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Style transfer with variational autoencoders is a promising approach to RNA-Seq data harmonization and analysis

MOTIVATION: The transcriptomic data are being frequently used in the research of biomarker genes of different diseases and biological states. The most common tasks there are the data harmonization and treatment outcome prediction. Both of them can be addressed via the style transfer approach. Either...

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Dettagli Bibliografici
Pubblicato in:Bioinformatics
Autori principali: Russkikh, Nikolai, Antonets, Denis, Shtokalo, Dmitry, Makarov, Alexander, Vyatkin, Yuri, Zakharov, Alexey, Terentyev, Evgeny
Natura: Artigo
Lingua:Inglês
Pubblicazione: Oxford University Press 2020
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC7755413/
https://ncbi.nlm.nih.gov/pubmed/33026062
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/bioinformatics/btaa624
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