Diagnostic Utility of Genome-Wide DNA Methylation Analysis in Mendelian Neurodevelopmental Disorders

被引:21
作者
Haghshenas, Sadegheh [1 ,2 ]
Bhai, Pratibha [2 ]
Aref-Eshghi, Erfan [3 ]
Sadikovic, Bekim [1 ,2 ,4 ]
机构
[1] Western Univ, Dept Pathol & Lab Med, London, ON N6A 3K7, Canada
[2] London Hlth Sci Ctr, Mol Diagnost Div, Mol Genet Lab, London, ON N6A 5W9, Canada
[3] Childrens Hosp Philadelphia, Div Genom Diagnost, Philadelphia, PA 19104 USA
[4] Western Univ, Schulich Sch Med & Dent, London, ON N6A 5C1, Canada
关键词
epigenetics; DNA methylation; episignature; neurodevelopmental disorders; overgrowth with intellectual disability syndromes; constitutional disorders; machine learning; support vector machines; random forest; CLINICAL VALIDATION; MUTATIONS; SIGNATURE; VARIANTS; CLASSIFICATION; EPIGENETICS; OVERGROWTH; CHILDREN;
D O I
10.3390/ijms21239303
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Mendelian neurodevelopmental disorders customarily present with complex and overlapping symptoms, complicating the clinical diagnosis. Individuals with a growing number of the so-called rare disorders exhibit unique, disorder-specific DNA methylation patterns, consequent to the underlying gene defects. Besides providing insights to the pathophysiology and molecular biology of these disorders, we can use these epigenetic patterns as functional biomarkers for the screening and diagnosis of these conditions. This review summarizes our current understanding of DNA methylation episignatures in rare disorders and describes the underlying technology and analytical approaches. We discuss the computational parameters, including statistical and machine learning methods, used for the screening and classification of genetic variants of uncertain clinical significance. Describing the rationale and principles applied to the specific computational models that are used to develop and adapt the DNA methylation episignatures for the diagnosis of rare disorders, we highlight the opportunities and challenges in this emerging branch of diagnostic medicine.
引用
收藏
页码:1 / 14
页数:14
相关论文
共 76 条
  • [1] Methylation analysis in tongue tissue of BWS patients identifies the (EPI)genetic cause in 3 patients with normal methylation levels in blood
    Alders, Marielle
    Maas, Saskia M.
    Kadouch, Daniel J. M.
    van der Lip, Karin
    Bliek, Jet
    van der Horst, Chantal M. A. M.
    Mannens, Marcel M. A. M.
    [J]. EUROPEAN JOURNAL OF MEDICAL GENETICS, 2014, 57 (06) : 293 - 297
  • [2] Evaluation of DNA Methylation Episignatures for Diagnosis and Phenotype Correlations in 42 Mendelian Neurodevelopmental Disorders
    Aref-Eshghi, Erfan
    Kerkhof, Jennifer
    Pedro, Victor P.
    DI France, Groupe
    Barat-Houari, Mouna
    Ruiz-Pallares, Nathalie
    Andrau, Jean-Christophe
    Lacombe, Didier
    Van-Gils, Julien
    Fergelot, Patricia
    Dubourg, Christele
    Cormier-Daire, Valerie
    Rondeau, Sophie
    Lecoquierre, Francois
    Saugier-Veber, Pascale
    Nicolas, Gael
    Lesca, Gaetan
    Chatron, Nicolas
    Sanlaville, Damien
    Vitobello, Antonio
    Faivre, Laurence
    Thauvin-Robinet, Christel
    Laumonnier, Frederic
    Raynaud, Martine
    Alders, Marielle
    Mannens, Marcel
    Henneman, Peter
    Hennekam, Raoul C.
    Velasco, Guillaume
    Francastel, Claire
    Ulveling, Damien
    Ciolfi, Andrea
    Pizzi, Simone
    Tartaglia, Marco
    Heide, Solveig
    Heron, Delphine
    Mignot, Cyril
    Keren, Boris
    Whalen, Sandra
    Afenjar, Alexandra
    Bienvenu, Thierry
    Campeau, Philippe M.
    Rousseau, Justine
    Levy, Michael A.
    Brick, Lauren
    Kozenko, Mariya
    Balci, Tugce B.
    Siu, Victoria Mok
    Stuart, Alan
    Kadour, Mike
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2020, 106 (03) : 356 - 370
  • [3] Diagnostic Utility of Genome-wide DNA Methylation Testing in Genetically Unsolved Individuals with Suspected Hereditary Conditions
    Aref-Eshghi, Erfan
    Bend, Eric G.
    Colaiacovo, Samantha
    Caudle, Michelle
    Chakrabarti, Rana
    Napier, Melanie
    Brick, Lauren
    Brady, Lauren
    Carere, Deanna Alexis
    Levy, Michael A.
    Kerkhof, Jennifer
    Stuart, Alan
    Saleh, Maha
    Beaudet, Arthur L.
    Li, Chumei
    Kozenko, Maryia
    Karp, Natalya
    Prasad, Chitra
    Siu, Victoria Mok
    Tarnopolsky, Mark A.
    Ainsworth, Peter J.
    Lin, Hanxin
    Rodenhiser, David I.
    Krantz, Ian D.
    Deardorff, Matthew A.
    Schwartz, Charles E.
    Sadikovic, Bekim
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2019, 104 (04) : 685 - 700
  • [4] BAFopathies' DNA methylation epi-signatures demonstrate diagnostic utility and functional continuum of Coffin-Siris and Nicolaides-Baraitser syndromes
    Aref-Eshghi, Erfan
    Bend, Eric G.
    Hood, Rebecca L.
    Schenkel, Laila C.
    Carere, Deanna Alexis
    Chakrabarti, Rana
    Nagamani, Sandesh C. S.
    Cheung, Sau Wai
    Campeau, Philippe M.
    Prasad, Chitra
    Siu, Victoria Mok
    Brady, Lauren
    Tarnopolsky, Mark A.
    Callen, David J.
    Innes, A. Micheil
    White, Susan M.
    Meschino, Wendy S.
    Shuen, Andrew Y.
    Pare, Guillaume
    Bulman, Dennis E.
    Ainsworth, Peter J.
    Lin, Hanxin
    Rodenhiser, David I.
    Hennekam, Raoul C.
    Boycott, Kym M.
    Schwartz, Charles E.
    Sadikovic, Bekim
    [J]. NATURE COMMUNICATIONS, 2018, 9
  • [5] Genomic DNA Methylation Signatures Enable Concurrent Diagnosis and Clinical Genetic Variant Classification in Neurodevelopmental Syndromes
    Aref-Eshghi, Erfan
    Rodenhiser, David I.
    Schenkel, Laila C.
    Lin, Hanxin
    Skinner, Cindy
    Ainsworth, Peter
    Pare, Guillaume
    Hood, Rebecca L.
    Bulman, Dennis E.
    Kernohan, Kristin D.
    Boycott, Kym M.
    Campeau, Philippe M.
    Schwartz, Charles
    Sadikovic, Bekim
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2018, 102 (01) : 156 - 174
  • [6] The defining DNA methylation signature of Kabuki syndrome enables functional assessment of genetic variants of unknown clinical significance
    Aref-Eshghi, Erfan
    Schenkel, Laila C.
    Lin, Hanxin
    Skinner, Cindy
    Ainsworth, Peter
    Pare, Guillaume
    Rodenhiser, David
    Schwartz, Charles
    Sadikovic, Bekim
    [J]. EPIGENETICS, 2017, 12 (11) : 923 - 933
  • [7] Clinical Validation of a Genome-Wide DNA Methylation Assay for Molecular Diagnosis of Imprinting Disorders
    Aref-Eshghi, Erfan
    Schenkel, Laila C.
    Lin, Hanxin
    Skinner, Cindy
    Ainsworth, Peter
    Pare, Guillaume
    Siu, Victoria
    Rodenhiser, David
    Schwartz, Charles
    Sadikovic, Bekim
    [J]. JOURNAL OF MOLECULAR DIAGNOSTICS, 2017, 19 (06) : 848 - 856
  • [8] Bacalini MG, 2015, AGING-US, V7, P82
  • [9] Delineating the phenotypic spectrum of Bainbridge-Ropers syndrome: 12 new patients with de novo, heterozygous, loss-of-function mutations in ASXL3 and review of published literature
    Balasubramanian, M.
    Willoughby, J.
    Fry, A. E.
    Weber, A.
    Firth, H. V.
    Deshpande, C.
    Berg, J. N.
    Chandler, K.
    Metcalfe, K. A.
    Lam, W.
    Pilz, D. T.
    Tomkins, S.
    [J]. JOURNAL OF MEDICAL GENETICS, 2017, 54 (08) : 537 - 543
  • [10] Identification of rare de novo epigenetic variations in congenital disorders
    Barbosa, Mafalda
    Joshi, Ricky S.
    Garg, Paras
    Martin-Trujillo, Alejandro
    Patel, Nihir
    Jadhav, Bharati
    Watson, Corey T.
    Gibson, William
    Chetnik, Kelsey
    Tessereau, Chloe
    Mei, Hui
    De Rubeis, Silvia
    Reichert, Jennifer
    Lopes, Fatima
    Vissers, Lisenka E. L. M.
    Kleefstra, Tjitske
    Grice, Dorothy E.
    Edelmann, Lisa
    Soares, Gabriela
    Maciel, Patricia
    Brunner, Han G.
    Buxbaum, Joseph D.
    Gelb, Bruce D.
    Sharp, Andrew J.
    [J]. NATURE COMMUNICATIONS, 2018, 9