Mercurial > repos > drosofff > fetch_fasta_from_ncbi
annotate retrieve_fasta_from_NCBI.py @ 5:c6de5c7b4ae3 draft default tip
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/fetch_fasta_from_ncbi commit 11ca680184135ef39a6c552d9f3cc427a8ed6c4c
author | drosofff |
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date | Fri, 16 Jun 2017 05:28:17 -0400 |
parents | 64f45c5e94a0 |
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0
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1 #!/usr/bin/env python |
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2 # -*- coding: utf-8 -*- |
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3 """ |
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4 From a taxonomy ID retrieves all the nucleotide sequences |
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5 It returns a multiFASTA nuc/prot file |
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6 |
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7 Entrez Database UID common name E-utility Database Name |
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8 Nucleotide GI number nuccore |
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9 Protein GI number protein |
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10 |
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11 Retrieve strategy: |
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12 |
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13 esearch to get total number of UIDs (count) |
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14 esearch to get UIDs in batches |
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15 loop untile end of UIDs list: |
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16 epost to put a batch of UIDs in the history server |
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17 efetch to retrieve info from previous post |
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18 |
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19 retmax of efetch is 1/10 of declared value from NCBI |
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20 |
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21 queries are 1 sec delayed, to satisfy NCBI guidelines (more than what they request) |
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22 |
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23 |
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24 """ |
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25 import sys |
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26 import logging |
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27 import optparse |
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28 import time |
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29 import urllib |
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30 import urllib2 |
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31 import httplib |
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32 import re |
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33 |
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34 |
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35 class QueryException(Exception): |
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36 pass |
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37 |
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38 |
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39 class Eutils: |
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40 |
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41 def __init__(self, options, logger): |
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42 """ |
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43 Initialize retrieval parameters |
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44 """ |
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45 self.logger = logger |
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46 self.base = "https://eutils.ncbi.nlm.nih.gov/entrez/eutils/" |
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47 self.query_string = options.query_string |
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48 self.dbname = options.dbname |
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49 if options.outname: |
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50 self.outname = options.outname |
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51 else: |
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52 self.outname = 'NCBI_download' + '.' + self.dbname + '.fasta' |
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53 self.ids = [] |
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54 self.retmax_esearch = 100000 |
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55 self.retmax_efetch = 500 |
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56 self.count = 0 |
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57 self.webenv = "" |
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58 self.query_key = "" |
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59 |
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60 def retrieve(self): |
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61 """ |
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62 Retrieve the fasta sequences corresponding to the query |
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63 """ |
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64 self.get_count_value() |
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65 |
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66 # If no UIDs are found exit script |
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67 if self.count > 0: |
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68 self.get_uids_list() |
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69 try: |
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70 self.get_sequences() |
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71 except QueryException as e: |
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72 self.logger.error("Exiting script.") |
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73 raise e |
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74 else: |
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75 self.logger.error("No UIDs were found. Exiting script.") |
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76 raise Exception("") |
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77 |
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78 def get_count_value(self): |
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79 """ |
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80 just to retrieve Count (number of UIDs) |
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81 Total number of UIDs from the retrieved set to be shown in the XML |
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82 output (default=20). By default, ESearch only includes the first 20 |
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83 UIDs retrieved in the XML output. If usehistory is set to 'y', |
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84 the remainder of the retrieved set will be stored on the History server; |
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85 |
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86 http://www.ncbi.nlm.nih.gov/books/NBK25499/#chapter4.EFetch |
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87 """ |
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88 self.logger.info("retrieving data from %s" % self.base) |
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89 self.logger.info("for Query: %s and database: %s" % |
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90 (self.query_string, self.dbname)) |
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91 querylog = self.esearch(self.dbname, self.query_string, '', '', "count") |
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92 self.logger.debug("Query response:") |
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93 for line in querylog: |
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94 self.logger.debug(line.rstrip()) |
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95 if '</Count>' in line: |
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96 self.count = int(line[line.find('<Count>')+len('<Count>') : line.find('</Count>')]) |
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97 self.logger.info("Found %d UIDs" % self.count) |
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98 |
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99 def get_uids_list(self): |
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100 """ |
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101 Increasing retmax allows more of the retrieved UIDs to be included in the XML output, |
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102 up to a maximum of 100,000 records. |
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103 from http://www.ncbi.nlm.nih.gov/books/NBK25499/#chapter4.ESearch |
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104 """ |
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105 retmax = self.retmax_esearch |
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106 if (self.count > retmax): |
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107 num_batches = (self.count / retmax) + 1 |
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108 else: |
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109 num_batches = 1 |
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110 self.logger.info("Batch size for esearch action: %d UIDs" % retmax) |
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111 self.logger.info("Number of batches for esearch action: %d " % num_batches) |
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112 for n in range(num_batches): |
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113 querylog = self.esearch(self.dbname, self.query_string, n*retmax, retmax, '') |
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114 for line in querylog: |
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115 if '<Id>' in line and '</Id>' in line: |
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116 uid = (line[line.find('<Id>')+len('<Id>') : line.find('</Id>')]) |
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117 self.ids.append(uid) |
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118 self.logger.info("Retrieved %d UIDs" % len(self.ids)) |
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119 |
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120 def esearch(self, db, term, retstart, retmax, rettype): |
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121 url = self.base + "esearch.fcgi" |
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122 self.logger.debug("url: %s" % url) |
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123 values = {'db': db, |
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124 'term': term, |
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125 'rettype': rettype, |
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126 'retstart': retstart, |
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127 'retmax': retmax} |
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128 data = urllib.urlencode(values) |
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129 self.logger.debug("data: %s" % str(data)) |
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130 req = urllib2.Request(url, data) |
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131 response = urllib2.urlopen(req) |
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132 querylog = response.readlines() |
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133 response.close() |
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134 time.sleep(1) |
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135 return querylog |
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136 |
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137 def epost(self, db, ids): |
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138 url = self.base + "epost.fcgi" |
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139 self.logger.debug("url_epost: %s" % url) |
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140 values = {'db': db, |
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141 'id': ids} |
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142 data = urllib.urlencode(values) |
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143 req = urllib2.Request(url, data) |
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144 serverResponse = False |
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145 nb_trials = 0 |
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146 while not serverResponse: |
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147 nb_trials += 1 |
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148 try: |
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149 self.logger.debug("Try number %s for opening and readin URL %s" % ( nb_trials, url+data )) |
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150 response = urllib2.urlopen(req) |
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151 querylog = response.readlines() |
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152 response.close() |
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153 serverResponse = True |
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154 except urllib2.HTTPError as e: |
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155 self.logger.info("urlopen error:%s, %s" % (e.code, e.read() ) ) |
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156 self.logger.info("Retrying in 1 sec") |
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157 serverResponse = False |
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158 time.sleep(1) |
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159 except urllib2.URLError as e: |
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160 self.logger.info("urlopen error: Failed to reach a server") |
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161 self.logger.info("Reason :%s" % ( e.reason ) ) |
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162 self.logger.info("Retrying in 1 sec") |
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163 serverResponse = False |
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164 time.sleep(1) |
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165 except httplib.IncompleteRead as e: |
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166 self.logger.info("IncompleteRead error: %s" % ( e.partial ) ) |
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167 self.logger.info("Retrying in 1 sec") |
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168 serverResponse = False |
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169 time.sleep(1) |
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170 self.logger.debug("query response:") |
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171 for line in querylog: |
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172 self.logger.debug(line.rstrip()) |
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173 if '</QueryKey>' in line: |
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174 self.query_key = str(line[line.find('<QueryKey>')+len('<QueryKey>'):line.find('</QueryKey>')]) |
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175 if '</WebEnv>' in line: |
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176 self.webenv = str(line[line.find('<WebEnv>')+len('<WebEnv>'):line.find('</WebEnv>')]) |
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177 self.logger.debug("*** epost action ***") |
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178 self.logger.debug("query_key: %s" % self.query_key) |
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179 self.logger.debug("webenv: %s" % self.webenv) |
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180 time.sleep(1) |
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181 |
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182 def efetch(self, db, query_key, webenv): |
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183 url = self.base + "efetch.fcgi" |
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184 self.logger.debug("url_efetch: %s" % url) |
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185 values = {'db': db, |
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186 'query_key': query_key, |
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187 'webenv': webenv, |
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188 'rettype': "fasta", |
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189 'retmode': "text"} |
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190 data = urllib.urlencode(values) |
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191 req = urllib2.Request(url, data) |
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192 self.logger.debug("data: %s" % str(data)) |
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193 serverTransaction = False |
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194 counter = 0 |
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195 response_code = 0 |
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196 while not serverTransaction: |
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197 counter += 1 |
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198 self.logger.info("Server Transaction Trial: %s" % ( counter ) ) |
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199 try: |
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200 response = urllib2.urlopen(req) |
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201 response_code = response.getcode() |
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202 fasta = response.read() |
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203 response.close() |
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204 if ( (response_code != 200) or ("Resource temporarily unavailable" in fasta) |
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205 or ("Error" in fasta) or (not fasta.startswith(">") ) ): |
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206 serverTransaction = False |
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207 if ( response_code != 200 ): |
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208 self.logger.info("urlopen error: Response code is not 200") |
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209 elif ( "Resource temporarily unavailable" in fasta ): |
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210 self.logger.info("Ressource temporarily unavailable") |
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211 elif ( "Error" in fasta ): |
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212 self.logger.info("Error in fasta") |
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213 else: |
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214 self.logger.info("Fasta doesn't start with '>'") |
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215 else: |
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216 serverTransaction = True |
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217 except urllib2.HTTPError as e: |
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218 serverTransaction = False |
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219 self.logger.info("urlopen error:%s, %s" % (e.code, e.read() ) ) |
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220 except urllib2.URLError as e: |
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221 serverTransaction = False |
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222 self.logger.info("urlopen error: Failed to reach a server") |
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223 self.logger.info("Reason :%s" % ( e.reason ) ) |
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224 except httplib.IncompleteRead as e: |
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225 serverTransaction = False |
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226 self.logger.info("IncompleteRead error: %s" % ( e.partial ) ) |
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227 if (counter > 500): |
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228 serverTransaction = True |
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229 if (counter > 500): |
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230 raise QueryException({"message":"500 Server Transaction Trials attempted for this batch. Aborting."}) |
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231 fasta = self.sanitiser(self.dbname, fasta) |
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232 time.sleep(0.1) |
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233 return fasta |
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234 |
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235 def sanitiser(self, db, fastaseq): |
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236 if db not in "nuccore protein" : return fastaseq |
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237 regex = re.compile(r"[ACDEFGHIKLMNPQRSTVWYBZ]{49,}") |
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238 sane_seqlist = [] |
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239 seqlist = fastaseq.split("\n\n") |
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240 for seq in seqlist[:-1]: |
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241 fastalines = seq.split("\n") |
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242 if len(fastalines) < 2: |
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243 self.logger.info("Empty sequence for %s" % ("|".join(fastalines[0].split("|")[:4]) ) ) |
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244 self.logger.info("%s download is skipped" % ("|".join(fastalines[0].split("|")[:4]) ) ) |
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245 continue |
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246 if db == "nuccore": |
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247 badnuc = 0 |
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248 for nucleotide in fastalines[1]: |
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249 if nucleotide not in "ATGC": |
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250 badnuc += 1 |
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251 if float(badnuc)/len(fastalines[1]) > 0.4: |
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252 self.logger.info("%s ambiguous nucleotides in %s or download interrupted at this offset | %s" % ( float(badnuc)/len(fastalines[1]), "|".join(fastalines[0].split("|")[:4]), fastalines[1]) ) |
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253 self.logger.info("%s download is skipped" % (fastalines[0].split("|")[:4]) ) |
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254 continue |
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255 fastalines[0] = fastalines[0].replace(" ","_")[:100] # remove spaces and trim the header to 100 chars |
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256 cleanseq = "\n".join(fastalines) |
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257 sane_seqlist.append(cleanseq) |
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258 elif db == "protein": |
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259 fastalines[0] = fastalines[0][0:100] |
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260 fastalines[0] = fastalines[0].replace(" ", "_") |
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261 fastalines[0] = fastalines[0].replace("[", "_") |
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262 fastalines[0] = fastalines[0].replace("]", "_") |
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263 fastalines[0] = fastalines[0].replace("=", "_") |
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264 fastalines[0] = fastalines[0].rstrip("_") # because blast makedb doesn't like it |
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265 fastalines[0] = re.sub(regex, "_", fastalines[0]) |
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266 cleanseq = "\n".join(fastalines) |
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267 sane_seqlist.append(cleanseq) |
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268 self.logger.info("clean sequences appended: %d" % (len(sane_seqlist) ) ) |
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269 return "\n".join(sane_seqlist) |
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270 |
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271 def get_sequences(self): |
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272 """ |
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273 Total number of records from the input set to be retrieved, up to a maximum |
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274 of 10,000. Optionally, for a large set the value of retstart can be iterated |
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275 while holding retmax constant, thereby downloading the entire set in batches |
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276 of size retmax. |
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277 |
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278 http://www.ncbi.nlm.nih.gov/books/NBK25499/#chapter4.EFetch |
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279 |
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280 """ |
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281 batch_size = self.retmax_efetch |
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282 count = self.count |
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283 uids_list = self.ids |
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284 self.logger.info("Batch size for efetch action: %d" % batch_size) |
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285 self.logger.info("Number of batches for efetch action: %d" % ((count / batch_size) + 1)) |
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286 with open(self.outname, 'w') as out: |
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287 for start in range(0, count, batch_size): |
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288 end = min(count, start+batch_size) |
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289 batch = uids_list[start:end] |
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290 if self.epost(self.dbname, ",".join(batch)) != -1: |
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291 mfasta = '' |
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292 while not mfasta: |
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293 self.logger.info("retrieving batch %d" % ((start / batch_size) + 1)) |
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294 try: |
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295 mfasta = self.efetch(self.dbname, self.query_key, self.webenv) |
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296 out.write(mfasta + '\n') |
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297 except QueryException as e: |
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298 self.logger.error("%s" % e.message) |
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299 raise e |
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300 |
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301 |
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302 LOG_FORMAT = '%(asctime)s|%(levelname)-8s|%(message)s' |
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303 LOG_DATEFMT = '%Y-%m-%d %H:%M:%S' |
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304 LOG_LEVELS = ['DEBUG', 'INFO', 'WARNING', 'ERROR', 'CRITICAL'] |
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305 |
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306 |
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307 def __main__(): |
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308 """ main function """ |
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309 parser = optparse.OptionParser(description='Retrieve data from NCBI') |
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310 parser.add_option('-i', dest='query_string', help='NCBI Query String') |
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311 parser.add_option('-o', dest='outname', help='output file name') |
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312 parser.add_option('-l', '--logfile', help='log file (default=stderr)') |
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313 parser.add_option('--loglevel', choices=LOG_LEVELS, default='INFO', help='logging level (default: INFO)') |
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314 parser.add_option('-d', dest='dbname', help='database type') |
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315 (options, args) = parser.parse_args() |
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316 if len(args) > 0: |
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317 parser.error('Wrong number of arguments') |
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318 |
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319 log_level = getattr(logging, options.loglevel) |
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320 kwargs = {'format': LOG_FORMAT, |
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321 'datefmt': LOG_DATEFMT, |
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322 'level': log_level} |
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323 if options.logfile: |
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324 kwargs['filename'] = options.logfile |
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325 logging.basicConfig(**kwargs) |
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326 logger = logging.getLogger('data_from_NCBI') |
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327 |
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328 E = Eutils(options, logger) |
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329 try: |
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330 E.retrieve() |
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331 except Exception as e: |
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332 sys.exit(1) |
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333 |
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334 |
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335 if __name__ == "__main__": |
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336 __main__() |