annotate codon_usage.py @ 31:3cb2af2435d3 draft

Uploaded
author gianmarco_piccinno
date Wed, 12 Dec 2018 08:48:22 -0500
parents e85a1feaaf38
children 6e6b1fd6eda1
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
28
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
1 #!/usr/bin/env python
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
2
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
3 import Bio as Bio
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
4 from Bio import SeqIO
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
5 from Bio.Data import CodonTable
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
6 import re
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
7 from pprint import pprint
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
8 import argparse as ap
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
9 import sys
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
10 import os
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
11 import pandas as pd
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
12
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
13
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
14 def read_input(data = "example.fna", type_ = "fasta"):
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
15
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
16 """
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
17 Accepted formats:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
18 - fasta (multifasta)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
19 - gff
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
20 - gbk
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
21
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
22 """
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
23
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
24
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
25 seqs = ""
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
26
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
27 if type_ == "fasta":
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
28 with open(data, "rU") as handle:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
29 for record in SeqIO.parse(handle, type_):
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
30 seqs = seqs + str(record.seq)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
31
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
32
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
33 #elif type_ == "gff":
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
34 # with open(data, "rU") as handle:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
35 # for record in GFF.parse(handle):
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
36 # seqs = seqs + str(record.seq)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
37
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
38 elif type_ == "gbk":
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
39 with open(data, "rU") as input_handle:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
40 for record in SeqIO.parse(input_handle, "genbank"):
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
41 seqs = seqs + str(record.seq)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
42
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
43
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
44 return seqs
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
45
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
46 def codon_usage(seqs, codonTable):
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
47
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
48 codon_usage = {}
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
49 tmp = [x for x in re.split(r'(\w{3})', seqs) if x != ""]
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
50
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
51 b_cod_table = CodonTable.unambiguous_dna_by_name[codonTable].forward_table
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
52
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
53
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
54 for cod in CodonTable.unambiguous_dna_by_name[codonTable].stop_codons:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
55 b_cod_table[cod] = "_Stop"
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
56
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
57 for cod in CodonTable.unambiguous_dna_by_name[codonTable].start_codons:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
58 b_cod_table[cod + " Start"] = b_cod_table[cod]
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
59 b_cod_table.pop(cod)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
60
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
61 aas = set(b_cod_table.values())
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
62
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
63
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
64 for aa in aas:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
65 codon_usage[aa] = {}
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
66 for codon in b_cod_table.keys():
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
67 if b_cod_table[codon] == aa:
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
68 codon_usage[aa][codon] = tmp.count(codon.split(" ")[0])
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
69
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
70
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
71 tups = {(outerKey, innerKey): values for outerKey, innerDict in codon_usage.iteritems() for innerKey, values in innerDict.iteritems()}
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
72
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
73 codon_usage_ = pd.DataFrame(pd.Series(tups), columns = ["Count"])
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
74 codon_usage_.index = codon_usage_.index.set_names(["AA", "Codon"])
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
75 codon_usage_['Proportion'] = codon_usage_.groupby(level=0).transform(lambda x: (x / x.sum()).round(2))
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
76
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
77 return {"Dictionary": codon_usage, "Tuples": tups, "Table": codon_usage_}
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
78
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
79 if __name__ == '__main__':
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
80
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
81 parser = ap.ArgumentParser(description=
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
82 'This script takes as input gff, gbk and single or multifasta files and \n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
83 'compute the codon usage for a specified codon table.\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
84 'Usage:\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
85 'python codon_usage.py -i example.gbk -t genebank -o gbk_example -c Bacterial\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
86 'python codon_usage.py -i example.ffn -t fasta -o fasta_example -c Bacterial\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
87 'python codon_usage.py -i example.gff -t gff -o gff_example -c Bacterial\n',
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
88 formatter_class=ap.RawTextHelpFormatter)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
89
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
90 parser.add_argument('-i','--input', help='The path to the input file',required=True)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
91 parser.add_argument('-t','--type', help=
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
92 'The format of the file [genebank, fasta, gff ...]', required=True)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
93 parser.add_argument('-c','--codonTable', help=
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
94 'The codon table to be used [Standard, Bacterial, Archaeal ...]\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
95 'Alternative Flatworm Mitochondrial,\\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
96 'Alternative Yeast Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
97 'Archaeal,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
98 'Ascidian Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
99 'Bacterial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
100 'Blastocrithidia Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
101 'Blepharisma Macronuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
102 'Candidate Division SR1,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
103 'Chlorophycean Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
104 'Ciliate Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
105 'Coelenterate Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
106 'Condylostoma Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
107 'Dasycladacean Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
108 'Echinoderm Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
109 'Euplotid Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
110 'Flatworm Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
111 'Gracilibacteria,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
112 'Hexamita Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
113 'Invertebrate Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
114 'Karyorelict Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
115 'Mesodinium Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
116 'Mold Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
117 'Mycoplasma,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
118 'Pachysolen tannophilus Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
119 'Peritrich Nuclear,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
120 'Plant Plastid,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
121 'Protozoan Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
122 'Pterobranchia Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
123 'SGC0,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
124 'SGC1,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
125 'SGC2,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
126 'SGC3,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
127 'SGC4,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
128 'SGC5,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
129 'SGC8,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
130 'SGC9,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
131 'Scenedesmus obliquus Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
132 'Spiroplasma,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
133 'Standard,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
134 'Thraustochytrium Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
135 'Trematode Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
136 'Vertebrate Mitochondrial,\n'
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
137 'Yeast Mitochondrial\n', required=True)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
138
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
139 parser.add_argument('-o','--output', help='Description for bar argument', required=True)
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
140 args = vars(parser.parse_args())
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
141
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
142 seqs = read_input(data=args['input'], type_=args['type'])
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
143 out = codon_usage(seqs, args['codonTable'])
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
144
31
3cb2af2435d3 Uploaded
gianmarco_piccinno
parents: 28
diff changeset
145 with open(args['output']+".csv", "w") as outf:
28
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
146 out["Table"].to_csv(outf, sep="\t", index_label=["AA", "Codon"])
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
147
e85a1feaaf38 Uploaded
fabio
parents:
diff changeset
148