Normalization factors when there is a possible unidirectional expression
1
0
Entering edit mode
@14ef1b09
Last seen 7 weeks ago
Egypt

Should I set normalization factors to 1 if it's expected that most DEGs are upregulated or should I calculate them using TMM using calcNormFactors?

limma Normalization DifferentialExpression • 501 views
ADD COMMENT
2
Entering edit mode
@gordon-smyth
Last seen 3 hours ago
WEHI, Melbourne, Australia

There is no problem with most DEGs being differential in the same direction, providing that the total proportion of DEGs is no more than about 30% of all genes. You can perform a standard DE analysis including TMM normalization.

It would certainly be wrong to set normalization factors to 1. That is never correct, but especially not when the DEGs are unidirectional. When there is a large amount of unidirectional DE, the normalization factors should always be less than 1 in the condition with the upregulation.

ADD COMMENT

Login before adding your answer.

Traffic: 653 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6