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package Convert::Pheno::PXF; |
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3
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6
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47
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use strict; |
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14
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6
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185
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4
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6
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34
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use warnings; |
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6
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16
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6
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144
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5
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32
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use autodie; |
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6
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72
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6
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6
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6
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35918
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use feature qw(say); |
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14
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6
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554
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7
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6
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6
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3178
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use Sys::Hostname; |
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6912
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6
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372
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6
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6
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51
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use Cwd qw(cwd abs_path); |
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16
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6
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309
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9
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6
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6
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44
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use Convert::Pheno::Mapping; |
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13
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6
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571
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10
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6
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6
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44
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use Exporter 'import'; |
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11919
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our @EXPORT = qw(do_pxf2bff get_metaData); |
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13
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############# |
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############# |
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15
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# PXF2BFF # |
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############# |
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############# |
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18
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19
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sub do_pxf2bff { |
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21
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26
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26
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0
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56
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my ( $self, $data ) = @_; |
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22
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26
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34
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my $sth = $self->{sth}; |
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23
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24
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# *** IMPORTANT **** |
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25
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# PXF three top-level elements are usually split in files: |
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26
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# - phenopacket.json ( usually - 1 individual per file) |
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27
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# - cohort.json (info on mutliple individuals) |
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28
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# - family.json (info related to one or multiple individuals). |
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29
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# These 3 files dont't contain their respective objects at the root level (/). |
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30
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# |
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31
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# However, top-elements might be combined into a single file (e.g., pxf.json), |
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32
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# as a result, certain files may contain objects for top-level elements: |
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33
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# - /phenopacket |
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34
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# - /cohort |
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35
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# - /family |
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36
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# |
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37
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# In this context, we only accept top-level phenopackets, |
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38
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# while the other two types will be categorized as "info". |
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39
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40
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# We create cursors for top-level elements |
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41
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# 1 - phenopacket (mandatory) |
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42
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my $phenopacket = |
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43
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26
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50
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58
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exists $data->{phenopacket} ? $data->{phenopacket} : $data; |
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44
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45
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# 2, 3 - /cohort and /family (unlikely) |
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46
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# NB: They usually contain info on many individuals and their own files) |
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47
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26
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50
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53
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my $cohort = exists $data->{family} ? $data->{cohort} : undef; |
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48
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26
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50
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48
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my $family = exists $data->{family} ? $data->{family} : undef; |
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49
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50
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# Normalize the hash for medical_actions + medicalActions = medicalActions |
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51
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26
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50
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68
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if ( exists $phenopacket->{medical_actions} ) { |
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52
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53
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# NB: The delete function returns the value of the deleted key-value pair |
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54
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0
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0
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$phenopacket->{medicalActions} = delete $phenopacket->{medical_actions}; |
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55
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} |
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56
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57
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# CNAG files have 'meta_data' nomenclature, but PXF documentation uses 'metaData' |
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58
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# We search for both 'meta_data' and 'metaData' and simply display the |
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59
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26
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50
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51
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if ( exists $phenopacket->{meta_data} ) { |
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60
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61
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# NB: The delete function returns the value of the deleted key-value pair |
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62
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0
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0
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$phenopacket->{metaData} = delete $phenopacket->{meta_data}; |
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63
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} |
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64
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65
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# Define defaults |
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66
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26
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42
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my $default_date = '1900-01-01'; |
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67
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26
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28
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my $default_duration = 'P999Y'; |
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68
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26
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28
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my $default_value = -1; |
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69
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26
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28
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my $default_timestamp = '1900-01-01T00:00:00Z'; |
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70
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26
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50
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my $default_iso8601duration = { iso8601duration => $default_duration }; |
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71
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26
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52
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my $default_ontology = { id => 'NCIT:NA0000', label => 'NA' }; |
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72
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26
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51
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my $default_quantity = { |
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73
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unit => $default_ontology, |
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74
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value => $default_value |
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75
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}; |
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76
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77
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#################################### |
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78
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# START MAPPING TO BEACON V2 TERMS # |
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79
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#################################### |
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80
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81
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# *** IMPORTANT *** |
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82
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# biosamples => can not be mapped to individuals (is Biosamples) |
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83
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# interpretations => does not have equivalent |
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84
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# files => idem |
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85
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# They will added to {info} |
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86
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87
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# NB: In PXF some terms are = [] |
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88
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89
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26
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28
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my $individual; |
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90
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91
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# ======== |
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92
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# diseases |
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93
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# ======== |
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94
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95
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26
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100
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48
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if ( exists $phenopacket->{diseases} ) { |
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96
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18
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23
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for my $pxf_disease ( @{ $phenopacket->{diseases} } ) { |
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18
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71
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97
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24
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50
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my $disease = $pxf_disease; # Ref-copy-only |
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98
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24
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52
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$disease->{diseaseCode} = $disease->{term}; |
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99
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$disease->{ageOfOnset} = $disease->{onset} |
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100
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24
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100
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57
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if exists $disease->{onset}; |
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101
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$disease->{excluded} = |
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102
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( exists $disease->{negated} || exists $disease->{excluded} ) |
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103
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24
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50
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33
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113
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? JSON::XS::true |
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104
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: JSON::XS::false; |
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105
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106
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# Clean analog terms if exist |
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107
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24
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107
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for (qw/term onset/) { |
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108
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delete $disease->{$_} |
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109
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48
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100
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119
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if exists $disease->{$_}; |
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110
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} |
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111
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112
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24
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29
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push @{ $individual->{diseases} }, $disease; |
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24
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68
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113
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} |
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114
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} |
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115
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116
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# ======== |
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117
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# ethnicity |
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118
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# ======== |
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119
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# NA |
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120
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121
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# ======== |
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122
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# exposures |
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123
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# ======== |
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124
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26
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50
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53
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if ( exists $phenopacket->{exposures} ) { |
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125
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0
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0
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for my $pxf_exposure ( @{ $phenopacket->{exposures} } ) { |
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0
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0
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126
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0
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0
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my $exposure = $pxf_exposure; # Ref-copy-only |
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127
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0
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0
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$exposure->{exposureCode} = $exposure->{type}; |
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128
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$exposure->{date} = |
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129
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0
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0
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substr( $exposure->{occurrence}{timestamp}, 0, 10 ); |
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130
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131
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# Required properties |
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132
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0
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0
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$exposure->{ageAtExposure} = $default_iso8601duration; |
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133
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0
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0
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$exposure->{duration} = $default_duration; |
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134
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0
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0
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0
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unless ( exists $exposure->{unit} ) { |
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135
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0
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0
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$exposure->{unit} = $default_ontology; |
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136
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} |
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137
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138
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# Clean analog terms if exist |
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139
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0
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0
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for (qw/type occurence/) { |
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140
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delete $exposure->{$_} |
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141
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0
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0
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0
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if exists $exposure->{$_}; |
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142
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} |
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143
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144
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0
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0
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push @{ $individual->{exposures} }, $exposure; |
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0
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0
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145
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} |
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146
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} |
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147
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148
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# ================ |
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149
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# geographicOrigin |
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150
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# ================ |
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151
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# NA |
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152
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153
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# == |
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154
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# id |
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155
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# == |
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156
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157
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$individual->{id} = $phenopacket->{subject}{id} |
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158
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26
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50
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96
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if exists $phenopacket->{subject}{id}; |
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159
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160
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# ==== |
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161
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# info |
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162
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# ==== |
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163
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164
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# *** IMPORTANT *** |
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165
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# Here we set data that do not fit anywhere else |
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166
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167
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# Miscelanea for top-level 'phenopacket' |
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168
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26
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39
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for my $term ( |
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169
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qw (dateOfBirth genes interpretations metaData variants files biosamples pedigree) |
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170
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) |
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171
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{ |
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172
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$individual->{info}{phenopacket}{$term} = $phenopacket->{$term} |
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173
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208
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100
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401
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if exists $phenopacket->{$term}; |
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174
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} |
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175
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176
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# Miscelanea for top-levels 'cohort' and 'family' |
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177
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26
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50
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48
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$individual->{info}{cohort} = $cohort if defined $cohort; |
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178
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26
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50
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52
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$individual->{info}{family} = $family if defined $family; |
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179
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180
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# ========================= |
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181
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# interventionsOrProcedures |
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182
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# ======================== |
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183
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184
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26
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100
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50
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if ( exists $phenopacket->{medicalActions} ) { |
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185
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12
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14
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for my $action ( @{ $phenopacket->{medicalActions} } ) { |
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12
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23
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186
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40
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100
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92
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if ( exists $action->{procedure} ) { |
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187
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12
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my $procedure = $action->{procedure}; # Ref-copy-only |
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188
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$procedure->{procedureCode} = |
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exists $action->{procedure}{code} |
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190
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? $action->{procedure}{code} |
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191
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12
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50
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32
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: $default_ontology; |
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192
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$procedure->{ageOfProcedure} = |
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exists $action->{procedure}{performed} |
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194
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? $action->{procedure}{performed} |
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: $default_timestamp; |
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196
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# Clean analog terms if exist |
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198
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12
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20
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for (qw/code performed/) { |
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199
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200
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delete $procedure->{$_} |
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201
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49
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if exists $procedure->{$_}; |
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} |
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203
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204
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12
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15
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push @{ $individual->{interventionsOrProcedures} }, $procedure; |
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12
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26
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205
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} |
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206
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} |
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207
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} |
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208
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209
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# ============= |
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# karyotypicSex |
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211
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# ============= |
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212
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$individual->{karyotypicSex} = $phenopacket->{subject}{karyotypicSex} |
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213
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26
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50
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79
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if exists $phenopacket->{subject}{karyotypicSex}; |
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214
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215
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# ========= |
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216
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# measures |
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217
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# ========= |
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218
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26
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100
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50
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if ( exists $phenopacket->{measurements} ) { |
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219
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10
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13
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for my $measurement ( @{ $phenopacket->{measurements} } ) { |
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10
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20
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220
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38
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47
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my $measure = $measurement; # Ref-copy-only |
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221
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222
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38
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66
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$measure->{assayCode} = $measure->{assay}; |
|
223
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224
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# Process remotely compleValue |
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225
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# s/type/quantityType/ |
|
226
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map_complexValue( $measure->{complexValue} ) |
|
227
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38
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100
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|
65
|
if exists $measure->{complexValue}; |
|
228
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|
229
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|
# Assign dependeing on PXF |
|
230
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|
$measure->{measurementValue} = |
|
231
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|
exists $measure->{value} ? $measure->{value} |
|
232
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: exists $measure->{complexValue} ? $measure->{complexValue} |
|
233
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38
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50
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|
80
|
: $default_value; |
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|
100
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|
234
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|
$measure->{observationMoment} = $measure->{timeObserved} |
|
235
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38
|
100
|
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|
84
|
if exists $measure->{timeObserved}; |
|
236
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|
237
|
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|
|
|
# Clean analog terms if exist |
|
238
|
38
|
|
|
|
|
44
|
for (qw/assay value complexValue/) { |
|
239
|
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|
|
delete $measure->{$_} |
|
240
|
114
|
100
|
|
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|
192
|
if exists $measure->{$_}; |
|
241
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|
} |
|
242
|
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|
243
|
38
|
|
|
|
|
42
|
push @{ $individual->{measures} }, $measure; |
|
|
38
|
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|
|
|
71
|
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|
244
|
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|
|
} |
|
245
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|
} |
|
246
|
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|
247
|
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|
# ========= |
|
248
|
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|
|
# pedigrees |
|
249
|
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|
|
# ========= |
|
250
|
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|
|
# See above {info}{phenopacket}{pedigree} => singular!!! |
|
251
|
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|
252
|
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|
|
# ================== |
|
253
|
|
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|
|
# phenotypicFeatures |
|
254
|
|
|
|
|
|
|
# ================== |
|
255
|
26
|
100
|
|
|
|
51
|
if ( exists $phenopacket->{phenotypicFeatures} ) { |
|
256
|
24
|
|
|
|
|
30
|
for my $feature ( @{ $phenopacket->{phenotypicFeatures} } ) { |
|
|
24
|
|
|
|
|
49
|
|
|
257
|
156
|
|
|
|
|
156
|
my $phenotypicFeature = $feature; # Ref-copy-only |
|
258
|
|
|
|
|
|
|
|
|
259
|
|
|
|
|
|
|
# *** IMPORTANT **** |
|
260
|
|
|
|
|
|
|
# In v2.0.0 BFF 'evidence' is object but in PXF is array of objects |
|
261
|
|
|
|
|
|
|
|
|
262
|
|
|
|
|
|
|
$phenotypicFeature->{excluded} = |
|
263
|
|
|
|
|
|
|
( exists $phenotypicFeature->{negated} |
|
264
|
|
|
|
|
|
|
|| exists $phenotypicFeature->{excluded} ) |
|
265
|
|
|
|
|
|
|
? JSON::XS::true |
|
266
|
|
|
|
|
|
|
: JSON::XS::false, |
|
267
|
|
|
|
|
|
|
$phenotypicFeature->{featureType} = $phenotypicFeature->{type} |
|
268
|
156
|
50
|
33
|
|
|
593
|
if exists $phenotypicFeature->{type}; |
|
|
|
50
|
|
|
|
|
|
|
269
|
|
|
|
|
|
|
|
|
270
|
|
|
|
|
|
|
# Clean analog terms if exist |
|
271
|
156
|
|
|
|
|
502
|
for (qw/negated type/) { |
|
272
|
|
|
|
|
|
|
delete $phenotypicFeature->{$_} |
|
273
|
312
|
100
|
|
|
|
501
|
if exists $phenotypicFeature->{$_}; |
|
274
|
|
|
|
|
|
|
} |
|
275
|
|
|
|
|
|
|
|
|
276
|
156
|
|
|
|
|
148
|
push @{ $individual->{phenotypicFeatures} }, $phenotypicFeature; |
|
|
156
|
|
|
|
|
288
|
|
|
277
|
|
|
|
|
|
|
} |
|
278
|
|
|
|
|
|
|
} |
|
279
|
|
|
|
|
|
|
|
|
280
|
|
|
|
|
|
|
# === |
|
281
|
|
|
|
|
|
|
# sex |
|
282
|
|
|
|
|
|
|
# === |
|
283
|
|
|
|
|
|
|
|
|
284
|
|
|
|
|
|
|
$individual->{sex} = map_ontology( |
|
285
|
|
|
|
|
|
|
{ |
|
286
|
|
|
|
|
|
|
query => $phenopacket->{subject}{sex}, |
|
287
|
|
|
|
|
|
|
column => 'label', |
|
288
|
|
|
|
|
|
|
ontology => 'ncit', |
|
289
|
|
|
|
|
|
|
self => $self |
|
290
|
|
|
|
|
|
|
} |
|
291
|
|
|
|
|
|
|
) |
|
292
|
|
|
|
|
|
|
if ( exists $phenopacket->{subject}{sex} |
|
293
|
26
|
50
|
33
|
|
|
278
|
&& $phenopacket->{subject}{sex} ne '' ); |
|
294
|
|
|
|
|
|
|
|
|
295
|
|
|
|
|
|
|
# ========== |
|
296
|
|
|
|
|
|
|
# treatments |
|
297
|
|
|
|
|
|
|
# ========== |
|
298
|
|
|
|
|
|
|
|
|
299
|
26
|
100
|
|
|
|
80
|
if ( exists $phenopacket->{medicalActions} ) { |
|
300
|
12
|
|
|
|
|
14
|
for my $action ( @{ $phenopacket->{medicalActions} } ) { |
|
|
12
|
|
|
|
|
23
|
|
|
301
|
40
|
100
|
|
|
|
74
|
if ( exists $action->{treatment} ) { |
|
302
|
26
|
|
|
|
|
33
|
my $treatment = $action->{treatment}; # Ref-copy-only |
|
303
|
|
|
|
|
|
|
$treatment->{treatmentCode} = |
|
304
|
|
|
|
|
|
|
exists $action->{treatment}{agent} |
|
305
|
|
|
|
|
|
|
? $action->{treatment}{agent} |
|
306
|
26
|
50
|
|
|
|
66
|
: $default_ontology; |
|
307
|
|
|
|
|
|
|
|
|
308
|
|
|
|
|
|
|
# Clean analog terms if exist |
|
309
|
|
|
|
|
|
|
delete $treatment->{agent} |
|
310
|
26
|
50
|
|
|
|
52
|
if exists $treatment->{agent}; |
|
311
|
|
|
|
|
|
|
|
|
312
|
|
|
|
|
|
|
# doseIntervals needs some parsing |
|
313
|
26
|
100
|
|
|
|
49
|
if ( exists $treatment->{doseIntervals} ) { |
|
314
|
|
|
|
|
|
|
|
|
315
|
|
|
|
|
|
|
# Required properties: |
|
316
|
|
|
|
|
|
|
# - scheduleFrequency |
|
317
|
|
|
|
|
|
|
# - quantity |
|
318
|
|
|
|
|
|
|
|
|
319
|
24
|
|
|
|
|
27
|
for ( @{ $treatment->{doseIntervals} } ) { |
|
|
24
|
|
|
|
|
43
|
|
|
320
|
|
|
|
|
|
|
|
|
321
|
|
|
|
|
|
|
# quantity |
|
322
|
26
|
50
|
|
|
|
54
|
unless ( exists $_->{quantity} ) { |
|
323
|
0
|
|
|
|
|
0
|
$_->{quantity} = $default_quantity; |
|
324
|
|
|
|
|
|
|
} |
|
325
|
|
|
|
|
|
|
|
|
326
|
|
|
|
|
|
|
#scheduleFrequency |
|
327
|
26
|
50
|
|
|
|
54
|
unless ( exists $_->{scheduleFrequency} ) { |
|
328
|
0
|
|
|
|
|
0
|
$_->{scheduleFrequency} = $default_ontology; |
|
329
|
|
|
|
|
|
|
} |
|
330
|
|
|
|
|
|
|
} |
|
331
|
|
|
|
|
|
|
} |
|
332
|
|
|
|
|
|
|
|
|
333
|
26
|
|
|
|
|
29
|
push @{ $individual->{treatments} }, $treatment; |
|
|
26
|
|
|
|
|
57
|
|
|
334
|
|
|
|
|
|
|
} |
|
335
|
|
|
|
|
|
|
} |
|
336
|
|
|
|
|
|
|
} |
|
337
|
|
|
|
|
|
|
|
|
338
|
|
|
|
|
|
|
################################## |
|
339
|
|
|
|
|
|
|
# END MAPPING TO BEACON V2 TERMS # |
|
340
|
|
|
|
|
|
|
################################## |
|
341
|
|
|
|
|
|
|
|
|
342
|
|
|
|
|
|
|
# print Dumper $individual; |
|
343
|
26
|
|
|
|
|
91
|
return $individual; |
|
344
|
|
|
|
|
|
|
} |
|
345
|
|
|
|
|
|
|
|
|
346
|
|
|
|
|
|
|
sub map_complexValue { |
|
347
|
|
|
|
|
|
|
|
|
348
|
6
|
|
|
6
|
0
|
11
|
my $complexValue = shift; |
|
349
|
|
|
|
|
|
|
|
|
350
|
|
|
|
|
|
|
# "typedQuantities": [ |
|
351
|
|
|
|
|
|
|
# { |
|
352
|
|
|
|
|
|
|
# "type": { |
|
353
|
|
|
|
|
|
|
# "label": "Visual Acuity", |
|
354
|
|
|
|
|
|
|
# "id": "NCIT:C87149" |
|
355
|
|
|
|
|
|
|
# }, |
|
356
|
|
|
|
|
|
|
# "quantity": { |
|
357
|
|
|
|
|
|
|
# "unit": { |
|
358
|
|
|
|
|
|
|
# "id": "NCIT:C48570", |
|
359
|
|
|
|
|
|
|
# "label": "Percent Unit" |
|
360
|
|
|
|
|
|
|
# }, |
|
361
|
|
|
|
|
|
|
# "value": 100 |
|
362
|
|
|
|
|
|
|
# } |
|
363
|
|
|
|
|
|
|
# } |
|
364
|
|
|
|
|
|
|
# } |
|
365
|
|
|
|
|
|
|
|
|
366
|
|
|
|
|
|
|
# Modifying the orginal ref |
|
367
|
6
|
|
|
|
|
8
|
for ( @{ $complexValue->{typedQuantities} } ) { |
|
|
6
|
|
|
|
|
16
|
|
|
368
|
8
|
|
|
|
|
20
|
$_->{quantityType} = delete $_->{type}; |
|
369
|
|
|
|
|
|
|
} |
|
370
|
|
|
|
|
|
|
|
|
371
|
6
|
|
|
|
|
8
|
return 1; |
|
372
|
|
|
|
|
|
|
} |
|
373
|
|
|
|
|
|
|
|
|
374
|
|
|
|
|
|
|
sub get_metaData { |
|
375
|
|
|
|
|
|
|
|
|
376
|
1
|
|
|
1
|
0
|
2
|
my $self = shift; |
|
377
|
|
|
|
|
|
|
|
|
378
|
|
|
|
|
|
|
# NB: Q: Why inside PXF.pm and not inside BFF.pm? |
|
379
|
|
|
|
|
|
|
# : A: Because it's easier to remember (used in REDCap,pm, BFF.pm) |
|
380
|
|
|
|
|
|
|
|
|
381
|
|
|
|
|
|
|
# Setting a few variables |
|
382
|
1
|
|
|
|
|
2
|
my $user = $self->{username}; |
|
383
|
|
|
|
|
|
|
|
|
384
|
|
|
|
|
|
|
# NB: Darwin does not have nproc to show #logical-cores, using sysctl instead |
|
385
|
1
|
|
|
|
|
3
|
my $os = $^O; |
|
386
|
|
|
|
|
|
|
chomp( |
|
387
|
1
|
50
|
50
|
|
|
11743
|
my $ncpuhost = |
|
|
|
50
|
|
|
|
|
|
|
388
|
|
|
|
|
|
|
lc($os) eq 'darwin' ? qx{/usr/sbin/sysctl -n hw.logicalcpu} |
|
389
|
|
|
|
|
|
|
: $os eq 'MSWin32' ? qx{wmic cpu get NumberOfLogicalProcessors} |
|
390
|
|
|
|
|
|
|
: qx{/usr/bin/nproc} // 1 |
|
391
|
|
|
|
|
|
|
); |
|
392
|
|
|
|
|
|
|
|
|
393
|
|
|
|
|
|
|
# For the Windows command, the result will also contain the string |
|
394
|
|
|
|
|
|
|
# "NumberOfLogicalProcessors" which is the header of the output. |
|
395
|
|
|
|
|
|
|
# So we need to extract the actual number from it: |
|
396
|
1
|
50
|
|
|
|
32
|
if ( $os eq 'MSWin32' ) { |
|
397
|
0
|
|
|
|
|
0
|
($ncpuhost) = $ncpuhost =~ /(\d+)/; |
|
398
|
|
|
|
|
|
|
} |
|
399
|
1
|
|
|
|
|
20
|
$ncpuhost = 0 + $ncpuhost; # coercing it to be a number |
|
400
|
|
|
|
|
|
|
|
|
401
|
1
|
|
|
|
|
7991
|
my $info = { |
|
402
|
|
|
|
|
|
|
user => $user, |
|
403
|
|
|
|
|
|
|
ncpuhost => $ncpuhost, |
|
404
|
|
|
|
|
|
|
cwd => cwd, |
|
405
|
|
|
|
|
|
|
hostname => hostname, |
|
406
|
|
|
|
|
|
|
'Convert-Pheno' => $::VERSION |
|
407
|
|
|
|
|
|
|
}; |
|
408
|
1
|
|
|
|
|
190
|
my $resources = [ |
|
409
|
|
|
|
|
|
|
{ |
|
410
|
|
|
|
|
|
|
id => 'ICD10', |
|
411
|
|
|
|
|
|
|
name => |
|
412
|
|
|
|
|
|
|
'International Statistical Classification of Diseases and Related Health Problems 10th Revision', |
|
413
|
|
|
|
|
|
|
url => 'https://icd.who.int/browse10/2019/en#', |
|
414
|
|
|
|
|
|
|
version => '2019', |
|
415
|
|
|
|
|
|
|
namespacePrefix => 'ICD10', |
|
416
|
|
|
|
|
|
|
iriPrefix => 'https://icd.who.int/browse10/2019/en#/' |
|
417
|
|
|
|
|
|
|
}, |
|
418
|
|
|
|
|
|
|
{ |
|
419
|
|
|
|
|
|
|
id => 'NCIT', |
|
420
|
|
|
|
|
|
|
name => 'NCI Thesaurus', |
|
421
|
|
|
|
|
|
|
url => 'http://purl.obolibrary.org/obo/ncit.owl', |
|
422
|
|
|
|
|
|
|
version => '22.03d', |
|
423
|
|
|
|
|
|
|
namespacePrefix => 'NCIT', |
|
424
|
|
|
|
|
|
|
iriPrefix => 'http://purl.obolibrary.org/obo/NCIT_' |
|
425
|
|
|
|
|
|
|
}, |
|
426
|
|
|
|
|
|
|
{ |
|
427
|
|
|
|
|
|
|
id => 'Athena-OHDSI', |
|
428
|
|
|
|
|
|
|
name => 'Athena-OHDSI', |
|
429
|
|
|
|
|
|
|
url => 'https://athena.ohdsi.org', |
|
430
|
|
|
|
|
|
|
version => 'v5.3.1', |
|
431
|
|
|
|
|
|
|
namespacePrefix => 'OHDSI', |
|
432
|
|
|
|
|
|
|
iriPrefix => 'http://www.fakeurl.com/OHDSI_' |
|
433
|
|
|
|
|
|
|
} |
|
434
|
|
|
|
|
|
|
]; |
|
435
|
|
|
|
|
|
|
return { |
|
436
|
|
|
|
|
|
|
#_info => $info, # Not allowed |
|
437
|
1
|
|
|
|
|
29
|
created => iso8601_time(), |
|
438
|
|
|
|
|
|
|
createdBy => $user, |
|
439
|
|
|
|
|
|
|
submittedBy => $user, |
|
440
|
|
|
|
|
|
|
phenopacketSchemaVersion => '2.0', |
|
441
|
|
|
|
|
|
|
resources => $resources, |
|
442
|
|
|
|
|
|
|
externalReferences => [ |
|
443
|
|
|
|
|
|
|
{ |
|
444
|
|
|
|
|
|
|
id => 'PMID: 26262116', |
|
445
|
|
|
|
|
|
|
reference => |
|
446
|
|
|
|
|
|
|
'https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4815923', |
|
447
|
|
|
|
|
|
|
description => |
|
448
|
|
|
|
|
|
|
'Observational Health Data Sciences and Informatics (OHDSI): Opportunities for Observational Researchers' |
|
449
|
|
|
|
|
|
|
} |
|
450
|
|
|
|
|
|
|
] |
|
451
|
|
|
|
|
|
|
}; |
|
452
|
|
|
|
|
|
|
} |
|
453
|
|
|
|
|
|
|
|
|
454
|
|
|
|
|
|
|
1; |