PCA for multiple transcriptome-assemblies
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5.3 years ago
Shahzad ▴ 30

Hi Can we perform Principal component analysis PCA for multiple transcriptome-assemblies to show the shared similarity between them?

assembly rna-seq next-gen R • 1.1k views
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Yes, you can plot a PCA on the normalized read-count or expression data of the transcriptome-assemblies.

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What exact input data do you have? - just the assembled transcript sequences in FASTA format?

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I have gene count data for PCA analysis, can you suggest the pipeline in R for the PCA analysis

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In R you can simply Principal Components Analysis

pca <- prcomp(read_count_df)

For plotting

library(ggfortify)  
autoplot(pca, loadings.label = TRUE)
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