Mercurial > repos > chemteam > mdanalysis_angle
comparison extract_rmsd.py @ 8:e3fee32a78e8 draft
"planemo upload for repository https://github.com/galaxycomputationalchemistry/galaxy-tools-compchem/ commit 45fe75a3a8ca80f799c85e194429c4c7f38bb5f6"
| author | chemteam |
|---|---|
| date | Wed, 28 Oct 2020 21:37:37 +0000 |
| parents | a0d210b9d287 |
| children | 567f8c5d4680 |
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| 7:a0d210b9d287 | 8:e3fee32a78e8 |
|---|---|
| 1 import argparse | 1 import argparse |
| 2 import json | 2 import json |
| 3 | 3 |
| 4 import MDAnalysis as m | 4 import MDAnalysis as m |
| 5 from MDAnalysis.analysis import align, rms | 5 from MDAnalysis.analysis import rms |
| 6 from MDAnalysis.analysis.base import AnalysisFromFunction | |
| 7 from MDAnalysis.coordinates.memory import MemoryReader | |
| 8 | 6 |
| 9 import numpy as np | 7 import numpy as np |
| 10 | 8 |
| 11 | 9 |
| 12 def calc_rmsd(str_files, traj_files, ref_str, str_format, traj_format, | 10 def calc_rmsd(str_files, traj_files, str_format, traj_format, filepath_out, |
| 13 ref_str_format, filepath_out, group, start, end, step, | 11 group, start, end, step): |
| 14 fitting_atoms): | |
| 15 """ | 12 """ |
| 16 the function will cycle through range 0 to no_t and load all files found. | 13 the function will cycle through range 0 to no_t and load all files found. |
| 17 | 14 |
| 18 str_files: text file with filepaths for structures, one on each line | 15 str_files: text file with filepaths for structures, one on each line |
| 19 traj_files: text file with filepaths for trajectories, one on each line | 16 traj_files: text file with filepaths for trajectories, one on each line |
| 20 ref_str: reference structure for fitting | |
| 21 filepath_in: directory where the files are located | 17 filepath_in: directory where the files are located |
| 22 filepath_out: pickle file where results (3D matrix) should be saved to | 18 filepath_out: pickle file where results (3D matrix) should be saved to |
| 23 | 19 |
| 24 group: atoms for which RMSD should be calculated; | 20 group: atoms for which RMSD should be calculated; |
| 25 use the MDAnalysis selection language | |
| 26 fitting_atoms: atoms used for str alignment prior to RMSD calculation; | |
| 27 use the MDAnalysis selection language | 21 use the MDAnalysis selection language |
| 28 | 22 |
| 29 start: first trajectory frame to calculate RMSD | 23 start: first trajectory frame to calculate RMSD |
| 30 end: last trajectory frame to calculate RMSD | 24 end: last trajectory frame to calculate RMSD |
| 31 step: how frequently frames are sampled between start and end; obviously, | 25 step: how frequently frames are sampled between start and end; obviously, |
| 47 | 41 |
| 48 # load files | 42 # load files |
| 49 universes = {} | 43 universes = {} |
| 50 | 44 |
| 51 for traj in range(no_t): | 45 for traj in range(no_t): |
| 52 mobile = m.Universe(str_file_list[traj], traj_file_list[traj], | 46 # We no longer align here, users should do this themselves. |
| 53 format=traj_format, topology_format=str_format) | 47 universes[traj] = m.Universe(str_file_list[traj], traj_file_list[traj], |
| 54 ref = m.Universe(ref_str, topology_format=ref_str_format) | 48 format=traj_format, |
| 55 | 49 topology_format=str_format) |
| 56 mobile.trajectory[-1] # set mobile trajectory to last frame | |
| 57 ref.trajectory[0] # set reference trajectory to first frame | |
| 58 | |
| 59 # perform alignment | |
| 60 align.AlignTraj(mobile, ref, select=fitting_atoms, | |
| 61 in_memory=True).run() | |
| 62 | |
| 63 grp = mobile.select_atoms(group) | |
| 64 universes[traj] = m.core.universe.Merge(grp) # create Universe w grp | |
| 65 coordinates = AnalysisFromFunction(lambda ag: ag.positions.copy(), | |
| 66 grp).run().results # write to uv | |
| 67 universes[traj].load_new(coordinates, format=MemoryReader) | |
| 68 | 50 |
| 69 print("All trajs loaded by MDAnalysis") | 51 print("All trajs loaded by MDAnalysis") |
| 70 | 52 |
| 71 # calculate differences | 53 # calculate differences |
| 72 for traj1 in range(no_t): | 54 for traj1 in range(no_t): |
| 73 print("Calculating differences for traj {}".format(traj1)) | 55 print("Calculating differences for traj {}".format(traj1)) |
| 74 for traj2 in range(traj1): | 56 for traj2 in range(traj1): |
| 75 | 57 for frame in range(data.shape[2]): |
| 76 u1 = universes[traj1] | 58 universes[traj1].trajectory[frame] |
| 77 u2 = universes[traj2] | 59 universes[traj2].trajectory[frame] |
| 78 | 60 A = universes[traj1].select_atoms(group).positions |
| 79 l1 = u1.select_atoms(group) | 61 B = universes[traj2].select_atoms(group).positions |
| 80 l2 = u2.select_atoms(group) | 62 r = rms.rmsd(A, B) |
| 81 | 63 data[traj1, traj2, frame] = r |
| 82 rmsd = rms.RMSD(l1, l2) | 64 data[traj2, traj1, frame] = r |
| 83 | |
| 84 rmsd.run() | |
| 85 | |
| 86 data[traj1, traj2] = rmsd.rmsd[:, 2] | |
| 87 data[traj2, traj1] = rmsd.rmsd[:, 2] | |
| 88 | 65 |
| 89 with open(filepath_out, 'w') as f: | 66 with open(filepath_out, 'w') as f: |
| 90 json.dump(data.tolist(), f, indent=4, sort_keys=True) | 67 json.dump(data.tolist(), f, indent=4, sort_keys=True) |
| 91 | 68 |
| 92 print("Done!") | 69 print("Done!") |
| 97 parser = argparse.ArgumentParser() | 74 parser = argparse.ArgumentParser() |
| 98 parser.add_argument('--trajs', required=True, | 75 parser.add_argument('--trajs', required=True, |
| 99 help='File containing trajectory filepaths.') | 76 help='File containing trajectory filepaths.') |
| 100 parser.add_argument("--strs", | 77 parser.add_argument("--strs", |
| 101 help='File containing structure filepaths.') | 78 help='File containing structure filepaths.') |
| 102 parser.add_argument("--ref-str", | |
| 103 help='File containing reference structure.') | |
| 104 parser.add_argument('--traj-format', required=True, | 79 parser.add_argument('--traj-format', required=True, |
| 105 help='Trajectory format.') | 80 help='Trajectory format.') |
| 106 parser.add_argument("--str-format", help='Structure format.') | 81 parser.add_argument("--str-format", help='Structure format.') |
| 107 parser.add_argument("--ref-str-format", | |
| 108 help='Reference structure format.') | |
| 109 parser.add_argument('-o', '--outfile', | 82 parser.add_argument('-o', '--outfile', |
| 110 help="Path to the output JSON file") | 83 help="Path to the output JSON file") |
| 111 parser.add_argument('--group', help="Atoms for which RMSD should be" | 84 parser.add_argument('--group', help="Atoms for which RMSD should be" |
| 112 "calculated in MDAnalysis selection language") | 85 "calculated in MDAnalysis selection language") |
| 113 parser.add_argument('--fitting', help="Fitting atoms for alignment" | |
| 114 "prior to RMSD calculation") | |
| 115 parser.add_argument('--start', type=int, | 86 parser.add_argument('--start', type=int, |
| 116 help="First trajectory frame to calculate RMSD") | 87 help="First trajectory frame to calculate RMSD") |
| 117 parser.add_argument('--end', type=int, | 88 parser.add_argument('--end', type=int, |
| 118 help="Last trajectory frame to calculate RMSD") | 89 help="Last trajectory frame to calculate RMSD") |
| 119 parser.add_argument('--step', type=int, | 90 parser.add_argument('--step', type=int, |
| 120 help="Frame sampling frequency for RMSD calculation") | 91 help="Frame sampling frequency for RMSD calculation") |
| 121 args = parser.parse_args() | 92 args = parser.parse_args() |
| 122 | 93 |
| 123 calc_rmsd(args.strs, args.trajs, args.ref_str, args.str_format, | 94 calc_rmsd(args.strs, args.trajs, args.str_format, |
| 124 args.traj_format, args.ref_str_format, args.outfile, | 95 args.traj_format, args.outfile, |
| 125 args.group, args.start, args.end, args.step, args.fitting) | 96 args.group, args.start, args.end, args.step) |
| 126 | 97 |
| 127 | 98 |
| 128 if __name__ == "__main__": | 99 if __name__ == "__main__": |
| 129 main() | 100 main() |
