Unexpected results for a differential expression analysis between males and females
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Loïc • 0
@e387433b
Last seen 4 months ago
Canada

Hi,

In the differential expression analysis we are interested in studying the variation of gene expression between males and females in mouse brain. We ran DESeq2 genome-wide while filtering out results for keeping only sexual chromosomes in order to highlight genes with significant variations.

However, after investigating the results we have observed weird results with two genes on the Y chromosome having significant LFC between males (reference category) and females (comparison category), which is little bit unexpected from my taste. Indeed, I am expecting to have only genes on the X chromosome not on the Y, when comparing males to females.

Are there any explication for this result ? Is it a design issue ? It is the first time I work on sexual chromosomes and I probably miss something important here.

I can provide additional material if needed,
Loic

DESeq2 • 531 views
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@james-w-macdonald-5106
Last seen 4 hours ago
United States

You'd have to say which genes. There are a set of genes that are in the pseudoautosomal region (PAR) that could easily be differentially expressed. As an example, AKAP17A:

> library(TxDb.Hsapiens.UCSC.hg38.refGene)
> library(org.Hs.eg.db)
> select(org.Hs.eg.db, "AKAP17A", "ENTREZID","ALIAS")
'select()' returned 1:1 mapping
between keys and columns
    ALIAS ENTREZID
1 AKAP17A     8227
> gns <- genes(TxDb.Hsapiens.UCSC.hg38.refGene, single.strand.genes.only = FALSE)
> gns["8227"]
GRangesList object of length 1:
$`8227`
GRanges object with 2 ranges and 0 metadata columns:
      seqnames          ranges
         <Rle>       <IRanges>
  [1]     chrX 1591604-1602518
  [2]     chrY 1591604-1602518
      strand
       <Rle>
  [1]      +
  [2]      +
  -------
  seqinfo: 711 sequences (1 circular) from hg38 genome
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Oh wait. Mouse. There are maybe two genes in mice as well.

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The two genes are Eif2s3y and Ddx3y.

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You should actually have evidence for differential expression for lots of Y genes if you are comparing males to females. Since the females don't have a Y chromosome, and the males do, any Y genes that are expressed at middling to higher levels in males should be significantly higher than the (lack of any) gene expression in the females. The PAR genes are candidates for genes that might not be different. Any time I am doing mouse work and Xist and Ddx3y come up, the first question for the PI is 'are we comparing male and female mice?'

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Robert Castelo ★ 3.3k
@rcastelo
Last seen 2 days ago
Barcelona/Universitat Pompeu Fabra

Unexpected results may also raise from the assignment of a wrong biological sex to the samples. This can be easily detected in transcriptomics data by looking up whether the expression of sex-specific genes matches the given biological sex of the sample.

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