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New Machine Learning Approach Could Transform the Future of Neurodevelopmental Disorder Diagnostics

As advances in genome sequencing continue to expand the reach of prenatal genetic testing, more families are gaining insights into their unborn baby’s health. At the same time, these tests often reveal genetic variants that clinicians cannot yet confidently classify as harmful or harmless, leaving families without clear answers.

A new SickKids innovation aims to address this challenge by helping clinicians interpret uncertain genetic findings with greater confidence, potentially enabling earlier diagnoses and more informed decision-making for patients, families, and care teams.

Co-led by Rosanna Weksberg, Clinical Geneticist and Senior Associate Scientist, and Sanaa Choufani, Senior Research Associate in Genetics & Genome Biology, the team has developed a machine learning method that transforms disease-specific DNA methylation signatures, known as episignatures, into versatile diagnostic tools capable of working across multiple sample types.

Published in The American Journal of Human Genetics, the study demonstrated that blood-derived episignatures can be successfully adapted to identify patterns associated with Down syndrome across a range of prenatal and postnatal tissues. This work builds on the team’s development of EpigenCentral, a platform that uses DNA methylation signatures to help classify variants of uncertain significance as disease-causing or benign and represents an important step toward extending the clinical utility of episignatures. By overcoming a key limitation in prenatal testing, the approach opens new possibilities for applying episignatures across a broader range of sample types to improve accessibility and support more accurate diagnoses of rare neurodevelopmental disorders.

A Leader in Epigenetic Diagnostics

Rosanna Weksberg is internationally recognized for her leadership in the field of epigenetics and rare disease diagnostics. To date, the Weksberg lab has helped establish 65 episignatures specific to neurodevelopmental disorders and has played a central role in establishing their clinical utility across a growing number of genetic conditions.

The momentum continues through the SickKids Technology Advancement Program (TAP), which is supporting EpigenCentralDx, the commercial version of the team’s pioneering EpigenCentral diagnostic platform. Led by Robert Siddaway, the TAP-funded project will validate the test within the Department of Paediatric Laboratory Medicine’s existing workflow and build the infrastructure required for clinical implementation. If successful, EpigenCentralDx could become Canada’s first clinical DNA methylation-based diagnostic test for neurodevelopmental disorders.

The rapid evolution of EpigenCentralDx reflects both the pace of innovation in precision medicine and the potential of SickKids discoveries to create real-world impact. IP&C is proud to support innovations like these as they advance from discovery to clinical implementation, improving outcomes for patients and families worldwide.

Supporting Innovation at SickKids

IP&C is supporting the development of the prenatal diagnostic as an additional asset within the EpigenCentralDx platform through intellectual property protection, partnership development, and negotiation of research collaborations with international organizations. These efforts are helping advance the technology toward commercialization and expand its potential impact for patients and families.

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