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Comparison of confound adjustment methods in the construction of gene co-expression networks.


ABSTRACT: Adjustment for confounding sources of expression variation is an important preprocessing step in large gene expression studies, but the effect of confound adjustment on co-expression network analysis has not been well-characterized. Here, we demonstrate that the choice of confound adjustment method can have a considerable effect on the architecture of the resulting co-expression network. We compare standard and alternative confound adjustment methods and provide recommendations for their use in the construction of gene co-expression networks from bulk tissue RNA-seq datasets.

SUBMITTER: Cote AC 

PROVIDER: S-EPMC8812044 | biostudies-literature | 2022 Feb

REPOSITORIES: biostudies-literature

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Comparison of confound adjustment methods in the construction of gene co-expression networks.

Cote Alanna C AC   Young Hannah E HE   Huckins Laura M LM  

Genome biology 20220203 1


Adjustment for confounding sources of expression variation is an important preprocessing step in large gene expression studies, but the effect of confound adjustment on co-expression network analysis has not been well-characterized. Here, we demonstrate that the choice of confound adjustment method can have a considerable effect on the architecture of the resulting co-expression network. We compare standard and alternative confound adjustment methods and provide recommendations for their use in  ...[more]

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