Mercurial > repos > yufei-luo > s_mart
comparison SMART/Java/Python/GetReadDistribution.py @ 38:2c0c0a89fad7
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author | m-zytnicki |
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date | Thu, 02 May 2013 09:56:47 -0400 |
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37:d22fadc825e3 | 38:2c0c0a89fad7 |
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1 #! /usr/bin/env python | |
2 # | |
3 # Copyright INRA-URGI 2009-2010 | |
4 # | |
5 # This software is governed by the CeCILL license under French law and | |
6 # abiding by the rules of distribution of free software. You can use, | |
7 # modify and/ or redistribute the software under the terms of the CeCILL | |
8 # license as circulated by CEA, CNRS and INRIA at the following URL | |
9 # "http://www.cecill.info". | |
10 # | |
11 # As a counterpart to the access to the source code and rights to copy, | |
12 # modify and redistribute granted by the license, users are provided only | |
13 # with a limited warranty and the software's author, the holder of the | |
14 # economic rights, and the successive licensors have only limited | |
15 # liability. | |
16 # | |
17 # In this respect, the user's attention is drawn to the risks associated | |
18 # with loading, using, modifying and/or developing or reproducing the | |
19 # software by the user in light of its specific status of free software, | |
20 # that may mean that it is complicated to manipulate, and that also | |
21 # therefore means that it is reserved for developers and experienced | |
22 # professionals having in-depth computer knowledge. Users are therefore | |
23 # encouraged to load and test the software's suitability as regards their | |
24 # requirements in conditions enabling the security of their systems and/or | |
25 # data to be ensured and, more generally, to use and operate it in the | |
26 # same conditions as regards security. | |
27 # | |
28 # The fact that you are presently reading this means that you have had | |
29 # knowledge of the CeCILL license and that you accept its terms. | |
30 # | |
31 import random, os, glob, subprocess | |
32 from commons.core.parsing.ParserChooser import ParserChooser | |
33 from commons.core.parsing.GffParser import GffParser | |
34 from SMART.Java.Python.misc.UnlimitedProgress import UnlimitedProgress | |
35 from SMART.Java.Python.misc.Progress import Progress | |
36 from SMART.Java.Python.misc import Utils | |
37 from commons.core.LoggerFactory import LoggerFactory | |
38 from commons.core.utils.RepetOptionParser import RepetOptionParser | |
39 | |
40 LOG_DEPTH = "smart" | |
41 DEFAULT_REGION = "_all_" | |
42 MULTIPLE_STR = {1: "", 1000: " (in kbp)", 1000000: " (in Gbp)"} | |
43 | |
44 class GetReadDistribution(object): | |
45 | |
46 def __init__(self, verbosity = 0): | |
47 self.xLab = "" | |
48 self.yLab = "# reads" | |
49 self.verbosity = verbosity | |
50 self.number = random.randint(0, 100000) | |
51 self.log = LoggerFactory.createLogger("%s.%s" % (LOG_DEPTH, self.__class__.__name__), self.verbosity) | |
52 self.parsers = {} | |
53 self.distribution = {} | |
54 self.factors = {} | |
55 self.regions = None | |
56 self.tmpDatName = None | |
57 self.tmpRName = None | |
58 self.quorum = 1 | |
59 self.strands = False | |
60 self.width = 800 | |
61 self.height = 300 | |
62 self.arial = False | |
63 | |
64 def setNames(self, names): | |
65 self.names = names | |
66 | |
67 def setInputFiles(self, fileNames, format): | |
68 chooser = ParserChooser(self.verbosity) | |
69 chooser.findFormat(format) | |
70 for cpt, fileName in enumerate(fileNames): | |
71 self.parsers[self.names[cpt]] = chooser.getParser(fileName) | |
72 | |
73 def setOutputFileName(self, fileName): | |
74 self.outputFileName = fileName | |
75 | |
76 def setLabs(self, xLab, yLab): | |
77 self.xLab = xLab | |
78 self.yLab = yLab | |
79 | |
80 def setBinSize(self, binSize): | |
81 self.binSize = binSize | |
82 | |
83 def setColors(self, colors): | |
84 self.colors = colors | |
85 | |
86 def setFactors(self, factors): | |
87 if factors == None: | |
88 self.factors = dict([name, 1.0] for name in self.names) | |
89 else: | |
90 self.factors = dict(zip(self.names, factors)) | |
91 | |
92 def setMultiple(self, boolean): | |
93 self.multiple = boolean | |
94 | |
95 def setImageSize(self, width, height): | |
96 if width != None: | |
97 self.width = width | |
98 if height != None: | |
99 self.height = height | |
100 | |
101 def setQuorum(self, quorum): | |
102 self.quorum = quorum | |
103 | |
104 def setRegionsFile(self, fileName): | |
105 if fileName != None: | |
106 self._loadRegions(fileName) | |
107 | |
108 def setBothStrands(self, strands): | |
109 self.strands = strands | |
110 | |
111 def setArial(self, arial): | |
112 self.arial = arial | |
113 | |
114 def _checkOptions(self): | |
115 if not self.parsers: | |
116 self.logAndRaise("ERROR: Missing input file names") | |
117 | |
118 def _logAndRaise(self, errorMsg): | |
119 self.log.error(errorMsg) | |
120 raise Exception(errorMsg) | |
121 | |
122 def _loadRegions(self, fileName): | |
123 self.regions = {} | |
124 parser = GffParser(fileName, self.verbosity) | |
125 for transcript in parser.getIterator(): | |
126 chromosome = transcript.getChromosome() | |
127 start = transcript.getStart() | |
128 end = transcript.getEnd() | |
129 name = transcript.getName() | |
130 if chromosome not in self.regions: | |
131 self.regions[chromosome] = {} | |
132 if start not in self.regions[chromosome]: | |
133 self.regions[chromosome][start] = {} | |
134 if end not in self.regions[chromosome][start]: | |
135 self.regions[chromosome][start][end] = [] | |
136 self.regions[chromosome][start][end].append(name) | |
137 | |
138 def _getRegions(self, transcript): | |
139 if self.regions == None: | |
140 return [DEFAULT_REGION] | |
141 chromosome = transcript.getChromosome() | |
142 start = transcript.getStart() | |
143 end = transcript.getEnd() | |
144 if chromosome not in self.regions: | |
145 return [] | |
146 names = [] | |
147 for loadedStart in sorted(self.regions[chromosome].keys()): | |
148 if loadedStart > end: | |
149 return names | |
150 for loadedEnd in reversed(sorted(self.regions[chromosome][loadedStart].keys())): | |
151 if loadedEnd < start: | |
152 break | |
153 names.extend(self.regions[chromosome][loadedStart][loadedEnd]) | |
154 return names | |
155 | |
156 def _parse(self, name): | |
157 progress = UnlimitedProgress(10000, "Reading file '%s'" % (name), self.verbosity) | |
158 for transcript in self.parsers[name].getIterator(): | |
159 if transcript.__class__.__name__ == "Mapping": | |
160 transcript = transcript.getTranscript() | |
161 regions = self._getRegions(transcript) | |
162 for region in regions: | |
163 if region not in self.distribution: | |
164 self.distribution[region] = {} | |
165 if name not in self.distribution[region]: | |
166 self.distribution[region][name] = {} | |
167 chromosome = transcript.getChromosome() | |
168 nbElements = float(transcript.getTagValue("nbElements")) if "nbElements" in transcript.getTagNames() else 1 | |
169 nbElements *= self.factors.get(name, 1) | |
170 strand = transcript.getDirection() if self.strands else 1 | |
171 if chromosome not in self.distribution[region][name]: | |
172 self.distribution[region][name][chromosome] = {} | |
173 if strand not in self.distribution[region][name][chromosome]: | |
174 self.distribution[region][name][chromosome][strand] = {} | |
175 previousBin = None | |
176 for exon in transcript.getExons(): | |
177 for pos in range(exon.getStart(), exon.getEnd()+1): | |
178 bin = pos / self.binSize | |
179 if bin != previousBin: | |
180 self.distribution[region][name][chromosome][strand][bin] = self.distribution[region][name][chromosome][strand].get(bin, 0) + nbElements | |
181 previousBin = bin | |
182 progress.inc() | |
183 progress.done() | |
184 | |
185 def _checkQuorum(self, region): | |
186 if self.quorum == None: | |
187 return True | |
188 return max([max([max([max(self.distribution[region][name][chromosome][strand].values()) for strand in self.distribution[region][name][chromosome]]) for chromosome in self.distribution[region][name]]) for name in self.distribution[region]]) | |
189 | |
190 def _writeData(self, region): | |
191 self.tmpDatName = "tmpFile%d.dat" % (self.number) | |
192 handle = open(self.tmpDatName, "w") | |
193 handle.write("Chr\tPos\tStrand\tCount\tSample\n") | |
194 for name in self.distribution[region]: | |
195 for chromosome in sorted(self.distribution[region][name].keys()): | |
196 for strand in sorted(self.distribution[region][name][chromosome].keys()): | |
197 for pos in sorted(self.distribution[region][name][chromosome][strand].keys()): | |
198 handle.write("%s\t%d\t%d\t%d\t\"%s\"\n" % (chromosome, pos * self.binSize, strand, self.distribution[region][name][chromosome][strand].get(pos, 0) * strand, name)) | |
199 handle.close() | |
200 | |
201 def _findMultiple(self, region): | |
202 if not self.multiple: | |
203 return 1 | |
204 maxPosition = max([max([max([max(self.distribution[region][name][chromosome][strand].keys()) for strand in self.distribution[region][name][chromosome]]) for chromosome in self.distribution[region][name]]) for name in self.distribution[region]]) * self.binSize | |
205 if maxPosition > 2000000: | |
206 return 1000000 | |
207 elif maxPosition > 2000: | |
208 return 1000 | |
209 return 1 | |
210 | |
211 def _writeScript(self, region): | |
212 self.tmpRName = "tmpFile%d.R" % (self.number) | |
213 fileName = self.outputFileName if region == DEFAULT_REGION else "%s_%s.png" % (os.path.splitext(self.outputFileName)[0], region) | |
214 colors = "scale_fill_brewer(palette=\"Set1\") + scale_color_brewer(palette=\"Set1\")" if self.colors == None else "scale_fill_manual(values = c(%s)) + scale_color_manual(values = c(%s))" % (", ".join(["\"%s\"" % (color) for color in self.colors]), ", ".join(["\"%s\"" % (color) for color in self.colors])) | |
215 title = "" if region == DEFAULT_REGION else " + labs(title = \"Distribution of %s\") " % (region) | |
216 facet = "Sample ~ Chr" if region == DEFAULT_REGION else "Sample ~ ." | |
217 handle = open(self.tmpRName, "w") | |
218 multiple = self._findMultiple(region) | |
219 arial = ", text = element_text(family=\"Arial\", size=20)" if self.arial else "" | |
220 if self.arial: | |
221 handle.write("library(extrafont)\nloadfonts()\n") | |
222 handle.write("library(ggplot2)\n") | |
223 handle.write("data <- read.table(\"%s\", header = T)\n" % (self.tmpDatName)) | |
224 handle.write("data$Sample <- factor(data$Sample, levels=c(%s))\n" % (", ".join(["\"%s\"" % (name) for name in self.names]))) | |
225 handle.write("png(\"%s\", width = %d, height = %d)\n" % (fileName, self.width, self.height)) | |
226 handle.write("ggplot(data, aes(x = Pos/%d, y = Count, fill = Sample, color = Sample)) %s + geom_bar(stat = \"identity\") + facet_grid(%s, space=\"free\") + xlab(\"%s%s\") + ylab(\"%s\") + %s + theme(legend.position = \"none\", panel.grid.major = element_blank(), panel.grid.minor = element_blank(), panel.background = element_blank()%s)\n" % (multiple, title, facet, self.xLab, MULTIPLE_STR[multiple], self.yLab, colors, arial)) | |
227 handle.write("dev.off()\n") | |
228 | |
229 def _runR(self): | |
230 rCommand = os.environ["SMARTRPATH"] if "SMARTRPATH" in os.environ else "R" | |
231 command = "\"%s\" CMD BATCH %s" % (rCommand, self.tmpRName) | |
232 status = subprocess.call(command, shell=True) | |
233 if status != 0: | |
234 raise Exception("Problem with the execution of script file %s, status is: %s" % (self.tmpRName, status)) | |
235 | |
236 def _plot(self): | |
237 progress = Progress(len(self.distribution), "Plotting data", self.verbosity) | |
238 for region in self.distribution: | |
239 if not self._checkQuorum(region): | |
240 self.log.info("Not displaying '%s' for it contains insufficient data." % (region)) | |
241 else: | |
242 self._writeData(region) | |
243 self._writeScript(region) | |
244 self._runR() | |
245 progress.inc() | |
246 progress.done() | |
247 | |
248 def _cleanFiles(self): | |
249 for fileName in (self.tmpDatName, self.tmpRName): | |
250 if fileName != None and os.path.exists(fileName): | |
251 os.remove(fileName) | |
252 for otherFileName in glob.glob("%s*" % (fileName)): | |
253 os.remove(otherFileName) | |
254 | |
255 def run(self): | |
256 LoggerFactory.setLevel(self.log, self.verbosity) | |
257 self._checkOptions() | |
258 self.log.info("START Get Read Distribution") | |
259 for name in self.names: | |
260 self._parse(name) | |
261 self._plot() | |
262 self._cleanFiles() | |
263 self.log.info("END Get Read Distribution") | |
264 | |
265 | |
266 if __name__ == "__main__": | |
267 description = "Usage: GetReadDistribution.py [options]\n\nGet Read Distribution v1.0.1: Get the distribution of a set of reads. [Category: Personal]\n" | |
268 epilog = "" | |
269 parser = RepetOptionParser(description = description, epilog = epilog) | |
270 parser.add_option("-i", "--input", dest="inputFileNames", action="store", default=None, type="string", help="input files, separated by commas [compulsory] [format: string]") | |
271 parser.add_option("-f", "--format", dest="format", action="store", default=None, type="string", help="format of the input [compulsory] [format: transcript or sequence file format]") | |
272 parser.add_option("-n", "--names", dest="names", action="store", default=None, type="string", help="name of the input data, separated by commas [compulsory] [format: string]") | |
273 parser.add_option("-o", "--output", dest="outputFileName", action="store", default=None, type="string", help="output file [format: output file in PNG format]") | |
274 parser.add_option("-s", "--binSize", dest="binSize", action="store", default=10000, type="int", help="bin size [format: int] [default: 10000]") | |
275 parser.add_option("-l", "--xLabel", dest="xLab", action="store", default="", type="string", help="x-axis label name [format: string]") | |
276 parser.add_option("-L", "--yLabel", dest="yLab", action="store", default="# reads", type="string", help="y-axis label name [format: string] [default: Reads]") | |
277 parser.add_option("-c", "--colors", dest="colors", action="store", default=None, type="string", help="colors of the bars, separated by commas [format: string]") | |
278 parser.add_option("-a", "--factors", dest="factors", action="store", default=None, type="string", help="normalization factors, separated by commas [format: string]") | |
279 parser.add_option("-r", "--regions", dest="regionsFileName", action="store", default=None, type="string", help="regions to plot [format: transcript file in GFF format]") | |
280 parser.add_option("-2", "--strands", dest="strands", action="store_true", default=False, help="plot negative strands on the negative x-axis [format: boolean] [default: False]") | |
281 parser.add_option("-m", "--multiple", dest="multiple", action="store_true", default=False, help="use human readable genomic positions (k, G) [format: boolean] [default: False]") | |
282 parser.add_option("-q", "--quorum", dest="quorum", action="store", default=1, type="int", help="minimum number of intervals to plot a region [format: int] [default: 1]") | |
283 parser.add_option("-z", "--width", dest="width", action="store", default=800, type="int", help="width of the image [format: int] [default: 800]") | |
284 parser.add_option("-Z", "--height", dest="height", action="store", default=300, type="int", help="height of the image [format: int] [default: 300]") | |
285 parser.add_option("-A", "--arial", dest="arial", action="store_true", default=False, help="use Arial font [format: boolean] [default: false]") | |
286 parser.add_option("-v", "--verbosity", dest="verbosity", action="store", default=1, type="int", help="trace level [format: int]") | |
287 options = parser.parse_args()[0] | |
288 iGetReadDistribution = GetReadDistribution(options.verbosity) | |
289 iGetReadDistribution.setNames(options.names.split(",")) | |
290 iGetReadDistribution.setInputFiles(options.inputFileNames.split(","), options.format) | |
291 iGetReadDistribution.setOutputFileName(options.outputFileName) | |
292 iGetReadDistribution.setLabs(options.xLab, options.yLab) | |
293 iGetReadDistribution.setBinSize(options.binSize) | |
294 iGetReadDistribution.setColors(None if options.colors == None else options.colors.split(",")) | |
295 iGetReadDistribution.setFactors(None if options.factors == None else map(float, options.factors.split(","))) | |
296 iGetReadDistribution.setRegionsFile(options.regionsFileName) | |
297 iGetReadDistribution.setMultiple(options.multiple) | |
298 iGetReadDistribution.setQuorum(options.quorum) | |
299 iGetReadDistribution.setImageSize(options.width, options.height) | |
300 iGetReadDistribution.setBothStrands(options.strands) | |
301 iGetReadDistribution.setArial(options.arial) | |
302 iGetReadDistribution.run() | |
303 |