ORIGINAL RESEARCH article
Front. Genet.
Sec. Epigenomics and Epigenetics
This article is part of the Research TopicAdvancements in Biomarker Genetics: Insights from the Genomics EraView all 4 articles
Nanopore sequencing enables combined detection of USP7 variants and a known Hao-Fountain syndrome episignature
Provisionally accepted- 1Academic Medical Center, Amsterdam, Netherlands
- 2London Health Sciences Centre, London, Canada
- 3Universita degli Studi di Messina, Messina, Italy
- 4Universitat Heidelberg, Heidelberg, Germany
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Background: Hao-Fountain syndrome (HAFOUS) is a rare neurodevelopmental disorder caused by pathogenic variants in the USP7 gene. This condition is associated with a distinct DNA methylation episignature that aids its diagnosis. While microarray-based methods have traditionally been used to detect these DNA methylation signatures, long-read nanopore sequencing offers the potential for simultaneous genetic and epigenetic analysis. Methods: We analyzed DNA extracted from the blood of five individuals carrying pathogenic USP7 variants or deletions using Oxford Nanopore direct long-read sequencing. This approach enabled the detection of both genetic variants and native 5mC methylation profiles. Methylation patterns were analyzed at known HAFOUS-specific episignature probes and compared against control samples using UMAP and hierarchical clustering. Classification was further validated using the EpiSign™ platform. Results: Nanopore sequencing successfully identified all pathogenic USP7 variants, including SNVs and structural deletions. DNA methylation analysis demonstrated clear separation between HAFOUS patients and controls, consistent across both nanopore and EPIC array platforms. All cases were correctly classified using the EpiSign™ pipeline, confirming the presence of the HAFOUS episignature. Conclusion: This study demonstrates that nanopore sequencing enables accurate, simultaneous detection of USP7 variants and the associated HAFOUS methylation episignature. These findings support the clinical utility of long-read sequencing as an integrated diagnostic tool for neurodevelopmental disorders, offering a unified platform for comprehensive genomic and epigenomic profiling.
Keywords: DNA Methylation, episignature, Hao-fountain syndrome, nanopore, USP7
Received: 22 Oct 2025; Accepted: 10 Dec 2025.
Copyright: © 2025 van der Laan, Haagmans, Venema, Kerkhof, Levy, Briuglia, Caro, Sailer, Schaaf, Sadikovic, van Haelst, van Gijn, Alders and Henneman. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Liselot van der Laan
Peter Henneman
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