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| Original file line number | Diff line number | Diff line change |
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| Cookbook | ||
| ======== | ||
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| The atomworks cookbook is intended to be a quick reference for various common tasks. Note the code snippets may not be complete as-written, and may require imports or other prepratory steps. | ||
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| As the AtomArray object comes from biotite, the `biotite documentation <https://www.biotite-python.org/latest/tutorial/structure/index.html>`__ and `api reference <https://www.biotite-python.org/latest/apidoc/biotite.structure.html>`__ contains additional resources for working with it. | ||
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| Input | ||
| ----- | ||
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| Standard Local File Input | ||
| ~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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| Accepts common structure input formats (mmCIF, PDB, mmjson and BCIF/BinaryCIF), both with filenames and file-like objects. CIF files can be gzip compressed. | ||
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| See :doc:`the Parser tutorial page <tutorial/parser>` for details on parameters and output. You can also find the API docs for the ``parse`` function :func:`here <atomworks.io.parser.parse>`. (Defaults for selected keyword arguments shown.):: | ||
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| result_dict = atomworks.io.parse(filename, | ||
| add_missing_atoms=True, | ||
| remove_waters=True, | ||
| hydrogen_policy="keep", | ||
| ) | ||
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| # Extract relevant AtomArray: | ||
| asym_unit = result_dict["asym_unit"][0] # The full asymmetric unit | ||
| assembly = result_dict["assemblies"]["1"][0] # The Biological Assembly/biounit (possibly comprising multiple asym_units) | ||
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| Load from Clean Files | ||
| ~~~~~~~~~~~~~~~~~~~~ | ||
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| The :func:`~atomworks.io.utils.io_utils.load_any` function is suitable for previously processed structures (e.g. those which have already passed through an atomworks preparation pipeline):: | ||
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| atom_array = atomworks.io.utils.io_utils.load_any( filename ) | ||
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| Database Input | ||
| ~~~~~~~~~~~~~~ | ||
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| The :func:`~atomworks.io.parser.parse` function can be used to download the given PDB id from the RCSB website:: | ||
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| result_dict = atomworks.io.parse( atomworks.io.utils.testing.get_pdb_path_or_buffer( PDBID ) ) | ||
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| CCD/SDF/SMILES Input | ||
| ~~~~~~~~~~~~~~~~~~~~ | ||
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| :func:`~atomworks.io.tools.inference.ccd_code_to_annotated_atom_array`, :func:`~atomworks.io.tools.inference.sdf_to_annotated_atom_array`, :func:`~atomworks.io.tools.inference.smiles_to_annotated_atom_array` can be used to convert CCD codes, SDF files, or SMILES strings into annotated AtomArrays, respectively.:: | ||
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| atom_array = atomworks.io.tools.inference.ccd_code_to_annotated_atom_array( ccd_code, chain_id ) | ||
| atom_array = atomworks.io.tools.inference.sdf_to_annotated_atom_array( sdf_filename, chain_id ) | ||
| atom_array = atomworks.io.tools.inference.smiles_to_annotated_atom_array( smiles_string, chain_id ) | ||
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| Sequence Input | ||
| ~~~~~~~~~~~~~~ | ||
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| The following is a simple procedure for how to create an annotated AtomArray from a sequence string:: | ||
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| chain_type = atomworks.enums.ChainType.POLYPEPTIDE_L | ||
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| # If you have RF3-style sequence string with parenthesized CCD codes: | ||
| ccd_list = atomworks.io.tools.fasta.one_letter_to_ccd_code( atomworks.io.tools.fasta.split_generalized_fasta_sequence( sequence_string ), chain_type=chain_type ) | ||
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| # ccd_list is just a list with one CCD code per entry. | ||
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| atom_array = atomworks.io.tools.inference.sequence_to_annotated_atom_array( ccd_list, chain_id, chain_type=chain_type ) | ||
| # Caution! The atom array will not contain coordinates. | ||
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| API docs for these functions: | ||
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| - :attr:`~atomworks.enums.ChainType.POLYPEPTIDE_L` | ||
| - :func:`~atomworks.io.tools.fasta.one_letter_to_ccd_code` | ||
| - :func:`~atomworks.io.tools.fasta.split_generalized_fasta_sequence` | ||
| - :func:`~atomworks.io.tools.inference.ccd_code_to_annotated_atom_array` | ||
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| Output | ||
| ------ | ||
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| mmCIF output | ||
| ~~~~~~~~~~~~ | ||
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| :func:`~atomworks.io.utils.io_utils.to_cif_file` supports `.cif`, `.cif.gz` and `.bcif` outputs:: | ||
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| atomworks.io.utils.io_utils.to_cif_file( atom_array, filename ) | ||
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| Legacy PDB output | ||
| ~~~~~~~~~~~~~~~~~ | ||
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| While the use of :func:`~atomworks.io.utils.io_utils.to_pdb_string` is possible for creating legacy PDB files, use of mmCIF instead is recommended:: | ||
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| with open( filename ) as f: | ||
| f.write( atomworks.io.utils.io_utils.to_pdb_string( atom_array ) ) | ||
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| SDF/SMILES output | ||
| ~~~~~~~~~~~~~~~~~ | ||
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| This procedure may not work reliably for multi-residue AtomArrays (or too-small fractions of a single residue):: | ||
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| rdmol = atomworks.io.tools.rdkit.atom_array_to_rdkit( atom_array ) | ||
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| smiles = rdkit.Chem.MolToSmiles( rdmol ) | ||
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| with rdkit.Chem.SDWriter( sdf_filename ) as w: | ||
| w.write( rdmol ) | ||
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| API docs for these functions: | ||
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| - :func:`~atomworks.io.tools.rdkit.atom_array_to_rdkit` | ||
| - `MolToSmiles <https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html#rdkit.Chem.rdmolfiles.MolToSmiles>`_ | ||
| - `SDWriter <https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html#rdkit.Chem.rdmolfiles.SDWriter>`_ | ||
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| FASTA output | ||
| ~~~~~~~~~~~~ | ||
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| `biotite.to_sequence <https://www.biotite-python.org/latest/apidoc/biotite.structure.to_sequence.html#biotite.structure.to_sequence>`_ will raise an error if the atom_array contains non-polymeric residues:: | ||
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| results = biotite.to_sequence( atom_array ) | ||
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| seq_list = results[0] # The second entry in the returned tuple is chain_start_indices | ||
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| Structure Manipulation | ||
| ---------------------- | ||
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| Combining AtomArrays | ||
| ~~~~~~~~~~~~~~~~~~~~ | ||
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| For example, to combine a receptor with a ligand:: | ||
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| combined_atom_array = atom_array_1 + atom_array_2 | ||
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| Subsetting AtomArray | ||
| ~~~~~~~~~~~~~~~~~~~~ | ||
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| AtomArray can be subsetted by indexing with a Boolean array, resulting in another AtomArray:: | ||
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| present = atom_array[ atom_array.occupancy > 0 ] | ||
| calpha = atom_array[ atom_array.atom_name == "CA" ] | ||
| chainA = atom_array[ atom_array.chain_id == "A" ] | ||
| gly = atom_array[ atom_array.res_name == "GLY" ] | ||
| polymer = atom_array[ atom_array.is_polymer ] | ||
| not_bb = atom_array[ ~atom_array.is_backbone_atom ] | ||
| res_B34 = atom_array[ (atom_array.chain_id == "B") & (atom_array.res_id == 34) ] # Parenthesis are needed. | ||
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| :mod:`~atomworks.io.transforms.atom_array` contains a number of helpful utility functions (primarily used in structure loading):: | ||
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| no_waters = atomworks.io.transforms.atom_array.remove_waters( atom_array ) | ||
| no_ccd = atomworks.io.transforms.atom_array.remove_ccd_components( atom_array, ccd_code_list ) | ||
| no_hydro = atomworks.io.transforms.atom_array.remove_hydrogens( atom_array ) | ||
| with_hydrogens = atomworks.io.transforms.atom_array.add_hydrogen_atom_positions( atom_array ) | ||
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| The ``biotite.structure`` module contains a number of `filter <https://www.biotite-python.org/latest/apidoc/biotite.structure.html#filters>`_ functions to help subset the AtomArray:: | ||
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| sugars = atom_array[ biotite.structure.filter_carbohydrates(atom_array) ] | ||
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| Changing annotations | ||
| ~~~~~~~~~~~~~~~~~~~~ | ||
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| Note this naive manipulation doesn't update the ``_id/_iid/pn_unit/molecule/etc.`` identity correspondences:: | ||
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| atom_array.chain_id[ atom_array.is_polymer ] = "A" | ||
| atom_array.res_id[ atom_array.resid == 1004 ] = 4 | ||
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| Coordinate Manipulation | ||
| ----------------------- | ||
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| Simple Translation/Rotation | ||
| ~~~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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| :: | ||
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| translated = biotite.structure.translate( atom_array, (x,y,z) ) # Displacement can be any array-shaped | ||
| rotated = biotite.structure.rotate_about_axis( atom_array, axis, angle, center ) # Center can be omitted to rotate around origin | ||
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| API docs for these functions: | ||
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| - `biotite.structure.translate <https://www.biotite-python.org/latest/apidoc/biotite.structure.html#biotite.structure.translate>`_ | ||
| - `biotite.structure.rotate_about_axis <https://www.biotite-python.org/latest/apidoc/biotite.structure.rotate_about_axis.html>`_ | ||
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| Alignment | ||
| ~~~~~~~~~ | ||
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| If the AtomArrays have identical atom layouts:: | ||
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| superimposed, transformation = biotite.structure.superimpose( fixed, mobile ) | ||
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| superimposed2 = transformation.apply( mobile2 ) # Apply same transformation to different AtomArray | ||
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| If the structures aren't identical, the following uses sequence alignments to find pairings:: | ||
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| superimposed, transformation, fixed_indices, mobile_indices = biotite.structure.superimpose_homologs( fixed, mobile ) | ||
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| If there's low sequence similarity, the following uses structural similarity to find pairings:: | ||
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| superimposed, transformation, fixed_indices, mobile_indices = biotite.structure.superimpose_structural_homologs( fixed, mobile ) | ||
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| API docs for these functions: | ||
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| - `biotite.structure.superimpose <https://www.biotite-python.org/latest/apidoc/biotite.structure.superimpose.html#biotite.structure.superimpose>`_ | ||
| - `biotite.structure.superimpose_homologs <https://www.biotite-python.org/latest/apidoc/biotite.structure.superimpose_homologs.html#biotite.structure.superimpose_homologs>`_ | ||
| - `biotite.structure.superimpose_structural_homologs <https://www.biotite-python.org/latest/apidoc/biotite.structure.superimpose_structural_homologs.html#biotite.structure.superimpose_structural_homologs>`_ | ||
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| Calculations | ||
| ------------ | ||
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| Distances/Angles | ||
| ~~~~~~~~~~~~~~~~ | ||
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| Geometry calculations take AtomArrays all of N entries (or one entry to be broadcasted), resulting in a numpy array of N distances:: | ||
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| distances = biotite.structure.distance( atom_array_1, atom_array_2 ) # In Angstroms | ||
| angles = biotite.structure.angle( atom_array_1, atom_array_2, atom_array_3 ) # In radians | ||
| dihedrals = biotite.structure.dihedral( atom_array_1, atom_array_2, atom_array_3, atom_array_4 ) # In radians | ||
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| There's convenience functions for standard protein dihedrals:: | ||
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| bb_dihedral = biotite.structure.dihedral_backbone( atom_array ) # tuple of (phi, psi, omega) array | ||
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| API docs for these functions: | ||
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| - `biotite.structure.distance <https://www.biotite-python.org/latest/apidoc/biotite.structure.distance.html#biotite.structure.distance>`_ | ||
| - `biotite.structure.angle <https://www.biotite-python.org/latest/apidoc/biotite.structure.angle.html#biotite.structure.angle>`_ | ||
| - `biotite.structure.dihedral <https://www.biotite-python.org/latest/apidoc/biotite.structure.dihedral.html#biotite.structure.dihedral>`_ | ||
| - `biotite.structure.dihedral_backbone <https://www.biotite-python.org/latest/apidoc/biotite.structure.dihedral_backbone.html#biotite.structure.dihedral_backbone>`_ | ||
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| Structural Comparison | ||
| ~~~~~~~~~~~~~~~~~~~~~ | ||
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| :: | ||
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| rmsd = biotite.structure.rmsd( reference, subject ) # RMSD without superposition | ||
| lddt = biotite.structure.lddt( reference, subject ) | ||
| # fixed_indices & mobile_indices can come from superimpose_structural_homologs() | ||
| tm_score = biotite.structure.tm_score( reference, subject, fixed_indices, mobile_indices ) | ||
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| API docs for these functions: | ||
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| - `biotite.structure.rmsd <https://www.biotite-python.org/latest/apidoc/biotite.structure.rmsd.html#biotite.structure.rmsd>`_ | ||
| - `biotite.structure.lddt <https://www.biotite-python.org/latest/apidoc/biotite.structure.lddt.html#biotite.structure.lddt>`_ | ||
| - `biotite.structure.tm_score <https://www.biotite-python.org/latest/apidoc/biotite.structure.tm_score.html#biotite.structure.tm_score>`_ | ||
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| Visualization | ||
| ------------- | ||
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| Viewer | ||
| ~~~~~~ | ||
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| Interactive viewer (:func:`~atomworks.io.utils.visualize.view`) (for Notebooks):: | ||
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| atomworks.io.utils.visualize.view(atom_array) | ||
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| Other | ||
| ----- | ||
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| If there are other common tasks you think are worth including here, please `open an issue <https://github.com/RosettaCommons/atomworks/issues>`_ on Github. | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,4 +1,4 @@ | ||
| """General utility functions for working with CIF files in Biotite.""" | ||
| """GeneralA utility functions for working with CIF files in Biotite.""" | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Typo? |
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| __all__ = [ | ||
| "apply_sharding_pattern", | ||
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@@ -11,6 +11,8 @@ | |
| "to_cif_buffer", | ||
| "to_cif_file", | ||
| "to_cif_string", | ||
| "to_pdb_buffer", | ||
| "to_pdb_string", | ||
| ] | ||
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| import gzip | ||
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I'd lean toward placing it between API and Examples, myself. (Though exact placement is probably not a big deal.) Keeping installation second is probably a good idea.