library normalization for DESeq2 using mapping proportions
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@catalina-aguilar-hurtado-6554
Last seen 4.1 years ago
United States

Hi I have a RNAseq dataset that is a mix of related symbiont algae species, that change in proportions with the treatment. I would appreciate any advice on a method that I can use to normalize these rnaseq libraries based on the fraction of reads per sample. I already know the proportion of each species per sample based on the reads mapped to each species genome. For example, would it be possible to analyze the blue species in genotype O2, even though only 12% of the transcripts in the treatment (32) belong to this species, while its 100% in the control? These small libraries seem like outliers in a PCA, but not sure if it makes sense to run the analysis with this big differences in the libraries.

Thanks, Catalina
algae proportions per genotype, based of mapped transcripts

deseq2 normalization • 517 views
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@mikelove
Last seen 2 days ago
United States

It should be fine, it’s similar to having a smaller library size. One way to inspect would be to look at scatter plots (log scale) of counts for the lowest sample vs other samples. As in an MA plot, you’d expect points of the diagonal (shifted diagonal is ok). These points are used to estimate size factors.

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