[R] A question regarding random effects in 'aov' function
karena
dr.jzhou at gmail.com
Tue Sep 20 20:14:55 CEST 2011
Hi,
I am doing an analysis to see if these is tissue specific effects on the
gene expression data .
Our data were collected from 6 different labs (batch effects). lab 1 has
tissue type 1 and tissue type 2, lab 2 has tissue 3, 4,5,6. The other labs
has one tissue type each. The 'sample' data is as below:
------------------------------------------------------------------------------------------------
Sample.ID Gene tissue.type batch(lab)
expression.level
id1 gene1 liver batch1
0.67
id1 gene2 liver batch1
0.89
id2 gene1 kidney batch1
0.52
id2 gene2 kidney batch1
0.45
.
.
id10 gene1 brain batch4
0.56
id10 gene2 brain batch4
0.97
.
.
id100 gene1 skin batch10
0.98
id100 gene2 skin batch 10
0.87
-----------------------------------------------------------------------------------------------------
I am going to use 'aov' to compare the tissue-specific average of gene
expression. 'tissue.type' is the fixed effects, 'batch' and 'Sample.ID' are
the random effects (to control for inter-individual variation and batch
effects). How should I write my 'aov' function? I am not sure about the
'random effects' part
i.e.
fm <- aov(expression.level~tissue.type+Error(Sample.ID)+Error(batch),
data=sample)
??
Thank you,
karena
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