Mercurial > repos > chemteam > mdanalysis_ramachandran_protein
diff ramachandran_plots.py @ 0:0f270722aca6 draft
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 1b23e024af45cc0999d9142d07de6897d4189ec2"
author | chemteam |
---|---|
date | Mon, 24 Aug 2020 16:27:56 -0400 |
parents | |
children |
line wrap: on
line diff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/ramachandran_plots.py Mon Aug 24 16:27:56 2020 -0400 @@ -0,0 +1,112 @@ +#!/usr/bin/env python + +import argparse +import csv +import sys +from collections import namedtuple + +import MDAnalysis as mda +from MDAnalysis.lib.distances import calc_dihedrals + +import matplotlib +import matplotlib.pyplot as plt +import matplotlib.ticker as ticker + + +import numpy as np + +import seaborn as sns + + +import yaml + +matplotlib.use('Agg') # noqa + + +def parse_command_line(argv): + parser = argparse.ArgumentParser() + parser.add_argument('--itraj', help='input traj') + parser.add_argument('--istr', help='input str') + parser.add_argument('--itrajext', help='input traj ext') + parser.add_argument('--istrext', help='input str ext') + parser.add_argument('--iyml', help='input in yml format') + parser.add_argument('--output', help='output') + parser.add_argument('--oramachandran_plot', help='dihedral plot') + return parser.parse_args() + + +args = parse_command_line(sys.argv) + +with open(args.iyml) as file: + params = yaml.load(file, Loader=yaml.FullLoader) + +Dihedral = namedtuple( + 'Dihedral', ['atom1', 'atom2', 'atom3', 'atom4']) + +for k, v in params.items(): + for a in ['phi', 'psi']: + assert (a in v), "Key %s is missing in inputs: %s " % (a, k) + atoms = [] + for b in ['atom1', 'atom2', 'atom3', 'atom4']: + assert (b in v[a]), "Key %s is missing in inputs: %s %s" % ( + b, k, a) + for c in ['segid', 'resid', 'name']: + assert (c in v[a][b]), \ + "Key %s is missing in inputs: %s %s %s " % (c, k, a, b) + atoms.append("(segid %s and resid %s and name %s)" % + (v[a][b]['segid'], v[a][b]['resid'], v[a][b]['name'])) + print(atoms) + if a == 'phi': + dihe_phi = Dihedral(atoms[0], atoms[1], atoms[2], atoms[3]) + if a == 'psi': + dihe_psi = Dihedral(atoms[0], atoms[1], atoms[2], atoms[3]) + +# order of dihedral atom is the crystallographic definition +# (see glycanstructure.org) + +assert(dihe_phi), "phi dihedral doesn't exist" +assert(dihe_psi), "psi dihedral doesn't exist" + + +def calc_torsion(dihedral): + """atom 1 -4 are valid atom selections. torsion in degrees is returned""" + A = u.select_atoms(dihedral.atom1).positions + B = u.select_atoms(dihedral.atom2).positions + C = u.select_atoms(dihedral.atom3).positions + D = u.select_atoms(dihedral.atom4).positions + + dihe = calc_dihedrals(A, B, C, D) + return np.rad2deg(dihe) + + +u = mda.Universe(args.istr, args.itraj, + topology_format=args.istrext, format=args.itrajext) + +phi_trajdata = np.array( + [(u.trajectory.frame, calc_torsion(dihe_phi)) for ts in u.trajectory]) +psi_trajdata = np.array( + [(u.trajectory.frame, calc_torsion(dihe_psi)) for ts in u.trajectory]) + +print(phi_trajdata, psi_trajdata) + +phi_frame, phi_series = phi_trajdata.T +psi_frame, psi_series = psi_trajdata.T + +phi_series = np.concatenate(phi_series, axis=0) +psi_series = np.concatenate(psi_series, axis=0) + +zip(phi_frame, phi_series, psi_series) + +with open(args.output, 'w') as f: + writer = csv.writer(f, delimiter='\t') + writer.writerows(zip(phi_frame, phi_series, psi_series)) + +with sns.axes_style("white"): + h = sns.jointplot(x=phi_series, y=psi_series, + kind="kde", space=0, legend=True) + h.set_axis_labels(r'$\phi$ (degrees)', r'$\psi$ (degrees)') + h.ax_joint.set_xlim(-180, 180) + h.ax_joint.set_ylim(-180, 180) + h.ax_joint.xaxis.set_major_locator(ticker.MultipleLocator(60)) + h.ax_joint.yaxis.set_major_locator(ticker.MultipleLocator(60)) + plt.savefig(args.oramachandran_plot, format='png', bbox_inches='tight')