Interpreting CummeRbund Expression plots
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7.3 years ago
benjyrolls ▴ 70

Hi

supposing I have performed an RNA Seq experiment is there a way to check that the final results (Cuffdiff output ) is correct ?

Supposing after Cuffdiff output I have obtained CummeRbund expression plots: could some one explain what these means (links attached:}

Box plot of replicates

JS distance heat map

am looking at the CummeRbund Manual but this does not explain into detail the meaning of these expression plots Based on these expression images (links attached) could someone explain what these plots means for the various conditions in respest to the FPKM

Thanks

Beny

RNA-Seq • 2.5k views
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7.3 years ago
Chirag Parsania ★ 2.0k

Box plots of FPKM values shows spread of fpkm values. You can see that between the replicates median values (middle line in box plot) are very close to each other suggesting that your replicates are quite good. Your last two samples conpare to other samples have broad range of fpkm values. But again replicates are beghaving quite similar. You should only worry if box plots of two replicates are very different from each other

Your JS distance heatmap is again similar thing which is measuring how good your replicates are. You can see diagonal line is 0 suggesting identical samples. Lower the value between replicates good indication of replicates are matching.

If you want to check how good your replicates are I would suggest you to plot pair wise correlations between replicates. Generally correlation more than 0.9 is good indicator of good replicates

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Ok this explanation is useful, could you suggest a way to plot the pairwise correlation plots?

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There are many ways to do that. You can even do pairwise corr in cummeRbund. Other way is use corr function in R which takes FPKM matrix as an input and will give you pairwise corr matrix in output.

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Ok thanks just to buzz you one last time as this is a related question. How can I explain these outputs:

dispersion plots

isoforms

genes

what conclusions can i draw in terms of the replicates and the FPKM ?

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Have you gone through this link ? Might be useful

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