D. pseudoobscura (SP vs EPS)
I performed differential expression analysis by comparing cells in the SP cluster with cells in EPS. I then took the list of genes from this analysis (SP-biased, EPS-biased, Not Significant) and filtered out the orthologs. The number of genes analyzed per Muller element and class are in Table 1.
Table 1. Number of genes per Muller Element.
muller_A | muller_D | muller_E | |
---|---|---|---|
conserved | 46 | 100 | 141 |
moved_on | 7 | 0 | 4 |
gene_death | 34 | 23 | 20 |
moved_off | 4 | 9 | 7 |
other | 16 | 34 | 27 |
EPS Expression
In Figures 1-3 I look at the proportion of EPS cells that expressed genes in the different movement classes. The number of genes in the moved_on and moved_off classes are very low (< 10) which makes interpretation difficult. I group genes into “Selection Favor” and “Selection Against” for all statistical analyses. Here I compare the distribution of the proportion of cells using a Mann-Whitney U test. We see an significant increase in EPS expression for genes with “Selection Against” on Muller elements D and E. However, the number of genes in the two classes is very different so I am worried about biases.
Mann-Whitney U (Favor vs Against): 0.06408074884649775
Figure 1. Gene movement on/off of Muller element A.
Mann-Whitney U (Favor vs Against): 5.421007642766501e-16
Figure 2. Gene movement on/off of Muller element D.
Mann-Whitney U (Favor vs Against): 4.400211255192757e-30
Figure 3. Gene movement on/off of Muller element E.
Enrichment of EPS Biased Genes
Next, we looked at contingency tables to test for a relationship between EPS biased expression and selection against. Again, cell counts are very low for some combinations (Table 2,4,6) so I combined counts to make statistical analysis possible (Table 3,5,7). Again there is evidence of a enrichment of genes that underwent “Selection Against” for all tested Muller elements.
Table 2. Number of genes with differential expression on Muller A.
bias | conserved | moved_on | gene_death | moved_off |
---|---|---|---|---|
NS | 5 | 1 | 8 | 0 |
EPS | 1 | 5 | 16 | 2 |
SP | 40 | 1 | 10 | 2 |
Table 3. Number of genes with selection on Muller A.
bias | Selection Favor | Selection Against |
---|---|---|
EPS Biased | 6 | 18 |
Not Biased | 47 | 20 |
Fisher’s Exact Test: 0.0002062765044224908
Table 4. Number of genes with differential expression on Muller D.
bias | conserved | moved_on | gene_death | moved_off |
---|---|---|---|---|
NS | 17 | 0 | 7 | 3 |
EPS | 27 | 0 | 14 | 6 |
SP | 56 | 0 | 2 | 0 |
Table 5. Number of genes with selection on Muller D.
bias | Selection Favor | Selection Against |
---|---|---|
EPS Biased | 27 | 20 |
Not Biased | 73 | 12 |
Fisher’s Exact Test: 0.0005337227613258306
Table 6. Number of genes with differential expression on Muller E.
bias | conserved | moved_on | gene_death | moved_off |
---|---|---|---|---|
NS | 19 | 2 | 3 | 1 |
EPS | 44 | 1 | 14 | 6 |
SP | 78 | 1 | 3 | 0 |
Table 7. Number of genes with selection on Muller E.
bias | Selection Favor | Selection Against |
---|---|---|
EPS Biased | 45 | 20 |
Not Biased | 100 | 7 |
Fisher’s Exact Test: 5.007160270119653e-05