Mercurial > repos > cpt > cpt_shinefind
annotate shinefind.py @ 7:75f99d20c2a2 draft default tip
planemo upload commit f33bdf952d796c5d7a240b132af3c4cbd102decc
author | cpt |
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date | Fri, 05 Jan 2024 05:57:30 +0000 |
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1 #!/usr/bin/env python |
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2 import re |
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3 import sys |
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4 import argparse |
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5 import logging |
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6 from CPT_GFFParser import gffParse, gffWrite, gffSeqFeature |
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7 from Bio import SeqIO |
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8 from Bio.SeqRecord import SeqRecord |
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9 from Bio.SeqFeature import FeatureLocation |
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10 from gff3 import ( |
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11 feature_lambda, |
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12 feature_test_type, |
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13 feature_test_true, |
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14 feature_test_quals, |
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15 get_id, |
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16 ensure_location_in_bounds, |
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17 ) |
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18 |
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19 logging.basicConfig(level=logging.INFO) |
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20 log = logging.getLogger() |
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21 |
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22 |
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23 class NaiveSDCaller(object): |
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24 |
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25 # TODO May make switch for different sequence sets |
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26 SD_SEQUENCES = ( |
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27 "AGGAGGT", |
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28 "GGAGGT", |
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29 "AGGAGG", |
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30 "GGGGGG", |
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31 "AGGAG", |
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32 "GAGGT", |
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33 "GGAGG", |
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34 "GGGGG", |
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35 "AGGT", |
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36 "GGGT", |
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37 "GAGG", |
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38 "GGGG", |
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39 "AGGA", |
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40 "GGAG", |
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41 "GGA", |
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42 "GAG", |
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43 "AGG", |
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44 "GGT", |
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45 "GGG", |
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46 ) |
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47 |
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48 def __init__(self): |
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49 self.sd_reg = [re.compile(x, re.IGNORECASE) for x in self.SD_SEQUENCES] |
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50 |
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51 def list_sds(self, sequence, sd_min=3, sd_max=17): |
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52 hits = [] |
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53 for regex in self.sd_reg: |
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54 for match in regex.finditer(sequence): |
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55 spacing = len(sequence) - len(match.group()) - match.start() |
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56 if sd_max >= spacing + sd_min and spacing + sd_min >= sd_min: |
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57 # if the spacing is within gap limits, add |
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58 # (search space is [sd_max+7 .. sd_min] so actual gap is spacing+sd_min) |
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59 # print('min %d max %d - adding SD with gap %d' % (sd_min, sd_max, spacing+sd_min)) |
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60 hits.append( |
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61 { |
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62 "spacing": spacing, |
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63 "hit": match.group(), |
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64 "start": match.start(), |
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65 "end": match.end(), |
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66 "len": len(match.group()), |
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67 } |
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68 ) |
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69 hits = sorted(hits, key=lambda x: (-x["len"], x["spacing"])) |
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70 return hits |
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71 |
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72 @classmethod |
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73 def highlight_sd(cls, sequence, start, end): |
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74 return " ".join( |
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75 [ |
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76 sequence[0:start].lower(), |
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77 sequence[start:end].upper(), |
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78 sequence[end:].lower(), |
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79 ] |
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80 ) |
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81 |
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82 @classmethod |
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83 def to_features( |
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84 cls, |
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85 hits, |
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86 strand, |
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87 parent_start, |
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88 parent_end, |
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89 feature_id=None, |
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90 sd_min=3, |
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91 sd_max=17, |
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92 ): |
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93 results = [] |
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94 for idx, hit in enumerate(hits): |
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95 # gene complement(124..486) |
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96 # -1 491 501 0 5 5 |
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97 # -1 491 501 0 4 5 |
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98 # -1 491 501 1 4 5 |
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99 # -1 491 501 2 3 5 |
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100 # -1 491 501 1 3 5 |
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101 # -1 491 501 0 3 5 |
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102 |
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103 qualifiers = { |
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104 "source": "CPT_ShineFind", |
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105 "ID": "%s.rbs-%s" % (feature_id, idx), |
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106 } |
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107 |
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108 if strand > 0: |
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109 start = parent_end - hit["spacing"] - hit["len"] |
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110 end = parent_end - hit["spacing"] |
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111 else: |
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112 start = parent_start + hit["spacing"] |
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113 end = parent_start + hit["spacing"] + hit["len"] |
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114 # check that the END of the SD sequence is within the given min/max of parent start/end |
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115 |
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116 # gap is either the sd_start-cds_end (neg strand) or the sd_end-cds_start (pos strand) |
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117 # minimum absolute value of these two will be the proper gap regardless of strand |
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118 tmp = gffSeqFeature( |
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119 FeatureLocation(min(start, end), max(start, end), strand=strand), |
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120 # FeatureLocation(min(start, end), max(start, end), strand=strand), |
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121 type="Shine_Dalgarno_sequence", |
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122 qualifiers=qualifiers, |
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123 ) |
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124 results.append(tmp) |
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125 return results |
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126 |
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127 def testFeatureUpstream(self, feature, record, sd_min=3, sd_max=17): |
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128 # Strand information necessary to getting correct upstream sequence |
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129 strand = feature.location.strand |
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130 |
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131 # n_bases_upstream (plus/minus 7 upstream to make the min/max define the possible gap position) |
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132 if strand > 0: |
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133 start = feature.location.start - sd_max - 7 |
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134 end = feature.location.start - sd_min |
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135 else: |
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136 start = feature.location.end + sd_min |
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137 end = feature.location.end + sd_max + 7 |
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138 |
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139 (start, end) = ensure_location_in_bounds( |
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140 start=start, end=end, parent_length=len(record) |
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141 ) |
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142 |
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143 # Create our temp feature used to obtain correct portion of |
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144 # genome |
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145 tmp = gffSeqFeature( |
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146 FeatureLocation(min(start, end), max(start, end), strand=strand), |
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147 type="domain", |
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148 ) |
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149 seq = str(tmp.extract(record.seq)) |
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150 return self.list_sds(seq, sd_min, sd_max), start, end, seq |
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151 |
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152 def hasSd(self, feature, record, sd_min=3, sd_max=17): |
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153 sds, start, end, seq = self.testFeatureUpstream( |
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154 feature, record, sd_min=sd_min, sd_max=sd_max |
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155 ) |
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156 return len(sds) > 0 |
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157 |
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158 |
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159 # Cycle through subfeatures, set feature's location to be equal |
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160 # to the smallest start and largest end. |
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161 # Remove pending bugfix for feature display in Apollo |
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162 def fminmax(feature): |
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163 fmin = None |
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164 fmax = None |
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165 for sf in feature_lambda([feature], feature_test_true, {}, subfeatures=True): |
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166 if fmin is None: |
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167 fmin = sf.location.start |
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168 fmax = sf.location.end |
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169 if sf.location.start < fmin: |
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170 fmin = sf.location.start |
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171 if sf.location.end > fmax: |
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172 fmax = sf.location.end |
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173 return fmin, fmax |
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174 |
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175 |
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176 def fix_gene_boundaries(feature): |
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177 # There is a bug in Apollo whereby we have created gene |
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178 # features which are larger than expected, but we cannot see this. |
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179 # We only see a perfect sized gene + SD together. |
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180 # |
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181 # So, we clamp the location of the gene feature to the |
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182 # contained mRNAs. Will remove pending Apollo upgrade. |
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183 fmin, fmax = fminmax(feature) |
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184 if feature.location.strand > 0: |
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185 feature.location = FeatureLocation(fmin, fmax, strand=1) |
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186 else: |
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187 feature.location = FeatureLocation(fmin, fmax, strand=-1) |
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188 return feature |
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189 |
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190 |
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191 def shinefind( |
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192 fasta, |
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193 gff3, |
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194 gff3_output=None, |
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195 table_output=None, |
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196 lookahead_min=3, |
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197 lookahead_max=17, |
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198 top_only=False, |
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199 add=False, |
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200 ): |
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201 table_output.write( |
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202 "\t".join( |
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203 [ |
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204 "ID", |
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205 "Name", |
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206 "Terminus", |
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207 "Terminus", |
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208 "Strand", |
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209 "Upstream Sequence", |
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210 "SD", |
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211 "Spacing", |
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212 ] |
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213 ) |
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214 + "\n" |
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215 ) |
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216 |
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217 sd_finder = NaiveSDCaller() |
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218 # Load up sequence(s) for GFF3 data |
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219 seq_dict = SeqIO.to_dict(SeqIO.parse(fasta, "fasta")) |
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220 # Parse GFF3 records |
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221 for record in gffParse(gff3, base_dict=seq_dict): |
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222 # Shinefind's gff3_output. |
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223 gff3_output_record = SeqRecord(record.seq, record.id) |
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224 # Filter out just coding sequences |
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225 ignored_features = [] |
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226 for x in record.features: |
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227 # If feature X does NOT contain a CDS, add to ignored_features |
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228 # list. This means if we have a top level gene feature with or |
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229 # without a CDS subfeature, we're catch it appropriately here. |
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230 if ( |
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231 len( |
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232 list( |
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233 feature_lambda( |
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234 [x], feature_test_type, {"type": "CDS"}, subfeatures=True |
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235 ) |
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236 ) |
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237 ) |
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238 == 0 |
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239 ): |
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240 ignored_features.append(x) |
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241 |
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242 # Loop over all gene features |
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243 for gene in feature_lambda( |
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244 record.features, feature_test_type, {"type": "gene"}, subfeatures=True |
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245 ): |
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246 |
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247 # Get the CDS from this gene. |
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248 feature = sorted( |
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249 list( |
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250 feature_lambda( |
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251 gene.sub_features, |
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252 feature_test_type, |
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253 {"type": "CDS"}, |
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254 subfeatures=True, |
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255 ) |
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256 ), |
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257 key=lambda x: x.location.start, |
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258 ) |
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259 # If no CDSs are in this gene feature, then quit |
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260 if len(feature) == 0: |
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261 # We've already caught these above in our ignored_features |
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262 # list, so we skip out on the rest of this for loop |
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263 continue |
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264 else: |
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265 # Otherwise pull the first on the strand. |
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266 feature = feature[0] |
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267 |
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268 # Three different ways RBSs can be stored that we expect. |
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269 rbs_rbs = list( |
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270 feature_lambda( |
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271 gene.sub_features, |
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272 feature_test_type, |
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273 {"type": "RBS"}, |
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274 subfeatures=False, |
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275 ) |
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276 ) |
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277 rbs_sds = list( |
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278 feature_lambda( |
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279 gene.sub_features, |
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280 feature_test_type, |
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281 {"type": "Shine_Dalgarno_sequence"}, |
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282 subfeatures=False, |
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283 ) |
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284 ) |
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285 regulatory_elements = list( |
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286 feature_lambda( |
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287 gene.sub_features, |
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288 feature_test_type, |
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289 {"type": "regulatory"}, |
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290 subfeatures=False, |
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291 ) |
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292 ) |
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293 rbs_regulatory = list( |
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294 feature_lambda( |
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295 regulatory_elements, |
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296 feature_test_quals, |
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297 {"regulatory_class": ["ribosome_binding_site"]}, |
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298 subfeatures=False, |
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299 ) |
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300 ) |
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301 rbss = rbs_rbs + rbs_sds + rbs_regulatory |
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302 |
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303 # If someone has already annotated an RBS, we move to the next gene |
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304 if len(rbss) > 0: |
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305 log.debug("Has %s RBSs", len(rbss)) |
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306 ignored_features.append(gene) |
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307 continue |
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308 |
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309 sds, start, end, seq = sd_finder.testFeatureUpstream( |
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310 feature, record, sd_min=lookahead_min, sd_max=lookahead_max |
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311 ) |
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312 |
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313 feature_id = get_id(feature) |
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314 sd_features = sd_finder.to_features( |
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315 sds, feature.location.strand, start, end, feature_id=feature.id |
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316 ) |
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317 |
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318 human_strand = "+" if feature.location.strand == 1 else "-" |
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319 |
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320 # http://book.pythontips.com/en/latest/for_-_else.html |
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321 log.debug("Found %s SDs", len(sds)) |
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322 for (sd, sd_feature) in zip(sds, sd_features): |
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323 # If we only want the top feature, after the bulk of the |
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324 # forloop executes once, we append the top feature, and fake a |
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325 # break, because an actual break triggers the else: block |
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326 table_output.write( |
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327 "\t".join( |
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328 map( |
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329 str, |
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330 [ |
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331 feature.id, |
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332 feature_id, |
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333 feature.location.start, |
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334 feature.location.end, |
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335 human_strand, |
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336 sd_finder.highlight_sd(seq, sd["start"], sd["end"]), |
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337 sd["hit"], |
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338 int(sd["spacing"]) + lookahead_min, |
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339 ], |
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340 ) |
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341 ) |
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342 + "\n" |
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343 ) |
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344 |
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345 if add: |
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346 # Append the top RBS to the gene feature |
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347 gene.sub_features.append(sd_feature) |
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348 # Pick out start/end locations for all sub_features |
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349 locations = [x.location.start for x in gene.sub_features] + [ |
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350 x.location.end for x in gene.sub_features |
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351 ] |
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352 # Update gene's start/end to be inclusive |
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353 gene.location._start = min(locations) |
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354 gene.location._end = max(locations) |
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355 # Also register the feature with the separate GFF3 output |
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356 sd_feature = fix_gene_boundaries(sd_feature) |
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357 gff3_output_record.features.append(sd_feature) |
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358 |
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359 if top_only or sd == (sds[-1]): |
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360 break |
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361 else: |
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362 table_output.write( |
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363 "\t".join( |
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364 map( |
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365 str, |
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366 [ |
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367 feature.id, |
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368 feature_id, |
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369 feature.location.start, |
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370 feature.location.end, |
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371 human_strand, |
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372 seq, |
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373 None, |
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374 -1, |
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375 ], |
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376 ) |
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377 ) |
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378 + "\n" |
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379 ) |
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380 |
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381 record.annotations = {} |
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382 gffWrite([record], sys.stdout) |
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383 |
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384 gff3_output_record.features = sorted( |
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385 gff3_output_record.features, key=lambda x: x.location.start |
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386 ) |
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387 gff3_output_record.annotations = {} |
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388 gffWrite([gff3_output_record], gff3_output) |
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389 |
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390 |
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391 if __name__ == "__main__": |
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392 parser = argparse.ArgumentParser(description="Identify shine-dalgarno sequences") |
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393 parser.add_argument("fasta", type=argparse.FileType("r"), help="Fasta Genome") |
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394 parser.add_argument("gff3", type=argparse.FileType("r"), help="GFF3 annotations") |
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395 |
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396 parser.add_argument( |
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397 "--gff3_output", |
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398 type=argparse.FileType("w"), |
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399 help="GFF3 Output", |
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400 default="shinefind.gff3", |
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401 ) |
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402 parser.add_argument( |
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403 "--table_output", |
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404 type=argparse.FileType("w"), |
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405 help="Tabular Output", |
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406 default="shinefind.tbl", |
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407 ) |
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408 |
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409 parser.add_argument( |
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410 "--lookahead_min", |
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411 nargs="?", |
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412 type=int, |
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413 help="Number of bases upstream of CDSs to end search", |
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414 default=3, |
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415 ) |
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416 parser.add_argument( |
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417 "--lookahead_max", |
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418 nargs="?", |
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419 type=int, |
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420 help="Number of bases upstream of CDSs to begin search", |
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421 default=17, |
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422 ) |
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423 |
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424 parser.add_argument("--top_only", action="store_true", help="Only report best hits") |
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425 parser.add_argument( |
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426 "--add", |
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427 action="store_true", |
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428 help='Function in "addition" mode whereby the ' |
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429 + "RBSs are added directly to the gene model.", |
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430 ) |
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431 |
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432 args = parser.parse_args() |
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433 shinefind(**vars(args)) |