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

DNA methylation constitutional disorders epigenetics episignature machine learning neurodevelopmental disorders overgrowth with intellectual disability syndromes random forest support vector machines

Journal

International journal of molecular sciences
ISSN: 1422-0067
Titre abrégé: Int J Mol Sci
Pays: Switzerland
ID NLM: 101092791

Informations de publication

Date de publication:
06 Dec 2020
Historique:
received: 22 11 2020
revised: 03 12 2020
accepted: 04 12 2020
entrez: 9 12 2020
pubmed: 10 12 2020
medline: 5 3 2021
Statut: epublish

Résumé

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.

Identifiants

pubmed: 33291301
pii: ijms21239303
doi: 10.3390/ijms21239303
pmc: PMC7730976
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

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Auteurs

Sadegheh Haghshenas (S)

Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada.
Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON N6A 5W9, Canada.

Pratibha Bhai (P)

Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON N6A 5W9, Canada.

Erfan Aref-Eshghi (E)

Division of Genomic Diagnostics, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA.

Bekim Sadikovic (B)

Department of Pathology and Laboratory Medicine, Western University, London, ON N6A 3K7, Canada.
Molecular Genetics Laboratory, Molecular Diagnostics Division, London Health Sciences Centre, London, ON N6A 5W9, Canada.
Schulich School of Medicine and Dentistry, Western University, London, ON N6A 5C1, Canada.

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