D. pseudoobscura (SP vs PS)
I performed differential expression analysis by comparing cells in the SP cluster with cells in PS1, PS2, and PS3. I then took the list of genes from this analysis (SP-biased, PS-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.
index | muller_A | muller_D | muller_E |
---|---|---|---|
conserved | 80 | 151 | 218 |
moved_on | 7 | 1 | 4 |
gene_death | 31 | 21 | 27 |
moved_off | 4 | 9 | 6 |
other | 18 | 43 | 29 |
PS Expression
In Figures 1-3 I look at the proportion of PS1, PS2, and P3 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 PS expression for genes with “Selection Against” on all Muller elements. However, the number of genes in the two classes is very different so I am worried about biases.
Mann-Whitney U (Favor vs Against): 4.4927665471754445e-11
Figure 1. Gene movement on/off of Muller element A.
Mann-Whitney U (Favor vs Against): 6.832147521615045e-31
Figure 2. Gene movement on/off of Muller element D.
Mann-Whitney U (Favor vs Against): 1.1474515219576066e-51
Figure 3. Gene movement on/off of Muller element E.
Enrichment of PS Biased Genes
Next, we looked at contingency tables to test for a relationship between PS1, PS2, and PS3 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). 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 | 0 | 1 | 7 | 0 |
PS | 1 | 4 | 7 | 1 |
SP | 79 | 2 | 17 | 3 |
Table 3. Number of genes with selection on Muller A.
bias | Selection Favor | Selection Against |
---|---|---|
PS Biased | 5 | 8 |
Not Biased | 82 | 27 |
Fisher’s Exact Test: 0.009540858896492865
Table 4. Number of genes with differential expression on Muller D.
bias | conserved | moved_on | gene_death | moved_off |
---|---|---|---|---|
NS | 12 | 0 | 2 | 1 |
PS | 31 | 1 | 16 | 7 |
SP | 108 | 0 | 3 | 1 |
Table 5. Number of genes with selection on Muller D.
bias | Selection Favor | Selection Against |
---|---|---|
PS Biased | 32 | 23 |
Not Biased | 120 | 7 |
Fisher’s Exact Test: 9.485216138214068e-09
Table 6. Number of genes with differential expression on Muller E.
bias | conserved | moved_on | gene_death | moved_off |
---|---|---|---|---|
NS | 16 | 0 | 3 | 1 |
PS | 50 | 3 | 17 | 5 |
SP | 152 | 1 | 7 | 0 |
Table 7. Number of genes with selection on Muller E.
bias | Selection Favor | Selection Against |
---|---|---|
PS Biased | 53 | 22 |
Not Biased | 169 | 11 |
Fisher’s Exact Test: 2.068291103314802e-06