User:Hussein Alasadi/Notebook/stephens/2013/10/16: Difference between revisions

From OpenWetWare
Jump to navigationJump to search
(fix raw html notebook nav)
 
(4 intermediate revisions by one other user not shown)
Line 2: Line 2:
|-
|-
|style="background-color: #EEE"|[[Image:owwnotebook_icon.png|128px]]<span style="font-size:22px;"> Analyzing pooled sequenced data with selection</span>
|style="background-color: #EEE"|[[Image:owwnotebook_icon.png|128px]]<span style="font-size:22px;"> Analyzing pooled sequenced data with selection</span>
|style="background-color: #F2F2F2" align="center"|<html><img src="/images/9/94/Report.png" border="0" /></html> [[{{#sub:{{FULLPAGENAME}}|0|-11}}|Main project page]]<br />{{#if:{{#lnpreventry:{{FULLPAGENAME}}}}|<html><img src="/images/c/c3/Resultset_previous.png" border="0" /></html>[[{{#lnpreventry:{{FULLPAGENAME}}}}{{!}}Previous entry]]<html>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</html>}}{{#if:{{#lnnextentry:{{FULLPAGENAME}}}}|[[{{#lnnextentry:{{FULLPAGENAME}}}}{{!}}Next entry]]<html><img src="/images/5/5c/Resultset_next.png" border="0" /></html>}}
|style="background-color: #F2F2F2" align="center"|[[File:Report.png|frameless|link={{#sub:{{FULLPAGENAME}}|0|-11}}]][[{{#sub:{{FULLPAGENAME}}|0|-11}}|Main project page]]<br />{{#if:{{#lnpreventry:{{FULLPAGENAME}}}}|[[File:Resultset_previous.png|frameless|link={{#lnpreventry:{{FULLPAGENAME}}}}]][[{{#lnpreventry:{{FULLPAGENAME}}}}{{!}}Previous entry]]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;}}{{#if:{{#lnnextentry:{{FULLPAGENAME}}}}|[[{{#lnnextentry:{{FULLPAGENAME}}}}{{!}}Next entry]][[File:Resultset_next.png|frameless|link={{#lnnextentry:{{FULLPAGENAME}}}}]]}}
|-
|-
| colspan="2"|
| colspan="2"|
Line 8: Line 8:
==Simulating evolution and then pooled sequencing==
==Simulating evolution and then pooled sequencing==


* '''We start with a population of N individuals with a certain SNP distribution <math> P(M)</math> ~ <math> N(\mu, \Sigma) </math>.'''
* '''We start with a population of N individuals with a SNP distribution <math> P(M)</math> ~ <math> N(\mu, \Sigma) </math>.'''
To do this we can use Dick Hudson's MS to lay down neutral variants (but the distribution really does not matter).
We can use Dick Hudson's MsSel (MS with selection) to generate a SNP distribution.
 
 
* '''We then evolve the populations for g generations with selection for SNP j'''
In MsSel, we can specify an allele frequency trajectory for a site. We can generate a trajectory based on a simple W-F simulation with selection.
 
 
Or, we may have to use [http://arxiv.org/abs/1310.3234 forqs].


* '''We then evolve the populations for g generations with recombination'''
To do this we can use Kessner's [http://arxiv.org/abs/1310.3234 Forqs]. Forqs allows the user to specify the recombination rate file which might be useful in the future.


* '''Simulate pooled sequencing'''
* '''Simulate pooled sequencing'''
Line 19: Line 24:


(2) <math> f_i </math> (frequency of the ith SNP) ~ <math> B(n, f_i^{true}) </math>
(2) <math> f_i </math> (frequency of the ith SNP) ~ <math> B(n, f_i^{true}) </math>





Latest revision as of 23:29, 26 September 2017

Analyzing pooled sequenced data with selection Main project page
Previous entry      

Simulating evolution and then pooled sequencing

  • We start with a population of N individuals with a SNP distribution [math]\displaystyle{ P(M) }[/math] ~ [math]\displaystyle{ N(\mu, \Sigma) }[/math].

We can use Dick Hudson's MsSel (MS with selection) to generate a SNP distribution.


  • We then evolve the populations for g generations with selection for SNP j

In MsSel, we can specify an allele frequency trajectory for a site. We can generate a trajectory based on a simple W-F simulation with selection.


Or, we may have to use forqs.


  • Simulate pooled sequencing

(1) draw a coverage (n) from [math]\displaystyle{ Pois(\lambda) }[/math] where [math]\displaystyle{ \lambda \approx 40-50 }[/math]

(2) [math]\displaystyle{ f_i }[/math] (frequency of the ith SNP) ~ [math]\displaystyle{ B(n, f_i^{true}) }[/math]