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  • DESeq2 multifactorial design

    I hope someone can help me out in defining the right design formulas and contrasts to use with DESeq2 for a (subjectively) rather complex experimental design.

    The two infection types infA and infB were considered to be equivalent by the experimental scientists.

    The experimental design was as follows:
    Code:
    	genotype	sex	inf_type	inf
    m_KO_iA	KO	m	infA	inf
    m_KO_1	KO	m	NOinf	NOinf
    m_KO_iB	KO	m	infB	inf
    m_KO_2	KO	m	NOinf	NOinf
    m_WT_iA	WT	m	infA	inf
    m_WT_1	WT	m	NOinf	NOinf
    m_WT_iB	WT	m	infB	inf
    m_WT_2	WT	m	NOinf	NOinf
    f_KO_A	KO	f	infA	inf
    f_KO_1	KO	f	NOinf	NOinf
    f_KO_iB	KO	f	infB	inf
    f_KO_2	KO	f	NOinf	NOinf
    f_WT_iA	WT	f	infA	inf
    f_WT_1	WT	f	NOinf	NOinf
    f_WT_iA	WT	f	infA	inf
    f_WT_2	WT	f	NOinf	NOinf
    And the questions i would like to pose with DESeq2 are:
    - how do the KO cells differ in their response to any treatment compared to WT cells.
    - how do the KO cells differ in their response to treatment A (infA) compared to WT cells.
    - how do the KO cells differ in their response to treatment B (infB) compared to WT cells.

    any suggestions on design formulas and contrasts to use are very much appreciated.
    i am really sorry for not providing a suggestion myself, but i am afraid that might get embarrassing

    THANKS

  • #2
    You should read up on the interaction terms and changing the comparisons when you call the results function.

    The design probably needs to look something like:

    design ~ genotype + sex + inf_type + inf + sex:inf + sex:inf_type + genotype:inf + genotype:inf_type

    By default the results function will test the last term in your design function, so you can change that or just use the comparisons option with results.

    Comment


    • #3
      Thanks for your reply...

      i am going for
      ~ genotype + sex + inf + sex:inf + genotype:inf
      for now...

      gave a larger set of significant genes than not accounting for sex
      ~ genotype + inf + genotype:inf

      is it possible to check in advance which main effects and interactions are best to include ?

      Comment

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