Find top genes that correlate with my gene of interest using TCGA RNA-Seq data.
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8.2 years ago

Hello - This is my first post here.

I am a novice to R, I know some basics. I want to use R to find the top genes whose expression correlates with my gene of interest using TCGA RNA-Seq datasets and to generate a figure depicting the correlation.

Any ides on where to begin with this?

Thank you!

RNA-Seq gene-expression R correlation • 5.3k views
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have you tried using the correlation function in R?

# expression data frame
expr
# gene expression values of interest
gene<-expr["gene_name",]
# correlate gene with all others genes in the expression set
correlations<-apply(expr,1,function(x){cor(gene,x)}, gene)

Then order the correlations and see which ones are at the top.

I would suggest using a scatter plot matrix for displaying the top correlated genes. I would suggest using this tutorial for making one

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Thanks for the response. I was able to subset all the expression values for my gene of interest into the variable "gene", but when I tried to do the correlation I received an error message:

Error in FUN(newX[, i], ...) :
  unused argument (list(TCGA.04.1348.01 = 9656, TCGA.04.1357.01 = 6417, ...........
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Maybe try using the as.numeric() function around the gene. Also, try this apply function:

# expression data frame
expr
# gene expression values of interest
gene<-as.numeric(expr["gene_name",])
# correlate gene with all others genes in the expression set
correlations<-apply(expr,1,function(x){cor(gene,x)})
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hi can you help me ?I want exactly what you want to do .

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