The Impact of normalization methods on RNA‐seq data analysis
J Zyprych-Walczak, A Szabelska… - BioMed research …, 2015 - Wiley Online Library
… concerns five normalization methods widely used for normalization of RNA-seq data: Trimmed
… Our goal was to find out how normalization methods affect differential expression results. …
… Our goal was to find out how normalization methods affect differential expression results. …
Comparison of normalization methods for differential gene expression analysis in RNA-Seq experiments: a matter of relative size of studied transcriptomes
… RNA-Seq data normalization for differential gene expression … estimations of ratios of gene
expressions, and consequently to … of the most widespread normalization methods together with …
expressions, and consequently to … of the most widespread normalization methods together with …
Selecting between-sample RNA-Seq normalization methods from the perspective of their assumptions
C Evans, J Hardin, DM Stoebel - Briefings in bioinformatics, 2018 - academic.oup.com
… is correct when the relationship between normalized read counts is correct. … of gene expression
is never measured, we consider the true expression of a gene to be the amount of mRNA/…
is never measured, we consider the true expression of a gene to be the amount of mRNA/…
Normalization of RNA-seq data using factor analysis of control genes or samples
… Normalization of RNA-sequencing (RNA-seq) data has proven essential to … of expression
levels. Here, we show that usual normalization approaches mostly account for sequencing …
levels. Here, we show that usual normalization approaches mostly account for sequencing …
Comparing the normalization methods for the differential analysis of Illumina high-throughput RNA-Seq data
… the normalization results from RNA-Seq and MAQC qRT-PCR values for 996 genes.
Based on this work, we showed that out of the eight non-abundance estimation normalization …
Based on this work, we showed that out of the eight non-abundance estimation normalization …
Comparison of normalization and differential expression analyses using RNA-Seq data from 726 individual Drosophila melanogaster
… the detection of differential gene expression among the factors we … normalization methods,
and two statistical approaches using our data set. We assessed differential gene expression …
and two statistical approaches using our data set. We assessed differential gene expression …
A protocol to evaluate RNA sequencing normalization methods
… to assess the validity of normalization methods applied to a … RNASeq normalization
procedures and concluded that transcripts per million (TPM) was the best performing normalization …
procedures and concluded that transcripts per million (TPM) was the best performing normalization …
A comparison of per sample global scaling and per gene normalization methods for differential expression analysis of RNA-seq data
X Li, GN Brock, EC Rouchka, NGF Cooper, D Wu… - PloS one, 2017 - journals.plos.org
… (per-gene normalization after per-sample median or upper-quartile global scaling). Our
per-gene normalization … , we performed differential gene expression analysis to evaluate these …
per-gene normalization … , we performed differential gene expression analysis to evaluate these …
GC-content normalization for RNA-Seq data
… expression analysis. We propose three simple within-lane gene-level GC-content normalization
approaches and assess their performance on two different RNA-Seq datasets, involving …
approaches and assess their performance on two different RNA-Seq datasets, involving …
Choice of library size normalization and statistical methods for differential gene expression analysis in balanced two-group comparisons for RNA-seq studies
X Li, NGF Cooper, TE O'Toole, EC Rouchka - BMC genomics, 2020 - Springer
… RNA-seq datasets with small sample replicates, we found that UQ-pgQ2 normalization …
better performance in term of power and specificity in differential gene expression analysis. …
better performance in term of power and specificity in differential gene expression analysis. …
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