| """ |
| Helper functions for HADDOCK3 notebooks |
| """ |
|
|
| import gzip |
| import os |
| from io import StringIO |
|
|
| from Bio.PDB import PDBIO, PDBParser, Superimposer |
|
|
| |
| |
| try: |
| import py3Dmol |
| except ImportError: |
| py3Dmol = None |
|
|
|
|
| def load_pdb_file(file_path): |
| """.""" |
| if not os.path.exists(file_path): |
| print(f"Error: File not found at {file_path}") |
| return None |
|
|
| if file_path.endswith(".gz"): |
| with gzip.open(file_path, "rt") as f: |
| return f.read() |
| else: |
| with open(file_path, "r") as f: |
| return f.read() |
|
|
|
|
| def pdb_string_to_structure(pdb_string, structure_id): |
| """.""" |
| parser = PDBParser(QUIET=True) |
| pdb_io = StringIO(pdb_string) |
| structure = parser.get_structure(structure_id, pdb_io) |
| return structure |
|
|
|
|
| def structure_to_pdb_string(structure): |
| """.""" |
| pdb_io = PDBIO() |
| pdb_io.set_structure(structure) |
| output = StringIO() |
| pdb_io.save(output) |
| return output.getvalue() |
|
|
|
|
| |
| |
| def align_full( |
| pdb_path1, |
| pdb_path2, |
| chains=["A", "B"], |
| width=800, |
| height=600, |
| model1_colors={"A": "red", "B": "orange", "C": "pink"}, |
| model2_colors={"A": "blue", "B": "green", "C": "lime"}, |
| atom_types=["P", "C1", "CA"], |
| show_labels=False, |
| show_per_chain_rmsd=True, |
| ): |
| """.""" |
| """ |
| Align two protein structures using all specified chains and visualize with py3Dmol. |
| |
| Parameters: |
| ----------- |
| pdb_path1 : str |
| Path to the first (reference) PDB file |
| pdb_path2 : str |
| Path to the second PDB file to align to the first |
| chains : list, default ['A', 'B'] |
| List of chain IDs to include in alignment |
| width : int, default 800 |
| Viewer width in pixels |
| height : int, default 600 |
| Viewer height in pixels |
| model1_colors : dict, default {'A': 'red', 'B': 'orange'} |
| Colors for chains in model 1 |
| model2_colors : dict, default {'A': 'blue', 'B': 'green'} |
| Colors for chains in model 2 |
| atom_types : list, default ['CA', 'P', 'C1'] |
| Atom types to use for alignment (['CA'] or ['CA', 'CB', 'N', 'C']) |
| show_labels : bool, default False |
| Whether to show descriptive labels |
| show_per_chain_rmsd : bool, default True |
| Whether to calculate and display per-chain RMSD values |
| |
| Returns: |
| -------- |
| py3Dmol.view object |
| |
| Example: |
| -------- |
| align_full_molecule('model1.pdb.gz', 'model2.pdb.gz') |
| """ |
|
|
| def get_atoms_from_chains(structure, chain_ids, atom_types): |
| atoms = [] |
| chain_info = {} |
|
|
| for model in structure: |
| for chain_id in chain_ids: |
| if chain_id in model: |
| chain = model[chain_id] |
| chain_atoms = [] |
| for residue in chain: |
| for atom_type in atom_types: |
| if atom_type in residue: |
| atoms.append(residue[atom_type]) |
| chain_atoms.append(residue[atom_type]) |
| chain_info[chain_id] = len(chain_atoms) |
|
|
| return atoms, chain_info |
|
|
| |
| view = py3Dmol.view(width=width, height=height) |
|
|
| |
| model_1_data = load_pdb_file(pdb_path1) |
| model_2_data = load_pdb_file(pdb_path2) |
|
|
| if not (model_1_data and model_2_data): |
| print("Failed to load one or both PDB files") |
| return view, None, {} |
|
|
| overall_rmsd = None |
| per_chain_rmsd = {} |
|
|
| try: |
| |
| struct1 = pdb_string_to_structure(model_1_data, "model1") |
| struct2 = pdb_string_to_structure(model_2_data, "model2") |
|
|
| |
| atoms_1, chain_info_1 = get_atoms_from_chains(struct1, chains, atom_types) |
| atoms_2, chain_info_2 = get_atoms_from_chains(struct2, chains, atom_types) |
|
|
| print(f"Atoms for alignment - Model 1: {chain_info_1}, Total: {len(atoms_1)}") |
| print(f"Atoms for alignment - Model 2: {chain_info_2}, Total: {len(atoms_2)}") |
| print( |
| "Model 1: " |
| + "; ".join( |
| [ |
| f"chain {chain} in {color}" |
| for chain, color in model1_colors.items() |
| if chain in chains |
| ] |
| ) |
| ) |
| print( |
| "Model 2: " |
| + "; ".join( |
| [ |
| f"chain {chain} in {color}" |
| for chain, color in model2_colors.items() |
| if chain in chains |
| ] |
| ) |
| ) |
|
|
| if len(atoms_1) > 0 and len(atoms_2) > 0: |
| |
| min_atoms = min(len(atoms_1), len(atoms_2)) |
| ref_atoms = atoms_1[:min_atoms] |
| alt_atoms = atoms_2[:min_atoms] |
|
|
| print(f"Using {min_atoms} atom pairs for alignment") |
|
|
| |
| sup = Superimposer() |
| sup.set_atoms(ref_atoms, alt_atoms) |
| overall_rmsd = sup.rms |
|
|
| print(f"Whole molecule alignment RMSD: {overall_rmsd:.3f} Å") |
|
|
| |
| sup.apply(struct2.get_atoms()) |
|
|
| |
| if show_per_chain_rmsd: |
| for chain_id in chains: |
| try: |
| chain_atoms_1, _ = get_atoms_from_chains( |
| struct1, [chain_id], atom_types |
| ) |
| chain_atoms_2, _ = get_atoms_from_chains( |
| struct2, [chain_id], atom_types |
| ) |
| if len(chain_atoms_1) > 0 and len(chain_atoms_2) > 0: |
| min_chain = min(len(chain_atoms_1), len(chain_atoms_2)) |
| sup_chain = Superimposer() |
| sup_chain.set_atoms( |
| chain_atoms_1[:min_chain], chain_atoms_2[:min_chain] |
| ) |
| per_chain_rmsd[chain_id] = sup_chain.rms |
| print(f"Chain {chain_id} RMSD: {sup_chain.rms:.3f} Å") |
| except Exception as e: |
| print(f"Could not calculate RMSD for chain {chain_id}: {e}") |
|
|
| |
| aligned_pdb_1 = structure_to_pdb_string(struct1) |
| aligned_pdb_2 = structure_to_pdb_string(struct2) |
|
|
| |
| view.addModel(aligned_pdb_1, "pdb") |
| view.addModel(aligned_pdb_2, "pdb") |
|
|
| else: |
| print( |
| "Could not find sufficient atoms for alignment, adding original models" |
| ) |
| view.addModel(model_1_data, "pdb") |
| view.addModel(model_2_data, "pdb") |
|
|
| except Exception as e: |
| print(f"Alignment failed: {e}") |
| view.addModel(model_1_data, "pdb") |
| view.addModel(model_2_data, "pdb") |
|
|
| |
| view.setStyle({"model": 0}, {"cartoon": {}}) |
| view.setStyle({"model": 1}, {"cartoon": {}}) |
|
|
| for chain, color in model1_colors.items(): |
| if chain in chains: |
| view.addStyle( |
| {"model": 0, "chain": chain}, |
| {"cartoon": {"color": color, "opacity": 0.9}}, |
| ) |
|
|
| for chain, color in model2_colors.items(): |
| if chain in chains: |
| view.addStyle( |
| {"model": 1, "chain": chain}, |
| {"cartoon": {"color": color, "opacity": 0.6}}, |
| ) |
|
|
| |
| if show_labels: |
| view.addLabel( |
| "Model 1 (Reference)", |
| { |
| "position": {"x": -20, "y": 20, "z": 0}, |
| "backgroundColor": "darkred", |
| "fontColor": "white", |
| }, |
| ) |
| view.addLabel( |
| "Model 2 (Aligned)", |
| { |
| "position": {"x": 20, "y": 20, "z": 0}, |
| "backgroundColor": "darkgreen", |
| "fontColor": "white", |
| }, |
| ) |
| view.addLabel( |
| "Full Molecule Alignment", |
| { |
| "position": {"x": 0, "y": -20, "z": 0}, |
| "backgroundColor": "navy", |
| "fontColor": "white", |
| }, |
| ) |
| if overall_rmsd: |
| view.addLabel( |
| f"Overall RMSD: {overall_rmsd:.3f} Å", |
| { |
| "position": {"x": 0, "y": -30, "z": 0}, |
| "backgroundColor": "purple", |
| "fontColor": "white", |
| }, |
| ) |
|
|
| |
| y_offset = -40 |
| for chain_id, rmsd_val in per_chain_rmsd.items(): |
| view.addLabel( |
| f"Chain {chain_id}: {rmsd_val:.3f} Å", |
| { |
| "position": {"x": 0, "y": y_offset, "z": 0}, |
| "backgroundColor": "gray", |
| "fontColor": "white", |
| "fontSize": 10, |
| }, |
| ) |
| y_offset -= 8 |
|
|
| view.zoomTo() |
|
|
| return view |
|
|