Systematic analysis and prediction of genes associated with monogenic disorders on human chromosome X
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Abstract
Disease gene discovery on chromosome (chr) X is challenging owing to its unique modes of inheritance. We undertook a systematic analysis of human chrX genes. We observe a higher proportion of disorder-associated genes and an enrichment of genes involved in cognition, language, and seizures on chrX compared to autosomes. We analyze gene constraints, exon and promoter conservation, expression, and paralogues, and report 127 genes sharing one or more attributes with known chrX disorder genes. Using machine learning classifiers trained to distinguish disease-associated from dispensable genes, we classify 247 genes, including 115 of the 127, as having high probability of being disease-associated. We provide evidence of an excess of variants in predicted genes in existing databases. Finally, we report damaging variants in CDK16 and TRPC5 in patients with intellectual disability or autism spectrum disorders. This study predicts large-scale gene-disease associations that could be used for prioritization of X-linked pathogenic variants.
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Several disease-causing genes remain undiscovered.
“Although the rate of discovery of new rare disease–gene associations has declined in recent years (Ehrhart et al. 2021), several disease-causing genes remain undiscovered, as demonstrated by a recent analysis of the X chromosome (Leitão et al. 2022).”
From Heterozygous loss-of-function variants in DOCK4 cause neurodevelopmental delay and microcephaly (2024) · cites this paper as Leitão et al. 2022
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LaFlamme, C. W., Rastin, C., Sengupta, S., Pennington, H. E., Russ-Hall, S. J., Schneider, A. L., Bonkowski, E. S., Almanza Fuerte, E. P., Allan, T. J., Zalusky, M. P.-G., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-50159-6 · Cited by 31 · see citing works
Direct modulation of TRPC ion channels by Gα proteins
Kang, H., Kim, J., Park, C. H., Jeong, B., & So, I. (2024) · Frontiers in Physiology · doi:10.3389/fphys.2024.1362987 · Cited by 14 · see citing works
Heterozygous loss-of-function variants in DOCK4 cause neurodevelopmental delay and microcephaly
Herbst, C., Bothe, V., Wegler, M., Axer-Schaefer, S., Audebert-Bellanger, S., Gecz, J., Cogne, B., Feldman, H. B., Horn, A. H. C., Hurst, A. C. E., et al. (2024) · Human Genetics · doi:10.1007/s00439-024-02655-4 · Cited by 7 · see citing works
“Although the rate of discovery of new rare disease–gene associations has declined in recent years (Ehrhart et al. 2021), several disease-causing genes remain undiscovered, as demonstrated by a recent analysis of the X chromosome (Leitão et al. 2022).”
Background
- Authors
- Leitão, E., Schröder, C., Parenti, I., Dalle, C., Rastetter, A., Kühnel, T., Kuechler, A., Kaya, S., Gérard, B., Schaefer, E., Nava, C., Drouot, N., Engel, C., Piard, J., Duban-Bedu, B., Villard, L., Stegmann, A. P. A., Vanhoutte, E. K., Verdonschot, J. A. J., Kaiser, F. J., Tran Mau-Them, F., Scala, M., Striano, P., Frints, S. G. M., Argilli, E., Sherr, E. H., Elder, F., Buratti, J., Keren, B., Mignot, C., Héron, D., Mandel, J.-L., Gecz, J., Kalscheuer, V. M., Horsthemke, B., Piton, A., & Depienne, C.
- Affiliations
- Essen University Hospital (DE)
- Centre National de la Recherche Scientifique (FR)
- Hôpitaux Universitaires de Strasbourg (FR)
- Inserm (FR)
- Maastricht University Medical Centre (NL)
- Istituto Giannina Gaslini (IT)
- University of California, San Francisco (US)
- Sorbonne Université (FR)
- Max Planck Institute for Molecular Genetics (DE)
- Corresponding author
- Depienne, Christel
- ORCID
- Leitão, Elsa
- Schröder, Christopher
- Parenti, Ilaria
- Kühnel, Theresa
- Gérard, Bénédicte
- Nava, Caroline
- Engel, Camille
- Piard, Juliette
- Villard, Laurent
- Stegmann, Alexander P. A.
- Vanhoutte, Els K.
- Verdonschot, Job A. J.
- Tran Mau-Them, Frédéric
- Scala, Marcello
- Striano, Pasquale
- Frints, Suzanna G. M.
- Argilli, Emanuela
- Sherr, Elliott H.
- Elder, Fikret
- Buratti, Julien
- Keren, Boris
- Mignot, Cyril
- Héron, Delphine
- Mandel, Jean-Louis
- Gecz, Jozef
- Kalscheuer, Vera M.
- Horsthemke, Bernhard
- Piton, Amélie
- Depienne, Christel
- Venue
- Nature Communications
- Published
- 2022-11-02
- Volume
- 13
- Issue
- 1
- Pages
- 6570-6570
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC9630267
- OpenAlex
- W4308147265
- Cited by
- 47
- References
- 6
- Citations by year
- 2026: 9 · 2025: 10 · 2024: 20 · 2023: 6 · 2022: 2
- FWCI
- 5.71
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- medRxiv (acceptedVersion, cc-by-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Publications (Maastricht University) (publishedVersion, cc-by)
- HAL AMU (submittedVersion, other-oa)
- RePEc: Research Papers in Economics (submittedVersion)
- Universitätsbibliographie, Universität Duisburg-Essen (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- DuEPublico (University of Duisburg-Essen) (submittedVersion, cc-by)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- CINECA IRIS Institutial Research Information System (University of Genoa) (submittedVersion)
- Research Publications (Maastricht University) (submittedVersion, other-oa)
- Funders
- U.S. Department of Health & Human Services | National Institutes of Health (R01NS058721)
- Broad Institute
- Deutsche Forschungsgemeinschaft
- UK Essen, University Duisburg-Essen, Tom-Wahlig-Stiftung (TWS), the Deutsche Stiftung Neurologie (DSN), and Assistance Publique des Hôpitaux de Paris
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetics and Neurodevelopmental Disorders
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- X chromosome, monogenic disorders, X-linked inheritance, disease gene prediction, gene-disease association, intellectual disability, autism spectrum disorder, CDK16, TRPC5, genetic conservation, gene expression, paralogs, machine learning classification, seizures
- MeSH terms
- Autism Spectrum Disorder, Humans, Intellectual Disability, Databases, Genetic, Chromosomes, Human, X, Genes, X-Linked
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