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MethPed: an R packa...
MethPed: an R package for the identification of pediatric brain tumor subtypes
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- Ahamed, MT (author)
- Gothenburg University,Göteborgs universitet,Institutionen för biomedicin, avdelningen för patologi,Sahlgrenska Cancer Center,Institute of Biomedicine, Department of Pathology
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- Danielsson, Anna, 1973 (author)
- Gothenburg University,Göteborgs universitet,Sahlgrenska Cancer Center,Institutionen för kliniska vetenskaper, Avdelningen för onkologi,Institute of Clinical Sciences, Department of Oncology
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Nemes, S. (author)
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- Carén, Helena, 1979 (author)
- Gothenburg University,Göteborgs universitet,Institutionen för biomedicin, avdelningen för patologi,Sahlgrenska Cancer Center,Institute of Biomedicine, Department of Pathology
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(creator_code:org_t)
- 2016-07-02
- 2016
- English.
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In: Bmc Bioinformatics. - : Springer Science and Business Media LLC. - 1471-2105. ; 17:1
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Abstract
Subject headings
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- Background: DNA methylation profiling of pediatric brain tumors offers a new way of diagnosing and subgrouping these tumors which improves current clinical diagnostics based on histopathology. We have therefore developed the MethPed classifier, which is a multiclass random forest algorithm, based on DNA methylation profiles from many subgroups of pediatric brain tumors. Results: We developed an R package that implements the MethPed classifier, making it easily available and accessible. The package can be used for estimating the probability that an unknown sample belongs to each of nine pediatric brain tumor diagnoses/subgroups. Conclusions: The MethPed R package efficiently classifies pediatric brain tumors using the developed MethPed classifier. MethPed is available via Bioconductor: http://bioconductor.org/packages/MethPed/
Subject headings
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Cancer och onkologi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Cancer and Oncology (hsv//eng)
Keyword
- DNA methylation
- 450K
- Random forest
- R package
- Glioblastoma
- Medulloblastoma
- Ependymoma
- Classifier (classification tool)
- Astrocytoma
- MethPed
- Biochemistry & Molecular Biology
- Biotechnology & Applied Microbiology
- Mathematical & Computational Biology
Publication and Content Type
- ref (subject category)
- art (subject category)
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