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ROBUST HYPERPARAMETER ESTIMATION PROTECTS AGAINST HYPERVARIABLE GENES AND IMPROVES POWER TO DETECT DIFFERENTIAL EXPRESSION

One of the most common analysis tasks in genomic research is to identify genes that are differentially expressed (DE) between experimental conditions. Empirical Bayes (EB) statistical tests using moderated genewise variances have been very effective for this purpose, especially when the number of bi...

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Detalles Bibliográficos
Publicado en:Ann Appl Stat
Autores principales: Phipson, Belinda, Lee, Stanley, Majewski, Ian J., Alexander, Warren S., Smyth, Gordon K.
Formato: Artigo
Lenguaje:Inglês
Publicado: 2016
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Acceso en línea:https://ncbi.nlm.nih.gov/pmc/articles/PMC5373812/
https://ncbi.nlm.nih.gov/pubmed/28367255
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/16-AOAS920
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