Mercurial > repos > chemteam > mdanalysis_endtoend
comparison ramachandran_plots.py @ 0:78aa3659fcd1 draft
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
author | chemteam |
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date | Mon, 24 Aug 2020 16:47:23 -0400 |
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-1:000000000000 | 0:78aa3659fcd1 |
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1 #!/usr/bin/env python | |
2 | |
3 import argparse | |
4 import csv | |
5 import sys | |
6 from collections import namedtuple | |
7 | |
8 import MDAnalysis as mda | |
9 from MDAnalysis.lib.distances import calc_dihedrals | |
10 | |
11 import matplotlib | |
12 import matplotlib.pyplot as plt | |
13 import matplotlib.ticker as ticker | |
14 | |
15 | |
16 import numpy as np | |
17 | |
18 import seaborn as sns | |
19 | |
20 | |
21 import yaml | |
22 | |
23 matplotlib.use('Agg') # noqa | |
24 | |
25 | |
26 def parse_command_line(argv): | |
27 parser = argparse.ArgumentParser() | |
28 parser.add_argument('--itraj', help='input traj') | |
29 parser.add_argument('--istr', help='input str') | |
30 parser.add_argument('--itrajext', help='input traj ext') | |
31 parser.add_argument('--istrext', help='input str ext') | |
32 parser.add_argument('--iyml', help='input in yml format') | |
33 parser.add_argument('--output', help='output') | |
34 parser.add_argument('--oramachandran_plot', help='dihedral plot') | |
35 return parser.parse_args() | |
36 | |
37 | |
38 args = parse_command_line(sys.argv) | |
39 | |
40 with open(args.iyml) as file: | |
41 params = yaml.load(file, Loader=yaml.FullLoader) | |
42 | |
43 Dihedral = namedtuple( | |
44 'Dihedral', ['atom1', 'atom2', 'atom3', 'atom4']) | |
45 | |
46 for k, v in params.items(): | |
47 for a in ['phi', 'psi']: | |
48 assert (a in v), "Key %s is missing in inputs: %s " % (a, k) | |
49 atoms = [] | |
50 for b in ['atom1', 'atom2', 'atom3', 'atom4']: | |
51 assert (b in v[a]), "Key %s is missing in inputs: %s %s" % ( | |
52 b, k, a) | |
53 for c in ['segid', 'resid', 'name']: | |
54 assert (c in v[a][b]), \ | |
55 "Key %s is missing in inputs: %s %s %s " % (c, k, a, b) | |
56 atoms.append("(segid %s and resid %s and name %s)" % | |
57 (v[a][b]['segid'], v[a][b]['resid'], v[a][b]['name'])) | |
58 print(atoms) | |
59 if a == 'phi': | |
60 dihe_phi = Dihedral(atoms[0], atoms[1], atoms[2], atoms[3]) | |
61 if a == 'psi': | |
62 dihe_psi = Dihedral(atoms[0], atoms[1], atoms[2], atoms[3]) | |
63 | |
64 # order of dihedral atom is the crystallographic definition | |
65 # (see glycanstructure.org) | |
66 | |
67 assert(dihe_phi), "phi dihedral doesn't exist" | |
68 assert(dihe_psi), "psi dihedral doesn't exist" | |
69 | |
70 | |
71 def calc_torsion(dihedral): | |
72 """atom 1 -4 are valid atom selections. torsion in degrees is returned""" | |
73 A = u.select_atoms(dihedral.atom1).positions | |
74 B = u.select_atoms(dihedral.atom2).positions | |
75 C = u.select_atoms(dihedral.atom3).positions | |
76 D = u.select_atoms(dihedral.atom4).positions | |
77 | |
78 dihe = calc_dihedrals(A, B, C, D) | |
79 return np.rad2deg(dihe) | |
80 | |
81 | |
82 u = mda.Universe(args.istr, args.itraj, | |
83 topology_format=args.istrext, format=args.itrajext) | |
84 | |
85 phi_trajdata = np.array( | |
86 [(u.trajectory.frame, calc_torsion(dihe_phi)) for ts in u.trajectory]) | |
87 psi_trajdata = np.array( | |
88 [(u.trajectory.frame, calc_torsion(dihe_psi)) for ts in u.trajectory]) | |
89 | |
90 print(phi_trajdata, psi_trajdata) | |
91 | |
92 phi_frame, phi_series = phi_trajdata.T | |
93 psi_frame, psi_series = psi_trajdata.T | |
94 | |
95 phi_series = np.concatenate(phi_series, axis=0) | |
96 psi_series = np.concatenate(psi_series, axis=0) | |
97 | |
98 zip(phi_frame, phi_series, psi_series) | |
99 | |
100 with open(args.output, 'w') as f: | |
101 writer = csv.writer(f, delimiter='\t') | |
102 writer.writerows(zip(phi_frame, phi_series, psi_series)) | |
103 | |
104 with sns.axes_style("white"): | |
105 h = sns.jointplot(x=phi_series, y=psi_series, | |
106 kind="kde", space=0, legend=True) | |
107 h.set_axis_labels(r'$\phi$ (degrees)', r'$\psi$ (degrees)') | |
108 h.ax_joint.set_xlim(-180, 180) | |
109 h.ax_joint.set_ylim(-180, 180) | |
110 h.ax_joint.xaxis.set_major_locator(ticker.MultipleLocator(60)) | |
111 h.ax_joint.yaxis.set_major_locator(ticker.MultipleLocator(60)) | |
112 plt.savefig(args.oramachandran_plot, format='png', bbox_inches='tight') |