Gene discovery for facioscapulohumeral muscular dystrophy by machine learning techniques Article Swipe
Félix F. González-Navarro
,
Lluís A. Belanche-Muñoz
,
María G. Gámez-Moreno
,
Brenda L. Flores-Ríos
,
Jorge E. Ibarra-Esquer
,
Gabriel López-Morteo
·
YOU?
·
· 2015
· Open Access
·
· DOI: https://doi.org/10.1266/ggs.15-00017
YOU?
·
· 2015
· Open Access
·
· DOI: https://doi.org/10.1266/ggs.15-00017
Facioscapulohumeral muscular dystrophy (FSHD) is a neuromuscular disorder that shows a preference for the facial, shoulder and upper arm muscles. FSHD affects about one in 20-400,000 people, and no effective therapeutic strategies are known to halt disease progression or reverse muscle weakness or atrophy. Many genes may be incorrectly regulated in affected muscle tissue, but the mechanisms responsible for the progressive muscle weakness remain largely unknown. Although machine learning (ML) has made significant inroads in biomedical disciplines such as cancer research, no reports have yet addressed FSHD analysis using ML techniques. This study explores a specific FSHD data set from a ML perspective. We report results showing a very promising small group of genes that clearly separates FSHD samples from healthy samples. In addition to numerical prediction figures, we show data visualizations and biological evidence illustrating the potential usefulness of these results.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1266/ggs.15-00017
- https://www.jstage.jst.go.jp/article/ggs/90/6/90_15-00017/_pdf
- OA Status
- gold
- Cited By
- 2
- References
- 51
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2296311941
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W2296311941Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1266/ggs.15-00017Digital Object Identifier
- Title
-
Gene discovery for facioscapulohumeral muscular dystrophy by machine learning techniquesWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2015Year of publication
- Publication date
-
2015-01-01Full publication date if available
- Authors
-
Félix F. González-Navarro, Lluís A. Belanche-Muñoz, María G. Gámez-Moreno, Brenda L. Flores-Ríos, Jorge E. Ibarra-Esquer, Gabriel López-MorteoList of authors in order
- Landing page
-
https://doi.org/10.1266/ggs.15-00017Publisher landing page
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https://www.jstage.jst.go.jp/article/ggs/90/6/90_15-00017/_pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://www.jstage.jst.go.jp/article/ggs/90/6/90_15-00017/_pdfDirect OA link when available
- Concepts
-
Facioscapulohumeral muscular dystrophy, Weakness, Biology, Muscular dystrophy, Muscle weakness, Atrophy, Muscle atrophy, Disease, Gene, Bioinformatics, Physical medicine and rehabilitation, Genetics, Medicine, Pathology, AnatomyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
2Total citation count in OpenAlex
- Citations by year (recent)
-
2023: 1, 2022: 1Per-year citation counts (last 5 years)
- References (count)
-
51Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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