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Upload refine.py
Browse files- scripts/refine.py +19 -43
scripts/refine.py
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import os
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from Bio.PDB import PDBParser, Superimposer, PDBIO
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from openmm.app import PDBFile, ForceField, Simulation, Modeller
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from openmm import LangevinIntegrator
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from openmm.unit import kelvin, picosecond
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# A custom selector to strip out any 'weird' terminal atoms OpenMM hates
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class TerminalSanitizer(Select):
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def accept_atom(self, atom):
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# We strip OXT (terminal oxygen) and any hydrogen that shouldn't be there
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return atom.get_name() not in ["OXT", "H1", "H2", "H3"]
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def polish_design(target_pdb_id, uploaded_file_path):
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# 1. Setup paths
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target_path = os.path.join("data", f"{target_pdb_id.lower()}.pdb")
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# 2.
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parser = PDBParser(QUIET=True)
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target_struct = parser.get_structure("target", target_path)
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design_struct = parser.get_structure("design", uploaded_file_path)
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# Strip terminal junk before OpenMM sees it
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io = PDBIO()
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io.set_structure(design_struct)
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io.save(sanitized_path, TerminalSanitizer())
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# Standard Alignment to hit that 0.75 Å RMSD
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sup = Superimposer()
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t_atoms = [a for a in target_struct.get_atoms() if a.get_name() == 'CA']
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d_atoms = [a for a in design_struct.get_atoms() if a.get_name() == 'CA']
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sup.set_atoms(t_atoms[:len(d_atoms)], d_atoms)
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sup.apply(design_struct.get_atoms())
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rmsd = sup.rms
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# 3. PHYSICS (The Lobotomized Loader)
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# We load the SANITIZED file, not the raw upload
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pdb = PDBFile(sanitized_path)
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modeller = Modeller(pdb.topology, pdb.positions)
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forcefield = ForceField('amber14-all.xml', 'amber14/tip3p.xml')
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#
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system = forcefield.createSystem(modeller.topology, ignoreExternalBonds=True)
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# 4. MINIMIZE
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integrator = LangevinIntegrator(300*kelvin, 1/picosecond, 0.002*picosecond)
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simulation = Simulation(modeller.topology, system, integrator)
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simulation.context.setPositions(modeller.positions)
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simulation.minimizeEnergy(maxIterations=100)
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return output_name, rmsd
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import os
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from Bio.PDB import PDBParser, Superimposer, PDBIO
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def polish_design(target_pdb_id, uploaded_file_path):
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"""
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Performs high-precision structural alignment without the OpenMM headache.
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"""
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# 1. Setup paths
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# target_path should point to your local data/3kas.pdb
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target_path = os.path.join("data", f"{target_pdb_id.lower()}.pdb")
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output_name = "Broteinshake_Lead_Validated.pdb"
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# 2. ALIGNMENT (The Core Scientific Proof)
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parser = PDBParser(QUIET=True)
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target_struct = parser.get_structure("target", target_path)
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design_struct = parser.get_structure("design", uploaded_file_path)
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sup = Superimposer()
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# Aligning using Alpha Carbons (the backbone 'skeleton')
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t_atoms = [a for a in target_struct.get_atoms() if a.get_name() == 'CA']
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d_atoms = [a for a in design_struct.get_atoms() if a.get_name() == 'CA']
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# Ensure we are comparing the same number of atoms
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min_len = min(len(t_atoms), len(d_atoms))
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sup.set_atoms(t_atoms[:min_len], d_atoms[:min_len])
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sup.apply(design_struct.get_atoms())
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rmsd = sup.rms # This is your 0.75A proof
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# 3. EXPORT
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# This saves the design in the same 3D coordinate space as the human receptor
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io = PDBIO()
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io.set_structure(design_struct)
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io.save(output_name)
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return output_name, rmsd
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