annotate py/vcfFunc.py @ 7:fc1c7b6fb7b6 draft

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author thondeboer
date Tue, 15 May 2018 18:12:29 -0400
parents 6e75a84e9338
children
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1 import sys
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2 import time
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3 import os
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4 import re
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5 import random
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6
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7 INCLUDE_HOMS = False
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8 INCLUDE_FAIL = False
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9 CHOOSE_RANDOM_PLOID_IF_NO_GT_FOUND = True
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10
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11 def parseLine(splt,colDict,colSamp):
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12
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13 # check if we want to proceed..
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14 ra = splt[colDict['REF']]
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15 aa = splt[colDict['ALT']]
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16 # enough columns?
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17 if len(splt) != len(colDict):
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18 return None
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19 # exclude homs / filtered?
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20 if not(INCLUDE_HOMS) and (aa == '.' or aa == '' or aa == ra):
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21 return None
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22 if not(INCLUDE_FAIL) and (splt[colDict['FILTER']] != 'PASS' and splt[colDict['FILTER']] != '.'):
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23 return None
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24
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25 # default vals
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26 alt_alleles = [aa]
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27 alt_freqs = []
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28
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29 gt_perSamp = []
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30
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31 # any alt alleles?
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32 alt_split = aa.split(',')
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33 if len(alt_split) > 1:
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34 alt_alleles = alt_split
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35
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36 # check INFO for AF
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37 af = None
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38 if 'INFO' in colDict and ';AF=' in ';'+splt[colDict['INFO']]:
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39 info = splt[colDict['INFO']]+';'
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40 af = re.findall(r"AF=.*?(?=;)",info)[0][3:]
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41 if af != None:
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42 af_splt = af.split(',')
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43 while(len(af_splt) < len(alt_alleles)): # are we lacking enough AF values for some reason?
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44 af_splt.append(af_splt[-1]) # phone it in.
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45 if len(af_splt) != 0 and af_splt[0] != '.' and af_splt[0] != '': # missing data, yay
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46 alt_freqs = [float(n) for n in af_splt]
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47 else:
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48 alt_freqs = [None]*max([len(alt_alleles),1])
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49
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50 gt_perSamp = None
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51 # if available (i.e. we simulated it) look for WP in info
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52 if len(colSamp) == 0 and 'INFO' in colDict and 'WP=' in splt[colDict['INFO']]:
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53 info = splt[colDict['INFO']]+';'
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54 gt_perSamp = [re.findall(r"WP=.*?(?=;)",info)[0][3:]]
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55 else:
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56 # if no sample columns, check info for GT
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57 if len(colSamp) == 0 and 'INFO' in colDict and 'GT=' in splt[colDict['INFO']]:
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58 info = splt[colDict['INFO']]+';'
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59 gt_perSamp = [re.findall(r"GT=.*?(?=;)",info)[0][3:]]
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60 elif len(colSamp):
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61 fmt = ':'+splt[colDict['FORMAT']]+':'
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62 if ':GT:' in fmt:
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63 gtInd = fmt.split(':').index('GT')
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64 gt_perSamp = [splt[colSamp[iii]].split(':')[gtInd-1] for iii in xrange(len(colSamp))]
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65 for i in xrange(len(gt_perSamp)):
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66 gt_perSamp[i] = gt_perSamp[i].replace('.','0')
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67 if gt_perSamp == None:
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68 gt_perSamp = [None]*max([len(colSamp),1])
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69
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70 return (alt_alleles, alt_freqs, gt_perSamp)
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71
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72
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73
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74 def parseVCF(vcfPath,tumorNormal=False,ploidy=2):
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75
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76 tt = time.time()
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77 print '--------------------------------'
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78 sys.stdout.write('reading input VCF...\n')
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79 sys.stdout.flush()
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80
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81 colDict = {}
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82 colSamp = []
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83 nSkipped = 0
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84 nSkipped_becauseHash = 0
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85 allVars = {} # [ref][pos]
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86 sampNames = []
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87 alreadyPrintedWarning = False
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88 f = open(vcfPath,'r')
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89 for line in f:
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90
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91 if line[0] != '#':
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92 if len(colDict) == 0:
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93 print '\n\nERROR: VCF has no header?\n'+VCF_FILENAME+'\n\n'
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94 f.close()
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95 exit(1)
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96 splt = line[:-1].split('\t')
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97 plOut = parseLine(splt,colDict,colSamp)
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98 if plOut == None:
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99 nSkipped += 1
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100 else:
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101 (aa, af, gt) = plOut
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102
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103 # make sure at least one allele somewhere contains the variant
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104 if tumorNormal:
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105 gtEval = gt[:2]
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106 else:
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107 gtEval = gt[:1]
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108 if None in gtEval:
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109 if CHOOSE_RANDOM_PLOID_IF_NO_GT_FOUND:
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110 if not alreadyPrintedWarning:
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111 print 'Warning: Found variants without a GT field, assuming heterozygous...'
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112 alreadyPrintedWarning = True
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113 for i in xrange(len(gtEval)):
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114 tmp = ['0']*ploidy
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115 tmp[random.randint(0,ploidy-1)] = '1'
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116 gtEval[i] = '/'.join(tmp)
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117 else:
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118 # skip because no GT field was found
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119 nSkipped += 1
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120 continue
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121 isNonReference = False
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122 for gtVal in gtEval:
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123 if gtVal != None:
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124 if '1' in gtVal:
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125 isNonReference = True
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126 if not isNonReference:
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127 # skip if no genotype actually contains this variant
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128 nSkipped += 1
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129 continue
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130
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131 chrom = splt[0]
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132 pos = int(splt[1])
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133 ref = splt[3]
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134 # skip if position is <= 0
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135 if pos <= 0:
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136 nSkipped += 1
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137 continue
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138
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139 # hash variants to avoid inserting duplicates (there are some messy VCFs out there...)
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140 if chrom not in allVars:
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141 allVars[chrom] = {}
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142 if pos not in allVars[chrom]:
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143 allVars[chrom][pos] = (pos,ref,aa,af,gtEval)
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144 else:
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145 nSkipped_becauseHash += 1
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146
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147 else:
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148 if line[1] != '#':
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149 cols = line[1:-1].split('\t')
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150 for i in xrange(len(cols)):
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151 if 'FORMAT' in colDict:
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152 colSamp.append(i)
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153 colDict[cols[i]] = i
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154 if len(colSamp):
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155 sampNames = cols[-len(colSamp):]
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156 if len(colSamp) == 1:
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157 pass
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158 elif len(colSamp) == 2 and tumorNormal:
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159 print 'Detected 2 sample columns in input VCF, assuming tumor/normal.'
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160 else:
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161 print 'Warning: Multiple sample columns present in input VCF. By default genReads uses only the first column.'
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162 else:
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163 sampNames = ['Unknown']
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164 if tumorNormal:
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165 #tumorInd = sampNames.index('TUMOR')
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166 #normalInd = sampNames.index('NORMAL')
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167 if 'NORMAL' not in sampNames or 'TUMOR' not in sampNames:
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168 print '\n\nERROR: Input VCF must have a "NORMAL" and "TUMOR" column.\n'
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169 f.close()
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170
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171 varsOut = {}
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172 for r in allVars.keys():
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173 varsOut[r] = [allVars[r][k] for k in sorted(allVars[r].keys())]
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174
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175 print 'found',sum([len(n) for n in allVars.values()]),'valid variants in input vcf.'
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176 print ' *',nSkipped,'variants skipped: (qual filtered / ref genotypes / invalid syntax)'
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177 print ' *',nSkipped_becauseHash,'variants skipped due to multiple variants found per position'
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178 print '--------------------------------'
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179 return (sampNames, varsOut)
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180
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181
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182