weight/esm-main/examples/protein-programming-language/programs/symmetric_binding.py

# Copyright (c) Meta Platforms, Inc. and affiliates.

# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.

from copy import deepcopy

from biotite.database.rcsb import fetch
from biotite.structure import AtomArray

from language import (
    ConstantSequenceSegment,
    FixedLengthSequenceSegment,
    MaximizePLDDT,
    MaximizePTM,
    MaximizeSurfaceExposure,
    MinimizeCRmsd,
    MinimizeDRmsd,
    MinimizeSurfaceHydrophobics,
    ProgramNode,
    SymmetryRing,
    get_atomarray_in_residue_range,
    pdb_file_to_atomarray,
    sequence_from_atomarray,
)


def symmetric_binding_il10(num_binding_sites: int = 3) -> ProgramNode:
    binding_site_atoms: AtomArray = pdb_file_to_atomarray(fetch("1y6k", format="pdb"))
    binding_site_atoms = get_atomarray_in_residue_range(
        binding_site_atoms, start=31, end=40
    )
    binding_site_sequence: str = sequence_from_atomarray(binding_site_atoms)

    leader_amino_acid_sequence = FixedLengthSequenceSegment(45)
    binding_site_sequence = ConstantSequenceSegment(binding_site_sequence)
    follower_amino_acid_sequence = FixedLengthSequenceSegment(45)

    def _binder_protomer_program() -> ProgramNode:
        return ProgramNode(
            children=[
                ProgramNode(sequence_segment=leader_amino_acid_sequence),
                ProgramNode(
                    sequence_segment=binding_site_sequence,
                    energy_function_terms=[
                        MaximizeSurfaceExposure(),
                        MinimizeCRmsd(template=binding_site_atoms),
                        MinimizeDRmsd(template=binding_site_atoms),
                    ],
                    energy_function_weights=[1.0, 10.0, 10.0],
                ),
                ProgramNode(sequence_segment=follower_amino_acid_sequence),
            ]
        )

    return ProgramNode(
        energy_function_terms=[
            MaximizePTM(),
            MaximizePLDDT(),
            SymmetryRing(),
            MinimizeSurfaceHydrophobics(),
        ],
        children=[_binder_protomer_program() for _ in range(num_binding_sites)],
    )