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author | miller-lab |
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date | Mon, 06 Jul 2015 10:32:24 -0400 |
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1 <tool id="gd_evaluate_population_numbers" name="Population Complexity" version="1.0.0"> |
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2 <description>: Evaluate possible numbers of ancestral populations</description> |
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3 |
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4 <command interpreter="bash"> |
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5 evaluate_population_numbers.bash "${input.extra_files_path}/admix.ped" "$output" "$max_populations" |
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6 </command> |
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7 |
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8 <inputs> |
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9 <param name="input" type="data" format="gd_ped" label="Dataset" /> |
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10 <param name="max_populations" type="integer" min="1" value="5" label="Maximum number of populations" /> |
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11 </inputs> |
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12 |
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13 <outputs> |
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14 <data name="output" format="txt" /> |
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15 </outputs> |
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16 |
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17 <!-- |
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18 <tests> |
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19 <test> |
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20 <param name="input" value="fake" ftype="gd_ped" > |
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21 <metadata name="base_name" value="admix" /> |
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22 <composite_data value="test_out/prepare_population_structure/prepare_population_structure.html" /> |
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23 <composite_data value="test_out/prepare_population_structure/admix.ped" /> |
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24 <composite_data value="test_out/prepare_population_structure/admix.map" /> |
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25 <edit_attributes type="name" value="fake" /> |
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26 </param> |
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27 <param name="max_populations" value="2" /> |
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28 |
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29 <output name="output" file="test_out/evaluate_population_numbers/evaluate_population_numbers.txt" /> |
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30 </test> |
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31 </tests> |
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32 --> |
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33 |
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34 <help> |
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35 |
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36 **Dataset formats** |
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37 |
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38 The input dataset is in gd_ped_ format. |
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39 The output dataset is text. (`Dataset missing?`_) |
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40 |
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41 .. _gd_ped: ./static/formatHelp.html#gd_ped |
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42 .. _Dataset missing?: ./static/formatHelp.html |
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43 |
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44 ----- |
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45 |
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46 **What it does** |
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47 |
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48 The user selects a gd_ped dataset generated by the Prepare Input tool. |
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49 For all possible numbers K of ancestral |
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50 populations, from 1 up to a user-specified maximum, this tool produces values |
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51 that indicate how well the data can be explained as genotypes from individuals |
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52 derived from K ancestral populations. These values are computed by a 5-fold |
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53 cross-validation procedure, so that a good choice for K will exhibit a low |
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54 cross-validation error (CVE) compared with other potential settings for K. |
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55 |
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56 ----- |
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57 |
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58 **Acknowledgments** |
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59 |
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60 We use the program "Admixture", downloaded from |
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61 |
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62 http://www.genetics.ucla.edu/software/admixture/ |
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63 |
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64 and described in the paper "Fast model-based estimation of ancestry in |
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65 unrelated individuals" by David H. Alexander, John Novembre and Kenneth Lange, |
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66 Genome Research 19 (2009), pp. 1655-1664. Admixture is called with the "--cv" |
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67 flag to produce these values. |
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68 |
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69 ----- |
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70 |
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71 **Example** |
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72 |
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73 - output with max populations of 6:: |
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74 |
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75 CVE (K=1): 1.10120 |
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76 CVE (K=2): 1.34683 |
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77 CVE (K=3): 1.80611 |
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78 CVE (K=4): 1.96339 |
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79 CVE (K=5): 1.21522 |
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80 CVE (K=6): 0.51501 |
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81 |
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82 </help> |
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83 </tool> |