Genomic DNA Methylation Signatures Enable Concurrent Diagnosis and Clinical Genetic Variant Classification in Neurodevelopmental Syndromes
Pediatric developmental syndromes present with systemic, complex, and often overlapping clinical features that are not infrequently a consequence of Mendelian inheritance of mutations in genes involved in DNA methylation, establishment of histone modifications, and chromatin remodeling (the “epigene...
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Published in | American journal of human genetics Vol. 102; no. 1; pp. 156 - 174 |
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Main Authors | , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Elsevier Inc
04.01.2018
Elsevier |
Subjects | |
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Abstract | Pediatric developmental syndromes present with systemic, complex, and often overlapping clinical features that are not infrequently a consequence of Mendelian inheritance of mutations in genes involved in DNA methylation, establishment of histone modifications, and chromatin remodeling (the “epigenetic machinery”). The mechanistic cross-talk between histone modification and DNA methylation suggests that these syndromes might be expected to display specific DNA methylation signatures that are a reflection of those primary errors associated with chromatin dysregulation. Given the interrelated functions of these chromatin regulatory proteins, we sought to identify DNA methylation epi-signatures that could provide syndrome-specific biomarkers to complement standard clinical diagnostics. In the present study, we examined peripheral blood samples from a large cohort of individuals encompassing 14 Mendelian disorders displaying mutations in the genes encoding proteins of the epigenetic machinery. We demonstrated that specific but partially overlapping DNA methylation signatures are associated with many of these conditions. The degree of overlap among these epi-signatures is minimal, further suggesting that, consistent with the initial event, the downstream changes are unique to every syndrome. In addition, by combining these epi-signatures, we have demonstrated that a machine learning tool can be built to concurrently screen for multiple syndromes with high sensitivity and specificity, and we highlight the utility of this tool in solving ambiguous case subjects presenting with variants of unknown significance, along with its ability to generate accurate predictions for subjects presenting with the overlapping clinical and molecular features associated with the disruption of the epigenetic machinery. |
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AbstractList | Pediatric developmental syndromes present with systemic, complex, and often overlapping clinical features that are not infrequently a consequence of Mendelian inheritance of mutations in genes involved in DNA methylation, establishment of histone modifications, and chromatin remodeling (the “epigenetic machinery”). The mechanistic cross-talk between histone modification and DNA methylation suggests that these syndromes might be expected to display specific DNA methylation signatures that are a reflection of those primary errors associated with chromatin dysregulation. Given the interrelated functions of these chromatin regulatory proteins, we sought to identify DNA methylation epi-signatures that could provide syndrome-specific biomarkers to complement standard clinical diagnostics. In the present study, we examined peripheral blood samples from a large cohort of individuals encompassing 14 Mendelian disorders displaying mutations in the genes encoding proteins of the epigenetic machinery. We demonstrated that specific but partially overlapping DNA methylation signatures are associated with many of these conditions. The degree of overlap among these epi-signatures is minimal, further suggesting that, consistent with the initial event, the downstream changes are unique to every syndrome. In addition, by combining these epi-signatures, we have demonstrated that a machine learning tool can be built to concurrently screen for multiple syndromes with high sensitivity and specificity, and we highlight the utility of this tool in solving ambiguous case subjects presenting with variants of unknown significance, along with its ability to generate accurate predictions for subjects presenting with the overlapping clinical and molecular features associated with the disruption of the epigenetic machinery. Pediatric developmental syndromes present with systemic, complex, and often overlapping clinical features that are not infrequently a consequence of Mendelian inheritance of mutations in genes involved in DNA methylation, establishment of histone modifications, and chromatin remodeling (the "epigenetic machinery"). The mechanistic cross-talk between histone modification and DNA methylation suggests that these syndromes might be expected to display specific DNA methylation signatures that are a reflection of those primary errors associated with chromatin dysregulation. Given the interrelated functions of these chromatin regulatory proteins, we sought to identify DNA methylation epi-signatures that could provide syndrome-specific biomarkers to complement standard clinical diagnostics. In the present study, we examined peripheral blood samples from a large cohort of individuals encompassing 14 Mendelian disorders displaying mutations in the genes encoding proteins of the epigenetic machinery. We demonstrated that specific but partially overlapping DNA methylation signatures are associated with many of these conditions. The degree of overlap among these epi-signatures is minimal, further suggesting that, consistent with the initial event, the downstream changes are unique to every syndrome. In addition, by combining these epi-signatures, we have demonstrated that a machine learning tool can be built to concurrently screen for multiple syndromes with high sensitivity and specificity, and we highlight the utility of this tool in solving ambiguous case subjects presenting with variants of unknown significance, along with its ability to generate accurate predictions for subjects presenting with the overlapping clinical and molecular features associated with the disruption of the epigenetic machinery.Pediatric developmental syndromes present with systemic, complex, and often overlapping clinical features that are not infrequently a consequence of Mendelian inheritance of mutations in genes involved in DNA methylation, establishment of histone modifications, and chromatin remodeling (the "epigenetic machinery"). The mechanistic cross-talk between histone modification and DNA methylation suggests that these syndromes might be expected to display specific DNA methylation signatures that are a reflection of those primary errors associated with chromatin dysregulation. Given the interrelated functions of these chromatin regulatory proteins, we sought to identify DNA methylation epi-signatures that could provide syndrome-specific biomarkers to complement standard clinical diagnostics. In the present study, we examined peripheral blood samples from a large cohort of individuals encompassing 14 Mendelian disorders displaying mutations in the genes encoding proteins of the epigenetic machinery. We demonstrated that specific but partially overlapping DNA methylation signatures are associated with many of these conditions. The degree of overlap among these epi-signatures is minimal, further suggesting that, consistent with the initial event, the downstream changes are unique to every syndrome. In addition, by combining these epi-signatures, we have demonstrated that a machine learning tool can be built to concurrently screen for multiple syndromes with high sensitivity and specificity, and we highlight the utility of this tool in solving ambiguous case subjects presenting with variants of unknown significance, along with its ability to generate accurate predictions for subjects presenting with the overlapping clinical and molecular features associated with the disruption of the epigenetic machinery. |
Author | Rodenhiser, David I. Lin, Hanxin Aref-Eshghi, Erfan Bulman, Dennis E. Schenkel, Laila C. Sadikovic, Bekim Kernohan, Kristin D. Boycott, Kym M. Schwartz, Charles Ainsworth, Peter Paré, Guillaume Hood, Rebecca L. Skinner, Cindy Campeau, Philippe M. |
AuthorAffiliation | 4 Greenwood Genetics Center, Greenwood, SC 29646, USA 3 Departments of Pediatrics, Biochemistry and Oncology, Western University and Children’s Health Research Institute, London, ON N6A5C1, Canada 6 Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1H8M5, Canada 8 Department of Pediatrics, University of Montreal, Montreal, QC H3T1J4, Canada 2 Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON N6A5W9, Canada 7 Children’s Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON K1H5B2, Canada 5 Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON L8S4L8, Canada 1 Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada |
AuthorAffiliation_xml | – name: 1 Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada – name: 4 Greenwood Genetics Center, Greenwood, SC 29646, USA – name: 8 Department of Pediatrics, University of Montreal, Montreal, QC H3T1J4, Canada – name: 6 Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1H8M5, Canada – name: 2 Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON N6A5W9, Canada – name: 7 Children’s Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON K1H5B2, Canada – name: 5 Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON L8S4L8, Canada – name: 3 Departments of Pediatrics, Biochemistry and Oncology, Western University and Children’s Health Research Institute, London, ON N6A5C1, Canada |
Author_xml | – sequence: 1 givenname: Erfan surname: Aref-Eshghi fullname: Aref-Eshghi, Erfan organization: Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada – sequence: 2 givenname: David I. surname: Rodenhiser fullname: Rodenhiser, David I. organization: Departments of Pediatrics, Biochemistry and Oncology, Western University and Children’s Health Research Institute, London, ON N6A5C1, Canada – sequence: 3 givenname: Laila C. surname: Schenkel fullname: Schenkel, Laila C. organization: Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada – sequence: 4 givenname: Hanxin surname: Lin fullname: Lin, Hanxin organization: Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada – sequence: 5 givenname: Cindy surname: Skinner fullname: Skinner, Cindy organization: Greenwood Genetics Center, Greenwood, SC 29646, USA – sequence: 6 givenname: Peter surname: Ainsworth fullname: Ainsworth, Peter organization: Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada – sequence: 7 givenname: Guillaume surname: Paré fullname: Paré, Guillaume organization: Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON L8S4L8, Canada – sequence: 8 givenname: Rebecca L. surname: Hood fullname: Hood, Rebecca L. organization: Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ON K1H8M5, Canada – sequence: 9 givenname: Dennis E. surname: Bulman fullname: Bulman, Dennis E. organization: Children’s Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON K1H5B2, Canada – sequence: 10 givenname: Kristin D. surname: Kernohan fullname: Kernohan, Kristin D. organization: Children’s Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON K1H5B2, Canada – sequence: 11 givenname: Kym M. surname: Boycott fullname: Boycott, Kym M. organization: Children’s Hospital of Eastern Ontario Research Institute, University of Ottawa, Ottawa, ON K1H5B2, Canada – sequence: 12 givenname: Philippe M. surname: Campeau fullname: Campeau, Philippe M. organization: Department of Pediatrics, University of Montreal, Montreal, QC H3T1J4, Canada – sequence: 13 givenname: Charles surname: Schwartz fullname: Schwartz, Charles organization: Greenwood Genetics Center, Greenwood, SC 29646, USA – sequence: 14 givenname: Bekim surname: Sadikovic fullname: Sadikovic, Bekim email: bekim.sadikovic@lhsc.on.ca organization: Department of Pathology and Laboratory Medicine, Western University, London, ON N6A5C1, Canada |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29304373$$D View this record in MEDLINE/PubMed |
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Keywords | epigenomic machinery Claes-Jensen syndrome pediatric developmental disorders Floating Harbor syndrome Sotos syndrome CHARGE syndrome Kabuki syndrome ATRX syndrome machine learning molecular diagnosis |
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SubjectTerms | 5' Untranslated Regions - genetics ATRX syndrome Case-Control Studies CHARGE syndrome Child Child, Preschool Claes-Jensen syndrome Cohort Studies Demography DNA Methylation - genetics Epigenesis, Genetic epigenomic machinery Floating Harbor syndrome Genome, Human Humans Kabuki syndrome machine learning Models, Genetic molecular diagnosis Mutation - genetics Neurodevelopmental Disorders - blood Neurodevelopmental Disorders - diagnosis Neurodevelopmental Disorders - genetics pediatric developmental disorders Probability Reproducibility of Results Sotos syndrome Young Adult |
Title | Genomic DNA Methylation Signatures Enable Concurrent Diagnosis and Clinical Genetic Variant Classification in Neurodevelopmental Syndromes |
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