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Salsi V, Losi F, Salani M, Kaufman PD, Tupler R. Posttranscriptional RNA stabilization of telomeric RNAs FRG2, DBE-T, D4Z4 at human 4q35 in response to genotoxic stress and D4Z4 macrosatellite repeat length. Clin Epigenetics 2025; 17:73. [PMID: 40320530 PMCID: PMC12049803 DOI: 10.1186/s13148-025-01881-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 04/10/2025] [Indexed: 05/08/2025] Open
Abstract
BACKGROUND Reduced copy number of the D4Z4 macrosatellite at human chromosome 4q35 is associated with facioscapulohumeral muscular dystrophy (FSHD). A pervasive idea is that chromatin alterations at the 4q35 locus following D4Z4 repeat unit deletion lead to disease via inappropriate expression of nearby genes. Here, we sought to analyze transcription and chromatin characteristics at specific regions of 4q35 and how these are affected by D4Z4 deletions and exogenous stresses. RESULTS We found that the 4q subtelomere is subdivided into discrete domains, each with characteristic chromatin features associated with distinct gene expression profiles. Centromeric genes within 4q35 (SLC25A4, FAT1 and FRG1) display active histone marks at their promoters. In contrast, poised or repressed markings are present at telomeric loci including FRG2, DBE-T and D4Z4. We discovered that these discrete domains undergo region-specific chromatin changes upon treatment with chromatin enzyme inhibitors or genotoxic drugs. We demonstrated that the 4q35 telomeric FRG2, DBE-T and D4Z4-derived transcripts are induced upon DNA damage to levels inversely correlated with the D4Z4 repeat number, are stabilized through posttranscriptional mechanisms upon DNA damage and are bound to chromatin. CONCLUSION Our study reveals unforeseen biochemical features of RNAs from clustered transcription units within the 4q35 subtelomere. Specifically, the FRG2, DBE-T and D4Z4-derived transcripts are chromatin-associated and are stabilized posttranscriptionally after induction by genotoxic stress. Remarkably, the extent of this response is modulated by the copy number of the D4Z4 repeats, raising new hypotheses about their regulation and function in human biology and disease.
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Affiliation(s)
- Valentina Salsi
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Via G. Campi 287, 41125, Modena, Italy
| | - Francesca Losi
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Via G. Campi 287, 41125, Modena, Italy
| | - Monica Salani
- Center for Human Genetic Research, Massachusetts General Hospital Research Institute and Department of Neurology, Harvard Medical School, 185 Cambridge Street, Boston, MA, 02114, USA
| | - Paul D Kaufman
- Department of Molecular, Cell and Cancer Biology, University of Massachusetts Medical School, Worcester, MA, 01605, USA
| | - Rossella Tupler
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Via G. Campi 287, 41125, Modena, Italy.
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Matsumura T, Hashimoto H, Takizawa H, Yoshioka W, Mori-Yoshimura M, Saito Y, Nishino I, Nakamura H. Clinical and genetic characteristics based on the Japanese patient registry for facioscapulohumeral muscular dystrophy: a nationwide analysis. Neuromuscul Disord 2025; 50:105346. [PMID: 40203460 DOI: 10.1016/j.nmd.2025.105346] [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: 12/21/2024] [Revised: 03/25/2025] [Accepted: 03/28/2025] [Indexed: 04/11/2025]
Abstract
The Japanese patient registry for facioscapulohumeral muscular dystrophy (FSHD) was launched in September 2020, enrolling patients genetically confirmed to have FSHD. This study aimed to analyze clinical and genetic characteristics based on data from the Japanese FSHD registry. Core items were collected from the TREAT-NMD FSHD dataset, version 1.0. By the end of June 2024, over 200 patients were enrolled, with 161 successfully registered after confirmation. Among them, 156 had FSHD1 and 5 had FSHD2; 81 had affected family members; 116 were ambulatory; 73 had respiratory dysfunction; 22 required mechanical ventilation; 8 had cardiac dysfunction; 4 had retinopathy; and 22 had hearing loss. In patients with FSHD1, the median number of D4Z4 repeats was four, with a low proportion of long repeats. D4Z4 repeat counts influenced age at disease onset, site-specific muscle weakness onset, respiratory function, retinopathy, and hearing loss. Notably, female patients were more likely to have early facial weakness and hearing loss. Our data suggest population diversity in D4Z4 repeat numbers and sex differences. We aim to collaborate with patient groups to enroll more participants and gather more accurate epidemiological data, including cases of FSHD2. Additionally, we plan to investigate racial differences through international collaboration.
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Affiliation(s)
- Tsuyoshi Matsumura
- Department of Neurology, NHO Osaka Toneyama Medical Center, Toneyama 5-1-1, Toyonaka, Osaka 560-8552, Japan.
| | - Hiroya Hashimoto
- Clinical Research Center, NHO Nagoya Medical Center, Sannomaru 4-1-1, Naka-ku, Nagoya, Aichi 460-0001, Japan
| | - Hotake Takizawa
- Department of Neurology, National Center Hospital, National Center of Neurology and Psychiatry (NCNP), Ogawahigashi 4-1-1, Kodaira, Tokyo 187-8551, Japan
| | - Wakako Yoshioka
- Department of Neuromuscular Research, National Institute of Neuroscience, NCNP, Ogawahigashi 4-1-1, Kodaira, Tokyo 187-8551, Japan
| | - Madoka Mori-Yoshimura
- Department of Neurology, National Center Hospital, National Center of Neurology and Psychiatry (NCNP), Ogawahigashi 4-1-1, Kodaira, Tokyo 187-8551, Japan
| | - Yoshihiko Saito
- Department of Neuromuscular Research, National Institute of Neuroscience, NCNP, Ogawahigashi 4-1-1, Kodaira, Tokyo 187-8551, Japan
| | - Ichizo Nishino
- Department of Neuromuscular Research, National Institute of Neuroscience, NCNP, Ogawahigashi 4-1-1, Kodaira, Tokyo 187-8551, Japan
| | - Harumasa Nakamura
- Department of Clinical Research Support, NCNP, Ogawahigashi 4-1-1, Kodaira, Tokyo 187-8551, Japan
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Tarride JE, Okoh A, Aryal K, Prada C, Milinkovic D, Keepanasseril A, Iorio A. Scoping review of the recommendations and guidance for improving the quality of rare disease registries. Orphanet J Rare Dis 2024; 19:187. [PMID: 38711103 PMCID: PMC11075280 DOI: 10.1186/s13023-024-03193-y] [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: 11/21/2023] [Accepted: 04/19/2024] [Indexed: 05/08/2024] Open
Abstract
BACKGROUND Rare disease registries (RDRs) are valuable tools for improving clinical care and advancing research. However, they often vary qualitatively, structurally, and operationally in ways that can determine their potential utility as a source of evidence to support decision-making regarding the approval and funding of new treatments for rare diseases. OBJECTIVES The goal of this research project was to review the literature on rare disease registries and identify best practices to improve the quality of RDRs. METHODS In this scoping review, we searched MEDLINE and EMBASE as well as the websites of regulatory bodies and health technology assessment agencies from 2010 to April 2023 for literature offering guidance or recommendations to ensure, improve, or maintain quality RDRs. RESULTS The search yielded 1,175 unique references, of which 64 met the inclusion criteria. The characteristics of RDRs deemed to be relevant to their quality align with three main domains and several sub-domains considered to be best practices for quality RDRs: (1) governance (registry purpose and description; governance structure; stakeholder engagement; sustainability; ethics/legal/privacy; data governance; documentation; and training and support); (2) data (standardized disease classification; common data elements; data dictionary; data collection; data quality and assurance; and data analysis and reporting); and (3) information technology (IT) infrastructure (physical and virtual infrastructure; and software infrastructure guided by FAIR principles (Findability; Accessibility; Interoperability; and Reusability). CONCLUSIONS Although RDRs face numerous challenges due to their small and dispersed populations, RDRs can generate quality data to support healthcare decision-making through the use of standards and principles on strong governance, quality data practices, and IT infrastructure.
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Affiliation(s)
- J E Tarride
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Canada
- Centre for Health Economics and Policy Analysis (CHEPA), McMaster University, Hamilton, Canada
- Programs for the Assessment of Technologies in Health (PATH), The Research Institute of St. Joe's Hamilton, St. Joseph's Healthcare Hamilton, Hamilton, ON, Canada
| | - A Okoh
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Canada
| | - K Aryal
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Canada
| | - C Prada
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Canada
| | - Deborah Milinkovic
- Centre for Health Economics and Policy Analysis (CHEPA), McMaster University, Hamilton, Canada.
| | - A Keepanasseril
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Canada
| | - A Iorio
- Department of Health Research Methods, Evidence and Impact, Faculty of Health Sciences, McMaster University, Hamilton, Canada
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Bettio C, Banchelli F, Salsi V, Vicini R, Crisafulli O, Ruggiero L, Ricci G, Bucci E, Angelini C, Berardinelli A, Bonanno S, D'Angelo MG, Di Muzio A, Filosto M, Frezza E, Maggi L, Mongini T, Pegoraro E, Rodolico C, Scarlato M, Vattemi G, Velardo D, Tomelleri G, D'Amico R, D'Antona G, Tupler R. Physical activity practiced at a young age is associated with a less severe subsequent clinical presentation in facioscapulohumeral muscular dystrophy. BMC Musculoskelet Disord 2024; 25:35. [PMID: 38183077 PMCID: PMC10768364 DOI: 10.1186/s12891-023-07150-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 12/22/2023] [Indexed: 01/07/2024] Open
Abstract
BACKGROUND In facioscapulohumeral muscular dystrophy (FSHD), it is not known whether physical activity (PA) practiced at young age is associated with the clinical presentation of disease. To assess this issue, we performed a retrospective cohort study concerning the previous practice of sports and, among them, those with medium-high cardiovascular commitment in clinically categorized carriers of a D4Z4 reduced allele (DRA). METHODS People aged between 18 and 60 were recruited as being DRA carriers. Subcategory (classical phenotype, A; incomplete phenotype, B; asymptomatic carriers, C; complex phenotype, D) and FSHD score, which measures muscle functional impairment, were assessed for all participants. Information on PAs was retrieved by using an online survey dealing with the practice of sports at a young age. RESULTS 368 participants were included in the study, average age 36.6 years (SD = 9.4), 47.6% male. The FSHD subcategory A was observed in 157 (42.7%) participants with average (± SD) FSHD score of 5.8 ± 3.0; the incomplete phenotype (category B) in 46 (12.5%) participants (average score 2.2 ± 1.7) and the D phenotype in 61 (16.6%, average score 6.5 ± 3.8). Asymptomatic carriers were 104 (subcategory C, 28.3%, score 0.0 ± 0.2). Time from symptoms onset was higher for patients with A (15.8 ± 11.1 years) and D phenotype (13.3 ± 11.9) than for patients with B phenotype (7.3 ± 9.0). The practice of sports was associated with lower FSHD score (-17%) in participants with A phenotype (MR = 0.83, 95% CI = 0.73-0.95, p = 0.007) and by 33% in participants with D phenotype (MR = 0.67, 95% CI = 0.51-0.89, p = 0.006). Conversely, no improvement was observed in participants with incomplete phenotype with mild severity (B). CONCLUSIONS PAs at a young age are associated with a lower clinical score in the adult A and D FSHD subcategories. These results corroborate the need to consider PAs at the young age as a fundamental indicator for the correct clinical stratification of the disease and its possible evolution.
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Affiliation(s)
- Cinzia Bettio
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, via G. Campi 287, Modena, 41125, Italy
| | - Federico Banchelli
- Unit of Statistical and Methodological Support to Clinical Research, Azienda Ospedaliero-Universitaria, Modena, Italy
| | - Valentina Salsi
- Department of Life Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Roberto Vicini
- Unit of Statistical and Methodological Support to Clinical Research, Azienda Ospedaliero-Universitaria, Modena, Italy
| | - Oscar Crisafulli
- Centro di Ricerca Interdipartimentale nelle Attività Motorie e Sportive (CRIAMS)-Sport Medicine Centre, University of Pavia, Voghera, Italy
| | - Lucia Ruggiero
- Department of Neurosciences, Reproductive and Odontostomatological Sciences, University Federico II of Naples, Naples, Italy
| | - Giulia Ricci
- Department of Clinical and Experimental Medicine, Neurological Clinic, University of Pisa, Pisa, Italy
| | - Elisabetta Bucci
- Department of Neuroscience, Mental Health and Sensory Organs, S. Andrea Hospital, University of Rome "La Sapienza", Rome, Italy
| | | | - Angela Berardinelli
- Unit of Child Neurology and Psychiatry, IRCCS "C. Mondino" Foundation, Pavia, Italy
| | - Silvia Bonanno
- Neuroimmunology and Neuromuscular diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Maria Grazia D'Angelo
- NeuroMuscular Unit, Scientific Institute IRCCS E. Medea, Bosisio Parini (Lecco), Italy
| | - Antonio Di Muzio
- Center for Neuromuscular Disease, CeSI, University "G. D'Annunzio", Chieti, Italy
| | | | - Erica Frezza
- Unit Malattie Neuromuscolari, Policlinico e Università di Roma Tor Vergata, Roma, Italy
| | - Lorenzo Maggi
- Neuroimmunology and Neuromuscular diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Tiziana Mongini
- Department of Neurosciences "Rita Levi Montalcini", Center for Neuromuscular Diseases, University of Turin, Turin, Italy
| | - Elena Pegoraro
- Department of Neurosciences, University of Padua, Padua, Italy
| | - Carmelo Rodolico
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Marina Scarlato
- INSPE and Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Gaetano Vattemi
- Department of Neurosciences, Biomedicine and Movement Sciences, Section of Clinical Neurology, University of Verona, Verona, Italy
| | - Daniele Velardo
- Neurology Unit, Foundation IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Giuliano Tomelleri
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, via G. Campi 287, Modena, 41125, Italy
| | - Roberto D'Amico
- Unit of Statistical and Methodological Support to Clinical Research, Azienda Ospedaliero-Universitaria, Modena, Italy
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Giuseppe D'Antona
- Centro di Ricerca Interdipartimentale nelle Attività Motorie e Sportive (CRIAMS)-Sport Medicine Centre, University of Pavia, Voghera, Italy
- Department of Public Health, Experimental and Forensic Medicine, University of Pavia, Pavia, Italy
| | - Rossella Tupler
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, via G. Campi 287, Modena, 41125, Italy.
- Department of Molecular Cell and Cancer Biology, University of Massachusetts Medical School, Worcester, USA.
- Li Weibo Institute for Rare Diseases Research, University of Massachusetts Medical School, Worcester, USA.
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McNiff MM, Hawkins S, Haase B, Bullivant J, McIver T, Mitelman O, Emery N, Tasca G, Voermans N, Diaz-Manera J. Facioscapulohumeral Muscular Dystrophy European Patient Survey: Assessing Patient Reported Disease Burden and Preferences in Clinical Trial Participation. J Neuromuscul Dis 2024; 11:459-472. [PMID: 38277300 DOI: 10.3233/jnd-230171] [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] [Indexed: 01/28/2024]
Abstract
Background Facioscapulohumeral muscular dystrophy (FSHD) is a genetic disorder characterized by progressive muscle weakness leading to permanent disability. There are no curative treatments, however, there are several upcoming clinical trials testing new therapies in FSHD. Objective This study aimed to explore the disease burden and patient preferences of people with FSHD to ensure that clinical trials can be designed to include outcome measures that are relevant and important to patients. Methods A survey was developed with a steering committee clinicians and physiotherapists with relevant experience in the disease, patient representatives, a registry expert and industry consultants. Themes of the survey included; participant demographics, disease progression and impact on function, factors encouraging or discouraging clinical trial participation, and positive outcomes of a clinical trial. Results 1147 participants responded to the online survey, representing 26 countries across Europe and a range of disease severities. The study highlighted the key symptoms causing concern for FSHD patients - muscle weakness and mobility issues - reflecting what participants want targeted for future therapies. The need for clear information and communication throughout clinical trials was emphasised. Factors most encouraging trial participation included access to new investigational therapies, access to trial results and benefits for the FSHD community. Factors most discouraging trial participation included travel related issues and fear of side effects. Conclusions The results from this study identify the patient reported burden of FSHD and should provide researchers and industry with areas of therapeutic research that would be meaningful to patients, as well as supporting the development of patient centric outcome measures in clinical trials.
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Affiliation(s)
- Megan M McNiff
- John Walton Muscular Dystrophy Research Centre, Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, UK
| | - Sheila Hawkins
- FSHD Europe, Radboud University Medical Centre, Department of Neurology, HB Nijmegen, TheNetherlands
| | - Bine Haase
- FSHD Europe, Radboud University Medical Centre, Department of Neurology, HB Nijmegen, TheNetherlands
| | - Joanne Bullivant
- John Walton Muscular Dystrophy Research Centre, Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, UK
| | - Tammy McIver
- F. Hoffmann-La Roche Ltd, PD Data Sciences, Welwyn Garden City, UK
| | | | - Nicholas Emery
- The Robert Jones and Agnes Hunt Orthopaedic Hospital, Oswestry, UK
| | - Giorgio Tasca
- John Walton Muscular Dystrophy Research Centre, Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, UK
- Unità Operativa Complessa di Neurologia, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Nicol Voermans
- FSHD Europe, Radboud University Medical Centre, Department of Neurology, HB Nijmegen, TheNetherlands
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jordi Diaz-Manera
- John Walton Muscular Dystrophy Research Centre, Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, UK
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Oh S, Joo HJ, Sohn JW, Park S, Jang JS, Seong J, Park KJ, Lee SH. Cloud-based digital healthcare development for precision medical hospital information system. Per Med 2023; 20:435-444. [PMID: 37811595 DOI: 10.2217/pme-2023-0074] [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] [Indexed: 10/10/2023]
Abstract
Aim: This study aims to develop a cloud-based digital healthcare system for precision medical hospital information systems (P-HIS). Methods: In 2020, international standardization of P-HIS clinical terms and codes was performed. In 2021, South Korea's first tertiary hospital cloud was established and implemented successfully. Results: P-HIS was applied at Korea's first tertiary general hospital. Common data model-compatible precision medicine/medical service solutions were developed for medical support. Ultrahigh-quality medical data for precision medicine were acquired and built using big data. Joint global commercialization and dissemination/spreading were achieved using the P-HIS consortium and global common data model-based observational medical outcome partnership network. Conclusion: To provide personalized precision medical services in the future, establishing and using big medical data is essential.
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Affiliation(s)
- SeJun Oh
- Human Behavior & Genetic Institute, Associate Research Center, Korea University, Seoul, 02841, Republic of Korea
| | - Hyung Joon Joo
- Division of Cardiology, Cardiovascular Center, Korea University Anam Hospital, Korea University of College of Medicine, Seoul, 02841, Republic of Korea
| | - Jang Wook Sohn
- Division of Infectious Disease, Department of Internal Medicine, Korea University College of Medicine, Seoul, 02841, Republic of Korea
| | - Sangsoo Park
- Division of Global Sport Studies, Korea University Sejong Campus, Sejong, 30019, Republic of Korea
| | - Jin Su Jang
- Human Behavior & Genetic Institute, Associate Research Center, Korea University, Seoul, 02841, Republic of Korea
| | - Jiwon Seong
- Korea University Medicine Center, Seoul, Biomedical Research Institute, Seoul, 02841, Republic of Korea
- Huniverse, Seoul, 02566, Republic of Korea
| | | | - Sang Heon Lee
- Department of Physical Medicine and Rehabilitation, Korea University Medical Center, Seoul, 02841, Republic of Korea
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Al-Shomar AM, Al-Qurish M, Aljedaani W. A novel framework for remote management of social media big data analytics. SOCIAL NETWORK ANALYSIS AND MINING 2022. [DOI: 10.1007/s13278-022-00996-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
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Caputo V, Megalizzi D, Fabrizio C, Termine A, Colantoni L, Caltagirone C, Giardina E, Cascella R, Strafella C. Update on the Molecular Aspects and Methods Underlying the Complex Architecture of FSHD. Cells 2022; 11:cells11172687. [PMID: 36078093 PMCID: PMC9454908 DOI: 10.3390/cells11172687] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 08/24/2022] [Accepted: 08/26/2022] [Indexed: 11/16/2022] Open
Abstract
Despite the knowledge of the main mechanisms involved in facioscapulohumeral muscular dystrophy (FSHD), the high heterogeneity and variable penetrance of the disease complicate the diagnosis, characterization and genotype–phenotype correlation of patients and families, raising the need for further research and data. Thus, the present review provides an update of the main molecular aspects underlying the complex architecture of FSHD, including the genetic factors (related to D4Z4 repeated units and FSHD-associated genes), epigenetic elements (D4Z4 methylation status, non-coding RNAs and high-order chromatin interactions) and gene expression profiles (FSHD transcriptome signatures both at bulk tissue and single-cell level). In addition, the review will also describe the methods currently available for investigating the above-mentioned features and how the resulting data may be combined with artificial-intelligence-based pipelines, with the purpose of developing a multifunctional tool tailored to enhancing the knowledge of disease pathophysiology and progression and fostering the research for novel treatment strategies, as well as clinically useful biomarkers. In conclusion, the present review highlights how FSHD should be regarded as a disease characterized by a molecular spectrum of genetic and epigenetic factors, whose alteration plays a differential role in DUX4 repression and, subsequently, contributes to determining the FSHD phenotype.
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Affiliation(s)
- Valerio Caputo
- Genomic Medicine Laboratory-UILDM, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy
| | - Domenica Megalizzi
- Genomic Medicine Laboratory-UILDM, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy
| | - Carlo Fabrizio
- Data Science Unit, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
| | - Andrea Termine
- Data Science Unit, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
| | - Luca Colantoni
- Genomic Medicine Laboratory-UILDM, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
| | - Carlo Caltagirone
- Department of Clinical and Behavorial Neurology, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
| | - Emiliano Giardina
- Genomic Medicine Laboratory-UILDM, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy
- Correspondence: ; Tel.: +39-0651501550
| | - Raffaella Cascella
- Genomic Medicine Laboratory-UILDM, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy
| | - Claudia Strafella
- Genomic Medicine Laboratory-UILDM, Santa Lucia Foundation IRCCS, 00179 Rome, Italy
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy
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