Seqanswers Leaderboard Ad

Collapse

Announcement

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

  • DESeq can not detect significant DE genes.

    Dear all,
    I recently used DEseq to call DE genes and I have successfully run it for several dataset. However for the following dataset, I could not get any 'significant' DE gene with Padj < 0.05. Though, the within group variation between replicates are small and from the correlation between samples you can tell that CTR and Treated are obviously different. So my question is how could this happened? I have tried to figure out the problem but with no success.

    Here is my R command for the analysis:
    input file are attached behind. (ExperimentDesign.txt and RawCountTable.txt)
    =============================
    countTable.TBI.all = read.table("RawReadCount.txt",header=TRUE, row.names=1)
    designTable.TBI.all = read.table("ExperimentDesign.txt",header=TRUE, row.names=1)
    samples.CTR.vs.Treat = designTable.TBI.all$Condition == "CTR" | designTable.TBI.all$Condition =="Treat"
    countTable.CTR.vs.Treat = countTable.TBI.all[ , samples.CTR.vs.Treat]
    conditions.CTR.vs.Treat = designTable.TBI.all$Condition[samples.CTR.vs.Treat]
    conditions.CTR.vs.Treat = factor(conditions.CTR.vs.Treat)
    library(DESeq)
    CTR.vs.Treat.cds = newCountDataSet(countTable.CTR.vs.Treat, conditions.CTR.vs.Treat)
    CTR.vs.Treat.cds = estimateSizeFactors(CTR.vs.Treat.cds)
    CTR.vs.Treat.cds = estimateDispersions(CTR.vs.Treat.cds)
    CTR.vs.Treat.res = nbinomTest(CTR.vs.Treat.cds, "CTR", "Treat")
    ===================================================
    Attached Files

  • #2
    You just reversed the order of the treatment and control conditions.
    In your counts file, it's Treat1, Treat2, Treat3, CTR1, CTR2,
    In your conditions vector, it's CTR, CTR, Treat, Treat, Treat.
    It's actually reassuring that DESeq does not find any significant differences in gene expression with this input.

    > conditions.CTR.vs.Treat
    [1] CTR CTR Treat Treat Treat
    Levels: CTR Treat
    > head(countTable.CTR.vs.Treat)
    Treat1 Treat2 Treat3 CTR1 CTR2
    Mbp 255219 261306 295123 365033 415838
    Apoe 255618 333022 275713 31494 33771
    Gfap 135100 143838 143669 57978 62635
    Plp1 83787 92153 100662 165798 207643
    Fth1 97740 108155 113955 122369 117290
    Sparcl1 44654 43945 53549 72772 90997
    Last edited by blancha; 05-02-2014, 07:30 PM.

    Comment


    • #3
      Thank you very much blancha~
      Works like a charm.

      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...
        05-06-2024, 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, Yesterday, 06:57 AM
      0 responses
      12 views
      0 likes
      Last Post seqadmin  
      Started by seqadmin, 05-06-2024, 07:17 AM
      0 responses
      16 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
      24 views
      0 likes
      Last Post seqadmin  
      Working...
      X