[BioC] technical + biological replicate design for multiple categories
Naomi Altman
naomi at stat.psu.edu
Wed Jul 3 19:32:43 CEST 2013
You need to have a variable "biorep" with biorep number e.g.
c(1,1,2,2,3,3,...6,6)
This is a blocking variable.
The treatments are just Cyt1, Cyt2 and Mock.
You will need to follow the instructions for blocking variables.
--Naomi
At 05:15 PM 7/2/2013, James Platt wrote:
>I am using Limma for an experimental design with three categories,
>two biological replicates each and two technical replicates of each
>biological replicate for a total of 12 arrays. Since this goes
>just a little bit beyond the Limma user guide, I want to make sure I
>am setting this up correctly. Also, figure out why I am getting the
>error message below.
>
>The categories are:
>Cyt1
>Cyt2
>Mock (which is control for both of the other groups)
>
>The biological replicates are indicated with A and B. The technical
>replicates are indicated with .1 and .2.
>
>The variable expr has the array data and the sample columns are:
>MockA.1 MockA.2 Cyt1A.1 Cyt1A.2 Cyt2A.1 Cyt2A.2 MockB.1 MockB.2
>Cyt1B.1 Cyt1B.2 Cyt2B.1 Cyt2B.2
>
> > treatment
> [1] MockA MockA Cyt1A Cyt1A Cyt2A Cyt2A MockB MockB Cyt1B Cyt1B Cyt2B Cyt2B
>Levels: Cyt1A Cyt1B Cyt2A Cyt2B MockA MockB
> > design = model.matrix(~ 0 + treatment)
> > design
> Cyt1A Cyt1B Cyt2A Cyt2B MockA MockB
>1 0 0 0 0 1 0
>2 0 0 0 0 1 0
>3 1 0 0 0 0 0
>4 1 0 0 0 0 0
>5 0 0 1 0 0 0
>6 0 0 1 0 0 0
>7 0 0 0 0 0 1
>8 0 0 0 0 0 1
>9 0 1 0 0 0 0
>10 0 1 0 0 0 0
>11 0 0 0 1 0 0
>12 0 0 0 1 0 0
>attr(,"assign")
>[1] 1 1 1 1 1 1
>attr(,"contrasts")
>attr(,"contrasts")$treatment
>[1] "contr.treatment"
> > block
> [1] "MockA" "MockA" "Cyt1A" "Cyt1A" "Cyt2A" "Cyt2A" "MockB"
> "MockB" "Cyt1B" "Cyt1B" "Cyt2B" "Cyt2B"
> > dupcor = duplicateCorrelation(expr, design, block=block)
> > fit.raw = lmFit(expr, design, block=block,
>+ correlation=dupcor$consensus)
>Error in chol.default(V) :
> the leading minor of order 2 is not positive definite
> [[alternative HTML version deleted]]
>
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