1
|
van der Laan L, Lauffer P, Rooney K, Silva A, Haghshenas S, Relator R, Levy MA, Trajkova S, Huisman SA, Bijlsma EK, Kleefstra T, van Bon BW, Baysal Ö, Zweier C, Palomares-Bralo M, Fischer J, Szakszon K, Faivre L, Piton A, Mesman S, Hochstenbach R, Elting MW, van Hagen JM, Plomp AS, Mannens MMAM, Alders M, van Haelst MM, Ferrero GB, Brusco A, Henneman P, Sweetser DA, Sadikovic B, Vitobello A, Menke LA. DNA methylation episignature and comparative epigenomic profiling for Pitt-Hopkins syndrome caused by TCF4 variants. HGG Adv 2024:100289. [PMID: 38571311 DOI: 10.1016/j.xhgg.2024.100289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 03/26/2024] [Accepted: 03/26/2024] [Indexed: 04/05/2024] Open
Abstract
BACKGROUND Pitt-Hopkins syndrome (PTHS) is a neurodevelopmental disorder caused by pathogenic variants in TCF4, leading to intellectual disability, specific morphological features, and autonomic nervous system dysfunction. Epigenetic dysregulation has been implicated in PTHS, prompting the investigation of a DNA methylation (DNAm) "episignature" specific to PTHS, for diagnostic purposes and variant reclassification, and further functional insights into the molecular pathophysiology of this disorder. METHODS A cohort of 67 individuals with genetically confirmed PTHS and three individuals with intellectual disability and a variant of uncertain significance (VUS) in TCF4 were studied. The DNAm episignature was developed with an Infinium Methylation EPIC BeadChip array analysis, using peripheral blood cells. Support vector machine (SVM) modeling and clustering methods were employed to generate a DNAm classifier for PTHS. Validation was extended to an additional cohort of 11 individuals with PTHS. The episignature was further assessed in relation to other neurodevelopmental disorders and its specificity was examined. RESULTS A specific DNAm episignature for PTHS was established. The classifier exhibited high sensitivity for TCF4 haploinsufficiency and missense variants in the basic helix-loop-helix domain. Notably, seven individuals with TCF4 variants exhibited negative episignatures, suggesting complexities related to mosaicism, genetic factors, and environmental influences. The episignature displayed degrees of overlap with other related disorders and biological pathways. CONCLUSIONS This study defines a DNAm episignature for TCF4-related PTHS, enabling improved diagnostic accuracy and VUS reclassification. The finding that some cases scored negative underscores the potential for multiple or nested episignatures and emphasizes the need for continued investigation to enhance specificity and coverage across PTHS-related variants.
Collapse
Affiliation(s)
- Liselot van der Laan
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Peter Lauffer
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Kathleen Rooney
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Ananília Silva
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada
| | - Slavica Trajkova
- Department of Medical Sciences, University of Torino, Torino, Italy
| | - Sylvia A Huisman
- Amsterdam UMC location University of Amsterdam, Emma Children's hospital, Department of Pediatrics, Amsterdam, The Netherlands; Zodiak, Prinsenstichting, Purmerend, The Netherlands
| | - Emilia K Bijlsma
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Tjitske Kleefstra
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Bregje W van Bon
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Özlem Baysal
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Christiane Zweier
- Department of Human Genetics, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany; Department of Human Genetics, University of Bern, Inselspital Universitätsspital Bern, Bern, Switzerland
| | - María Palomares-Bralo
- Institute of Medical and Molecular Genetics (INGEMM), La Paz University Hospital, Madrid, Spain
| | - Jan Fischer
- Institute for Clinical Genetics, University Hospital Carl Gustav Carus at the Technische Universität Dresden, Dresden, Germany
| | - Katalin Szakszon
- Institute of Paediatrics, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Laurence Faivre
- UFR Des Sciences de Santé, INSERM-Université de Bourgogne UMR1231 GAD « Génétique des Anomalies du Développement », FHUTRANSLAD, Dijon, France; CHU Dijon Bourgogne, Centre de Génétique, Centre de Référence Maladies Rares «Anomalies du Développement et Syndromes Malformatifs», FHU-TRANSLDAD, Dijon, France
| | - Amélie Piton
- Genetic diagnosis laboratories, Strasbourg Universitary Hospital, Strasbourg, 67000, France
| | - Simone Mesman
- Swammerdam Institute for Life Sciences, FNWI, University of Amsterdam, Amsterdam, The Netherlands
| | - Ron Hochstenbach
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Mariet W Elting
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Johanna M van Hagen
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Astrid S Plomp
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Marcel M A M Mannens
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Mariëlle Alders
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Mieke M van Haelst
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - Giovanni B Ferrero
- Department of Public Health and Pediatrics, University of Torino, Turin, Italy
| | - Alfredo Brusco
- Department of Medical Sciences, University of Torino, Turin, Italy
| | - Peter Henneman
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands
| | - David A Sweetser
- Division of Medical Genetics and Metabolism and Center for Genomic Medicine, Massachusetts General for Children, Boston, Massachusetts
| | - Bekim Sadikovic
- Department of Human Genetics, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Reproduction & Development, Amsterdam, The Netherlands; Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Antonio Vitobello
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France Amsterdam Neuroscience - Cellular & Molecular Mechanisms, Amsterdam, The Netherlands
| | - Leonie A Menke
- Amsterdam Reproduction & Development, Amsterdam, The Netherlands; Amsterdam UMC location University of Amsterdam, Emma Children's hospital, Department of Pediatrics, Amsterdam, The Netherlands.
| |
Collapse
|
2
|
Karimi K, Mol MO, Haghshenas S, Relator R, Levy MA, Kerkhof J, McConkey H, Brooks A, Zonneveld-Huijssoon E, Gerkes EH, Tedder ML, Vissers L, Salzano E, Piccione M, Asaftei SD, Carli D, Mussa A, Shukarova-Angelovska E, Trajkova S, Brusco A, Merla G, Alders MM, Bouman A, Sadikovic B. Identification of DNA methylation episignature for the intellectual developmental disorder, autosomal dominant 21 syndrome, caused by variants in the CTCF gene. Genet Med 2024; 26:101041. [PMID: 38054406 DOI: 10.1016/j.gim.2023.101041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 11/30/2023] [Accepted: 11/30/2023] [Indexed: 12/07/2023] Open
Abstract
PURPOSE The main objective of this study was to assess clinical features and genome-wide DNA methylation profiles in individuals affected by intellectual developmental disorder, autosomal dominant 21 (IDD21) syndrome, caused by variants in the CCCTC-binding factor (CTCF) gene. METHODS DNA samples were extracted from peripheral blood of 16 individuals with clinical features and genetic findings consistent with IDD21. DNA methylation analysis was performed using the Illumina Infinium Methylation EPIC Bead Chip microarrays. The methylation levels were fitted in a multivariate linear regression model to identify the differentially methylated probes. A binary support vector machine classification model was constructed to differentiate IDD21 samples from controls. RESULTS We identified a highly specific, reproducible, and sensitive episignature associated with CTCF variants. Six variants of uncertain significance were tested, of which 2 mapped to the IDD21 episignature and clustered alongside IDD21 cases in both heatmap and multidimensional scaling plots. Comparison of the genomic DNA methylation profile of IDD21 with that of 56 other neurodevelopmental disorders provided insights into the underlying molecular pathophysiology of this disorder. CONCLUSION The robust and specific CTCF/IDD21 episignature expands the growing list of neurodevelopmental disorders with distinct DNA methylation profiles, which can be applied as supporting evidence in variant classification.
Collapse
Affiliation(s)
- Karim Karimi
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada
| | - Merel O Mol
- Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada
| | - Alice Brooks
- Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Evelien Zonneveld-Huijssoon
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Erica H Gerkes
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Lisenka Vissers
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Emanuela Salzano
- Medical Genetics Unit, AOOR Villa Sofia-Cervello Hospitals, Palermo, Italy
| | - Maria Piccione
- Medical Genetics Unit, AOOR Villa Sofia-Cervello Hospitals, Palermo, Italy; Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, University of Palermo, Palermo, Italy
| | - Sebastian Dorin Asaftei
- Pediatric Onco-Hematology, Regina Margherita Children's Hospital, Città della Salute e della Scienza di Torino, Torino, Italy
| | - Diana Carli
- Department of Medical Sciences, University of Turin, Turin, Italy; Immunogenetics and Transplant Biology Service, Città della Salute e della Scienza University Hospital, Turin, Italy
| | - Alessandro Mussa
- Department of Public Health and Pediatrics, University of Turin, Turin, Italy
| | - Elena Shukarova-Angelovska
- Department of Endocrinology and Genetics, University Clinic for Children's Diseases, Medical Faculty, University Sv. Kiril i Metodij, Skopje, North Macedonia
| | - Slavica Trajkova
- Department of Medical Sciences, University of Turin, Turin, Italy
| | - Alfredo Brusco
- Department of Medical Sciences, University of Turin, Turin, Italy; Medical Genetics Unit, Città della Salute e della Scienza University Hospital, Turin, Italy
| | - Giuseppe Merla
- Laboratory of Regulatory and Functional Genomics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo (Foggia), Italy; Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, Naples, Italy
| | - Marielle M Alders
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Arjan Bouman
- Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands.
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Canada; Department of Pathology and Laboratory Medicine, Western University, London, Canada.
| |
Collapse
|
3
|
van der Laan L, Karimi K, Rooney K, Lauffer P, McConkey H, Caro P, Relator R, Levy MA, Bhai P, Mignot C, Keren B, Briuglia S, Sobering AK, Li D, Vissers LELM, Dingemans AJM, Valenzuela I, Verberne EA, Misra-Isrie M, Zwijnenburg PJG, Waisfisz Q, Alders M, Sailer S, Schaaf CP, Mannens MMAM, Sadikovic B, van Haelst MM, Henneman P. DNA methylation episignature, extension of the clinical features, and comparative epigenomic profiling of Hao-Fountain syndrome caused by variants in USP7. Genet Med 2024; 26:101050. [PMID: 38126281 DOI: 10.1016/j.gim.2023.101050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 12/06/2023] [Accepted: 12/11/2023] [Indexed: 12/23/2023] Open
Abstract
PURPOSE Hao-Fountain syndrome (HAFOUS) is a neurodevelopmental disorder caused by pathogenic variants in USP7. HAFOUS is characterized by developmental delay, intellectual disability, speech delay, behavioral abnormalities, autism spectrum disorder, seizures, hypogonadism, and mild dysmorphic features. We investigated the phenotype of 18 participants with HAFOUS and performed DNA methylation (DNAm) analysis, aiming to generate a diagnostic biomarker. Furthermore, we performed comparative analysis with known episignatures to gain more insight into the molecular pathophysiology of HAFOUS. METHODS We assessed genomic DNAm profiles of 18 individuals with pathogenic variants and variants of uncertain significance (VUS) in USP7 to map and validate a specific episignature. The comparison between the USP7 cohort and 56 rare genetic disorders with earlier reported DNAm episignatures was performed with statistical and functional correlation. RESULTS We mapped a sensitive and specific DNAm episignature for pathogenic variants in USP7 and utilized this to reclassify the VUS. Comparative epigenomic analysis showed evidence of HAFOUS similarity to a number of other rare genetic episignature disorders. CONCLUSION We discovered a sensitive and specific DNAm episignature as a robust diagnostic biomarker for HAFOUS that enables VUS reclassification in USP7. We also expand the phenotypic spectrum of 9 new and 5 previously reported individuals with HAFOUS.
Collapse
Affiliation(s)
- Liselot van der Laan
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Karim Karimi
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada; Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Kathleen Rooney
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada; Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Peter Lauffer
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada; Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Pilar Caro
- Institute of Human Genetics, Heidelberg University, Heidelberg, Germany
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada
| | - Pratibha Bhai
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada
| | - Cyril Mignot
- APHP Sorbonne Université, Département de Génétique, Groupe Hospitalier Pitié-Salpêtrière, Paris, France; Hôpital Armand Trousseau, Paris, France AND Centre de Référence Déficiences Intellectuelles de Causes Rares, Paris, France
| | - Boris Keren
- APHP Sorbonne Université, Département de Génétique, Groupe Hospitalier Pitié-Salpêtrière, Paris, France
| | - Silvana Briuglia
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Messina, Italy
| | - Andrew K Sobering
- AU/UGA Medical Partnership Campus of the Medical College of Georgia, Athens, Georgia; Windward Islands Research and Education Foundation, True Blue, St. George's, Grenada; St. George's University School of Medicine, Department of Biochemistry, Grenada
| | - Dong Li
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA; Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA; Department of Pediatrics, University of Pennsylvania Perelman school of Medicine, Philadelphia, PA
| | - Lisenka E L M Vissers
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | | | - Irene Valenzuela
- Àrea de Genètica Clínica i Malalties Minoritàries, Hospital Vall d'Hebron, Barcelona, Spain
| | - Eline A Verberne
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Mala Misra-Isrie
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Petra J G Zwijnenburg
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Quinten Waisfisz
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Mariëlle Alders
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Sebastian Sailer
- Institute of Human Genetics, Heidelberg University, Heidelberg, Germany
| | | | - Marcel M A M Mannens
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, Canada; Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada.
| | - Mieke M van Haelst
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Peter Henneman
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands.
| |
Collapse
|
4
|
Rots D, Rooney K, Relator R, Kerkhof J, McConkey H, Pfundt R, Marcelis C, Willemsen MH, van Hagen JM, Zwijnenburg P, Alders M, Õunap K, Reimand T, Fjodorova O, Berland S, Liahjell EB, Bojovic O, Kriek M, Ruivenkamp C, Bonati MT, Brunner HG, Vissers LELM, Sadikovic B, Kleefstra T. Refining the 9q34.3 microduplication syndrome reveals mild neurodevelopmental features associated with a distinct global DNA methylation profile. Clin Genet 2024. [PMID: 38384171 DOI: 10.1111/cge.14498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 01/19/2024] [Accepted: 01/27/2024] [Indexed: 02/23/2024]
Abstract
Precise regulation of gene expression is important for correct neurodevelopment. 9q34.3 deletions affecting the EHMT1 gene result in a syndromic neurodevelopmental disorder named Kleefstra syndrome. In contrast, duplications of the 9q34.3 locus encompassing EHMT1 have been suggested to cause developmental disorders, but only limited information has been available. We have identified 15 individuals from 10 unrelated families, with 9q34.3 duplications <1.5 Mb in size, encompassing EHMT1 entirely. Clinical features included mild developmental delay, mild intellectual disability or learning problems, autism spectrum disorder, and behavior problems. The individuals did not consistently display dysmorphic features, congenital anomalies, or growth abnormalities. DNA methylation analysis revealed a weak DNAm profile for the cases with 9q34.3 duplication encompassing EHMT1, which could segregate the majority of the affected cases from controls. This study shows that individuals with 9q34.3 duplications including EHMT1 gene present with mild non-syndromic neurodevelopmental disorders and DNA methylation changes different from Kleefstra syndrome.
Collapse
Affiliation(s)
- Dmitrijs Rots
- Department of Human Genetics, Radboudumc, Nijmegen, The Netherlands
- Department of Human Genetics Radboudumc, Donders Center for Medical Neuroscience, Nijmegen, The Netherlands
- Department of Clinical Genetics, Erasmus MC, Rotterdam, The Netherlands
- Genetics Laboratory, Children's Clinical University Hospital, Riga, Latvia
| | - Kathleen Rooney
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Rolph Pfundt
- Department of Human Genetics, Radboudumc, Nijmegen, The Netherlands
| | - Carlo Marcelis
- Department of Human Genetics, Radboudumc, Nijmegen, The Netherlands
| | | | - Johanna M van Hagen
- Department of Human Genetics, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Petra Zwijnenburg
- Department of Human Genetics, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Marielle Alders
- Department of Human Genetics, Amsterdam Reproduction & development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Katrin Õunap
- Department of Clinical Genetics, Genetics and Personalized Medicine Clinic, Tartu University Hospital, Tartu, Estonia
- Department of Clinical Genetics, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Tiia Reimand
- Department of Clinical Genetics, Genetics and Personalized Medicine Clinic, Tartu University Hospital, Tartu, Estonia
- Department of Clinical Genetics, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Olga Fjodorova
- Department of Laboratory Genetics, Genetics and Personalized Medicine Clinic, Tartu University Hospital, Tartu, Estonia
| | - Siren Berland
- Department of Mental Health, Møre og Romsdal Hospital Trust, Ålesund, Norway
| | | | - Ognjen Bojovic
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Marjolein Kriek
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Claudia Ruivenkamp
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Maria Teresa Bonati
- Department of Genetics, Institute for Maternal and Child Health IRCCS Burlo Garofolo, Trieste, Italy
| | - Han G Brunner
- Department of Human Genetics, Radboudumc, Nijmegen, The Netherlands
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Lisenka E L M Vissers
- Department of Human Genetics, Radboudumc, Nijmegen, The Netherlands
- Department of Human Genetics Radboudumc, Donders Center for Medical Neuroscience, Nijmegen, The Netherlands
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Tjitske Kleefstra
- Department of Human Genetics, Radboudumc, Nijmegen, The Netherlands
- Department of Human Genetics Radboudumc, Donders Center for Medical Neuroscience, Nijmegen, The Netherlands
- Department of Clinical Genetics, Erasmus MC, Rotterdam, The Netherlands
| |
Collapse
|
5
|
Kerkhof J, Rastin C, Levy MA, Relator R, McConkey H, Demain L, Dominguez-Garrido E, Kaat LD, Houge SD, DuPont BR, Fee T, Fletcher RS, Gokhale D, Haukanes BI, Henneman P, Hilton S, Hilton BA, Jenkinson S, Lee JA, Louie RJ, Motazacker MM, Rzasa J, Stevenson RE, Plomp A, van der Laan L, van der Smagt J, Walden KK, Banka S, Mannens M, Skinner SA, Friez MJ, Campbell C, Tedder ML, Alders M, Sadikovic B. Diagnostic utility and reporting recommendations for clinical DNA methylation episignature testing in genetically undiagnosed rare diseases. Genet Med 2024; 26:101075. [PMID: 38251460 DOI: 10.1016/j.gim.2024.101075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 01/09/2024] [Accepted: 01/12/2024] [Indexed: 01/23/2024] Open
Abstract
PURPOSE This study aims to assess the diagnostic utility and provide reporting recommendations for clinical DNA methylation episignature testing based on the cohort of patients tested through the EpiSign Clinical Testing Network. METHODS The EpiSign assay utilized unsupervised clustering techniques and a support vector machine-based classification algorithm to compare each patient's genome-wide DNA methylation profile with the EpiSign Knowledge Database, yielding the result that was reported. An international working group, representing distinct EpiSign Clinical Testing Network health jurisdictions, collaborated to establish recommendations for interpretation and reporting of episignature testing. RESULTS Among 2399 cases analyzed, 1667 cases underwent a comprehensive screen of validated episignatures, imprinting, and promoter regions, resulting in 18.7% (312/1667) positive reports. The remaining 732 referrals underwent targeted episignature analysis for assessment of sequence or copy-number variants (CNVs) of uncertain significance or for assessment of clinical diagnoses without confirmed molecular findings, and 32.4% (237/732) were positive. Cases with detailed clinical information were highlighted to describe various utility scenarios for episignature testing. CONCLUSION Clinical DNA methylation testing including episignatures, imprinting, and promoter analysis provided by an integrated network of clinical laboratories enables test standardization and demonstrates significant diagnostic yield and clinical utility beyond DNA sequence analysis in rare diseases.
Collapse
Affiliation(s)
- Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada
| | - Cassandra Rastin
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada
| | - Leigh Demain
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | | | - Laura Donker Kaat
- Department of Clinical Genetics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Sofia Douzgou Houge
- Haukeland University Hospital, Centre for Medical Genetics and Molecular Medicine, Bergen, Norway
| | | | | | | | - David Gokhale
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - Bjørn Ivar Haukanes
- Haukeland University Hospital, Centre for Medical Genetics and Molecular Medicine, Bergen, Norway
| | - Peter Henneman
- Amsterdam University Medical Center, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Sarah Hilton
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | | | - Sarah Jenkinson
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | | | | | - M Mahdi Motazacker
- Amsterdam University Medical Center, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Jessica Rzasa
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada
| | | | - Astrid Plomp
- Department of Clinical Genetics, AMC, Amsterdam, The Netherlands
| | - Liselot van der Laan
- Amsterdam University Medical Center, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Jasper van der Smagt
- Department of Genetics, Utrecht University Medical Center, Utrecht, The Netherlands
| | | | - Siddharth Banka
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, United Kingdom; Division of Evolution, Infection and Genomic Sciences, School of Biological Sciences, University of Manchester, Manchester, United Kingdom
| | - Marcel Mannens
- Amsterdam University Medical Center, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | | | | | - Christopher Campbell
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | | | - Marielle Alders
- Amsterdam University Medical Center, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada.
| |
Collapse
|
6
|
Sabbagh Q, Haghshenas S, Piard J, Trouvé C, Amiel J, Attié-Bitach T, Balci T, Barat-Houari M, Belonis A, Boute O, Brightman DS, Bruel AL, Caraffi SG, Chatron N, Collet C, Dufour W, Edery P, Fong CT, Fusco C, Gatinois V, Gouy E, Guerrot AM, Heide S, Joshi A, Karp N, Keren B, Lesieur-Sebellin M, Levy J, Levy MA, Lozano C, Lyonnet S, Margot H, Marzin P, McConkey H, Michaud V, Nicolas G, Nizard M, Paulet A, Peluso F, Pernin V, Perrin L, Philippe C, Prasad C, Prasad M, Relator R, Rio M, Rondeau S, Ruault V, Ruiz-Pallares N, Sanchez E, Shears D, Siu VM, Sorlin A, Tedder M, Tharreau M, Mau-Them FT, van der Laan L, Van Gils J, Verloes A, Whalen S, Willems M, Yauy K, Zuntini R, Kerkhof J, Sadikovic B, Geneviève D. Clinico-biological refinement of BCL11B-related disorder and identification of an episignature: A series of 20 unreported individuals. Genet Med 2024; 26:101007. [PMID: 37860968 DOI: 10.1016/j.gim.2023.101007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 10/09/2023] [Accepted: 10/09/2023] [Indexed: 10/21/2023] Open
Abstract
PURPOSE BCL11B-related disorder (BCL11B-RD) arises from rare genetic variants within the BCL11B gene, resulting in a distinctive clinical spectrum encompassing syndromic neurodevelopmental disorder, with or without intellectual disability, associated with facial features and impaired immune function. This study presents an in-depth clinico-biological analysis of 20 newly reported individuals with BCL11B-RD, coupled with a characterization of genome-wide DNA methylation patterns of this genetic condition. METHODS Through an international collaboration, clinical and molecular data from 20 individuals were systematically gathered, and a comparative analysis was conducted between this series and existing literature. We further scrutinized peripheral blood DNA methylation profile of individuals with BCL11B-RD, contrasting them with healthy controls and other neurodevelopmental disorders marked by established episignature. RESULTS Our findings unveil rarely documented clinical manifestations, notably including Rubinstein-Taybi-like facial features, craniosynostosis, and autoimmune disorders, all manifesting within the realm of BCL11B-RD. We refine the intricacies of T cell compartment alterations of BCL11B-RD, revealing decreased levels naive CD4+ T cells and recent thymic emigrants while concurrently observing an elevated proportion of effector-memory expressing CD45RA CD8+ T cells (TEMRA). Finally, a distinct DNA methylation episignature exclusive to BCL11B-RD is unveiled. CONCLUSION This study serves to enrich our comprehension of the clinico-biological landscape of BCL11B-RD, potentially furnishing a more precise framework for diagnosis and follow-up of individuals carrying pathogenic BCL11B variant. Moreover, the identification of a unique DNA methylation episignature offers a valuable diagnosis tool for BCL11B-RD, thereby facilitating routine clinical practice by empowering physicians to reevaluate variants of uncertain significance within the BCL11B gene.
Collapse
Affiliation(s)
- Quentin Sabbagh
- Montpellier University, Inserm UMR1183, Centre de Référence « Anomalies du Développement et Syndromes Malformatifs », ERN-ITHACA, Department of Clinical Genetics, University Hospital of Montpellier, Montpellier, France
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, Londo, ON N6A 5W9, Canada
| | - Juliette Piard
- University Hospital of Besançon, Department of Clinical Genetics, Besançon, France
| | - Chloé Trouvé
- University Hospital of Besançon, Department of Clinical Genetics, Besançon, France
| | - Jeanne Amiel
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Tania Attié-Bitach
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Tugce Balci
- University of Western Ontario, London Health Sciences Centre, Department of Pediatrics, London, Ontario, Canada
| | - Mouna Barat-Houari
- University Hospital of Montpellier, Department of Molecular Genetics and Cytogenomics, Montpellier, France
| | - Alyce Belonis
- Cincinnati Children's Hospital Medical Center, Division of Human Genetics, Cincinnati, OH; University of Cincinnati College of Medicine, Department of Pediatrics, Cincinnati, OH
| | - Odile Boute
- University Hospital of Lille, Department of Clinical Genetics, Lille, France
| | - Diana S Brightman
- Cincinnati Children's Hospital Medical Center, Division of Human Genetics, Cincinnati, OH
| | - Ange-Line Bruel
- University Hospital of Dijon, Laboratory of Molecular Genetics and Cytogenetics, Inserm UMR 1231 GAD, Dijon, France
| | | | - Nicolas Chatron
- University Hospital of Lyon, Laboratory of Medical Genetics, AURAGEN Platform, Lyon, France
| | - Corinne Collet
- Robert Debré University Hospital, Department of Clinical Genetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - William Dufour
- University Hospital of Lille, Department of Clinical Genetics, Lille, France
| | - Patrick Edery
- University Hospital of Lyon, Department of Clinical Genetics, Lyon, France
| | - Chin-To Fong
- University of Rochester, Department of Genetics, Rochester, NY
| | - Carlo Fusco
- Azienda USL-IRCCS di Reggio Emilia, Child Neurology and Psychiatry Unit, 42123 Reggio Emilia, Italy
| | - Vincent Gatinois
- University Hospital of Montpellier, Department of Molecular Genetics and Cytogenomics, Montpellier, France
| | - Evan Gouy
- University Hospital of Lyon, Department of Clinical Genetics, Lyon, France
| | - Anne-Marie Guerrot
- Rouen-Normandie University, University Hospital of Rouen, Department of Genetics, Reference Center for Developmental Disorders, Inserm UMR1245, F-76000 Rouen, France
| | - Solveig Heide
- Pitié-Salpêtrière University Hospital, Department of Clinical Genetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Aakash Joshi
- Churchill Hospital, Department of Clinical Genetics, ERN-ITHACA, Oxford, United Kingdom
| | - Natalya Karp
- University of Western Ontario, London Health Sciences Centre, Department of Pediatrics, London, Ontario, Canada
| | - Boris Keren
- Pitié-Salpêtrière University Hospital, Laboratory of Molecular Genetics and Cytogenetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Marion Lesieur-Sebellin
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Jonathan Levy
- Robert Debré University Hospital, Laboratory of Cytogenetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, Londo, ON N6A 5W9, Canada
| | - Claire Lozano
- University Hospital of Montpellier, Department of Immunology, Montpellier, France
| | - Stanislas Lyonnet
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Henri Margot
- University of Bordeaux, University Hospital of Bordeaux, Department of Medical Genetics, MRGM Inserm UMR1211, F-33000 Bordeaux, France
| | - Pauline Marzin
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, Londo, ON N6A 5W9, Canada
| | - Vincent Michaud
- University of Bordeaux, University Hospital of Bordeaux, Department of Medical Genetics, MRGM Inserm UMR1211, F-33000 Bordeaux, France
| | - Gaël Nicolas
- Rouen-Normandie University, University Hospital of Rouen, Department of Genetics, Reference Center for Developmental Disorders, Inserm UMR1245, F-76000 Rouen, France
| | - Mevyn Nizard
- Necker-Enfants Malades University Hospital, Department of Pediatric Endocrinology, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Alix Paulet
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Francesca Peluso
- Azienda USL-IRCCS di Reggio Emilia, Medical Genetics Unit, 42123 Reggio Emilia, Italy
| | - Vincent Pernin
- University of Montpellier, Department of Nephrology, Montpellier, France
| | - Laurence Perrin
- Robert Debré University Hospital, Department of Clinical Genetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Christophe Philippe
- University Hospital of Dijon, Laboratory of Molecular Genetics and Cytogenetics, Inserm UMR 1231 GAD, Dijon, France; Hospital of Metz-Thionville, Mercy Hospital, Laboratory of Genetics, Metz, France
| | - Chitra Prasad
- University of Western Ontario, London Health Sciences Centre, Department of Pediatrics, London, Ontario, Canada
| | - Madhavi Prasad
- University of Western Ontario, London Health Sciences Centre, Department of Pediatrics, London, Ontario, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, Londo, ON N6A 5W9, Canada
| | - Marlène Rio
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Sophie Rondeau
- Paris Cité University, Necker-Enfants Malades University Hospital, Department of Genomic Medicine of Rare Diseases, Imagine Institute, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Valentin Ruault
- Montpellier University, Inserm UMR1183, Centre de Référence « Anomalies du Développement et Syndromes Malformatifs », ERN-ITHACA, Department of Clinical Genetics, University Hospital of Montpellier, Montpellier, France
| | - Nathalie Ruiz-Pallares
- University Hospital of Montpellier, Department of Molecular Genetics and Cytogenomics, Montpellier, France
| | - Elodie Sanchez
- University Hospital of Montpellier, Department of Molecular Genetics and Cytogenomics, Montpellier, France
| | - Debbie Shears
- Churchill Hospital, Department of Clinical Genetics, ERN-ITHACA, Oxford, United Kingdom
| | - Victoria Mok Siu
- University of Western Ontario, London Health Sciences Centre, Department of Pediatrics, London, Ontario, Canada
| | - Arthur Sorlin
- University Hospital of Dijon, Laboratory of Molecular Genetics and Cytogenetics, Inserm UMR 1231 GAD, Dijon, France
| | | | - Mylène Tharreau
- University Hospital of Montpellier, Department of Molecular Genetics and Cytogenomics, Montpellier, France
| | - Frédéric Tran Mau-Them
- University Hospital of Dijon, Laboratory of Molecular Genetics and Cytogenetics, Inserm UMR 1231 GAD, Dijon, France
| | - Liselot van der Laan
- University of Amsterdam, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, AUMC Department of Human Genetics, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Julien Van Gils
- University of Bordeaux, University Hospital of Bordeaux, Department of Medical Genetics, MRGM Inserm UMR1211, F-33000 Bordeaux, France
| | - Alain Verloes
- Robert Debré University Hospital, Department of Clinical Genetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Sandra Whalen
- Pitié-Salpêtrière University Hospital, Department of Clinical Genetics, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Marjolaine Willems
- Montpellier University, Inserm UMR1183, Centre de Référence « Anomalies du Développement et Syndromes Malformatifs », ERN-ITHACA, Department of Clinical Genetics, University Hospital of Montpellier, Montpellier, France
| | - Kévin Yauy
- Montpellier University, Inserm UMR1183, Centre de Référence « Anomalies du Développement et Syndromes Malformatifs », ERN-ITHACA, Department of Clinical Genetics, University Hospital of Montpellier, Montpellier, France
| | - Roberta Zuntini
- Azienda USL-IRCCS di Reggio Emilia, Medical Genetics Unit, 42123 Reggio Emilia, Italy
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, Londo, ON N6A 5W9, Canada
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, Londo, ON N6A 5W9, Canada
| | - David Geneviève
- Montpellier University, Inserm UMR1183, Centre de Référence « Anomalies du Développement et Syndromes Malformatifs », ERN-ITHACA, Department of Clinical Genetics, University Hospital of Montpellier, Montpellier, France.
| |
Collapse
|
7
|
Pagliara D, Ciolfi A, Pedace L, Haghshenas S, Ferilli M, Levy MA, Miele E, Nardini C, Cappelletti C, Relator R, Pitisci A, De Vito R, Pizzi S, Kerkhof J, McConkey H, Nazio F, Kant SG, Di Donato M, Agolini E, Matraxia M, Pasini B, Pelle A, Galluccio T, Novelli A, Barakat TS, Andreani M, Rossi F, Mecucci C, Savoia A, Sadikovic B, Locatelli F, Tartaglia M. Identification of a robust DNA methylation signature for Fanconi anemia. Am J Hum Genet 2023; 110:1938-1949. [PMID: 37865086 PMCID: PMC10645556 DOI: 10.1016/j.ajhg.2023.09.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 09/26/2023] [Accepted: 09/27/2023] [Indexed: 10/23/2023] Open
Abstract
Fanconi anemia (FA) is a clinically variable and genetically heterogeneous cancer-predisposing disorder representing the most common bone marrow failure syndrome. It is caused by inactivating predominantly biallelic mutations involving >20 genes encoding proteins with roles in the FA/BRCA DNA repair pathway. Molecular diagnosis of FA is challenging due to the wide spectrum of the contributing gene mutations and structural rearrangements. The assessment of chromosomal fragility after exposure to DNA cross-linking agents is generally required to definitively confirm diagnosis. We assessed peripheral blood genome-wide DNA methylation (DNAm) profiles in 25 subjects with molecularly confirmed clinical diagnosis of FA (FANCA complementation group) using Illumina's Infinium EPIC array. We identified 82 differentially methylated CpG sites that allow to distinguish subjects with FA from healthy individuals and subjects with other genetic disorders, defining an FA-specific DNAm signature. The episignature was validated using a second cohort of subjects with FA involving different complementation groups, documenting broader genetic sensitivity and demonstrating its specificity using the EpiSign Knowledge Database. The episignature properly classified DNA samples obtained from bone marrow aspirates, demonstrating robustness. Using the selected probes, we trained a machine-learning model able to classify EPIC DNAm profiles in molecularly unsolved cases. Finally, we show that the generated episignature includes CpG sites that do not undergo functional selective pressure, allowing diagnosis of FA in individuals with reverted phenotype due to gene conversion. These findings provide a tool to accelerate diagnostic testing in FA and broaden the clinical utility of DNAm profiling in the diagnostic setting.
Collapse
Affiliation(s)
- Daria Pagliara
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Andrea Ciolfi
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Lucia Pedace
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Marco Ferilli
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Evelina Miele
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Claudia Nardini
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Camilla Cappelletti
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Angela Pitisci
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Rita De Vito
- Department of Laboratories, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Simone Pizzi
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Francesca Nazio
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy
| | - Sarina G Kant
- Department of Clinical Genetics, Erasmus MC University Medical Center, 3015 Rotterdam, the Netherlands
| | - Maddalena Di Donato
- Laboratory of Medical Genetics, Translational Cytogenomics Research Unit, Bambino Gesù Children Hospital, IRCCS, 00146 Rome, Italy
| | - Emanuele Agolini
- Laboratory of Medical Genetics, Translational Cytogenomics Research Unit, Bambino Gesù Children Hospital, IRCCS, 00146 Rome, Italy
| | - Marta Matraxia
- Laboratory of Medical Genetics, Translational Cytogenomics Research Unit, Bambino Gesù Children Hospital, IRCCS, 00146 Rome, Italy
| | - Barbara Pasini
- AOU Città della salute e della scienza di Torino, Molinette's Hospital, 10126 Torino, Italy
| | - Alessandra Pelle
- AOU Città della salute e della scienza di Torino, Molinette's Hospital, 10126 Torino, Italy
| | - Tiziana Galluccio
- Laboratory of Transplant Immunogenetics, Department of Hematology/Oncology, Cell and Gene Therapy, IRCCS Bambino Gesù Children's Hospital, 00146 Rome, Italy
| | - Antonio Novelli
- Laboratory of Medical Genetics, Translational Cytogenomics Research Unit, Bambino Gesù Children Hospital, IRCCS, 00146 Rome, Italy
| | - Tahsin Stefan Barakat
- Department of Clinical Genetics, Erasmus MC University Medical Center, 3015 Rotterdam, the Netherlands; ENCORE Expertise Center for Neurodevelopmental Disorders, Erasmus MC University Medical Center, 3015 Rotterdam, the Netherlands
| | - Marco Andreani
- Laboratory of Transplant Immunogenetics, Department of Hematology/Oncology, Cell and Gene Therapy, IRCCS Bambino Gesù Children's Hospital, 00146 Rome, Italy
| | - Francesca Rossi
- Department of Woman, Child and of General and Specialist Surgery, University of Campania "Luigi Vanvitelli," 80138 Naples, Italy
| | - Cristina Mecucci
- Institute of Hematology and Center for Hemato-Oncology Research, University and Hospital of Perugia, 06123 Perugia, Italy
| | - Anna Savoia
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, 37134 Verona, Italy
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Franco Locatelli
- Department of Hematology/Oncology and Cell and Gene Therapy, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy; Department of Pediatrics, Catholic University of the Sacred Hearth, 00168 Rome, Italy.
| | - Marco Tartaglia
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146 Rome, Italy.
| |
Collapse
|
8
|
LaFlamme CW, Rastin C, Sengupta S, Pennington HE, Russ-Hall SJ, Schneider AL, Bonkowski ES, Almanza Fuerte EP, Galey M, Goffena J, Gibson SB, Allan TJ, Nyaga DM, Lieffering N, Hebbar M, Walker EV, Darnell D, Olsen SR, Kolekar P, Djekidel N, Rosikiewicz W, McConkey H, Kerkhof J, Levy MA, Relator R, Lev D, Lerman-Sagie T, Park KL, Alders M, Cappuccio G, Chatron N, Demain L, Genevieve D, Lesca G, Roscioli T, Sanlaville D, Tedder ML, Hubshman MW, Ketkar S, Dai H, Worley KC, Rosenfeld JA, Chao HT, Neale G, Carvill GL, Wang Z, Berkovic SF, Sadleir LG, Miller DE, Scheffer IE, Sadikovic B, Mefford HC. Diagnostic Utility of Genome-wide DNA Methylation Analysis in Genetically Unsolved Developmental and Epileptic Encephalopathies and Refinement of a CHD2 Episignature. medRxiv 2023:2023.10.11.23296741. [PMID: 37873138 PMCID: PMC10592992 DOI: 10.1101/2023.10.11.23296741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Sequence-based genetic testing currently identifies causative genetic variants in ∼50% of individuals with developmental and epileptic encephalopathies (DEEs). Aberrant changes in DNA methylation are implicated in various neurodevelopmental disorders but remain unstudied in DEEs. Rare epigenetic variations ("epivariants") can drive disease by modulating gene expression at single loci, whereas genome-wide DNA methylation changes can result in distinct "episignature" biomarkers for monogenic disorders in a growing number of rare diseases. Here, we interrogate the diagnostic utility of genome-wide DNA methylation array analysis on peripheral blood samples from 516 individuals with genetically unsolved DEEs who had previously undergone extensive genetic testing. We identified rare differentially methylated regions (DMRs) and explanatory episignatures to discover causative and candidate genetic etiologies in 10 individuals. We then used long-read sequencing to identify DNA variants underlying rare DMRs, including one balanced translocation, three CG-rich repeat expansions, and two copy number variants. We also identify pathogenic sequence variants associated with episignatures; some had been missed by previous exome sequencing. Although most DEE genes lack known episignatures, the increase in diagnostic yield for DNA methylation analysis in DEEs is comparable to the added yield of genome sequencing. Finally, we refine an episignature for CHD2 using an 850K methylation array which was further refined at higher CpG resolution using bisulfite sequencing to investigate potential insights into CHD2 pathophysiology. Our study demonstrates the diagnostic yield of genome-wide DNA methylation analysis to identify causal and candidate genetic causes as ∼2% (10/516) for unsolved DEE cases.
Collapse
|
9
|
Picketts D, Mirzaa G, Yan K, Relator R, Timpano S, Yalcin B, Collins S, Ziegler A, Pao E, Oyama N, Brischoux-Boucher E, Piard J, Monaghan K, Sacoto MG, Dobyns W, Park K, Fernández-Mayoralas D, Fernández-Jaén A, Jayakar P, Brusco A, Antona V, Giorgio E, Kvarnung M, Isidor B, Conrad S, Cogné B, Deb W, Stuurman KE, Sterbova K, Smal N, Weckhuysen S, Oegema R, Innes M, Latsko M, Ben-Omran T, Yeh R, Kruer M, Bakhtiari S, Papavasiliou A, Moutton S, Nambot S, Chanprasert S, Paolucci S, Miller K, Burton B, Kim K, O'Heir E, Bruwer Z, Donald K, Kleefstra T, Goldstein A, Angle B, Bontempo K, Miny P, Joset P, Demurger F, Hobson E, Pang L, Carpenter L, Li D, Bonneau D, Sadikovic B. Pathogenic variants in SMARCA1 cause an X-linked neurodevelopmental disorder modulated by NURF complex composition. Res Sq 2023:rs.3.rs-3317938. [PMID: 37841849 PMCID: PMC10571636 DOI: 10.21203/rs.3.rs-3317938/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/17/2023]
Abstract
Pathogenic variants in ATP-dependent chromatin remodeling proteins are a recurrent cause of neurodevelopmental disorders (NDDs). The NURF complex consists of BPTF and either the SNF2H (SMARCA5) or SNF2L (SMARCA1) ISWI-chromatin remodeling enzyme. Pathogenic variants in BPTF and SMARCA5 were previously implicated in NDDs. Here, we describe 40 individuals from 30 families with de novo or maternally inherited pathogenic variants in SMARCA1. This novel NDD was associated with mild to severe ID/DD, delayed or regressive speech development, and some recurrent facial dysmorphisms. Individuals carrying SMARCA1 loss-of-function variants exhibited a mild genome-wide DNA methylation profile and a high penetrance of macrocephaly. Genetic dissection of the NURF complex using Smarca1, Smarca5, and Bptfsingle and double mouse knockouts revealed the importance of NURF composition and dosage for proper forebrain development. Finally, we propose that genetic alterations affecting different NURF components result in a NDD with a broad clinical spectrum.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Emily Pao
- Seattle Children's Research Institute
| | | | | | | | | | | | | | - Kristen Park
- University of Colorado Denver School of Medicine
| | | | - Alberto Fernández-Jaén
- Department of Pediatrics and Neurology, Hospital Universitario Quirónsalud, School of Medicine, Universidad Europea de Madrid
| | - Parul Jayakar
- Division of Genetics and Metabolism, Nicklaus Children's Hospital
| | | | | | | | | | | | | | | | | | - K E Stuurman
- Department of Clinical Genetics, Erasmus University Medical Center
| | | | | | | | | | | | - Maeson Latsko
- The Steve and Cindy Rasmussen Institute for Genomic Medicine
| | | | | | | | | | | | | | - Sophie Nambot
- Centre de Génétique et Centre de référence «Anomalies du Développement et Syndromes Malformatifs», Hôpital d'Enfants, Centre Hospitalier
| | | | | | | | | | | | | | | | - Kirsten Donald
- Division of Developmental Paediatrics, Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, Klipfontein Road/Private Bag, Rondebosch, 7700/7701, Cape Town, South A
| | | | | | | | | | | | | | | | | | | | | | - Dong Li
- The Children's Hospital of Philadelphia
| | - Dominique Bonneau
- Department of Biochemistry and Genetics, University Hospital of Angers, F-49000
| | | |
Collapse
|
10
|
van der Laan L, Rooney K, Haghshenas S, Silva A, McConkey H, Relator R, Levy MA, Valenzuela I, Trujillano L, Lasa-Aranzasti A, Campos B, Castells N, Verberne EA, Maas S, Alders M, Mannens MMAM, van Haelst MM, Sadikovic B, Henneman P. Functional Insight into and Refinement of the Genomic Boundaries of the JARID2-Neurodevelopmental Disorder Episignature. Int J Mol Sci 2023; 24:14240. [PMID: 37762546 PMCID: PMC10531903 DOI: 10.3390/ijms241814240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 09/15/2023] [Accepted: 09/16/2023] [Indexed: 09/29/2023] Open
Abstract
JARID2 (Jumonji, AT-rich interactive domain 2) haploinsufficiency is associated with a clinically distinct neurodevelopmental syndrome. It is characterized by intellectual disability, developmental delay, autistic features, behavior abnormalities, cognitive impairment, hypotonia, and dysmorphic features. JARID2 acts as a transcriptional repressor protein that is involved in the regulation of histone methyltransferase complexes. JARID2 plays a role in the epigenetic machinery, and the associated syndrome has an identified DNA methylation episignature derived from sequence variants and intragenic deletions involving JARID2. For this study, our aim was to determine whether patients with larger deletions spanning beyond JARID2 present a similar DNA methylation episignature and to define the critical region involved in aberrant DNA methylation in 6p22-p24 microdeletions. We examined the DNA methylation profiles of peripheral blood from 56 control subjects, 13 patients with (likely) pathogenic JARID2 variants or patients carrying copy number variants, and three patients with JARID2 VUS variants. The analysis showed a distinct and strong differentiation between patients with (likely) pathogenic variants, both sequence and copy number, and controls. Using the identified episignature, we developed a binary model to classify patients with the JARID2-neurodevelopmental syndrome. DNA methylation analysis indicated that JARID2 is the driver gene for aberrant DNA methylation observed in 6p22-p24 microdeletions. In addition, we performed analysis of functional correlation of the JARID2 genome-wide methylation profile with the DNA methylation profiles of 56 additional neurodevelopmental disorders. To conclude, we refined the critical region for the presence of the JARID2 episignature in 6p22-p24 microdeletions and provide insight into the functional changes in the epigenome observed when regulation by JARID2 is lost.
Collapse
Affiliation(s)
- Liselot van der Laan
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Kathleen Rooney
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada (R.R.)
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada (R.R.)
| | - Ananília Silva
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada (R.R.)
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada (R.R.)
| | - Michael A. Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada (R.R.)
| | - Irene Valenzuela
- Medicine Genetics Group, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
- Department of Clinical and Molecular Genetics, Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
| | - Laura Trujillano
- Medicine Genetics Group, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
- Department of Clinical and Molecular Genetics, Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
| | - Amaia Lasa-Aranzasti
- Medicine Genetics Group, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
- Department of Clinical and Molecular Genetics, Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
| | - Berta Campos
- Medicine Genetics Group, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
- Department of Clinical and Molecular Genetics, Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
| | - Neus Castells
- Medicine Genetics Group, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
- Department of Clinical and Molecular Genetics, Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, 129, 08035 Barcelona, Spain
| | - Eline A. Verberne
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Saskia Maas
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Mariëlle Alders
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Marcel M. A. M. Mannens
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Mieke M. van Haelst
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Bekim Sadikovic
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON N6A 5W9, Canada (R.R.)
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Peter Henneman
- Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| |
Collapse
|
11
|
Vos N, Reilly J, Elting MW, Campeau PM, Coman D, Stark Z, Tan TY, Amor DJ, Kaur S, StJohn M, Morgan AT, Kamien BA, Patel C, Tedder ML, Merla G, Prontera P, Castori M, Muru K, Collins F, Christodoulou J, Smith J, Zeev BB, Murgia A, Leonardi E, Esber N, Martinez-Monseny A, Casas-Alba D, Wallis M, Mannens M, Levy MA, Relator R, Alders M, Sadikovic B. DNA methylation episignatures are sensitive and specific biomarkers for detection of patients with KAT6A/ KAT6B variants. Epigenomics 2023. [PMID: 37249002 DOI: 10.2217/epi-2023-0079] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2023] Open
Abstract
Accurate diagnosis for patients living with neurodevelopmental disorders is often met with numerous challenges, related to the ambiguity of findings and lack of specificity in genetic variants leading to pathology. Genome-wide DNA methylation analysis has been used to develop highly sensitive and specific 'episignatures' as biomarkers capable of differentiating and classifying complex neurodevelopmental disorders. In this study we describe distinct episignatures for KAT6A syndrome, caused by pathogenic variants in the lysine acetyltransferase A gene (KAT6A), and for the two neurodevelopmental disorders associated with lysine acetyl transferase B (KAT6B). We demonstrate the ability of our models to differentiate between highly overlapping episignatures, increasing the ability to effectively identify and diagnose these conditions.
Collapse
Affiliation(s)
- Niels Vos
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105, AZ, Amsterdam, The Netherlands
| | - Jack Reilly
- Department of Pathology & Laboratory Medicine, Western University, London, ON, N6A 5C1, Canada
| | - Mariet W Elting
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105, AZ, Amsterdam, The Netherlands
| | - Philippe M Campeau
- Department of Pediatrics, Sainte-Justine UHC & University of Montreal, Montreal, QC, H3T 1C5, Canada
| | - David Coman
- Department of Metabolic Medicine, Queensland Children's Hospital, South Brisbane, QLD 4101, Australia
- School of Medicine, University of Queensland, Brisbane, QLD 4072, Australia
| | - Zornitza Stark
- Victorian Clinical Genetics Services, Murdoch Children's Research Institute, Parkville, Victoria, 3052, Australia
- Department of Paediatrics, University of Melbourne, Grattan Street, Parkville, Victoria, 3010, Australia
| | - Tiong Yang Tan
- Victorian Clinical Genetics Services, Murdoch Children's Research Institute, Parkville, Victoria, 3052, Australia
- Department of Paediatrics, University of Melbourne, Grattan Street, Parkville, Victoria, 3010, Australia
| | - David J Amor
- Murdoch Children's Research Institute, Royal Children's Hospital, Flemington Rd, Parkville VIC, 3052, Australia
- University of Melbourne Department of Pediatrics, Parkville, Victoria, 3010, Australia
| | - Simran Kaur
- Murdoch Children's Research Institute, Royal Children's Hospital, Flemington Rd, Parkville VIC, 3052, Australia
- University of Melbourne Department of Pediatrics, Parkville, Victoria, 3010, Australia
| | - Miya StJohn
- Murdoch Children's Research Institute, Royal Children's Hospital, Flemington Rd, Parkville VIC, 3052, Australia
- University of Melbourne Department of Pediatrics, Parkville, Victoria, 3010, Australia
| | - Angela T Morgan
- Murdoch Children's Research Institute, Royal Children's Hospital, Flemington Rd, Parkville VIC, 3052, Australia
- University of Melbourne Department of Pediatrics, Parkville, Victoria, 3010, Australia
| | - Benjamin A Kamien
- Genetics Services of Western Australia, Perth, 6008, Western Australia
| | - Chirag Patel
- Genetic Health Queensland, Royal Brisbane & Women's Hospital, Herston, QLD 4006, Australia
| | | | - Giuseppe Merla
- Laboratory of Regulatory and Functional Genomics, Fondazione IRCCS Casa Sollievo della Sofferenza, 71013, San Giovanni Rotondo (Foggia), Italy
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federica II, 5 - 80131, Naples, Italy
| | - Paolo Prontera
- Medical Genetics Unit, University of Perugia Hospital SM della Misericordia, Piazza dell'Università, 1, 06123, Perugia PG, Italy
| | - Marco Castori
- Division of Medical Genetics, Fondazione IRCCS Casa Sollievo della Sofferenza, 71013, San Giovanni Rotondo (Foggia), Italy
| | - Kai Muru
- Department of Clinical Genetics, United Laboratories, Tartu University Hospital, Riia 23b, 51010, Tartu, Estonia
| | - Felicity Collins
- Discipline of Child and Adolescent Health and Genomic Medicine, Sydney Medical School, Sydney University, Sydney, Camperdown NSW, 2050, Australia
- Department of Clinical Genetics, Western Sydney Genetics Program, Children's Hospital at Westmead, Randwick NSW, 2031, Australia
| | - John Christodoulou
- Department of Clinical Genetics, Western Sydney Genetics Program, Children's Hospital at Westmead, Randwick NSW, 2031, Australia
| | - Janine Smith
- Sydney Children's Hospitals Network-Westmead, Randwick NSW, 2031, Australia
- University of Sydney, Camperdown NSW, 2006, Australia
| | - Bruria Ben Zeev
- Sackler School of Medicine Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Alessandra Murgia
- Laboratory of Molecular Genetics of Neurodevelopment, Department of Women's and Children's Health, University of Padua, Via Giustiniani 3, 35128, Padua, Italy
| | - Emanuela Leonardi
- Laboratory of Molecular Genetics of Neurodevelopment, Department of Women's and Children's Health, University of Padua, Via Giustiniani 3, 35128, Padua, Italy
| | - Natacha Esber
- KAT6A Foundation, 3 Louise Dr., West Nyack, NY 10994, USA
| | - Antonio Martinez-Monseny
- Genetics and Molecular Medicine Department, Rare Disease Pediatric Unit, Hospital Sant Joan de Déu, 2, 08950 Esplugues de Llobregat, Barcelona, Spain
| | - Didac Casas-Alba
- Genetics and Molecular Medicine Department, Rare Disease Pediatric Unit, Hospital Sant Joan de Déu, 2, 08950 Esplugues de Llobregat, Barcelona, Spain
| | - Matthew Wallis
- Tasmanian Clinical Genetics Service, Tasmanian Health Service, Royal Hobart Hospital, Hobart, TAS 7001, Australia
| | - Marcel Mannens
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105, AZ, Amsterdam, The Netherlands
| | - Michael A Levy
- Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Raissa Relator
- Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Marielle Alders
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105, AZ, Amsterdam, The Netherlands
| | - Bekim Sadikovic
- Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| |
Collapse
|
12
|
Bogaert E, Garde A, Gautier T, Rooney K, Duffourd Y, LeBlanc P, van Reempts E, Tran Mau-Them F, Wentzensen IM, Au KS, Richardson K, Northrup H, Gatinois V, Geneviève D, Louie RJ, Lyons MJ, Laulund LW, Brasch-Andersen C, Maxel Juul T, El It F, Marle N, Callier P, Relator R, Haghshenas S, McConkey H, Kerkhof J, Cesario C, Novelli A, Brunetti-Pierri N, Pinelli M, Pennamen P, Naudion S, Legendre M, Courdier C, Trimouille A, Fenzy MD, Pais L, Yeung A, Nugent K, Roeder ER, Mitani T, Posey JE, Calame D, Yonath H, Rosenfeld JA, Musante L, Faletra F, Montanari F, Sartor G, Vancini A, Seri M, Besmond C, Poirier K, Hubert L, Hemelsoet D, Munnich A, Lupski JR, Philippe C, Thauvin-Robinet C, Faivre L, Sadikovic B, Govin J, Dermaut B, Vitobello A. SRSF1 haploinsufficiency is responsible for a syndromic developmental disorder associated with intellectual disability. Am J Hum Genet 2023; 110:790-808. [PMID: 37071997 PMCID: PMC10183470 DOI: 10.1016/j.ajhg.2023.03.016] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 03/23/2023] [Indexed: 04/20/2023] Open
Abstract
SRSF1 (also known as ASF/SF2) is a non-small nuclear ribonucleoprotein (non-snRNP) that belongs to the arginine/serine (R/S) domain family. It recognizes and binds to mRNA, regulating both constitutive and alternative splicing. The complete loss of this proto-oncogene in mice is embryonically lethal. Through international data sharing, we identified 17 individuals (10 females and 7 males) with a neurodevelopmental disorder (NDD) with heterozygous germline SRSF1 variants, mostly de novo, including three frameshift variants, three nonsense variants, seven missense variants, and two microdeletions within region 17q22 encompassing SRSF1. Only in one family, the de novo origin could not be established. All individuals featured a recurrent phenotype including developmental delay and intellectual disability (DD/ID), hypotonia, neurobehavioral problems, with variable skeletal (66.7%) and cardiac (46%) anomalies. To investigate the functional consequences of SRSF1 variants, we performed in silico structural modeling, developed an in vivo splicing assay in Drosophila, and carried out episignature analysis in blood-derived DNA from affected individuals. We found that all loss-of-function and 5 out of 7 missense variants were pathogenic, leading to a loss of SRSF1 splicing activity in Drosophila, correlating with a detectable and specific DNA methylation episignature. In addition, our orthogonal in silico, in vivo, and epigenetics analyses enabled the separation of clearly pathogenic missense variants from those with uncertain significance. Overall, these results indicated that haploinsufficiency of SRSF1 is responsible for a syndromic NDD with ID due to a partial loss of SRSF1-mediated splicing activity.
Collapse
Affiliation(s)
- Elke Bogaert
- Center for Medical Genetics, Ghent University Hospital, 9000 Ghent, Belgium; Department of Biomolecular Medicine, Faculty of Medicine and Health Sciences, Ghent University, 9000 Ghent, Belgium
| | - Aurore Garde
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Centre de Référence Maladies Rares "Anomalies du Développement et Syndromes Malformatifs", Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France
| | - Thierry Gautier
- University Grenoble Alpes, Inserm U1209, CNRS UMR 5309, Institute for Advanced Biosciences (IAB), 38000 Grenoble, France
| | - Kathleen Rooney
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada; Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Yannis Duffourd
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France
| | - Pontus LeBlanc
- Center for Medical Genetics, Ghent University Hospital, 9000 Ghent, Belgium; Department of Biomolecular Medicine, Faculty of Medicine and Health Sciences, Ghent University, 9000 Ghent, Belgium
| | - Emma van Reempts
- Center for Medical Genetics, Ghent University Hospital, 9000 Ghent, Belgium; Department of Biomolecular Medicine, Faculty of Medicine and Health Sciences, Ghent University, 9000 Ghent, Belgium
| | - Frederic Tran Mau-Them
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France
| | | | - Kit Sing Au
- Division of Medical Genetics, Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA; Children's Memorial Hermann Hospital, Houston, TX, USA
| | - Kate Richardson
- Division of Medical Genetics, Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA; Children's Memorial Hermann Hospital, Houston, TX, USA
| | - Hope Northrup
- Division of Medical Genetics, Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA; Children's Memorial Hermann Hospital, Houston, TX, USA
| | - Vincent Gatinois
- Unité de Génétique Chromosomique, CHU Montpellier, Montpellier, France
| | - David Geneviève
- Montpellier University, Inserm U1183, Montpellier, France; Reference center for rare disease developmental anomaly malformative syndrome, Department of Medical Genetics, Montpellier Hospital, Montpellier, France
| | | | | | | | - Charlotte Brasch-Andersen
- Department of Clinical Genetics, Odense University Hospital, 5000 Odense, Denmark; Human Genetics, Department of Clinical Research, Health Faculty, University of Southern Denmark, 5000 Odense, Denmark
| | - Trine Maxel Juul
- Department of Clinical Genetics, Odense University Hospital, 5000 Odense, Denmark
| | - Fatima El It
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France
| | - Nathalie Marle
- Laboratoire de Génétique Chromosomique et Moléculaire, Pôle de Biologie, CHU de Dijon, Dijon, France
| | - Patrick Callier
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Laboratoire de Génétique Chromosomique et Moléculaire, Pôle de Biologie, CHU de Dijon, Dijon, France
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Haley McConkey
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada; Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Claudia Cesario
- Translational Cytogenomics Research Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Antonio Novelli
- Translational Cytogenomics Research Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Nicola Brunetti-Pierri
- Telethon Institute of Genetics and Medicine, Pozzuoli, Italy; Department of Translational Medicine, University of Naples Federico II, Naples, Italy
| | - Michele Pinelli
- Telethon Institute of Genetics and Medicine, Pozzuoli, Italy; Department of Translational Medicine, University of Naples Federico II, Naples, Italy
| | | | - Sophie Naudion
- Medical Genetics Department, CHU Bordeaux, Bordeaux, France
| | | | | | - Aurelien Trimouille
- INSERM U1211, Laboratoire MRGM, Bordeaux University, Bordeaux, France; Pathology Department, CHU Bordeaux, Bordeaux, France
| | - Martine Doco Fenzy
- Service de génétique, CHU de Reims, Reims, France; Service de génétique médicale, CHU de Nantes, Nantes, France; L'institut du thorax, INSERM, CNRS, UNIV Nantes, CHU de Nantes, Nantes, France
| | - Lynn Pais
- Broad Center for Mendelian Genomics, Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Alison Yeung
- Victorian Clinical Genetics Services, Murdoch Children's Research Institute, Parkville, VIC, Australia
| | - Kimberly Nugent
- Department of Pediatrics, Baylor College of Medicine, San Antonio, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Elizabeth R Roeder
- Department of Pediatrics, Baylor College of Medicine, San Antonio, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Tadahiro Mitani
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Jennifer E Posey
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Daniel Calame
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Section of Pediatric Neurology and Developmental Neuroscience, Department of Pediatrics, Baylor College of Medicine, Houston, TX, USA; Texas Children's Hospital, Houston, TX, USA
| | - Hagith Yonath
- Internal Medicine A, Danek Gertner Institute of Human Genetics, Sheba Medical Center, Ramat Gan, Israel; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Jill A Rosenfeld
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Baylor Genetics Laboratories, Houston, TX, USA
| | - Luciana Musante
- Institute for Maternal and Child Health, IRCCS Burlo Garofolo, Trieste, Italy
| | - Flavio Faletra
- Institute for Maternal and Child Health, IRCCS Burlo Garofolo, Trieste, Italy
| | - Francesca Montanari
- UO Genetica Medica, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Giovanna Sartor
- UO Genetica Medica, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | | | - Marco Seri
- UO Genetica Medica, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Claude Besmond
- Université Paris Cité, Imagine Institute, INSERM UMR1163, Paris 75015, France
| | - Karine Poirier
- Université Paris Cité, Imagine Institute, INSERM UMR1163, Paris 75015, France
| | - Laurence Hubert
- Université Paris Cité, Imagine Institute, INSERM UMR1163, Paris 75015, France
| | - Dimitri Hemelsoet
- Department of Neurology, Ghent University Hospital, 9000 Ghent, Belgium
| | - Arnold Munnich
- Université Paris Cité, Imagine Institute, INSERM UMR1163, Paris 75015, France
| | - James R Lupski
- Department of Pediatrics, Baylor College of Medicine, San Antonio, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA; Texas Children's Hospital, Houston, TX, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Christophe Philippe
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France
| | - Christel Thauvin-Robinet
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France; Centre de Référence Maladies Rares « Déficiences intellectuelles de causes rares », Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Laurence Faivre
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Centre de Référence Maladies Rares "Anomalies du Développement et Syndromes Malformatifs", Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France
| | - Bekim Sadikovic
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada; Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Jérôme Govin
- University Grenoble Alpes, Inserm U1209, CNRS UMR 5309, Institute for Advanced Biosciences (IAB), 38000 Grenoble, France
| | - Bart Dermaut
- Center for Medical Genetics, Ghent University Hospital, 9000 Ghent, Belgium; Department of Biomolecular Medicine, Faculty of Medicine and Health Sciences, Ghent University, 9000 Ghent, Belgium.
| | - Antonio Vitobello
- UMR1231 GAD, Inserm - Université de Bourgogne, Dijon, France; Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, 21000 Dijon, France.
| |
Collapse
|
13
|
Rooney K, van der Laan L, Trajkova S, Haghshenas S, Relator R, Lauffer P, Vos N, Levy MA, Brunetti-Pierri N, Terrone G, Mignot C, Keren B, Billette de Villemeur T, Volker-Touw CML, Verbeek N, van der Smagt JJ, Oegema R, Brusco A, Ferrero GB, Misra-Isrie M, Hochstenbach R, Alders M, Mannens MMAM, Sadikovic B, van Haelst MM, Henneman P. DNA methylation episignature and comparative epigenomic profiling of HNRNPU-related neurodevelopmental disorder. Genet Med 2023:100871. [PMID: 37120726 DOI: 10.1016/j.gim.2023.100871] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 04/24/2023] [Accepted: 04/24/2023] [Indexed: 05/01/2023] Open
Abstract
PURPOSE HNRNPU haploinsufficiency is associated with Developmental and Epileptic Encephalopathy 54. This neurodevelopmental disorder is characterized by developmental delay, intellectual disability, speech impairment, and early onset epilepsy. We performed genome-wide DNA methylation (DNAm) analysis in a cohort of individuals to develop a diagnostic biomarker and gain functional insights into the molecular pathophysiology of HNRNPU-related disorder. METHODS DNAm profiles of individuals carrying pathogenic HNRNPU variants, identified through an international multi-center collaboration, were assessed using Infinium Methylation EPIC arrays. Statistical and functional correlation analyses were performed comparing the HNRNPU cohort to 56 previously reported DNAm episignatures. RESULTS A robust and reproducible DNAm episignature and global DNAm profile were identified. Correlation analysis identified partial overlap and similarity of the global HNRNPU DNAm profile to several other rare disorders. CONCLUSION This study demonstrates new evidence of a specific and sensitive DNAm episignature associated with pathogenic heterozygous HNRNPU-variants, establishing its utility as a clinical biomarker for the expansion of the EpiSignTM diagnostic test.
Collapse
Affiliation(s)
- Kathleen Rooney
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Liselot van der Laan
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Slavica Trajkova
- Department of Medical Sciences, University of Torino, Torino, Italy
| | - Sadegheh Haghshenas
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada
| | - Peter Lauffer
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Niels Vos
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada
| | - Nicola Brunetti-Pierri
- Telethon Institute of Genetics and Medicine (TIGEM), Pozzuoli, Italy; Department of Translational Medicine, Federico II University, Naples, Italy
| | - Gaetano Terrone
- Department of Translational Medicine, Federico II University, Naples, Italy
| | - Cyril Mignot
- Assistance Publique-Hopitaux de Paris, Sorbonne Université, Departement de Génétique, Groupe Hospitalier Pitie-Salpetriere et Hopital Trousseau, Paris, France
| | - Boris Keren
- Assistance Publique-Hopitaux de Paris, Sorbonne Université, Departement de Génétique, Groupe Hospitalier Pitie-Salpetriere et Hopital Trousseau, Paris, France
| | | | - Catharina M L Volker-Touw
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Nienke Verbeek
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jasper J van der Smagt
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Renske Oegema
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Alfredo Brusco
- Department of Medical Sciences, University of Torino, Torino, Italy; Medical Genetics Unit, Città della Salute e della Scienza University Hospital, Torino, Italy
| | | | - Mala Misra-Isrie
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Ron Hochstenbach
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Mariëlle Alders
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Marcel M A M Mannens
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON, Canada; Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada.
| | - Mieke M van Haelst
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands
| | - Peter Henneman
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands.
| |
Collapse
|
14
|
Haghshenas S, Foroutan A, Bhai P, Levy MA, Relator R, Kerkhof J, McConkey H, Skinner CD, Caylor RC, Tedder ML, Stevenson RE, Sadikovic B, Schwartz CE. Identification of a DNA methylation signature for Renpenning syndrome (RENS1), a spliceopathy. Eur J Hum Genet 2023:10.1038/s41431-023-01313-z. [PMID: 36797465 PMCID: PMC10400603 DOI: 10.1038/s41431-023-01313-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 01/24/2023] [Accepted: 02/01/2023] [Indexed: 02/18/2023] Open
Abstract
The challenges and ambiguities in providing an accurate diagnosis for patients with neurodevelopmental disorders have led researchers to apply epigenetics as a technique to validate the diagnosis provided based on the clinical examination and genetic testing results. Genome-wide DNA methylation analysis has recently been adapted for clinical testing of patients with genetic neurodevelopmental disorders. In this paper, preliminary data demonstrating a DNA methylation signature for Renpenning syndrome (RENS1 - OMIM 309500), which is an X-linked recessive neurodevelopmental disorder caused by variants in polyglutamine-binding protein 1 (PQBP1) is reported. The identified episignature was then utilized to construct a highly sensitive and specific binary classification model. Besides providing evidence for the existence of a DNA methylation episignature for Renpenning syndrome, this study increases the knowledge of the molecular mechanisms related to the disease. Moreover, the availability of more subjects in future may facilitate the establishment of an episignature that can be utilized for diagnosis in a clinical setting and for reclassification of variants of unknown clinical significance.
Collapse
Affiliation(s)
- Sadegheh Haghshenas
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada.,Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Aidin Foroutan
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada
| | - Pratibha Bhai
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Haley McConkey
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada.,Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | | | | | | | | | - Bekim Sadikovic
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada. .,Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada.
| | - Charles E Schwartz
- Greenwood Genetic Center, Greenwood, SC, 29646, USA. .,Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, Grand Rapids, MI, 49503, USA.
| |
Collapse
|
15
|
van Jaarsveld RH, Reilly J, Cornips MC, Hadders MA, Agolini E, Ahimaz P, Anyane-Yeboa K, Bellanger SA, van Binsbergen E, van den Boogaard MJ, Brischoux-Boucher E, Caylor RC, Ciolfi A, van Essen TAJ, Fontana P, Hopman S, Iascone M, Javier MM, Kamsteeg EJ, Kerkhof J, Kido J, Kim HG, Kleefstra T, Lonardo F, Lai A, Lev D, Levy MA, Lewis MES, Lichty A, Mannens MMAM, Matsumoto N, Maya I, McConkey H, Megarbane A, Michaud V, Miele E, Niceta M, Novelli A, Onesimo R, Pfundt R, Popp B, Prijoles E, Relator R, Redon S, Rots D, Rouault K, Saida K, Schieving J, Tartaglia M, Tenconi R, Uguen K, Verbeek N, Walsh CA, Yosovich K, Yuskaitis CJ, Zampino G, Sadikovic B, Alders M, Oegema R. Delineation of a KDM2B-related neurodevelopmental disorder and its associated DNA methylation signature. Genet Med 2023; 25:49-62. [PMID: 36322151 PMCID: PMC9825659 DOI: 10.1016/j.gim.2022.09.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 09/12/2022] [Accepted: 09/12/2022] [Indexed: 11/05/2022] Open
Abstract
PURPOSE Pathogenic variants in genes involved in the epigenetic machinery are an emerging cause of neurodevelopment disorders (NDDs). Lysine-demethylase 2B (KDM2B) encodes an epigenetic regulator and mouse models suggest an important role during development. We set out to determine whether KDM2B variants are associated with NDD. METHODS Through international collaborations, we collected data on individuals with heterozygous KDM2B variants. We applied methylation arrays on peripheral blood DNA samples to determine a KDM2B associated epigenetic signature. RESULTS We recruited a total of 27 individuals with heterozygous variants in KDM2B. We present evidence, including a shared epigenetic signature, to support a pathogenic classification of 15 KDM2B variants and identify the CxxC domain as a mutational hotspot. Both loss-of-function and CxxC-domain missense variants present with a specific subepisignature. Moreover, the KDM2B episignature was identified in the context of a dual molecular diagnosis in multiple individuals. Our efforts resulted in a cohort of 21 individuals with heterozygous (likely) pathogenic variants. Individuals in this cohort present with developmental delay and/or intellectual disability; autism; attention deficit disorder/attention deficit hyperactivity disorder; congenital organ anomalies mainly of the heart, eyes, and urogenital system; and subtle facial dysmorphism. CONCLUSION Pathogenic heterozygous variants in KDM2B are associated with NDD and a specific epigenetic signature detectable in peripheral blood.
Collapse
Affiliation(s)
| | - Jack Reilly
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
| | - Marie-Claire Cornips
- Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Michael A Hadders
- Oncode Institute and Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Emanuele Agolini
- Laboratory of Medical Genetics, Translational Cytogenomics Research Unit, Bambino Gesù Children Hospital, IRCCS, 00165 Rome, Italy
| | - Priyanka Ahimaz
- Division of Clinical Genetics, Department of Pediatrics, Columbia University, New York, NY
| | - Kwame Anyane-Yeboa
- Division of Clinical Genetics, Department of Pediatrics, Columbia University, New York, NY
| | - Severine Audebert Bellanger
- Service de Génétique Médicale et de Biologie de la Reproduction, Centre Hospitalier Regional Universitaire Brest, Brest, France
| | - Ellen van Binsbergen
- Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | | | | | - Andrea Ciolfi
- Genetics and Rare Diseases Research Division, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Ton A J van Essen
- Department of Medical Genetics, University Medical Centre Groningen, University of Groningen, Groningen, The Netherlands
| | - Paolo Fontana
- Medical Genetics Unit, A.O.R.N. San Pio, Benevento, Italy
| | - Saskia Hopman
- Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Maria Iascone
- Laboratorio di Genetica Medica - ASST Papa Giovanni XXIII, Bergamo, Italy
| | - Margaret M Javier
- Department of Medical Genetics, BC Children's Hospital Research Institute, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Erik-Jan Kamsteeg
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Jun Kido
- Department of Pediatrics, Faculty of Life Sciences, Kumamoto University, Kumamoto, Japan
| | - Hyung-Goo Kim
- Neurological Disorders Research Center, Qatar Biomedical Research Institute, Hamad Bin Khalifa University, Doha, Qatar
| | - Tjitske Kleefstra
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | | | - Abbe Lai
- Division of Epilepsy and Clinical Neurophysiology and Epilepsy Genetics Program and Genetics and Genomics, Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Dorit Lev
- The Rina Mor Institute of Medical Genetics, Wolfson Medical Center, Holon, Israel
| | - Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - M E Suzanne Lewis
- Department of Medical Genetics, BC Children's Hospital Research Institute, The University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Marcel M A M Mannens
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Naomichi Matsumoto
- Department of Human Genetics, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Idit Maya
- The Raphael Recanati Genetic Institute, Rabin Medical Center, Beilinson Hospital, Petach-Tikva, Israel; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Haley McConkey
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada; Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Andre Megarbane
- Department of Human Genetics, Gilbert and Rose-Marie Chagoury School of Medicine, Lebanese American University, Beirut, Lebanon; Institut Jérôme Lejeune, Paris, France
| | - Vincent Michaud
- Department of Medical Genetics, CHU Bordeaux, Bordeaux, France
| | - Evelina Miele
- Department of Pediatric Hematology and Oncology and Cellular and Gene Therapy, Bambino Gesù Children's Hospital, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS), Rome, Italy
| | - Marcello Niceta
- Genetics and Rare Diseases Research Division, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Antonio Novelli
- Laboratory of Medical Genetics, Translational Cytogenomics Research Unit, Bambino Gesù Children Hospital, IRCCS, 00165 Rome, Italy
| | - Roberta Onesimo
- Center for Rare Diseases and Congenital Defects, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Rolph Pfundt
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Bernt Popp
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany; Center of Functional Genomics, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | | | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Sylvia Redon
- Service de Génétique Médicale et de Biologie de la Reproduction, Centre Hospitalier Regional Universitaire Brest, Brest, France; Université de Brest, Inserm, EFS, UMR 1078, GGB, Brest, France
| | - Dmitrijs Rots
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Karen Rouault
- Service de Génétique Médicale et de Biologie de la Reproduction, Centre Hospitalier Regional Universitaire Brest, Brest, France; Université de Brest, Inserm, EFS, UMR 1078, GGB, Brest, France
| | - Ken Saida
- Department of Human Genetics, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Jolanda Schieving
- Department of Pediatric Neurology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Marco Tartaglia
- Genetics and Rare Diseases Research Division, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Romano Tenconi
- Clinical Genetics Unit, Department of Women and Children's Health, University of Padova, Padova, Italy
| | - Kevin Uguen
- Service de Génétique Médicale et de Biologie de la Reproduction, Centre Hospitalier Regional Universitaire Brest, Brest, France
| | - Nienke Verbeek
- Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Christopher A Walsh
- Division of Genetics and Genomics and Howard Hughes Medical Institute, Boston Children's Hospital, Boston, MA
| | - Keren Yosovich
- Molecular Genetic Laboratory, Edith Wolfson Medical Center, Holon, Israel
| | - Christopher J Yuskaitis
- Division of Epilepsy and Clinical Neurophysiology and Epilepsy Genetics Program, Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Giuseppe Zampino
- Center for Rare Diseases and Congenital Defects, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy; Faculty of Medicine and Surgery, Catholic University of Sacred Heart, Rome, Italy
| | - Bekim Sadikovic
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada; Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada.
| | - Mariëlle Alders
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands.
| | - Renske Oegema
- Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands.
| |
Collapse
|
16
|
van der Laan L, Rooney K, Alders M, Relator R, McConkey H, Kerkhof J, Levy MA, Lauffer P, Aerden M, Theunis M, Legius E, Tedder ML, Vissers LELM, Koene S, Ruivenkamp C, Hoffer MJV, Wieczorek D, Bramswig NC, Herget T, González VL, Santos-Simarro F, Tørring PM, Denomme-Pichon AS, Isidor B, Keren B, Julia S, Schaefer E, Francannet C, Maillard PY, Misra-Isrie M, Van Esch H, Mannens MMAM, Sadikovic B, van Haelst MM, Henneman P. Episignature Mapping of TRIP12 Provides Functional Insight into Clark-Baraitser Syndrome. Int J Mol Sci 2022; 23:ijms232213664. [PMID: 36430143 PMCID: PMC9690904 DOI: 10.3390/ijms232213664] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 11/04/2022] [Accepted: 11/05/2022] [Indexed: 11/09/2022] Open
Abstract
Clark-Baraitser syndrome is a rare autosomal dominant intellectual disability syndrome caused by pathogenic variants in the TRIP12 (Thyroid Hormone Receptor Interactor 12) gene. TRIP12 encodes an E3 ligase in the ubiquitin pathway. The ubiquitin pathway includes activating E1, conjugating E2 and ligating E3 enzymes which regulate the breakdown and sorting of proteins. This enzymatic pathway is crucial for physiological processes. A significant proportion of TRIP12 variants are currently classified as variants of unknown significance (VUS). Episignatures have been shown to represent a powerful diagnostic tool to resolve inconclusive genetic findings for Mendelian disorders and to re-classify VUSs. Here, we show the results of DNA methylation episignature analysis in 32 individuals with pathogenic, likely pathogenic and VUS variants in TRIP12. We identified a specific and sensitive DNA methylation (DNAm) episignature associated with pathogenic TRIP12 variants, establishing its utility as a clinical biomarker for Clark-Baraitser syndrome. In addition, we performed analysis of differentially methylated regions as well as functional correlation of the TRIP12 genome-wide methylation profile with the profiles of 56 additional neurodevelopmental disorders.
Collapse
Affiliation(s)
- Liselot van der Laan
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Kathleen Rooney
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Mariëlle Alders
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Haley McConkey
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Jennifer Kerkhof
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Michael A. Levy
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
| | - Peter Lauffer
- Department of Pediatric Endocrinology, Emma Children’s Hospital, Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands
| | - Mio Aerden
- Centre for Human Genetics, University Hospitals Leuven, KU Leuven, 3000 Leuven, Belgium
| | - Miel Theunis
- Centre for Human Genetics, University Hospitals Leuven, KU Leuven, 3000 Leuven, Belgium
| | - Eric Legius
- Centre for Human Genetics, University Hospitals Leuven, KU Leuven, 3000 Leuven, Belgium
| | | | - Lisenka E. L. M. Vissers
- Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Saskia Koene
- Department of Clinical Genetics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Claudia Ruivenkamp
- Department of Clinical Genetics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Mariette J. V. Hoffer
- Department of Clinical Genetics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Dagmar Wieczorek
- Institute of Human Genetics, Medical Faculty, Heinrich-Heine-University, 40225 Düsseldorf, Germany
| | - Nuria C. Bramswig
- Institute of Human Genetics, Medical Faculty, Heinrich-Heine-University, 40225 Düsseldorf, Germany
| | - Theresia Herget
- Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany
| | - Vanesa López González
- Sección Genética Médica, Servicio de Pediatría, Hospital Clínico Universitario Virgen de la Arrixaca, IMIB-Arrixaca, CIBERER, 30120 Murcia, Spain
| | - Fernando Santos-Simarro
- Institute of Medical and Molecular Genetics (INGEMM), Hospital Universitario La Paz, IdiPAZ, CIBERER, ISCIII, 28029 Madrid, Spain
| | - Pernille M. Tørring
- Department of Clinical Genetics, Odense University Hospital, 5000 Odense, Denmark
| | - Anne-Sophie Denomme-Pichon
- UF6254 Innovation en Diagnostic Genomique des Maladies Rares, 21070 Dijon, France
- Équipe Génétique des Anomalies du Développement (GAD), CHU Dijon-Bourgogne, 21000 Dijon, France
| | - Bertrand Isidor
- Service de Génétique Médicale, CHU de Nantes, 44000 Nantes, France
| | - Boris Keren
- Department of Medical Genetics, Pitié-Salpêtrière Hospital, AP-HP, Sorbonne Université, 75013 Paris, France
| | - Sophie Julia
- Service de Génétique Clinique, CHU Toulouse, 31300 Toulouse, France
| | - Elise Schaefer
- Service de Génétique Clinique, CHU Toulouse, 31300 Toulouse, France
| | - Christine Francannet
- Service de Genetique Medicale, CHU de Clermont-Ferrand, 63000 Clermont-Ferrand, France
| | | | - Mala Misra-Isrie
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Hilde Van Esch
- Centre for Human Genetics, University Hospitals Leuven, KU Leuven, 3000 Leuven, Belgium
| | - Marcel M. A. M. Mannens
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Bekim Sadikovic
- Department of Pathology and Laboratory Medicine, Western University, London, ON N5A 3K7, Canada
- Verspeeten Clinical Genome Centre, London Health Science Centre, London, ON N6A 5W9, Canada
- Correspondence: (B.S.); (P.H.)
| | - Mieke M. van Haelst
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Peter Henneman
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- Correspondence: (B.S.); (P.H.)
| |
Collapse
|
17
|
Colin E, Duffourd Y, Tisserant E, Relator R, Bruel AL, Tran Mau-Them F, Denommé-Pichon AS, Safraou H, Delanne J, Jean-Marçais N, Keren B, Isidor B, Vincent M, Mignot C, Heron D, Afenjar A, Heide S, Faudet A, Charles P, Odent S, Herenger Y, Sorlin A, Moutton S, Kerkhof J, McConkey H, Chevarin M, Poë C, Couturier V, Bourgeois V, Callier P, Boland A, Olaso R, Philippe C, Sadikovic B, Thauvin-Robinet C, Faivre L, Deleuze JF, Vitobello A. OMIXCARE: OMICS technologies solved about 33% of the patients with heterogeneous rare neuro-developmental disorders and negative exome sequencing results and identified 13% additional candidate variants. Front Cell Dev Biol 2022; 10:1021785. [PMID: 36393831 PMCID: PMC9650323 DOI: 10.3389/fcell.2022.1021785] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 10/11/2022] [Indexed: 07/28/2023] Open
Abstract
Purpose: Patients with rare or ultra-rare genetic diseases, which affect 350 million people worldwide, may experience a diagnostic odyssey. High-throughput sequencing leads to an etiological diagnosis in up to 50% of individuals with heterogeneous neurodevelopmental or malformation disorders. There is a growing interest in additional omics technologies in translational research settings to examine the remaining unsolved cases. Methods: We gathered 30 individuals with malformation syndromes and/or severe neurodevelopmental disorders with negative trio exome sequencing and array comparative genomic hybridization results through a multicenter project. We applied short-read genome sequencing, total RNA sequencing, and DNA methylation analysis, in that order, as complementary translational research tools for a molecular diagnosis. Results: The cohort was mainly composed of pediatric individuals with a median age of 13.7 years (4 years and 6 months to 35 years and 1 month). Genome sequencing alone identified at least one variant with a high level of evidence of pathogenicity in 8/30 individuals (26.7%) and at least a candidate disease-causing variant in 7/30 other individuals (23.3%). RNA-seq data in 23 individuals allowed two additional individuals (8.7%) to be diagnosed, confirming the implication of two pathogenic variants (8.7%), and excluding one candidate variant (4.3%). Finally, DNA methylation analysis confirmed one diagnosis identified by genome sequencing (Kabuki syndrome) and identified an episignature compatible with a BAFopathy in a patient with a clinical diagnosis of Coffin-Siris with negative genome and RNA-seq results in blood. Conclusion: Overall, our integrated genome, transcriptome, and DNA methylation analysis solved 10/30 (33.3%) cases and identified a strong candidate gene in 4/30 (13.3%) of the patients with rare neurodevelopmental disorders and negative exome sequencing results.
Collapse
Affiliation(s)
- Estelle Colin
- Service de Génétique Médicale, CHU d’Angers, Angers, France
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
| | - Yannis Duffourd
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Emilie Tisserant
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
| | - Raissa Relator
- Molecular Diagnostics Program and Verspeeten Clinical Genome Centre, London Health Sciences and Saint Joseph’s Healthcare, London, ON, Canada
| | - Ange-Line Bruel
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Frédéric Tran Mau-Them
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Anne-Sophie Denommé-Pichon
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Hana Safraou
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Julian Delanne
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Centre de Génétique et Centre de Référence “Anomalies du Développement et Syndromes Malformatifs”, Hôpital d’Enfants, Centre Hospitalier Universitaire de Dijon, Dijon, France
| | - Nolwenn Jean-Marçais
- Centre de Génétique et Centre de Référence “Anomalies du Développement et Syndromes Malformatifs”, Hôpital d’Enfants, Centre Hospitalier Universitaire de Dijon, Dijon, France
| | - Boris Keren
- Assistance publique - Hôpitaux de Paris (APHP), Département de Génétique, Groupe Hospitalier Pitié Salpêtrière, Paris, France
| | | | - Marie Vincent
- Service de Génétique Médicale, CHU Nantes, Nantes, France
| | - Cyril Mignot
- Sorbonne Université/INSERM U1127/CNRS UMR 7225/Institut du Cerveau, Paris, France
- Service de Neurologie, Hôpital la Pitié Salpêtrière, Sorbonne Université, Paris, France
| | - Delphine Heron
- Département de Génétique, Assistance publique - Hôpitaux de Paris Sorbonne Université, Hôpital Pitié-Salpêtrière et Trousseau, Paris, France
| | - Alexandra Afenjar
- Assistance publique - Hôpitaux de Paris, Département de Génétique, Sorbonne Université, GRC No. 19, ConCer-LD, Centre de Référence Déficiences Intellectuelles de Causes Rares, Hôpital Armand Trousseau, Paris, France
| | - Solveig Heide
- Département de Génétique, Assistance publique - Hôpitaux de Paris Sorbonne Université, Hôpital Pitié-Salpêtrière et Trousseau, Paris, France
| | - Anne Faudet
- Département de Génétique, Assistance publique - Hôpitaux de Paris Sorbonne Université, Hôpital Pitié-Salpêtrière et Trousseau, Paris, France
| | - Perrine Charles
- Département de Génétique, Assistance publique - Hôpitaux de Paris Sorbonne Université, Hôpital Pitié-Salpêtrière et Trousseau, Paris, France
| | - Sylvie Odent
- Service de Génétique Clinique, European Reference Network (ERN) ITHACA, CHU Rennes, Rennes, France
- IGDR (Institut de Génétique et Développement de Rennes)—UMR 6290, ERL U1305, CNRS, INSERM, Univ Rennes, Rennes, France
| | - Yvan Herenger
- Service de Génétique Médicale, CHU de Tours, Tours, France
| | - Arthur Sorlin
- Centre de Génétique et Centre de Référence “Anomalies du Développement et Syndromes Malformatifs”, Hôpital d’Enfants, Centre Hospitalier Universitaire de Dijon, Dijon, France
| | - Sébastien Moutton
- Centre de Génétique et Centre de Référence “Anomalies du Développement et Syndromes Malformatifs”, Hôpital d’Enfants, Centre Hospitalier Universitaire de Dijon, Dijon, France
| | - Jennifer Kerkhof
- Molecular Diagnostics Program and Verspeeten Clinical Genome Centre, London Health Sciences and Saint Joseph’s Healthcare, London, ON, Canada
| | - Haley McConkey
- Molecular Diagnostics Program and Verspeeten Clinical Genome Centre, London Health Sciences and Saint Joseph’s Healthcare, London, ON, Canada
| | - Martin Chevarin
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Charlotte Poë
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Victor Couturier
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Valentin Bourgeois
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Patrick Callier
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
| | - Anne Boland
- Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Centre National de Recherche en Génomique Humaine (CNRGH), Université Paris-Saclay, Evry, France
| | - Robert Olaso
- Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Centre National de Recherche en Génomique Humaine (CNRGH), Université Paris-Saclay, Evry, France
- LabEx GENMED (Medical Genomics)ParisFrance
| | - Christophe Philippe
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Bekim Sadikovic
- Molecular Diagnostics Program and Verspeeten Clinical Genome Centre, London Health Sciences and Saint Joseph’s Healthcare, London, ON, Canada
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Christel Thauvin-Robinet
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
- Centre de Référence Maladies Rares “Déficiences Intellectuelles de Causes Rares”, Centre de Génétique, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Laurence Faivre
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Centre de Génétique et Centre de Référence “Anomalies du Développement et Syndromes Malformatifs”, Hôpital d’Enfants, Centre Hospitalier Universitaire de Dijon, Dijon, France
| | - Jean-François Deleuze
- Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Centre National de Recherche en Génomique Humaine (CNRGH), Université Paris-Saclay, Evry, France
- LabEx GENMED (Medical Genomics)ParisFrance
| | - Antonio Vitobello
- UFR des Sciences de Santé, GAD “Génétique des Anomalies du Développement”, INSERM-Université de Bourgogne UMR1231, Fédération Hospitalo-Universitaire (FHU)-TRANSLAD, Dijon, France
- Unité Fonctionnelle Innovation en Diagnostic Génomique des Maladies Rares, Fédération Hospitalo-Universitaire-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| |
Collapse
|
18
|
Levy MA, Relator R, McConkey H, Pranckeviciene E, Kerkhof J, Barat-Houari M, Bargiacchi S, Biamino E, Bralo MP, Cappuccio G, Ciolfi A, Clarke A, DuPont BR, Elting MW, Faivre L, Fee T, Ferilli M, Fletcher RS, Cherick F, Foroutan A, Friez MJ, Gervasini C, Haghshenas S, Hilton BA, Jenkins Z, Kaur S, Lewis S, Louie RJ, Maitz S, Milani D, Morgan AT, Oegema R, Østergaard E, Pallares NR, Piccione M, Plomp AS, Poulton C, Reilly J, Rius R, Robertson S, Rooney K, Rousseau J, Santen GWE, Santos-Simarro F, Schijns J, Squeo GM, John MS, Thauvin-Robinet C, Traficante G, van der Sluijs PJ, Vergano SA, Vos N, Walden KK, Azmanov D, Balci TB, Banka S, Gecz J, Henneman P, Lee JA, Mannens MMAM, Roscioli T, Siu V, Amor DJ, Baynam G, Bend EG, Boycott K, Brunetti-Pierri N, Campeau PM, Campion D, Christodoulou J, Dyment D, Esber N, Fahrner JA, Fleming MD, Genevieve D, Heron D, Husson T, Kernohan KD, McNeill A, Menke LA, Merla G, Prontera P, Rockman-Greenberg C, Schwartz C, Skinner SA, Stevenson RE, Vincent M, Vitobello A, Tartaglia M, Alders M, Tedder ML, Sadikovic B. Functional correlation of genome-wide DNA methylation profiles in genetic neurodevelopmental disorders. Hum Mutat 2022; 43:1609-1628. [PMID: 35904121 DOI: 10.1002/humu.24446] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 06/30/2022] [Accepted: 07/27/2022] [Indexed: 11/10/2022]
Abstract
An expanding range of genetic syndromes are characterized by genome-wide disruptions in DNA methylation profiles referred to as episignatures. Episignatures are distinct, highly sensitive and specific biomarkers that have recently been applied in clinical diagnosis of genetic syndromes. Episignatures are contained within the broader disorder-specific genome-wide DNA methylation changes which can share significant overlap amongst different conditions. In this study we performed functional genomic assessment and comparison of disorder-specific and overlapping genome-wide DNA methylation changes related to 65 genetic syndromes with previously described episignatures. We demonstrate evidence of disorder-specific and recurring genome-wide differentially methylated probes (DMPs) and regions (DMRs). The overall distribution of DMPs and DMRs across the majority of the neurodevelopmental genetic syndromes analyzed showed substantial enrichment in gene promoters and CpG islands, and under-representation of the more variable intergenic regions. Analysis showed significant enrichment of the DMPs and DMRs in gene pathways and processes related to neurodevelopment, including neurogenesis, synaptic signaling and synaptic transmission. This study expands beyond the diagnostic utility of DNA methylation episignatures by demonstrating correlation between the function of the mutated genes and the consequent genomic DNA methylation profiles as a key functional element in the molecular etiology of genetic neurodevelopmental disorders. This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Michael A Levy
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Erinija Pranckeviciene
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada
| | - Mouna Barat-Houari
- Autoinflammatory and Rare Diseases Unit, Medical Genetic Department for Rare Diseases and Personalized Medicine, CHU Montpellier, Montpellier, France
| | - Sara Bargiacchi
- Medical Genetics Unit, "A. Meyer" Children Hospital of Florence, Florence, Italy
| | - Elisa Biamino
- Department of Pediatrics, University of Turin, Italy
| | - María Palomares Bralo
- Institute of Medical and Molecular Genetics (INGEMM), Hospital Universitario La Paz, IdiPAZ, CIBERER, ISCIII, Madrid, Spain
| | - Gerarda Cappuccio
- Department of Translational Medicine, Federico II University of Naples, Italy.,Telethon Institute of Genetics and Medicine, Pozzuoli, Italy
| | - Andrea Ciolfi
- Genetics and Rare Diseases Research Division, Ospedale Pediatrico Bambino Gesù, IRCCS, 00146, Rome, Italy
| | - Angus Clarke
- Cardiff University School of Medicine, Cardiff, United Kingdom
| | | | - Mariet W Elting
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105, AZ, Amsterdam, the Netherlands
| | - Laurence Faivre
- INSERM-Université de Bourgogne UMR1231 GAD « Génétique Des Anomalies du Développement », FHU-TRANSLAD, UFR Des Sciences de Santé, Dijon, France.,Centre de Référence Maladies Rares «Anomalies du Développement et Syndromes Malformatifs », Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Timothy Fee
- Greenwood Genetic Center, Greenwood, SC, 29646, USA
| | - Marco Ferilli
- Genetics and Rare Diseases Research Division, Ospedale Pediatrico Bambino Gesù, IRCCS, 00146, Rome, Italy
| | | | - Florian Cherick
- Genetic medical center, CHU Clermont Ferrand, France.,Montpellier University, Reference Center for Rare Disease, Medical Genetic Department for Rare Disease and Personalize Medicine, Inserm Unit 1183, CHU Montpellier, Montpellier, France
| | - Aidin Foroutan
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada
| | | | - Cristina Gervasini
- Division of Medical Genetics, Department of Health Sciences, Università degli Studi di Milano, Milan, Italy
| | - Sadegheh Haghshenas
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada
| | | | - Zandra Jenkins
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Simranpreet Kaur
- Brain and Mitochondrial Research Group, Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Suzanne Lewis
- BC Children's and Women's Hospital and Department of Medical Genetics, Faculty of Medicine, University of British Columbia
| | | | - Silvia Maitz
- Clinical Pediatric Genetics Unit, Pediatrics Clinics, MBBM Foundation, Hospital San Gerardo, Monza, Italy
| | - Donatella Milani
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Angela T Morgan
- Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Renske Oegema
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Elsebet Østergaard
- Department of Clinical Genetics, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark.,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Nathalie Ruiz Pallares
- Autoinflammatory and Rare Diseases Unit, Medical Genetic Department for Rare Diseases and Personalized Medicine, CHU Montpellier, Montpellier, France
| | - Maria Piccione
- Medical Genetics Unit Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, University of Palermo, Palermo, Italy
| | - Astrid S Plomp
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105, AZ, Amsterdam, the Netherlands
| | - Cathryn Poulton
- Undiagnosed Diseases Program, Genetic Services of Western Australia, King Edward Memorial Hospital, Perth, Australia
| | - Jack Reilly
- Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada
| | - Rocio Rius
- Brain and Mitochondrial Research Group, Murdoch Children's Research Institute, Melbourne, Australia.,Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Stephen Robertson
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Kathleen Rooney
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada.,Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada
| | - Justine Rousseau
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, QC, H3T 1C5, Canada
| | - Gijs W E Santen
- Department of Clinical Genetics, LUMC, Leiden, The Netherlands
| | - Fernando Santos-Simarro
- Institute of Medical and Molecular Genetics (INGEMM), Hospital Universitario La Paz, IdiPAZ, CIBERER, ISCIII, Madrid, Spain
| | - Josephine Schijns
- Department of Pediatrics, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Gabriella Maria Squeo
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy
| | - Miya St John
- Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Christel Thauvin-Robinet
- INSERM-Université de Bourgogne UMR1231 GAD « Génétique Des Anomalies du Développement », FHU-TRANSLAD, UFR Des Sciences de Santé, Dijon, France.,Centre de Référence Maladies Rares «Anomalies du Développement et Syndromes Malformatifs », Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,Unité Fonctionnelle d'Innovation Diagnostique des Maladies Rares, FHU-TRANSLAD, France Hospitalo-Universitaire Médecine Translationnelle et Anomalies du Développement (TRANSLAD), Centre Hospitalier Universitaire Dijon Bourgogne, CHU Dijon Bourgogne,, Dijon, France.,Centre de Référence Déficiences Intellectuelles de Causes Rares, Hôpital D'Enfants, CHU Dijon Bourgogne, 21000, Dijon, France
| | - Giovanna Traficante
- Medical Genetics Unit, "A. Meyer" Children Hospital of Florence, Florence, Italy
| | | | - Samantha A Vergano
- Division of Medical Genetics and Metabolism, Children's Hospital of The King's Daughters, Norfolk, VA, USA.,Department of Pediatrics, Eastern Virginia Medical School, Norfolk, VA, USA
| | - Niels Vos
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105, AZ, Amsterdam, the Netherlands
| | | | - Dimitar Azmanov
- Department of Diagnostic Genomics, PathWest Laboratory Medicine, QEII Medical Centre, Perth, Australia
| | - Tugce B Balci
- Department of Pediatrics, Division of Medical Genetics, Western University, London, ON, N6A 3K7, Canada.,Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre and Children's Health Research Institute, London, ON, N6A5W9, Canada
| | - Siddharth Banka
- Division of Evolution, Infection & Genomics, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, United Kingdom.,Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Health Innovation Manchester, Manchester, United Kingdom
| | - Jozef Gecz
- School of Medicine, Robinson Research Institute, University of Adelaide, Adelaide, SA, 5005, Australia.,South Australian Health and Medical Research Institute, Adelaide, SA, 5005, Australia
| | - Peter Henneman
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105, AZ, Amsterdam, the Netherlands
| | | | - Marcel M A M Mannens
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105, AZ, Amsterdam, the Netherlands
| | - Tony Roscioli
- Neuroscience Research Australia (NeuRA), Sydney, Australia.,Prince of Wales Clinical School, Faculty of Medicine, University of New South Wales, Sydney, Australia.,New South Wales Health Pathology Randwick Genomics, Prince of Wales Hospital, Sydney, Australia.,Centre for Clinical Genetics, Sydney Children's Hospital, Sydney, Australia
| | - Victoria Siu
- Department of Pediatrics, Division of Medical Genetics, Western University, London, ON, N6A 3K7, Canada.,Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre and Children's Health Research Institute, London, ON, N6A5W9, Canada
| | - David J Amor
- Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Gareth Baynam
- Undiagnosed Diseases Program, Genetic Services of Western Australia, King Edward Memorial Hospital, Perth, Australia.,Undiagnosed Diseases Program, Genetic Services of Western Australia, King Edward Memorial Hospital, Perth, Australia.,Division of Paediatrics and Telethon Kids Institute, Faculty of Health and Medical Sciences, Perth, Australia
| | | | - Kym Boycott
- Children's Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON, Canada.,Department of Genetics, Children's Hospital of Eastern Ontario, Ottawa, ON, Canada
| | - Nicola Brunetti-Pierri
- Department of Translational Medicine, Federico II University of Naples, Italy.,Telethon Institute of Genetics and Medicine, Pozzuoli, Italy
| | - Philippe M Campeau
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, QC, H3T 1C5, Canada
| | | | - John Christodoulou
- Brain and Mitochondrial Research Group, Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - David Dyment
- Children's Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON, Canada.,Department of Genetics, Children's Hospital of Eastern Ontario, Ottawa, ON, Canada
| | | | - Jill A Fahrner
- Departments of Genetic Medicine and Pediatrics, Johns Hopkins University, Baltimore, MD, 21205, USA
| | | | - David Genevieve
- Montpellier University, Reference Center for Rare Disease, Medical Genetic Department for Rare Disease and Personalize Medicine, Inserm Unit 1183, CHU Montpellier, Montpellier, France
| | - Delphine Heron
- AP-HP, Département de Génétique Médicale, Groupe Hospitalier Pitié Salpétrière, Paris, France
| | - Thomas Husson
- Department of Genetics and Reference Center for Developmental Disorders, Normandie Univ, UNIROUEN, Inserm U1245 and Rouen University Hospital, Rouen, France
| | - Kristin D Kernohan
- Children's Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON, Canada.,Newborn Screening Ontario, Children's Hospital of Eastern Ontario, Ottawa, Canada
| | - Alisdair McNeill
- Department of Neuroscience, University of Sheffield, UK, and Sheffield Children's Hospital NHS Foundation Trust
| | - Leonie A Menke
- Department of Pediatrics, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Giuseppe Merla
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, Via S. Pansini 5, 80131, Naples, Italy.,Laboratory of Regulatory and Functional Genomics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Foggia, Italy
| | - Paolo Prontera
- Medical Genetics Unit, University of Perugia Hospital SM della Misericordia, Perugia, Italy
| | - Cheryl Rockman-Greenberg
- Dept of Pediatrics and Child Health, Rady Faculty of Health Sciences, University of Manitoba and Program in Genetics and Metabolism, Shared Health MB, Winnipeg, MB, Canada
| | | | | | | | - Marie Vincent
- Service de génétique Médicale, CHU Nantes, France.,Institut du thorax, INSERM, CNRS, UNIV Nantes, 44007, Nantes, France
| | - Antonio Vitobello
- INSERM-Université de Bourgogne UMR1231 GAD « Génétique Des Anomalies du Développement », FHU-TRANSLAD, UFR Des Sciences de Santé, Dijon, France.,Unité Fonctionnelle d'Innovation Diagnostique des Maladies Rares, FHU-TRANSLAD, France Hospitalo-Universitaire Médecine Translationnelle et Anomalies du Développement (TRANSLAD), Centre Hospitalier Universitaire Dijon Bourgogne, CHU Dijon Bourgogne,, Dijon, France
| | - Marco Tartaglia
- Genetics and Rare Diseases Research Division, Ospedale Pediatrico Bambino Gesù, IRCCS, 00146, Rome, Italy
| | - Marielle Alders
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105, AZ, Amsterdam, the Netherlands
| | | | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, ON, N6A 5W9, Canada.,Department of Pathology and Laboratory Medicine, Western University, London, ON, N6A 3K7, Canada
| |
Collapse
|
19
|
Rouxel F, Relator R, Kerkhof J, McConkey H, Levy M, Dias P, Barat-Houari M, Bednarek N, Boute O, Chatron N, Cherik F, Delahaye-Duriez A, Doco-Fenzy M, Faivre L, Gauthier LW, Heron D, Hildebrand MS, Lesca G, Lespinasse J, Mazel B, Menke LA, Morgan AT, Pinson L, Quelin C, Rossi M, Ruiz-Pallares N, Tran-Mau-Them F, Van Kessel IN, Vincent M, Weber M, Willems M, Leguyader G, Sadikovic B, Genevieve D. CDK13-related disorder: Report of a series of 18 previously unpublished individuals and description of an epigenetic signature. Genet Med 2022; 24:1096-1107. [PMID: 35063350 DOI: 10.1016/j.gim.2021.12.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 12/22/2021] [Indexed: 01/02/2023] Open
Abstract
PURPOSE Rare genetic variants in CDK13 are responsible for CDK13-related disorder (CDK13-RD), with main clinical features being developmental delay or intellectual disability, facial features, behavioral problems, congenital heart defect, and seizures. In this paper, we report 18 novel individuals with CDK13-RD and provide characterization of genome-wide DNA methylation. METHODS We obtained clinical phenotype and neuropsychological data for 18 and 10 individuals, respectively, and compared this series with the literature. We also compared peripheral blood DNA methylation profiles in individuals with CDK13-RD, controls, and other neurodevelopmental disorders episignatures. Finally, we developed a support vector machine-based classifier distinguishing CDK13-RD and non-CDK13-RD samples. RESULTS We reported health and developmental parameters, clinical data, and neuropsychological profile of individuals with CDK13-RD. Genome-wide differential methylation analysis revealed a global hypomethylated profile in individuals with CDK13-RD in a highly sensitive and specific model that could aid in reclassifying variants of uncertain significance. CONCLUSION We describe the novel features such as anxiety disorder, cryptorchidism, and disrupted sleep in CDK13-RD. We define a CDK13-RD DNA methylation episignature as a diagnostic tool and a defining functional feature of the evolving clinical presentation of this disorder. We also show overlap of the CDK13 DNA methylation profile in an individual with a functionally and clinically related CCNK-related disorder.
Collapse
Affiliation(s)
- Flavien Rouxel
- Génétique clinique, Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, CHU Montpellier, Montpellier University, Centre de Référence Anomalies du Développement SOOR, INSERM U1183, ERN ITHACA, Montpellier, France
| | - Raissa Relator
- The Archie & Irene Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Jennifer Kerkhof
- The Archie & Irene Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Haley McConkey
- The Archie & Irene Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Michael Levy
- The Archie & Irene Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada
| | - Patricia Dias
- Genetics Department, Hospital Center of Lisbon North, ERN ITHACA, Lisbon, Portugal
| | - Mouna Barat-Houari
- Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, Génétique des Maladies Rares et Auto-Inflammatoires, CHU Montpellier, Université de Montpellier, Montpellier, France
| | - Nathalie Bednarek
- Genetics Department, CHU Reims, Medical school IFR53, EA3801, Reims, France
| | - Odile Boute
- Genetics Department, Guy Fontaine Medical Center, CLAD Nord de France, Jeanne de Flandre Hospital, CHRU Lille, Lille, France
| | - Nicolas Chatron
- Genetics Department, Lyon University Hospital, and Institut NeuroMyoGène, CNRS UMR 5310 - INSERM U1217, Claude Bernard Lyon 1 University, Lyon, France
| | - Florian Cherik
- Genetics Department, CHU Clermont-Ferrand, Clermont-Ferrand, France
| | - Andrée Delahaye-Duriez
- Department of Histology Embryology and Cytogenetics, Jean Verdier Hospital; Paris 13 University, Sorbonne Paris Cité, UFR SMBH Bobigny; PROTECT, INSERM, Paris Diderot University, Paris, France
| | - Martine Doco-Fenzy
- Genetics Department, CHU Reims, Medical school IFR53, EA3801, Reims, France
| | - Laurence Faivre
- Centre de Référence Anomalies du Développement et Syndromes Malformatifs, FHU TRANSLAD, CHU Dijon, Dijon, France; Genetics of Developmental Disorders, INSERM - Bourgogne Franche-Comté University, UMR 1231 GAD Team, Dijon, France
| | - Lucas W Gauthier
- Genetics Department, Lyon University Hospital, and Institut NeuroMyoGène, CNRS UMR 5310 - INSERM U1217, Claude Bernard Lyon 1 University, Lyon, France
| | - Delphine Heron
- Genetics Department, University Hospital Pitié-Salpétrière, Paris, France
| | - Michael S Hildebrand
- Epilepsy Research Center, Department of Medicine, Austin Health, The University of Melbourne, Heidelberg, Victoria, Australia; Murdoch Children's Research Institute, Department of Audiology and Speech Pathology, University of Melbourne, Melbourne, Victoria, Australia
| | - Gaëtan Lesca
- Genetics Department, Lyon University Hospital, and Institut NeuroMyoGène, CNRS UMR 5310 - INSERM U1217, Claude Bernard Lyon 1 University, Lyon, France
| | | | - Benoit Mazel
- Centre de Référence Anomalies du Développement et Syndromes Malformatifs, FHU TRANSLAD, CHU Dijon, Dijon, France
| | - Leonie A Menke
- Department of Pediatrics, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, ERN ITHACA, Amsterdam, Netherlands
| | - Angela T Morgan
- Department of Audiology and Speech Pathology, Melbourne School of Health Sciences, The University of Melbourne, Parkville, Victoria, Australia
| | - Lucile Pinson
- Génétique clinique, Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, CHU Montpellier, Montpellier University, Centre de Référence Anomalies du Développement SOOR, INSERM U1183, ERN ITHACA, Montpellier, France
| | - Chloe Quelin
- Department of Clinical Genetics, CLAD Ouest, CHU de Rennes, Hôpital Sud, Rennes, France
| | - Massimiliano Rossi
- Genetics Department, Lyon University Hospital, and Institut NeuroMyoGène, CNRS UMR 5310 - INSERM U1217, Claude Bernard Lyon 1 University, Lyon, France; Genetics Department, Referral Centre for Developmental Abnormalities, Lyon University Hospital Lyon, France; INSERM U1028, CNRS UMR5292, Lyon Neuroscience Research Centre, GENDEV Team, Claude Bernard Lyon 1 University, Lyon, France
| | - Nathalie Ruiz-Pallares
- Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, Génétique des Maladies Rares et Auto-Inflammatoires, CHU Montpellier, Université de Montpellier, Montpellier, France
| | - Frederic Tran-Mau-Them
- Genetics of Developmental Disorders, INSERM - Bourgogne Franche-Comté University, UMR 1231 GAD Team, Dijon, France; Functional Unit 6254 Innovation in Genomic Diagnosis of Rare Diseases, CHU Dijon Bourgogne, Dijon, France
| | - Imke N Van Kessel
- Department of Pediatrics, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, ERN ITHACA, Amsterdam, Netherlands
| | | | - Mathys Weber
- Centre de Référence Anomalies du Développement et Syndromes Malformatifs, FHU TRANSLAD, CHU Dijon, Dijon, France
| | - Marjolaine Willems
- Génétique clinique, Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, CHU Montpellier, Montpellier University, Centre de Référence Anomalies du Développement SOOR, INSERM U1183, ERN ITHACA, Montpellier, France
| | - Gwenael Leguyader
- Genetics Department, CHU de Poitiers, Poitiers University Hospital, Poitiers, France
| | - Bekim Sadikovic
- The Archie & Irene Verspeeten Clinical Genome Centre, London Health Sciences Centre, London, Ontario, Canada; Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada.
| | - David Genevieve
- Génétique clinique, Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, CHU Montpellier, Montpellier University, Centre de Référence Anomalies du Développement SOOR, INSERM U1183, ERN ITHACA, Montpellier, France.
| |
Collapse
|
20
|
Levy MA, McConkey H, Kerkhof J, Barat-Houari M, Bargiacchi S, Biamino E, Bralo MP, Cappuccio G, Ciolfi A, Clarke A, DuPont BR, Elting MW, Faivre L, Fee T, Fletcher RS, Cherik F, Foroutan A, Friez MJ, Gervasini C, Haghshenas S, Hilton BA, Jenkins Z, Kaur S, Lewis S, Louie RJ, Maitz S, Milani D, Morgan AT, Oegema R, Østergaard E, Pallares NR, Piccione M, Pizzi S, Plomp AS, Poulton C, Reilly J, Relator R, Rius R, Robertson S, Rooney K, Rousseau J, Santen GWE, Santos-Simarro F, Schijns J, Squeo GM, St John M, Thauvin-Robinet C, Traficante G, van der Sluijs PJ, Vergano SA, Vos N, Walden KK, Azmanov D, Balci T, Banka S, Gecz J, Henneman P, Lee JA, Mannens MMAM, Roscioli T, Siu V, Amor DJ, Baynam G, Bend EG, Boycott K, Brunetti-Pierri N, Campeau PM, Christodoulou J, Dyment D, Esber N, Fahrner JA, Fleming MD, Genevieve D, Kerrnohan KD, McNeill A, Menke LA, Merla G, Prontera P, Rockman-Greenberg C, Schwartz C, Skinner SA, Stevenson RE, Vitobello A, Tartaglia M, Alders M, Tedder ML, Sadikovic B. Novel diagnostic DNA methylation episignatures expand and refine the epigenetic landscapes of Mendelian disorders. HGG Adv 2022; 3:100075. [PMID: 35047860 PMCID: PMC8756545 DOI: 10.1016/j.xhgg.2021.100075] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 11/30/2021] [Indexed: 02/07/2023] Open
Abstract
Overlapping clinical phenotypes and an expanding breadth and complexity of genomic associations are a growing challenge in the diagnosis and clinical management of Mendelian disorders. The functional consequences and clinical impacts of genomic variation may involve unique, disorder-specific, genomic DNA methylation episignatures. In this study, we describe 19 novel episignature disorders and compare the findings alongside 38 previously established episignatures for a total of 57 episignatures associated with 65 genetic syndromes. We demonstrate increasing resolution and specificity ranging from protein complex, gene, sub-gene, protein domain, and even single nucleotide-level Mendelian episignatures. We show the power of multiclass modeling to develop highly accurate and disease-specific diagnostic classifiers. This study significantly expands the number and spectrum of disorders with detectable DNA methylation episignatures, improves the clinical diagnostic capabilities through the resolution of unsolved cases and the reclassification of variants of unknown clinical significance, and provides further insight into the molecular etiology of Mendelian conditions.
Collapse
Affiliation(s)
- Michael A Levy
- Verspeeten Clinical Genome Centre; London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Haley McConkey
- Verspeeten Clinical Genome Centre; London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Jennifer Kerkhof
- Verspeeten Clinical Genome Centre; London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Mouna Barat-Houari
- Autoinflammatory and Rare Diseases Unit, Medical Genetic Department for Rare Diseases and Personalized Medicine, CHU Montpellier, Montpellier, France
| | - Sara Bargiacchi
- Medical Genetics Unit, "A. Meyer" Children's Hospital of Florence, Florence, Italy
| | - Elisa Biamino
- Department of Pediatrics, University of Turin, Turin, Italy
| | - María Palomares Bralo
- Institute of Medical and Molecular Genetics (INGEMM), Hospital Universitario La Paz, IdiPAZ, CIBERER, ISCIII, Madrid, Spain
| | - Gerarda Cappuccio
- Department of Translational Medicine, Federico II University of Naples, Naples, Italy.,Telethon Institute of Genetics and Medicine, Pozzuoli, Italy
| | - Andrea Ciolfi
- Genetics and Rare Diseases Research Division, Ospedale Pediatrico Bambino Gesù, IRCCS, 00146 Rome, Italy
| | - Angus Clarke
- Cardiff University School of Medicine, Cardiff, UK
| | | | - Mariet W Elting
- Department of Clinical Genetics, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Laurence Faivre
- INSERM-Université de Bourgogne UMR1231 GAD « Génétique Des Anomalies du Développement », FHU-TRANSLAD, UFR Des Sciences de Santé, Dijon, France.,Centre de Référence Maladies Rares «Anomalies du Développement et Syndromes Malformatifs », Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Timothy Fee
- Greenwood Genetic Center, Greenwood, SC 29646, USA
| | | | - Florian Cherik
- Genetic medical center, CHU Clermont Ferrand, France.,Montpellier University, Reference Center for Rare Disease, Medical Genetic Department for Rare Disease and Personalize Medicine, Inserm Unit 1183, CHU Montpellier, Montpellier, France
| | - Aidin Foroutan
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | | | - Cristina Gervasini
- Division of Medical Genetics, Department of Health Sciences, Università degli Studi di Milano, Milan, Italy
| | - Sadegheh Haghshenas
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | | | - Zandra Jenkins
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Simranpreet Kaur
- Brain and Mitochondrial Research Group, Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Suzanne Lewis
- BC Children's and Women's Hospital and Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, Canada
| | | | - Silvia Maitz
- Clinical Pediatric Genetics Unit, Pediatrics Clinics, MBBM Foundation, Hospital San Gerardo, Monza, Italy
| | - Donatella Milani
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Angela T Morgan
- Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Renske Oegema
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Elsebet Østergaard
- Department of Clinical Genetics, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark.,Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Nathalie Ruiz Pallares
- Autoinflammatory and Rare Diseases Unit, Medical Genetic Department for Rare Diseases and Personalized Medicine, CHU Montpellier, Montpellier, France
| | - Maria Piccione
- Medical Genetics Unit Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, University of Palermo, Palermo, Italy
| | - Simone Pizzi
- Genetics and Rare Diseases Research Division, Ospedale Pediatrico Bambino Gesù, IRCCS, 00146 Rome, Italy
| | - Astrid S Plomp
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands
| | - Cathryn Poulton
- Undiagnosed Diseases Program, Genetic Services of Western Australia, King Edward Memorial Hospital, Perth, Australia
| | - Jack Reilly
- Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Raissa Relator
- Verspeeten Clinical Genome Centre; London Health Sciences Centre, London, ON N6A 5W9, Canada
| | - Rocio Rius
- Brain and Mitochondrial Research Group, Murdoch Children's Research Institute, Melbourne, Australia.,Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Stephen Robertson
- Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Kathleen Rooney
- Verspeeten Clinical Genome Centre; London Health Sciences Centre, London, ON N6A 5W9, Canada.,Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| | - Justine Rousseau
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, QC H3T 1C5, Canada
| | - Gijs W E Santen
- Department of Clinical Genetics, LUMC, Leiden, the Netherlands
| | - Fernando Santos-Simarro
- Institute of Medical and Molecular Genetics (INGEMM), Hospital Universitario La Paz, IdiPAZ, CIBERER, ISCIII, Madrid, Spain
| | - Josephine Schijns
- Department of Pediatrics, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Gabriella Maria Squeo
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, Via S. Pansini 5, 80131 Naples, Italy
| | - Miya St John
- Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Christel Thauvin-Robinet
- INSERM-Université de Bourgogne UMR1231 GAD « Génétique Des Anomalies du Développement », FHU-TRANSLAD, UFR Des Sciences de Santé, Dijon, France.,Centre de Référence Maladies Rares «Anomalies du Développement et Syndromes Malformatifs », Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,Unité Fonctionnelle d'Innovation Diagnostique des Maladies Rares, FHU-TRANSLAD, France Hospitalo-Universitaire Médecine Translationnelle et Anomalies du Développement (TRANSLAD), Centre Hospitalier Universitaire Dijon Bourgogne, CHU Dijon Bourgogne, Dijon, France.,Centre de Référence Déficiences Intellectuelles de Causes Rares, Hôpital D'Enfants, CHU Dijon Bourgogne, 21000 Dijon, France
| | - Giovanna Traficante
- Medical Genetics Unit, "A. Meyer" Children's Hospital of Florence, Florence, Italy
| | | | - Samantha A Vergano
- Division of Medical Genetics and Metabolism, Children's Hospital of The King's Daughters, Norfolk, VA, USA.,Department of Pediatrics, Eastern Virginia Medical School, Norfolk, VA, USA
| | - Niels Vos
- Department of Clinical Genetics, Amsterdam UMC, University of Amsterdam, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, Amsterdam, the Netherlands
| | | | - Dimitar Azmanov
- Department of Diagnostic Genomics, PathWest Laboratory Medicine, QEII Medical Centre, Perth, Australia
| | - Tugce Balci
- Department of Pediatrics, Division of Medical Genetics, Western University, London, ON N6A 3K7, Canada.,Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre and Children's Health Research Institute, London, ON N6A5W9, Canada
| | - Siddharth Banka
- Division of Evolution, Infection & Genomics, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK.,Manchester Centre for Genomic Medicine, St Mary's Hospital, Manchester University NHS Foundation Trust, Health Innovation Manchester, Manchester, UK
| | - Jozef Gecz
- School of Medicine, Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia.,South Australian Health and Medical Research Institute, Adelaide, SA 5005, Australia
| | - Peter Henneman
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands
| | | | - Marcel M A M Mannens
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands
| | - Tony Roscioli
- Neuroscience Research Australia (NeuRA), Sydney, Australia.,Prince of Wales Clinical School, Faculty of Medicine, University of New South Wales, Sydney, Australia.,New South Wales Health Pathology Randwick Genomics, Prince of Wales Hospital, Sydney, Australia.,Centre for Clinical Genetics, Sydney Children's Hospital, Sydney, Australia
| | - Victoria Siu
- Department of Pediatrics, Division of Medical Genetics, Western University, London, ON N6A 3K7, Canada.,Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre and Children's Health Research Institute, London, ON N6A5W9, Canada
| | - David J Amor
- Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - Gareth Baynam
- Undiagnosed Diseases Program, Genetic Services of Western Australia, King Edward Memorial Hospital, Perth, Australia.,Undiagnosed Diseases Program, Genetic Services of Western Australia, King Edward Memorial Hospital, Perth, Australia.,Division of Paediatrics and Telethon Kids Institute, Faculty of Health and Medical Sciences, Perth, Australia
| | | | - Kym Boycott
- Children's Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON, Canada.,Department of Genetics, Children's Hospital of Eastern Ontario, Ottawa, ON, Canada
| | - Nicola Brunetti-Pierri
- Department of Translational Medicine, Federico II University of Naples, Naples, Italy.,Telethon Institute of Genetics and Medicine, Pozzuoli, Italy
| | - Philippe M Campeau
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, QC H3T 1C5, Canada
| | - John Christodoulou
- Brain and Mitochondrial Research Group, Murdoch Children's Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, Australia
| | - David Dyment
- Children's Hospital of Eastern Ontario, Ottawa, Canada
| | | | - Jill A Fahrner
- Departments of Genetic Medicine and Pediatrics, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Mark D Fleming
- Department of Pathology, Boston Children's Hospital, Boston, MA, USA
| | - David Genevieve
- Montpellier University, Reference Center for Rare Disease, Medical Genetic Department for Rare Disease and Personalize Medicine, Inserm Unit 1183, CHU Montpellier, Montpellier, France
| | - Kristin D Kerrnohan
- Children's Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON, Canada.,Newborn Screening Ontario, Children's Hospital of Eastern Ontario, Ottawa, Canada
| | - Alisdair McNeill
- Department of Neuroscience, University of Sheffield, Sheffield Children's Hospital NHS Foundation Trust, Sheffield, UK
| | - Leonie A Menke
- Department of Pediatrics, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Giuseppe Merla
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, Via S. Pansini 5, 80131 Naples, Italy.,Laboratory of Regulatory and Functional Genomics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo (Foggia), Italy
| | - Paolo Prontera
- Medical Genetics Unit, University of Perugia Hospital SM della Misericordia, Perugia, Italy
| | - Cheryl Rockman-Greenberg
- Department of Pediatrics and Child Health, Rady Faculty of Health Sciences, University of Manitoba and Program in Genetics and Metabolism, Shared Health MB, Winnipeg, MB, Canada
| | | | | | | | - Antonio Vitobello
- INSERM-Université de Bourgogne UMR1231 GAD « Génétique Des Anomalies du Développement », FHU-TRANSLAD, UFR Des Sciences de Santé, Dijon, France.,Unité Fonctionnelle d'Innovation Diagnostique des Maladies Rares, FHU-TRANSLAD, France Hospitalo-Universitaire Médecine Translationnelle et Anomalies du Développement (TRANSLAD), Centre Hospitalier Universitaire Dijon Bourgogne, CHU Dijon Bourgogne, Dijon, France
| | - Marco Tartaglia
- Genetics and Rare Diseases Research Division, Ospedale Pediatrico Bambino Gesù, IRCCS, 00146 Rome, Italy
| | - Marielle Alders
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Amsterdam Reproduction and Development Research Institute, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands
| | | | - Bekim Sadikovic
- Verspeeten Clinical Genome Centre; London Health Sciences Centre, London, ON N6A 5W9, Canada.,Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada
| |
Collapse
|
21
|
Liu S, Suzuki T, Relator R, Sese J, Sugiyama M, Fukumizu K. Support consistency of direct sparse-change learning in Markov networks. Ann Stat 2017. [DOI: 10.1214/16-aos1470] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
|
22
|
Kato T, Relator R, Ngouv H, Hirohashi Y, Takaki O, Kakimoto T, Okada K. Segmental HOG: new descriptor for glomerulus detection in kidney microscopy image. BMC Bioinformatics 2015; 16:316. [PMID: 26423821 PMCID: PMC4590714 DOI: 10.1186/s12859-015-0739-1] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Accepted: 09/11/2015] [Indexed: 11/13/2022] Open
Abstract
Background The detection of the glomeruli is a key step in the histopathological evaluation of microscopic images of the kidneys. However, the task of automatic detection of the glomeruli poses challenges owing to the differences in their sizes and shapes in renal sections as well as the extensive variations in their intensities due to heterogeneity in immunohistochemistry staining. Although the rectangular histogram of oriented gradients (Rectangular HOG) is a widely recognized powerful descriptor for general object detection, it shows many false positives owing to the aforementioned difficulties in the context of glomeruli detection. Results A new descriptor referred to as Segmental HOG was developed to perform a comprehensive detection of hundreds of glomeruli in images of whole kidney sections. The new descriptor possesses flexible blocks that can be adaptively fitted to input images in order to acquire robustness for the detection of the glomeruli. Moreover, the novel segmentation technique employed herewith generates high-quality segmentation outputs, and the algorithm is assured to converge to an optimal solution. Consequently, experiments using real-world image data revealed that Segmental HOG achieved significant improvements in detection performance compared to Rectangular HOG. Conclusion The proposed descriptor for glomeruli detection presents promising results, and it is expected to be useful in pathological evaluation.
Collapse
Affiliation(s)
- Tsuyoshi Kato
- Faculty of Science and Engineering, Gunma University, Kiryu-shi, Gunma, 376-8515, Japan. .,Center for Informational Biology, Ochanomizu University, Bunkyo-ku, Tokyo, 112-8610, Japan.
| | - Raissa Relator
- Faculty of Science and Engineering, Gunma University, Kiryu-shi, Gunma, 376-8515, Japan
| | - Hayliang Ngouv
- Faculty of Science and Engineering, Gunma University, Kiryu-shi, Gunma, 376-8515, Japan
| | - Yoshihiro Hirohashi
- Faculty of Science and Engineering, Gunma University, Kiryu-shi, Gunma, 376-8515, Japan
| | - Osamu Takaki
- Gunma University Hospital, Maebashi-shi, Gunma, 371-8511, Japan
| | - Tetsuhiro Kakimoto
- Research Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama, 335-8505, Japan
| | - Kinya Okada
- Research Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama, 335-8505, Japan
| |
Collapse
|
23
|
Kakimoto T, Okada K, Hirohashi Y, Relator R, Kawai M, Iguchi T, Fujitaka K, Nishio M, Kato T, Fukunari A, Utsumi H. Automated image analysis of a glomerular injury marker desmin in spontaneously diabetic Torii rats treated with losartan. J Endocrinol 2014; 222:43-51. [PMID: 24781258 DOI: 10.1530/joe-14-0164] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Diabetic nephropathy is a major complication in diabetes and a leading cause of end-stage renal failure. Glomerular podocytes are functionally and structurally injured early in diabetic nephropathy. A non-obese type 2 diabetes model, the spontaneously diabetic Torii (SDT) rat, is of increasing preclinical interest because of its pathophysiological similarities to human type 2 diabetic complications including diabetic nephropathy. However, podocyte injury in SDT rat glomeruli and the effect of angiotensin II receptor blocker treatment in the early stage have not been reported in detail. Therefore, we have evaluated early stages of glomerular podocyte damage and the beneficial effect of early treatment with losartan in SDT rats using desmin as a sensitive podocyte injury marker. Moreover, we have developed an automated, computational glomerulus recognition method and illustrated its specific application for quantitatively studying glomerular desmin immunoreactivity. This state-of-the-art method enabled automatic recognition and quantification of glomerular desmin-positive areas, eliminating the need to laboriously trace glomerulus borders by hand. The image analysis method not only enabled assessment of a large number of glomeruli, but also clearly demonstrated that glomerular injury was more severe in the juxtamedullary region than in the superficial cortex region. This applied not only in SDT rat diabetic nephropathy but also in puromycin aminonucleoside-induced nephropathy, which was also studied. The proposed glomerulus image analysis method combined with desmin immunohistochemistry should facilitate evaluations in preclinical drug efficacy studies as well as elucidation of the pathophysiology of diabetic nephropathy.
Collapse
Affiliation(s)
- Tetsuhiro Kakimoto
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Kinya Okada
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Yoshihiro Hirohashi
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Raissa Relator
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Mizue Kawai
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Taku Iguchi
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Keisuke Fujitaka
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Masashi Nishio
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Tsuyoshi Kato
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Atsushi Fukunari
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| | - Hiroyuki Utsumi
- Safety Research LaboratoriesAdvanced Medical Research LaboratoriesResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, JapanFaculty of Science and EngineeringGunma University, Kiryu-shi, Gunma 376-8515, JapanPharmacology Research Laboratories IIResearch Division, Mitsubishi Tanabe Pharma Corporation, Toda-shi, Saitama 335-8505, Japan
| |
Collapse
|