Mean count in DESeq2 result summary
1
0
Entering edit mode
7.8 years ago
aw17 • 0

Hello,

Could anyone please explain what the mean count in the summary of DESeq2 results is calculated please? I thought i meant the mean of normalised read counts of all genes used in the analysis but it doesn't seem so.

summary(res)

out of 22868 with nonzero total read count

adjusted p-value < 0.1

LFC > 0 (up) : 1448, 6.3%

LFC < 0 (down) : 1092, 4.8%

outliers [1] : 37, 0.16%

low counts [2] : 12110, 53%

(mean count < 40.3) <<<<< * this mean count *

[1] see 'cooksCutoff' argument of ?results

[2] see 'independentFiltering' argument of ?results

Thank you in advance,

RNA-Seq • 3.0k views
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1
Entering edit mode
5.4 years ago

It should relate to the mean of normalsed counts across all samples, not just those that you are comparing via results.

Here is the proof:

Check mean of normalised counts across entire dataset

apply(norm, 1, mean)[1:10]
   A1BG_protein_coding    A1CF_protein_coding   A2ML1_protein_coding 
            0.22956887             3.04713840             1.60183727 
    A2M_protein_coding A3GALT2_protein_coding  A4GALT_protein_coding 
            0.04976802             0.17302601             7.88745689 
   AAAS_protein_coding    AACS_protein_coding   AADAT_protein_coding 
          252.53146033           279.67821698             0.42314705 
  AAED1_protein_coding 
           45.81686538

Check mean reported in different results objects:

deg8$baseMean[1:10]
 [1]   0.22956887   3.04713840   1.60183727   0.04976802   0.17302601
 [6]   7.88745689 252.53146033 279.67821698   0.42314705  45.81686538

deg9$baseMean[1:10]
 [1]   0.22956887   3.04713840   1.60183727   0.04976802   0.17302601
 [6]   7.88745689 252.53146033 279.67821698   0.42314705  45.81686538

deg10$baseMean[1:10]
 [1]   0.22956887   3.04713840   1.60183727   0.04976802   0.17302601
 [6]   7.88745689 252.53146033 279.67821698   0.42314705  45.81686538

Check that all are equal:

table(apply(norm, 1, mean) == deg8$baseMean)
 TRUE 
18062 

table(apply(norm, 1, mean) == deg9$baseMean)
 TRUE 
18062 

table(apply(norm, 1, mean) == deg10$baseMean)
 TRUE 
18062

Kevin

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