1531-1542. [PMID: 36867300 DOI: 10.1007/s11011-023-01194-7] [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: 11/28/2022] [Accepted: 02/23/2023] [Indexed: 03/04/2023]
Abstract
Increasing number of studies have proven that circular RNAs (circRNAs) play a major role in the biological processes of many different cancers, including glioma, especially as competitive molecular sponges of microRNAs (miRNAs). However, the clear molecular mechanism of the circRNA network in glioma is still not well understood. The expression level of circRNA-104718 and microRNA (miR)-218-5p in glioma tissues and cells were detected by quantitative real-time polymerase chain reaction (qRT-PCR). The target protein's expression level was assessed by western blotting. Bioinformatics systems were used to predict the possible microRNAs and target genes of circRNA-104718, after which dual-luciferase reporter assays were used to confirm the predicted interactions. The proliferation, invasion, migration and apoptosis of glioma cells were detected by CCK, EdU, transwell, wound-healing and flow cytometry assays. CircRNA-104718 was upregulated in human glioma tissues, and a higher level of circRNA-104718 indicated poorer outcomes in glioma patients. In contrast, in glioma tissues, miR-218-5p was downregulated. Knockdown of circRNA-104718 suppressed migration and invasion while boosting the apoptosis rate of glioma cells. In addition, the upregulation of miR-218-5p in glioma cells caused the same suppression. Mechanistically, circRNA-104718 inhibited the protein expression level of high mobility group box-1 (HMGB1) by acting as a molecular sponge for miR-218-5p. CircRNA-104718 is a suppressive factor in glioma cells and might represent a new target for the treatment of glioma patients. CircRNA-104718 modulates glioma cell proliferation through the miR-218-5p/HMGB1 signalling axis. CircRNA-104718 provides a possible mechanism for understanding the pathogenesis of glioma.
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Affiliation(s)
- Yunji Yan
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China
| | - Hongyu Wang
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China
| | - Jianhong Hu
- Department of Anesthesia Operation, Gansu provincial hospital, No.204, Donggang West Road, Lanzhou City, 730000, Gansu Province, China
| | - Tianxue Guo
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China
| | - Qiang Dong
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China
| | - Hang Yin
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China
| | - Guoqiang Yuan
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China.
- Department of Neurosurgery and Laboratory of Neurosurgery, Lanzhou University Second Hospital, No.82, cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China.
| | - Yawen Pan
- Department of Neurosurgery, Lanzhou University Second Hospital, No.82, Cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China.
- Department of Neurosurgery and Laboratory of Neurosurgery, Lanzhou University Second Hospital, No.82, cuiyingmen, Chengguan District, Lanzhou City, 730030, Gansu Province, China.
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Xue C, Liu C, Yun X, Zou X, Li X, Wang P, Li F, Ge Y, Zhang Q, Xie X, Li X, Luo B. Knockdown of hsa_circ_0008922 inhibits the progression of glioma. PeerJ 2022; 10:e14552. [PMID: 36570001 PMCID: PMC9784332 DOI: 10.7717/peerj.14552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 11/20/2022] [Indexed: 12/24/2022] Open
Abstract
Background A glioma is a tumor originating from glial cells in the central nervous system. Although significant progress has been made in diagnosis and treatment, most high-grade glioma patients are prone to recurrence. Therefore, molecular targeted therapy may become a new direction for adjuvant therapy in glioma. In recent years, many studies have revealed that circular RNA (circRNA) may play an important role in the occurrence and development of many tumors including gliomas. Our previous study found that the expression of hsa_circ_0008922 was up-regulated in glioma tissues upon RNA sequencing. The biological mechanism of circ_0008922 is still unreported in gliomas. Therefore, in this study, we preliminarily outlined the expression of hsa_circ_0008922 in glioma and explored its biological functions. Methods The expression of hsa_circ_0008922 in forty glioma tissues and four glioma cell lines (A172, U251, SF763 and U87) was detected by quantitative real-time polymerase chain reaction (qRT-PCR). The correlation between hsa_circ_0008922 expression and clinicopathological features of glioma patients was evaluated by Fisher's exact test. To understand the potential function of hsa_circ_0008922 in glioma, we constructed small interfering RNA (siRNA) to hsa_circ_0008922 to downregulate its expression in glioma cell lines A172 and U251. With these hsa_circ_0008922 downregulated cells, a series of assays were carried out as follows. Cell proliferation was detected by CCK8 assay, migration and invasion were determined by wound healing assay and transwell assay, respectively. Colony formation ability was evaluated by plate clonogenic assay. Moreover, flow cytometry combined with Western blot was performed to analyze apoptosis status and the expression of apoptotic related proteins (caspase 3 and caspase 9). Finally, the possible biological pathways and potential miRNA targets of hsa_circ_0008922 were predicted by bioinformatics. Results We found that the expression of hsa_circ_0008922 in glioma tissues was 3.4 times higher than that in normal tissues. The expression of has_circ_0008922 was correlated with WHO tumor grade. After down-regulating the expression of hsa_circ_0008922, malignant biological behavior of glioma cells was inhibited, such as cell proliferation, colony formation, migration, and invasion. At the same time, it also induced apoptosis of glioma cells. Predicted analysis by bioinformatics demonstrated that hsa_circ_0008922 may be involved in tumor-related pathways by acting as a molecular sponge for multiple miRNAs (hsa-let-7e-5p, hsa-miR-506-5p, hsa-let-7b-5p, hsa-let-7c-5p and hsa-let-7a-5p). Finally, we integrated our observation to build a circRNA-miRNA-mRNA predictive network.
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Affiliation(s)
- Chunhong Xue
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China
| | - Chang Liu
- Department of Neurosurgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China,Postdoctoral Research Station, School of Basic Medicine Science, Guangxi Medical University, Nanning, China
| | - Xiang Yun
- Department of International Cooperation and External Exchange, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Xiaoqiong Zou
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China
| | - Xin Li
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China
| | - Ping Wang
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China
| | - Feng Li
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China
| | - Yingying Ge
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China,Key Laboratory of Preclinical Medicine (Guangxi Medical University), Education Department of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Qingmei Zhang
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China,Key Laboratory of Preclinical Medicine (Guangxi Medical University), Education Department of Guangxi Zhuang Autonomous Region, Nanning, China
| | - Xiaoxun Xie
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China,Key Laboratory of Preclinical Medicine (Guangxi Medical University), Education Department of Guangxi Zhuang Autonomous Region, Nanning, China,Key Laboratory of Early Prevention and Treatment of Regional High Frequency Tumor (Guangxi Medical University), Ministry of Education, Nanning, China
| | - Xisheng Li
- Department of Neurosurgery, The People’s Hospital of Guangxi Zhuang Autonomous Region, Guangxi Academy of Medical Sciences, Nanning, China
| | - Bin Luo
- Department of Histology and Embryology, School of Basic Medicine Science, Guangxi Medical University, Nanning, China,Key Laboratory of Preclinical Medicine (Guangxi Medical University), Education Department of Guangxi Zhuang Autonomous Region, Nanning, China
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Rizzo A, Dall’Armellina S, Pizzuto DA, Perotti G, Zagaria L, Lanni V, Treglia G, Racca M, Annunziata S. PSMA Radioligand Uptake as a Biomarker of Neoangiogenesis in Solid Tumours: Diagnostic or Theragnostic Factor? Cancers (Basel) 2022; 14:4039. [PMID: 36011032 PMCID: PMC9406909 DOI: 10.3390/cancers14164039] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 08/10/2022] [Accepted: 08/17/2022] [Indexed: 01/10/2023] Open
Abstract
Due to its overexpression on the surface of prostate cancer cells, prostate-specific membrane antigen (PSMA) is a relatively novel effective target for molecular imaging and radioligand therapy (RLT) in prostate cancer. Recent studies reported that PSMA is expressed in the neovasculature of various types of cancer and regulates tumour cell invasion as well as tumour angiogenesis. Several authors explored the role of diagnostic and therapeutic PSMA radioligands in various malignancies. In this narrative review, we describe the current status of the literature on PSMA radioligands' application in solid tumours other than prostate cancer to explore their potential role as diagnostic or therapeutic agents, with particular regard to the relevance of PSMA radioligand uptake as neoangiogenetic biomarker. Hence, a comprehensive review of the literature was performed to find relevant articles on the applications of PSMA radioligands in non-prostate solid tumours. Data on the general, methodological and clinical aspects of all included studies were collected. Forty full-text papers were selected for final review, 8 of which explored PSMA radioligand PET/CT performances in gliomas, 3 in salivary gland malignancies, 6 in thyroid cancer, 2 in breast cancer, 16 in renal cell carcinoma and 5 in hepatocellular carcinoma. In the included studies, PSMA radioligand PET showed promising performance in patients with non-prostate solid tumours. Further studies are needed to better define its potential role in oncological patients management, especially in those undergoing antineoangiogenic therapies, and to assess the efficacy of PSMA-RLT in this clinical context.
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Affiliation(s)
- Alessio Rizzo
- Department of Nuclear Medicine, Candiolo Cancer Institute, FPO—IRCCS, 10060 Turin, Italy
| | - Sara Dall’Armellina
- Nuclear Medicine Unit, Department of Medical Sciences, AOU Città della Salute e della Scienza, University of Turin, 10134 Turin, Italy
| | - Daniele Antonio Pizzuto
- Unità di Medicina Nucleare, TracerGLab, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy
| | - Germano Perotti
- Unità di Medicina Nucleare, TracerGLab, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy
| | - Luca Zagaria
- Unità di Medicina Nucleare, TracerGLab, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy
| | - Valerio Lanni
- Unità di Medicina Nucleare, TracerGLab, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy
| | - Giorgio Treglia
- Imaging Institute of Southern Switzerland, Ente Ospedaliero Cantonale, 6501 Bellinzona, Switzerland
- Faculty of Biology and Medicine, University of Lausanne, 1011 Lausanne, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, 6900 Lugano, Switzerland
| | - Manuela Racca
- Department of Nuclear Medicine, Candiolo Cancer Institute, FPO—IRCCS, 10060 Turin, Italy
| | - Salvatore Annunziata
- Unità di Medicina Nucleare, TracerGLab, Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy
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10
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Diagnostic Accuracy of PET/CT or PET/MRI Using PSMA-Targeting Radiopharmaceuticals in High-Grade Gliomas: A Systematic Review and a Bivariate Meta-Analysis. Diagnostics (Basel) 2022; 12:diagnostics12071665. [PMID: 35885569 PMCID: PMC9323081 DOI: 10.3390/diagnostics12071665] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 07/05/2022] [Accepted: 07/07/2022] [Indexed: 12/30/2022] Open
Abstract
Background: Several studies proposed the use of positron emission tomography (PET) with Prostate Specific Membrane Antigen (PSMA)-targeting radiopharmaceuticals in brain tumors. Our aim is to calculate the diagnostic accuracy of these methods in high-grade gliomas (HGG) with a bivariate meta-analysis. Methods: A comprehensive literature search of studies on the diagnostic accuracy of PET/CT or PET/MRI with PSMA-targeting radiopharmaceuticals in HGG was performed. Original articles evaluating these imaging methods both in the differential diagnosis between HGG and low-grade gliomas (LGG) and in the assessment of suspicious HGG recurrence were included. Pooled sensitivity, specificity, positive and negative likelihood ratios (LR+ and LR-), and diagnostic odds ratio (DOR) including 95% confidence intervals (95% CI) were calculated. Statistical heterogeneity was also assessed using the I2 test. Results: The meta-analysis of six selected studies (157 patients) provided the following results about PET/CT or PET/MRI with PSMA-targeting radiopharmaceuticals in the diagnosis of HGG: sensitivity 98.2% (95% CI: 75.3–99.9%), specificity 91.2% (95% CI: 68.4–98.1%), LR+ 4.5 (95% CI: 2.2–9.3), LR− 0.07 (95% CI: 0.04–0.15), and DOR 70.1 (95% CI: 19.6–250.9). No significant statistical heterogeneity among the included studies was found (I2 = 0%). Conclusions: the quantitative data provided demonstrate the high diagnostic accuracy of PET/CT or PET/MRI with PSMA-targeting radiopharmaceuticals for HGG detection. However, more studies are needed to confirm the promising role of PSMA-targeted PET in this clinical setting.
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11
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Ferrada L, Barahona MJ, Salazar K, Godoy AS, Vera M, Nualart F. Pharmacological targets for the induction of ferroptosis: Focus on Neuroblastoma and Glioblastoma. Front Oncol 2022; 12:858480. [PMID: 35898880 PMCID: PMC9313589 DOI: 10.3389/fonc.2022.858480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 05/19/2022] [Indexed: 11/19/2022] Open
Abstract
Neuroblastomas are the main extracranial tumors that affect children, while glioblastomas are the most lethal brain tumors, with a median survival time of less than 12 months, and the prognosis of these tumors is poor due to multidrug resistance. Thus, the development of new therapies for the treatment of these types of tumors is urgently needed. In this context, a new type of cell death with strong antitumor potential, called ferroptosis, has recently been described. Ferroptosis is molecularly, morphologically and biochemically different from the other types of cell death described to date because it continues in the absence of classical effectors of apoptosis and does not require the necroptotic machinery. In contrast, ferroptosis has been defined as an iron-dependent form of cell death that is inhibited by glutathione peroxidase 4 (GPX4) activity. Interestingly, ferroptosis can be induced pharmacologically, with potential antitumor activity in vivo and eventual application prospects in translational medicine. Here, we summarize the main pathways of pharmacological ferroptosis induction in tumor cells known to date, along with the limitations of, perspectives on and possible applications of this in the treatment of these tumors.
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Affiliation(s)
- Luciano Ferrada
- Center for Advanced Microscopy CMA BIO BIO, University of Concepción, Concepcion, Chile
- *Correspondence: Francisco Nualart, ; Luciano Ferrada,
| | - María José Barahona
- Center for Advanced Microscopy CMA BIO BIO, University of Concepción, Concepcion, Chile
- Laboratory of Neurobiology and Stem Cells NeuroCellT, Department of Cellular Biology, Faculty of Biological Sciences, University of Concepcion, Concepción, Chile
| | - Katterine Salazar
- Center for Advanced Microscopy CMA BIO BIO, University of Concepción, Concepcion, Chile
- Laboratory of Neurobiology and Stem Cells NeuroCellT, Department of Cellular Biology, Faculty of Biological Sciences, University of Concepcion, Concepción, Chile
| | - Alejandro S. Godoy
- Centro de Biología Celular y Biomedicina, Facultad de Medicina y Ciencia, Universidad San Sebastián, Santiago, Chile
| | - Matias Vera
- Center for Advanced Microscopy CMA BIO BIO, University of Concepción, Concepcion, Chile
| | - Francisco Nualart
- Center for Advanced Microscopy CMA BIO BIO, University of Concepción, Concepcion, Chile
- Laboratory of Neurobiology and Stem Cells NeuroCellT, Department of Cellular Biology, Faculty of Biological Sciences, University of Concepcion, Concepción, Chile
- *Correspondence: Francisco Nualart, ; Luciano Ferrada,
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12
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Sun P, Hamblin MH, Yin KJ. Non-coding RNAs in the regulation of blood–brain barrier functions in central nervous system disorders. Fluids Barriers CNS 2022; 19:27. [PMID: 35346266 PMCID: PMC8959280 DOI: 10.1186/s12987-022-00317-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 02/17/2022] [Indexed: 12/26/2022] Open
Abstract
The blood–brain barrier (BBB) is an essential component of the neurovascular unit that controls the exchanges of various biological substances between the blood and the brain. BBB damage is a common feature of different central nervous systems (CNS) disorders and plays a vital role in the pathogenesis of the diseases. Non-coding RNAs (ncRNAs), such as microRNAs (miRNAs), long non-coding RNA (lncRNAs), and circular RNAs (circRNAs), are important regulatory RNA molecules that are involved in almost all cellular processes in normal development and various diseases, including CNS diseases. Cumulative evidences have demonstrated ncRNA regulation of BBB functions in different CNS diseases. In this review, we have summarized the miRNAs, lncRNAs, and circRNAs that can be served as diagnostic and prognostic biomarkers for BBB injuries, and demonstrated the involvement and underlying mechanisms of ncRNAs in modulating BBB structure and function in various CNS diseases, including ischemic stroke, hemorrhagic stroke, traumatic brain injury (TBI), spinal cord injury (SCI), multiple sclerosis (MS), Alzheimer's disease (AD), vascular cognitive impairment and dementia (VCID), brain tumors, brain infections, diabetes, sepsis-associated encephalopathy (SAE), and others. We have also discussed the pharmaceutical drugs that can regulate BBB functions via ncRNAs-related signaling cascades in CNS disorders, along with the challenges, perspective, and therapeutic potential of ncRNA regulation of BBB functions in CNS diseases.
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13
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Pellerino A, Caccese M, Padovan M, Cerretti G, Lombardi G. Epidemiology, risk factors, and prognostic factors of gliomas. Clin Transl Imaging 2022. [DOI: 10.1007/s40336-022-00489-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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