Mercurial > repos > george-weingart > maaslin
comparison src/MaaslinToGraphlanAnnotation.py @ 8:e9677425c6c3 default tip
Updated the structure of the libraries
author | george.weingart@gmail.com |
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date | Mon, 09 Feb 2015 12:17:40 -0500 |
parents | e0b5980139d9 |
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7:c72e14eabb08 | 8:e9677425c6c3 |
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1 #!/usr/bin/env python | |
2 ##################################################################################### | |
3 #Copyright (C) <2012> | |
4 # | |
5 #Permission is hereby granted, free of charge, to any person obtaining a copy of | |
6 #this software and associated documentation files (the "Software"), to deal in the | |
7 #Software without restriction, including without limitation the rights to use, copy, | |
8 #modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, | |
9 #and to permit persons to whom the Software is furnished to do so, subject to | |
10 #the following conditions: | |
11 # | |
12 #The above copyright notice and this permission notice shall be included in all copies | |
13 #or substantial portions of the Software. | |
14 # | |
15 #THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, | |
16 #INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A | |
17 #PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT | |
18 #HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION | |
19 #OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE | |
20 #SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. | |
21 # | |
22 # This file is a component of the MaAsLin (Multivariate Associations Using Linear Models), | |
23 # authored by the Huttenhower lab at the Harvard School of Public Health | |
24 # (contact Timothy Tickle, ttickle@hsph.harvard.edu). | |
25 ##################################################################################### | |
26 | |
27 __author__ = "Timothy Tickle" | |
28 __copyright__ = "Copyright 2012" | |
29 __credits__ = ["Timothy Tickle"] | |
30 __license__ = "" | |
31 __version__ = "" | |
32 __maintainer__ = "Timothy Tickle" | |
33 __email__ = "ttickle@sph.harvard.edu" | |
34 __status__ = "Development" | |
35 | |
36 import argparse | |
37 import csv | |
38 import math | |
39 from operator import itemgetter | |
40 import re | |
41 import string | |
42 import sys | |
43 | |
44 #def funcGetColor(fNumeric,fMax): | |
45 # if fNumeric>0: | |
46 # return("#"+str(int(99*fNumeric/fMax)).zfill(2)+"0000") | |
47 # if fNumeric<0: | |
48 # return("#00"+str(int(99*abs(fNumeric/fMax))).zfill(2)+"00") | |
49 # return("#000000") | |
50 | |
51 def funcGetColor(fNumeric): | |
52 if fNumeric>0: | |
53 return sRingPositiveColor | |
54 else: | |
55 return sRingNegativeColor | |
56 | |
57 def funcGetAlpha(fNumeric,fMax): | |
58 return max(abs(fNumeric/fMax),dMinAlpha) | |
59 | |
60 #Constants | |
61 sAnnotation = "annotation" | |
62 sAnnotationColor = "annotation_background_color" | |
63 sClass = "class" | |
64 sRingAlpha = "ring_alpha" | |
65 dMinAlpha = .075 | |
66 sRingColor = "ring_color" | |
67 sRingHeight = "ring_height" | |
68 #sRingHeightMin = 0.5 | |
69 sStandardizedRingHeight = "1.01" | |
70 sRingLabel = "ring_label" | |
71 sRingLabelSizeWord = "ring_label_font_size" | |
72 sRingLabelSize = 10 | |
73 sRingLineColor = "#999999" | |
74 sRingPositiveWord = "Positive" | |
75 sRingPositiveColor = "#990000" | |
76 sRingNegativeWord = "Negative" | |
77 sRingNegativeColor = "#009900" | |
78 sRingLineColorWord = "ring_separator_color" | |
79 sRingLineThickness = "0.5" | |
80 sRingLineThicknessWord = "ring_internal_separator_thickness" | |
81 sCladeMarkerColor = "clade_marker_color" | |
82 sCladeMarkerSize = "clade_marker_size" | |
83 sHighlightedMarkerSize = "10" | |
84 c_dMinDoubleValue = 0.00000000001 | |
85 | |
86 #Set up arguments reader | |
87 argp = argparse.ArgumentParser( prog = "MaaslinToGraphlanAnnotation.py", | |
88 description = """Converts summary files to graphlan annotation files.""" ) | |
89 | |
90 #### Read in information | |
91 #Arguments | |
92 argp.add_argument("strInputSummary", metavar = "SummaryFile", type = argparse.FileType("r"), help ="Input summary file produced by maaslin") | |
93 argp.add_argument("strInputCore", metavar = "CoreFile", type = argparse.FileType("r"), help ="Core file produced by Graphlan from the maaslin pcl") | |
94 argp.add_argument("strInputHeader", metavar = "HeaderFile", type = argparse.FileType("r"), help ="Input header file to append to the generated annotation file.") | |
95 argp.add_argument("strOutputAnnotation", metavar = "AnnotationFile", type = argparse.FileType("w"), help ="Output annotation file for graphlan") | |
96 | |
97 args = argp.parse_args( ) | |
98 | |
99 #Read in the summary file and transform to class based descriptions | |
100 csvSum = open(args.strInputSummary,'r') if isinstance(args.strInputSummary, str) else args.strInputSummary | |
101 fSum = csv.reader(csvSum, delimiter="\t") | |
102 #Skip header (until i do this a better way) | |
103 fSum.next() | |
104 | |
105 #Extract associations (Metadata,taxon,coef,qvalue) | |
106 lsAssociations = [[sLine[1],sLine[2],sLine[4],sLine[7]] for sLine in fSum] | |
107 csvSum.close() | |
108 | |
109 #### Read in default graphlan settings provided by maaslin | |
110 #Read in the annotation header file | |
111 csvHdr = open(args.strInputHeader,'r') if isinstance(args.strInputHeader, str) else args.strInputHeader | |
112 fHdr = csv.reader(csvHdr, delimiter="\t") | |
113 | |
114 #Begin writting the output | |
115 #Output annotation file | |
116 csvAnn = open(args.strOutputAnnotation,'w') if isinstance(args.strOutputAnnotation, str) else args.strOutputAnnotation | |
117 fAnn = csv.writer(csvAnn, delimiter="\t") | |
118 fAnn.writerows(fHdr) | |
119 csvHdr.close() | |
120 | |
121 #If no associatiosn were found | |
122 if(len(lsAssociations)==0): | |
123 csvAnn.close() | |
124 | |
125 else: | |
126 #### Fix name formats | |
127 #Manipulate names to graphlan complient names (clades seperated by .) | |
128 lsAssociations = sorted(lsAssociations, key=itemgetter(1)) | |
129 lsAssociations = [[sBug[0]]+[re.sub("^[A-Za-z]__","",sBug[1])]+sBug[2:] for sBug in lsAssociations] | |
130 lsAssociations = [[sBug[0]]+[re.sub("\|*[A-Za-z]__|\|",".",sBug[1])]+sBug[2:] for sBug in lsAssociations] | |
131 | |
132 #If this is an OTU, append the number and the genus level together for a more descriptive termal name | |
133 lsAssociationsModForOTU = [] | |
134 for sBug in lsAssociations: | |
135 lsBug = sBug[1].split(".") | |
136 if(len(lsBug))> 1: | |
137 if(lsBug[-1].isdigit()): | |
138 lsBug[-2]=lsBug[-2]+"_"+lsBug[-1] | |
139 lsBug = lsBug[0:-1] | |
140 lsAssociationsModForOTU.append([sBug[0]]+[".".join(lsBug)]+sBug[2:]) | |
141 else: | |
142 lsAssociationsModForOTU.append([sBug[0]]+[lsBug[0]]+sBug[2:]) | |
143 | |
144 #Extract just class info | |
145 #lsClassData = [[sLine[2],sClass,sLine[1]] for sLine in fSum] | |
146 | |
147 ### Make rings | |
148 #Setup rings | |
149 dictRings = dict([[enumData[1],enumData[0]] for enumData in enumerate(set([lsData[0] for lsData in lsAssociationsModForOTU]))]) | |
150 | |
151 #Ring graphlan setting: rings represent a metadata that associates with a feature | |
152 #Rings have a line to help differetiate them | |
153 lsRingSettings = [[sRingLabel,lsPair[1],lsPair[0]] for lsPair in dictRings.items()] | |
154 lsRingLineColors = [[sRingLineColorWord,lsPair[1],sRingLineColor] for lsPair in dictRings.items()] | |
155 lsRingLineThick = [[sRingLineThicknessWord,lsPair[1],sRingLineThickness] for lsPair in dictRings.items()] | |
156 lsRingLineLabelSize = [[sRingLabelSizeWord,lsPair[1], sRingLabelSize] for lsPair in dictRings.items()] | |
157 | |
158 #Create coloring for rings color represents the directionality of the relationship | |
159 dMaxCoef = max([abs(float(sAssociation[2])) for sAssociation in lsAssociationsModForOTU]) | |
160 lsRingColors = [[lsAssociation[1], sRingColor, dictRings[lsAssociation[0]], funcGetColor(float(lsAssociation[2]))] for lsAssociation in lsAssociationsModForOTU] | |
161 lsRingAlpha = [[lsAssociation[1], sRingAlpha, dictRings[lsAssociation[0]], funcGetAlpha(float(lsAssociation[2]), dMaxCoef)] for lsAssociation in lsAssociationsModForOTU] | |
162 | |
163 #Create height for rings representing the log tranformed q-value? | |
164 dMaxQValue = max([-1*math.log(max(float(sAssociation[3]), c_dMinDoubleValue)) for sAssociation in lsAssociationsModForOTU]) | |
165 #lsRingHeights = [[lsAssociation[1], sRingHeight, dictRings[lsAssociation[0]], ((-1*math.log(max(float(lsAssociation[3]), c_dMinDoubleValue)))/dMaxQValue)+sRingHeightMin] for lsAssociation in lsAssociationsModForOTU] | |
166 lsRingHeights = [[lsAssociation[1], sRingHeight, dictRings[lsAssociation[0]], sStandardizedRingHeight] for lsAssociation in lsAssociationsModForOTU] | |
167 | |
168 #### Marker | |
169 # Marker colors (mainly to make legend | |
170 lsMarkerColors = [[lsAssociation[1], sCladeMarkerColor, funcGetColor(float(lsAssociation[2]))] for lsAssociation in lsAssociationsModForOTU] | |
171 lsMarkerSizes = [[lsAssociation[1], sCladeMarkerSize, sHighlightedMarkerSize] for lsAssociation in lsAssociationsModForOTU] | |
172 | |
173 #### Make internal highlights | |
174 #Highlight the associated clades | |
175 lsUniqueAssociatedTaxa = sorted(list(set([lsAssociation[1] for lsAssociation in lsAssociationsModForOTU]))) | |
176 | |
177 lsHighlights = [] | |
178 sABCPrefix = "" | |
179 sListABC = string.ascii_lowercase | |
180 iListABCIndex = 0 | |
181 for lsHighlight in lsUniqueAssociatedTaxa: | |
182 lsTaxa = lsHighlight.split(".") | |
183 sLabel = sABCPrefix+sListABC[iListABCIndex]+":"+lsTaxa[-1] if len(lsTaxa) > 2 else lsTaxa[-1] | |
184 lsHighlights.append([lsHighlight, sAnnotation, sLabel]) | |
185 iListABCIndex = iListABCIndex + 1 | |
186 if iListABCIndex > 25: | |
187 iListABCIndex = 0 | |
188 sABCPrefix = sABCPrefix + sListABC[len(sABCPrefix)] | |
189 | |
190 #Read in the core file | |
191 csvCore = open(args.strInputCore,'r') if isinstance(args.strInputCore, str) else args.strInputCore | |
192 fSum = csv.reader(csvCore, delimiter="\t") | |
193 | |
194 #Add in all phylum just incase they were not already included here | |
195 lsAddSecondLevel = list(set([sUnique[0].split(".")[1] for sUnique in fSum if len(sUnique[0].split(".")) > 1])) | |
196 lsHighlights.extend([[sSecondLevel, sAnnotation, sSecondLevel] for sSecondLevel in lsAddSecondLevel]) | |
197 lsHighlightColor = [[lsHighlight[0], sAnnotationColor,"b"] for lsHighlight in lsHighlights] | |
198 | |
199 #### Write the remaining output annotation file | |
200 fAnn.writerows(lsRingSettings) | |
201 fAnn.writerows(lsRingLineColors) | |
202 fAnn.writerows(lsRingColors) | |
203 fAnn.writerows(lsRingAlpha) | |
204 fAnn.writerows(lsRingLineThick) | |
205 fAnn.writerows(lsRingLineLabelSize) | |
206 fAnn.writerows(lsRingHeights) | |
207 fAnn.writerows(lsMarkerColors) | |
208 fAnn.writerows(lsMarkerSizes) | |
209 fAnn.writerows([[sRingPositiveWord, sCladeMarkerColor, sRingPositiveColor]]) | |
210 fAnn.writerows([[sRingNegativeWord, sCladeMarkerColor, sRingNegativeColor]]) | |
211 fAnn.writerows(lsHighlights) | |
212 fAnn.writerows(lsHighlightColor) | |
213 csvAnn.close() |