Entering edit mode
> Date: Fri, 10 Jun 2005 16:52:39 +0200
> From: "Jakub Orzechowski Westholm" <jakub at="" lcb.uu.se="">
> Subject: [BioC] limma problems
> To: <bioconductor at="" stat.math.ethz.ch="">
>
> Hi! I'm using the limma package to analyze 2^3 factorial experiment,
with blocks, but I've run
> into problems because lmFit can't estimate all coefficients. Here is
what the design matrix looks
> like:
>
>> design
> Intercept wt A B C AB AC BC ABC block
> 1 1 1 0 0 0 0 0 0 0 1
> 2 1 0 1 0 0 0 0 0 0 1
> 3 1 0 0 1 0 0 0 0 0 1
> 4 1 0 0 0 1 0 0 0 0 1
> 5 1 0 0 0 0 1 0 0 0 0
> 6 1 0 0 0 0 0 1 0 0 0
> 7 1 0 0 0 0 0 0 1 0 0
> 8 1 0 0 0 0 0 0 0 1 0
> 9 1 1 0 0 0 0 0 0 0 0
> 10 1 0 1 0 0 0 0 0 0 0
> 11 1 0 0 1 0 0 0 0 0 0
> 12 1 0 0 0 1 0 0 0 0 0
> 13 1 0 0 0 0 1 0 0 0 0
> 14 1 0 0 0 0 0 1 0 0 0
> 15 1 0 0 0 0 0 0 1 0 0
> 16 1 0 0 0 0 0 0 0 1 0
> 17 1 1 0 0 0 0 0 0 0 0
> 18 1 0 1 0 0 0 0 0 0 0
> 19 1 0 0 1 0 0 0 0 0 0
> 20 1 0 0 0 1 0 0 0 0 0
> 21 1 0 0 0 0 1 0 0 0 0
> 22 1 0 0 0 0 0 1 0 0 0
> 23 1 0 0 0 0 0 0 1 0 0
> 24 1 0 0 0 0 0 0 0 1 0
> attr(,"assign")
> [1] 0 1 1 1 1 1 1 1 1 1
> attr(,"contrasts")
> attr(,"contrasts")$treatments
> Wt A B C AB AC BC ABC Block
> bl1 1 0 0 0 0 0 0 0 1
> Abl1 0 1 0 0 0 0 0 0 1
> Bbl1 0 0 1 0 0 0 0 0 1
> Cbl1 0 0 0 1 0 0 0 0 1
> ABbl0 0 0 0 0 1 0 0 0 0
> ACbl0 0 0 0 0 0 1 0 0 0
> BCbl0 0 0 0 0 0 0 1 0 0
> ABCbl0 0 0 0 0 0 0 0 1 0
> bl0 1 0 0 0 0 0 0 0 0
> Abl0 0 1 0 0 0 0 0 0 0
> Bbl0 0 0 1 0 0 0 0 0 0
> Cbl0 0 0 0 1 0 0 0 0 0
> Cbl0II 0 0 0 1 0 0 0 0 0
>
> Fitting a model to this with lmFit gives:
>
>> fit <- lmFit(M.vals, design)
> Coefficients not estimable: ABC
>
> What is the problem with this? And what's the easisest way around
it?
>
> thanks
>
> Jakub Orzechowski
This message tells you that you have tried to estimate more
coefficients than are capable of being
estimated with your data. Hence you need to remove at least one
column from the design matrix.
First rule of linear models: you can't include an intercept term in
your model *and* include a
term for every distinct treatment as well. Either remove the
Intercept or remove the wt term.
Gordon