saxs/profile.py

In this example, we read a protein from a PDB file and experimental profile file. Next we compute the theoretical profile from the PDB file and fit it to the experimental one.

This application is available as a web service at salilab.org/foxs. It is also available as C++ code in IMP/applications.

The experimental data for lysozyme is taken from crysol program (www.embl-hamburg.de/ExternalInfo/Research/Sax/crysol.html)

## \example saxs/profile.py
# In this example, we read a protein from a PDB file and experimental profile file. Next we compute the theoretical profile from the PDB file and fit it to the experimental one.
#
# This application is available as a web service at salilab.org/foxs. It is also available as C++ code in IMP/applications.
#
# The experimental data for lysozyme is taken from crysol program (www.embl-hamburg.de/ExternalInfo/Research/Sax/crysol.html)
#

from __future__ import print_function
import IMP
import IMP.atom
import IMP.core
import IMP.saxs
import os
import sys

IMP.setup_from_argv(sys.argv, "profile")

m = IMP.Model()

#! read PDB
mp = IMP.atom.read_pdb(IMP.saxs.get_example_path('6lyz.pdb'), m,
                       IMP.atom.NonWaterNonHydrogenPDBSelector())

#! read experimental profile
exp_profile = IMP.saxs.Profile(IMP.saxs.get_example_path('lyzexp.dat'))

print('min_q = ' + str(exp_profile.get_min_q()))
print('max_q = ' + str(exp_profile.get_max_q()))
print('delta_q = ' + str(exp_profile.get_delta_q()))

#! select particles from the model
particles = IMP.atom.get_by_type(mp, IMP.atom.ATOM_TYPE)

#! calculate SAXS profile
model_profile = IMP.saxs.Profile()
model_profile.calculate_profile(particles)
model_profile.write_SAXS_file('6lyz.dat')

#! calculate chi score (should be ~0.5 for this example)
saxs_score = IMP.saxs.ProfileFitterChi(exp_profile)
chi = saxs_score.compute_score(model_profile)
print('Chi = ' + str(chi))


#! convert to p(r)
pr = IMP.saxs.RadialDistributionFunction(0.5)
model_profile.profile_2_distribution(pr, 48.0)
pr.normalize()
pr.show()