Header Leaderboard Ad

Collapse

DESeq can not detect significant DE genes.

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
        How RNA-Seq is Transforming Cancer Studies
        by seqadmin



        Cancer research has been transformed through numerous molecular techniques, with RNA sequencing (RNA-seq) playing a crucial role in understanding the complexity of the disease. Maša Ivin, Ph.D., Scientific Writer at Lexogen, and Yvonne Goepel Ph.D., Product Manager at Lexogen, remarked that “The high-throughput nature of RNA-seq allows for rapid profiling and deep exploration of the transcriptome.” They emphasized its indispensable role in cancer research, aiding in biomarker...
        09-07-2023, 11:15 PM
      • seqadmin
        Methods for Investigating the Transcriptome
        by seqadmin




        Ribonucleic acid (RNA) represents a range of diverse molecules that play a crucial role in many cellular processes. From serving as a protein template to regulating genes, the complex processes involving RNA make it a focal point of study for many scientists. This article will spotlight various methods scientists have developed to investigate different RNA subtypes and the broader transcriptome.

        Whole Transcriptome RNA-seq
        Whole transcriptome sequencing...
        08-31-2023, 11:07 AM

      ad_right_rmr

      Collapse

      News

      Collapse

      Topics Statistics Last Post
      Started by seqadmin, Yesterday, 09:05 AM
      0 responses
      14 views
      0 likes
      Last Post seqadmin  
      Started by seqadmin, 09-21-2023, 06:18 AM
      0 responses
      11 views
      0 likes
      Last Post seqadmin  
      Started by seqadmin, 09-20-2023, 09:17 AM
      0 responses
      13 views
      0 likes
      Last Post seqadmin  
      Started by seqadmin, 09-19-2023, 09:23 AM
      0 responses
      28 views
      0 likes
      Last Post seqadmin  
      Working...
      X