Motivation: Measuring differential gene expression is a common task in the analysis of RNA-Seq data. To identify differentially expressed genes between two samples, it is crucial to normalize the datasets. While multiple normalization methods are available, all of them are based on certain assumptions that may or may not be suitable for the type of data they are applied on. Researchers therefore need to select an adequate normalization strategy for each RNA-Seq experiment. This selection includes exploration of different normalization methods as well as their comparison. Methods that agree with each other most likely represent realistic assumptions under the particular experimental conditions. Results: We developed the NVT package, which provides a fast and simple way to analyze and evaluate multiple normalization methods via visualization and representation of correlation values, based on a user-defined set of uniformly expressed genes.
机构:
Kings Coll London, UK Dementia Res Inst, London, England
Kings Coll London, Inst Psychiat Psychol & Neurosci, Dept Basic & Clin Neurosci, Basic & Clin Neurosci Inst, London, England
Univ Oxford, Alzheimers Res UK Oxford Drug Discovery Inst, Ctr Med Discovery, Oxford, EnglandKings Coll London, UK Dementia Res Inst, London, England
Sampathkumar, Nirmal Kumar
SundaramID, Venkat Krishnan
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Univ Paris, Fac Basic & Biomed Sci, INSERM, U1124, Paris, France
Univ Clin Leipzig, Paul Flechsig Inst Neuropathol, Leipzig, GermanyKings Coll London, UK Dementia Res Inst, London, England
SundaramID, Venkat Krishnan
Danthi, Prakroothi S.
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McGill Univ, Douglas Mental Hlth Univ Inst, McGill Grp Suicide Studies, Montreal, PQ, CanadaKings Coll London, UK Dementia Res Inst, London, England
Danthi, Prakroothi S.
Barakat, Rasha
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Univ Paris, Fac Basic & Biomed Sci, INSERM, U1124, Paris, France
Inst Cochin, INSERM, U1016, Paris, FranceKings Coll London, UK Dementia Res Inst, London, England
Barakat, Rasha
Solomon, Shiden
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Kings Coll London, UK Dementia Res Inst, London, England
Kings Coll London, Inst Psychiat Psychol & Neurosci, Dept Basic & Clin Neurosci, Basic & Clin Neurosci Inst, London, EnglandKings Coll London, UK Dementia Res Inst, London, England
Solomon, Shiden
Mondal, Mrityunjoy
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Kings Coll London, UK Dementia Res Inst, London, England
Kings Coll London, Inst Psychiat Psychol & Neurosci, Dept Basic & Clin Neurosci, Basic & Clin Neurosci Inst, London, England
Deutsch Zentrum Neurodegenerat Erkrankungen, Bonn, GermanyKings Coll London, UK Dementia Res Inst, London, England
Mondal, Mrityunjoy
Carre, Ivo
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Kings Coll London, UK Dementia Res Inst, London, England
Kings Coll London, Inst Psychiat Psychol & Neurosci, Dept Basic & Clin Neurosci, Basic & Clin Neurosci Inst, London, EnglandKings Coll London, UK Dementia Res Inst, London, England
Carre, Ivo
El Jalkh, Tatiana
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Univ Paris, Fac Basic & Biomed Sci, INSERM, U1124, Paris, FranceKings Coll London, UK Dementia Res Inst, London, England
El Jalkh, Tatiana
Padilla-Ferrer, Aida
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Univ Paris, Fac Basic & Biomed Sci, INSERM, U1124, Paris, FranceKings Coll London, UK Dementia Res Inst, London, England
Padilla-Ferrer, Aida
Grenier, Julien
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机构:
Univ Paris, Fac Basic & Biomed Sci, INSERM, U1124, Paris, FranceKings Coll London, UK Dementia Res Inst, London, England
Grenier, Julien
Massaad, Charbel
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Univ Paris, Fac Basic & Biomed Sci, INSERM, U1124, Paris, FranceKings Coll London, UK Dementia Res Inst, London, England
Massaad, Charbel
Mitchell, Jacqueline C.
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Kings Coll London, Inst Psychiat Psychol & Neurosci, Dept Basic & Clin Neurosci, Basic & Clin Neurosci Inst, London, EnglandKings Coll London, UK Dementia Res Inst, London, England
机构:
Dankook Univ, Dept Microbiol, Coll Nat Sci, Cheonan 31116, South KoreaDankook Univ, Dept Microbiol, Coll Nat Sci, Cheonan 31116, South Korea
Son, Keunhong
Yu, Sungryul
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机构:
Semyung Univ, Dept Clin Lab Sci, Jecheon 27136, South KoreaDankook Univ, Dept Microbiol, Coll Nat Sci, Cheonan 31116, South Korea
Yu, Sungryul
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机构:
Shin, Wonseok
Han, Kyudong
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机构:
Dankook Univ, Dept Nanobiomed Sci, Cheonan 31116, South Korea
Dankook Univ, PLUS NBM Global Res Ctr Regenerat Med BK21, Cheonan 31116, South KoreaDankook Univ, Dept Microbiol, Coll Nat Sci, Cheonan 31116, South Korea
机构:
Latvian Biomed Res & Study Ctr, LV-1067 Riga, Latvia
European Bioinformat Inst, EMBL EBI, Hinxton CB10 1SD, EnglandLatvian Biomed Res & Study Ctr, LV-1067 Riga, Latvia