Seqanswers Leaderboard Ad

Collapse

Announcement

Collapse
No announcement yet.
X
 
  • Filter
  • Time
  • Show
Clear All
new posts

  • Limma multifactor experiment design matrix

    Hi, so I am very confused as to how I can make a multifactor design for limma RNA differential expression. I've read other posts in different forums and none of the answers are very explicit (to me) as to how to build a multifactor design

    For examples, say I have p1N, p1T, p2N, and p2T, where p# is patient number and N/T is normal tumor.

    I can build a single factor design matrix like this:

    ------Normal------Tumor
    1 ------ 1 --------- 0
    2 ------ 0 --------- 1
    3 ------ 1 --------- 0
    4 ------ 0 --------- 1

    I am completely lost as to how I can build a numeric matrix with multiple factors, which in this case, the factors would be patient number and N/T.

  • #2
    Code:
    d = data.frame(patient=factor(c("p1", "p1", "p2", "p2", ...)),
                   condition=factor(c("N", "T", "N", "T", ...)))
    design = model.matrix(~patient + condition, d)
    N.B., I've likely made a typo somewhere, but that's the gist.

    Comment


    • #3
      Oh, I thought I had to manually build a numeric matrix for the design matrix. Thanks. I have a followup question. I understand that the intercept column that is resulted is used for pair wise comparison. My question is when to use:

      design = model.matrix(~0+patient + condition, d)
      as opposed to this
      design = model.matrix(~patient + condition, d)

      Ok I found this from another post:

      EDIT:
      "This [design = model.matrix(~0+patient + condition, d)] (a cell means model) simply computes the mean expression for each group, and then you have to make all contrasts explicitly. The [design = model.matrix(~patient + condition, d)] has an implicit contrast (everything is a comparison to control), so you have to make contrasts for some comparisons, but not for others."

      from https://support.bioconductor.org/p/57268/


      So is it safe to say this only matters if I am doing a contrast matrix comparison?
      Last edited by Lugalbanda; 10-18-2016, 09:35 AM.

      Comment


      • #4
        Correct, the "0+" is only needed if you want to specify contrasts, which aren't needed to answer your question.

        Comment

        Latest Articles

        Collapse

        • seqadmin
          Recent Advances in Sequencing Analysis Tools
          by seqadmin


          The sequencing world is rapidly changing due to declining costs, enhanced accuracies, and the advent of newer, cutting-edge instruments. Equally important to these developments are improvements in sequencing analysis, a process that converts vast amounts of raw data into a comprehensible and meaningful form. This complex task requires expertise and the right analysis tools. In this article, we highlight the progress and innovation in sequencing analysis by reviewing several of the...
          Yesterday, 07:48 AM
        • seqadmin
          Essential Discoveries and Tools in Epitranscriptomics
          by seqadmin




          The field of epigenetics has traditionally concentrated more on DNA and how changes like methylation and phosphorylation of histones impact gene expression and regulation. However, our increased understanding of RNA modifications and their importance in cellular processes has led to a rise in epitranscriptomics research. “Epitranscriptomics brings together the concepts of epigenetics and gene expression,” explained Adrien Leger, PhD, Principal Research Scientist...
          04-22-2024, 07:01 AM

        ad_right_rmr

        Collapse

        News

        Collapse

        Topics Statistics Last Post
        Started by seqadmin, Today, 06:57 AM
        0 responses
        7 views
        0 likes
        Last Post seqadmin  
        Started by seqadmin, Yesterday, 07:17 AM
        0 responses
        13 views
        0 likes
        Last Post seqadmin  
        Started by seqadmin, 05-02-2024, 08:06 AM
        0 responses
        19 views
        0 likes
        Last Post seqadmin  
        Started by seqadmin, 04-30-2024, 12:17 PM
        0 responses
        21 views
        0 likes
        Last Post seqadmin  
        Working...
        X