EdgeR User Guide: use of glmLRT vs glmQLF in oral carcinoma Case Study
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oakhamwolf • 0
@oakhamwolf-18151
Last seen 6.1 years ago

Dear all,

I'm working through the edgeR user guide and would like to understand the reasoning behind using glmLRT() over glmQFTest() to detect DE genes, specifically within the oral carcinoma Case Study (p40 onward). I see from the user guide and also edgeR glmLRT with test="F"? and other sources that for cases where the number of replicates is small, glmQFTest() is preferred for the reasons stated. However, in that particular Case Study there appears to be three biological replicates in each group, yet glmLRT() is used. Is there a reason for this? Is the choice related to the paired design (i.e. only one sample in each group within the pair) or something else? I note that in section 3.4.1 on p35 in the example covering the ideas behind paired designs, there is a similar design and glmQFTest() is used, I just can't work out why!

Any help understanding this would be very much appreciated.

Cheers

edger design matrix glmlrt() glmQFTest() paired design • 1.5k views
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@gordon-smyth
Last seen 1 hour ago
WEHI, Melbourne, Australia

The oral carcinoma case study uses glmLRT for historical reasons. The case study was written before the quasi-likelihood (QL) functions were developed. The analysis could in principle be updated to use glmQLFTest().

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oakhamwolf • 0
@oakhamwolf-18151
Last seen 6.1 years ago

Many thanks for the clarification and the fast response.

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