annotate deseq-hts_2.0/tools/GFFParser.py @ 11:cec4b4fb30be draft default tip

DEXSeq version 1.6 added
author vipints <vipin@cbio.mskcc.org>
date Tue, 08 Oct 2013 08:22:45 -0400
parents 2fe512c7bfdf
children
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1 #!/usr/bin/env python
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2 """
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3 Extract genome annotation from a GFF (a tab delimited format for storing sequence features and annotations) file.
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4
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5 Requirements:
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6 Numpy :- http://numpy.org/
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7 Scipy :- http://scipy.org/
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8
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9 Copyright (C)
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10
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11 2009-2012 Friedrich Miescher Laboratory of the Max Planck Society, Tubingen, Germany.
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12 2012-2013 Memorial Sloan-Kettering Cancer Center, New York City, USA.
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13 """
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14
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15 import re
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16 import os
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17 import sys
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18 import urllib
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19 import numpy as np
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20 import scipy.io as sio
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21 from collections import defaultdict
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22 import helper as utils
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23
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24 def _attribute_tags(col9):
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25 """
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26 Split the key-value tags from the attribute column, it takes column number 9 from GTF/GFF file
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27 """
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28 info = defaultdict(list)
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29 is_gff = False
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30
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31 if not col9:
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32 return is_gff, info
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33
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34 # trim the line ending semi-colon ucsc may have some white-space
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35 col9 = col9.rstrip(';| ')
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36 # attributes from 9th column
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37 atbs = col9.split(" ; ")
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38 if len(atbs) == 1:
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39 atbs = col9.split("; ")
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40 if len(atbs) == 1:
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41 atbs = col9.split(";")
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42 # check the GFF3 pattern which has key value pairs like:
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43 gff3_pat = re.compile("\w+=")
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44 # sometime GTF have: gene_id uc002zkg.1;
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45 gtf_pat = re.compile("\s?\w+\s")
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46
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47 key_vals = []
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48
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49 if gff3_pat.match(atbs[0]): # gff3 pattern
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50 is_gff = True
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51 key_vals = [at.split('=') for at in atbs]
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52 elif gtf_pat.match(atbs[0]): # gtf pattern
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53 for at in atbs:
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54 key_vals.append(at.strip().split(" ",1))
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55 else:
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56 # to handle attribute column has only single value
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57 key_vals.append(['ID', atbs[0]])
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58 # get key, val items
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59 for item in key_vals:
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60 key, val = item
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61 # replace the double qoutes from feature identifier
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62 val = re.sub('"', '', val)
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63 # replace the web formating place holders to plain text format
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64 info[key].extend([urllib.unquote(v) for v in val.split(',') if v])
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65
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66 return is_gff, info
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67
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68 def _spec_features_keywd(gff_parts):
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69 """
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70 Specify the feature key word according to the GFF specifications
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71 """
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72 for t_id in ["transcript_id", "transcriptId", "proteinId"]:
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73 try:
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74 gff_parts["info"]["Parent"] = gff_parts["info"][t_id]
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75 break
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76 except KeyError:
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77 pass
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78 for g_id in ["gene_id", "geneid", "geneId", "name", "gene_name", "genename"]:
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79 try:
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80 gff_parts["info"]["GParent"] = gff_parts["info"][g_id]
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81 break
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82 except KeyError:
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83 pass
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84 ## TODO key words
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85 for flat_name in ["Transcript", "CDS"]:
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86 if gff_parts["info"].has_key(flat_name):
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87 # parents
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88 if gff_parts['type'] in [flat_name] or re.search(r'transcript', gff_parts['type'], re.IGNORECASE):
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89 if not gff_parts['id']:
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90 gff_parts['id'] = gff_parts['info'][flat_name][0]
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91 #gff_parts["info"]["ID"] = [gff_parts["id"]]
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92 # children
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93 elif gff_parts["type"] in ["intron", "exon", "pseudogenic_exon", "three_prime_UTR",
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94 "coding_exon", "five_prime_UTR", "CDS", "stop_codon",
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95 "start_codon"]:
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96 gff_parts["info"]["Parent"] = gff_parts["info"][flat_name]
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97 break
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98 return gff_parts
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99
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100 def Parse(ga_file):
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101 """
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102 Parsing GFF/GTF file based on feature relationship, it takes the input file.
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103 """
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104 child_map = defaultdict(list)
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105 parent_map = dict()
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106
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107 ga_handle = utils._open_file(ga_file)
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108
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109 for rec in ga_handle:
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110 rec = rec.strip('\n\r')
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111
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112 # skip empty line fasta identifier and commented line
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113 if not rec or rec[0] in ['#', '>']:
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114 continue
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115 # skip the genome sequence
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116 if not re.search('\t', rec):
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117 continue
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118
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119 parts = rec.split('\t')
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120 assert len(parts) >= 8, rec
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121
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122 # process the attribute column (9th column)
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123 ftype, tags = _attribute_tags(parts[-1])
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124 if not tags: # skip the line if no attribute column.
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125 continue
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126
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127 # extract fields
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128 if parts[1]:
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129 tags["source"] = parts[1]
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130 if parts[7]:
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131 tags["phase"] = parts[7]
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132
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133 gff_info = dict()
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134 gff_info['info'] = dict(tags)
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135 #gff_info["is_gff3"] = ftype
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136 gff_info['chr'] = parts[0]
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137
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138 if parts[3] and parts[4]:
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139 gff_info['location'] = [int(parts[3]) ,
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140 int(parts[4])]
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141 gff_info['type'] = parts[2]
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142 gff_info['id'] = tags.get('ID', [''])[0]
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143 if parts[6] in ['?', '.']:
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144 parts[6] = None
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145 gff_info['strand'] = parts[6]
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146
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147 # key word according to the GFF spec.
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148 if not ftype:
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149 gff_info = _spec_features_keywd(gff_info)
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150
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151 # link the feature relationships
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152 if gff_info['info'].has_key('Parent'):
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153 for p in gff_info['info']['Parent']:
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154 if p == gff_info['id']:
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155 gff_info['id'] = ''
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156 break
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157 rec_category = 'child'
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158 elif gff_info['id']:
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159 rec_category = 'parent'
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160 else:
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161 rec_category = 'record'
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162
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163 # depends on the record category organize the features
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164 if rec_category == 'child':
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165 for p in gff_info['info']['Parent']:
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166 # create the data structure based on source and feature id
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167 child_map[(gff_info['chr'], gff_info['info']['source'], p)].append(
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168 dict( type = gff_info['type'],
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169 location = gff_info['location'],
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170 strand = gff_info['strand'],
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171 ID = gff_info['id'],
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172 gene_id = gff_info['info'].get('GParent', '')
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173 ))
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174 elif rec_category == 'parent':
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175 parent_map[(gff_info['chr'], gff_info['info']['source'], gff_info['id'])] = dict(
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176 type = gff_info['type'],
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177 location = gff_info['location'],
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178 strand = gff_info['strand'],
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179 name = tags.get('Name', [''])[0])
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180 elif rec_category == 'record':
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181 #TODO how to handle plain records?
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182 c = 1
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183 ga_handle.close()
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184
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185 # depends on file type create parent feature
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186 if not ftype:
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187 parent_map, child_map = _create_missing_feature_type(parent_map, child_map)
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188
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189 # connecting parent child relations
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190 # // essentially the parent child features are here from any type of GTF/GFF2/GFF3 file
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191 gene_mat = _format_gene_models(parent_map, child_map)
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192
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193 return gene_mat
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194
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195 def _format_gene_models(parent_nf_map, child_nf_map):
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196 """
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197 Genarate GeneObject based on the parsed file contents
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198
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199 parent_map: parent features with source and chromosome information
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200 child_map: transctipt and exon information are encoded
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201 """
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202 g_cnt = 0
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203 gene = np.zeros((len(parent_nf_map),), dtype = utils.init_gene_DE())
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204
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205 for pkey, pdet in parent_nf_map.items():
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206 # considering only gene features
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207 if not re.search(r'gene', pdet.get('type', '')):
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208 continue
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209 # infer the gene start and stop if not there in the
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210 if not pdet.get('location', []):
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211 GNS, GNE = [], []
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212 # multiple number of transcripts
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213 for L1 in child_nf_map[pkey]:
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214 GNS.append(L1.get('location', [])[0])
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215 GNE.append(L1.get('location', [])[1])
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216 GNS.sort()
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217 GNE.sort()
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218 pdet['location'] = [GNS[0], GNE[-1]]
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219 orient = pdet.get('strand', '')
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220
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221 gene[g_cnt]['id'] = g_cnt +1
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222 gene[g_cnt]['chr'] = pkey[0]
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223 gene[g_cnt]['source'] = pkey[1]
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224 gene[g_cnt]['name'] = pkey[-1]
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225 gene[g_cnt]['start'] = pdet.get('location', [])[0]
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226 gene[g_cnt]['stop'] = pdet.get('location', [])[1]
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227 gene[g_cnt]['strand'] = orient
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228
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229 # default value
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230 gene[g_cnt]['is_alt_spliced'] = 0
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231 if len(child_nf_map[pkey]) > 1:
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232 gene[g_cnt]['is_alt_spliced'] = 1
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233
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234 # complete sub-feature for all transcripts
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235 dim = len(child_nf_map[pkey])
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236 TRS = np.zeros((dim,), dtype=np.object)
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diff changeset
237 EXON = np.zeros((dim,), dtype=np.object)
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238
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239 # fetching corresponding transcripts
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240 for xq, Lv1 in enumerate(child_nf_map[pkey]):
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241
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242 TID = Lv1.get('ID', '')
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243 TRS[xq]= np.array([TID])
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244
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245 orient = Lv1.get('strand', '')
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246
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247 # fetching different sub-features
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248 child_feat = defaultdict(list)
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249 for Lv2 in child_nf_map[(pkey[0], pkey[1], TID)]:
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250 E_TYP = Lv2.get('type', '')
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251 child_feat[E_TYP].append(Lv2.get('location'))
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252
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253 # make exon coordinate from cds and utr regions
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254 if not child_feat.get('exon'):
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diff changeset
255 if child_feat.get('CDS'):
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parents:
diff changeset
256 exon_cod = utils.make_Exon_cod( orient,
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257 NonetoemptyList(child_feat.get('five_prime_UTR')),
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258 NonetoemptyList(child_feat.get('CDS')),
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259 NonetoemptyList(child_feat.get('three_prime_UTR')))
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260 child_feat['exon'] = exon_cod
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261 else:
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262 # searching through keys to find a pattern describing exon feature
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263 ex_key_pattern = [k for k in child_feat if k.endswith("exon")]
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264 child_feat['exon'] = child_feat[ex_key_pattern[0]]
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265 # TODO only UTR's
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266
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267 # make general ascending order of coordinates
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268 if orient == '-':
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269 for etype, excod in child_feat.items():
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270 if len(excod) > 1:
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271 if excod[0][0] > excod[-1][0]:
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272 excod.reverse()
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273 child_feat[etype] = excod
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274
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275 # add sub-feature # make array for export to different out
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276 EXON[xq] = np.array(child_feat.get('exon'), np.float64)
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277
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278 # add sub-features to the parent gene feature
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279 gene[g_cnt]['transcripts'] = TRS
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280 gene[g_cnt]['exons'] = EXON
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281
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282 gene[g_cnt]['gene_info'] = dict( ID = pkey[-1],
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283 Name = pdet.get('name'),
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284 Source = pkey[1])
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285 g_cnt += 1
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286
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287 ## deleting empty gene records from the main array
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288 for XP, ens in enumerate(gene):
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289 if ens[0]==0:
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290 break
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291
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292 XQC = range(XP, len(gene)+1)
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293 gene = np.delete(gene, XQC)
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294
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295 return gene
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296
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297 def NonetoemptyList(XS):
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298 """
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299 Convert a None type to empty list
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300 """
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301 return [] if XS is None else XS
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302
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303 def _create_missing_feature_type(p_feat, c_feat):
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304 """
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305 GFF/GTF file defines only child features. This function tries to create
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306 the parent feature from the information provided in the attribute column.
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307
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308 example:
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309 chr21 hg19_knownGene exon 9690071 9690100 0.000000 + . gene_id "uc002zkg.1"; transcript_id "uc002zkg.1";
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310 chr21 hg19_knownGene exon 9692178 9692207 0.000000 + . gene_id "uc021wgt.1"; transcript_id "uc021wgt.1";
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311 chr21 hg19_knownGene exon 9711935 9712038 0.000000 + . gene_id "uc011abu.2"; transcript_id "uc011abu.2";
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312
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313 This function gets the parsed feature annotations.
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314 """
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315 child_n_map = defaultdict(list)
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316 for fid, det in c_feat.items():
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317 # get the details from grand child
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318 GID = STRD = None
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319 SPOS, EPOS = [], []
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320 TYP = dict()
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321 for gchild in det:
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322 GID = gchild.get('gene_id', [''])[0]
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323 SPOS.append(gchild.get('location', [])[0])
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324 EPOS.append(gchild.get('location', [])[1])
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325 STRD = gchild.get('strand', '')
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326 TYP[gchild.get('type', '')] = 1
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327 SPOS.sort()
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328 EPOS.sort()
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329
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330 # infer transcript type
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331 transcript_type = 'transcript'
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332 transcript_type = 'mRNA' if TYP.get('CDS', '') or TYP.get('cds', '') else transcript_type
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333
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334 # gene id and transcript id are same
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335 transcript_id = fid[-1]
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336 if GID == transcript_id:
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337 transcript_id = 'Transcript:' + str(GID)
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338
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339 # level -1 feature type
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340 p_feat[(fid[0], fid[1], GID)] = dict( type = 'gene',
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341 location = [], ## infer location based on multiple transcripts
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342 strand = STRD,
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343 name = GID )
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344 # level -2 feature type
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345 child_n_map[(fid[0], fid[1], GID)].append(
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346 dict( type = transcript_type,
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347 location = [SPOS[0], EPOS[-1]],
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348 strand = STRD,
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349 ID = transcript_id,
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350 gene_id = '' ))
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351 # reorganizing the grand child
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352 for gchild in det:
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353 child_n_map[(fid[0], fid[1], transcript_id)].append(
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354 dict( type = gchild.get('type', ''),
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355 location = gchild.get('location'),
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356 strand = gchild.get('strand'),
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357 ID = gchild.get('ID'),
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358 gene_id = '' ))
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359 return p_feat, child_n_map
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360
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361
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362 ## General instruction to use the above functions:
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363 ## Usage: GFFParser.py in.gff3 out.mat
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364
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365 try:
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366 gff_file = sys.argv[1]
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367 out_mat = sys.argv[2]
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368 except:
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369 print __doc__
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370 sys.exit(-1)
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371
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372 ## Parse the file accoring to the type and returns the genes informations --
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373 gene_struct = Parse(gff_file)
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374
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375 ## Write the gene annotations to a matlab struct array format --
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376 sio.savemat(out_mat,
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377 mdict = dict(genes = gene_struct),
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378 format = '5',
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379 oned_as = 'row')