Explaining limma, design matrices and linear models to non statisticians
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@michael-watson-iah-c-378
Last seen 10.2 years ago
Hi I'm going to be teaching use of limma to a bunch of non-statisticians later this month, and I wondered if there were any slides or other resources that I could possibly hi-jack to explain how and why we create design matrices? Many thanks Mick
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@natalie-p-thorne-731
Last seen 10.2 years ago
Mick, I have some slides on how to make design matrices that I use to teach biologists. Actually I've been thinking, for a while, about posting them somewhere on Bioconductor for general resource. I have several slides for two-colour data and a couple for single- color data. The two-color examples, start with very basic experimental designs, two samples only, through to 3 samples (direct and ref designs), 4 samples factorial design and 2x3 factorial/time series designs. The slides work through how to select the parameters, including alternative parameterisations, how to interpret them, and how to specify them in a design matrix. Its very hands on - I usually get people to work through each example by hand so they really get to understand the idea of matrix multiplication of the design matrix with the parameter vector and how it actually relates to what is measured on each slide. I've used these over a dozen times for various courses and I find they work quite well...of course I usually modify and add slightly to them each time. You are welcome to try them if you like. Natalie BTW: I also have 4 practicals that I use to teach the fundamentals of limma (they include RBasics, LimmaBasics, LimmaPreprocessing, LimmaDiffExpression). These have a lot more detail for real beginners to R who are trying to use Limma. The examples are complementary to the LimmaUsers guide, but they include more detail on the basics that biologists often find hard when they're getting started. The problem is, the latter three pracs come with data sets that will probably exceed the space limit acceptable by BioConductor. Also I have the beginnings of a Limma "Reference Card". I guess, I should figure out a sensible way/place to post all this. On Mon, 27 Feb 2006, michael watson (IAH-C) wrote: > Hi > I'm going to be teaching use of limma to a bunch of non- statisticians > later this month, and I wondered if there were any slides or other > resources that I could possibly hi-jack to explain how and why we create > design matrices? > Many thanks > Mick ______________________________ Natalie Thorne, PhD Research Associate Computational Biology Group Hutchison/MRC Research Centre Department of Oncology University of Cambridge Hills Rd, Cambridge CB2 2XZ Email: npt22 at cam.ac.uk Phone: +44 (0)1223 763381 Fax : +44 (0)1223 763262
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Due to many requests, I will put my resources on a temporary web site for anyone who is interested to download. I should have it up by tomorrow and will send the link then. Natalie On Mon, 27 Feb 2006, Natalie P. Thorne wrote: > > Mick, > > I have some slides on how to make design matrices that I use to teach > biologists. Actually I've been thinking, for a while, about posting them > somewhere on Bioconductor for general resource. > > I have several slides for two-colour data and a couple for single- color > data. The two-color examples, start with very basic experimental designs, > two samples only, through to 3 samples (direct and ref designs), 4 samples > factorial design and 2x3 factorial/time series designs. > The slides work through how to select the parameters, including > alternative parameterisations, how to interpret them, and how to specify > them in a design matrix. Its very hands on - I usually get people to work > through each example by hand so they really get to understand the idea of > matrix multiplication of the design matrix with the parameter vector and > how it actually relates to what is measured on each slide. > I've used these over a dozen times for various courses and I find they > work quite well...of course I usually modify and add slightly to them each > time. You are welcome to try them if you like. > > Natalie > > > BTW: I also have 4 practicals that I use to teach the fundamentals of > limma (they include RBasics, LimmaBasics, LimmaPreprocessing, > LimmaDiffExpression). These have a lot more detail for real beginners > to R who are trying to use Limma. The examples are complementary to > the LimmaUsers guide, but they include more detail on the basics that > biologists often find hard when they're getting started. The problem is, > the latter three pracs come with data sets that will probably exceed the > space limit acceptable by BioConductor. Also I have the beginnings of a > Limma "Reference Card". I guess, I should figure out a sensible way/place > to post all this. > > On Mon, 27 Feb 2006, michael watson (IAH-C) wrote: >> Hi >> I'm going to be teaching use of limma to a bunch of non- statisticians >> later this month, and I wondered if there were any slides or other >> resources that I could possibly hi-jack to explain how and why we create >> design matrices? >> Many thanks >> Mick > > ______________________________ > Natalie Thorne, PhD > Research Associate > Computational Biology Group > Hutchison/MRC Research Centre > Department of Oncology > University of Cambridge > Hills Rd, Cambridge CB2 2XZ > > Email: npt22 at cam.ac.uk > Phone: +44 (0)1223 763381 > Fax : +44 (0)1223 763262 > > _______________________________________________ > Bioconductor mailing list > Bioconductor at stat.math.ethz.ch > https://stat.ethz.ch/mailman/listinfo/bioconductor > -- ______________________________ Natalie Thorne, PhD Research Associate Computational Biology Group Hutchison/MRC Research Centre Department of Oncology University of Cambridge Hills Rd, Cambridge CB2 2XZ Email: npt22 at cam.ac.uk Phone: +44 (0)1223 763381 Fax : +44 (0)1223 763262
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