Description Usage Format Details References Examples
An illustrative example of a list summarizing several studies of gene expression. This is used as an example in the meta-analyis of hierarchically dependent gene expression studies.
1 |
This object is a list containing 4 ES.obj
objects.
Each ES.obj
object represents the results from a separate gene expression study.
This object has been assembled from existing data as an artificial example; see the vignette for details on its construction. In this example, four studies were conducted, and can be summarized as follows:
Study | Lab | Tissue | Chip |
1 | 1 | 0 | hgu133a |
1 | 1 | 1 | hgu133a |
2 | 1 | 0 | hgu95a |
3 | 2 | 0 | hgu95av2 |
4 | 3 | 1 | hgu133b |
Notice that study 1 involved two tissue types. The vignette shows how this example supposes that sampling dependence was
introduced in study 1 by fitting a gene-specific model with both tissue types simultaneously.
Hierarchical dependence is also present in these data because studies 1 and 2 were conducted by the same lab.
Each element of HGU.DifExp.list
is an ES.obj
object in the same format as returned by the getPLM.es()
function.
Look at the elements of the list (and the vignette) to get an idea of how the data should be laid out.
The intended use for these data is to demonstrate a meta-analysis procedure that accounts for hierarchical dependence between studies.
The idea is that results from different studies from the same lab might be dependent.
This is an example object that is to be passed as an argument to the metahdep.format()
function.
Stevens J.R. and Nicholas G. (2009), metahdep: Meta-analysis of hierarchically dependent gene expression studies, Bioinformatics, 25(19):2619-2620.
See also the metahdep package vignette.
1 2 3 4 | data(HGU.DifExp.list)
head(HGU.DifExp.list[[1]]@ES.mat)
HGU.DifExp.list[[1]]@covariates
## etc.
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