From 9ea98029d9285f5087f625d4100089f2aa78d6fb Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 00:55:39 +0000 Subject: [PATCH 01/28] Hook in bonds into forward pass --- chai_lab/chai1.py | 14 +++++ .../structure/all_atom_structure_context.py | 7 +++ .../data/features/generators/token_bond.py | 62 +++++++++++++++++++ 3 files changed, 83 insertions(+) create mode 100644 chai_lab/data/features/generators/token_bond.py diff --git a/chai_lab/chai1.py b/chai_lab/chai1.py index 70de321..d8047af 100644 --- a/chai_lab/chai1.py +++ b/chai_lab/chai1.py @@ -76,6 +76,7 @@ TemplateResTypeGenerator, TemplateUnitVectorGenerator, ) +from chai_lab.data.features.generators.token_bond import TokenBondRestraint from chai_lab.data.features.generators.token_dist_restraint import ( TokenDistanceRestraint, ) @@ -468,6 +469,7 @@ def run_folding_on_context( assert model_size in AVAILABLE_MODEL_SIZES feature_embedding = load_exported("feature_embedding.pt", device) + bond_loss_input_proj = load_exported("bond_loss_input_proj.pt", device) token_input_embedder = load_exported("token_embedder.pt", device) trunk = load_exported("trunk.pt", device) diffusion_module = load_exported("diffusion_module.pt", device) @@ -491,6 +493,18 @@ def run_folding_on_context( template_input_feats = embedded_features["TEMPLATES"] msa_input_feats = embedded_features["MSA"] + ## + ## Bond feature generator + ## Separate from other feature embeddings due to export limitations + ## + bond_ft_gen = TokenBondRestraint() + bond_ft = bond_ft_gen.generate(batch=batch).data + trunk_bond_feat, structure_bond_feat = bond_loss_input_proj.forward( + crop_size=model_size, input=bond_ft + ).chunk(2, dim=-1) + token_pair_input_feats += trunk_bond_feat + token_pair_structure_input_feats += structure_bond_feat + ## ## Run the inputs through the token input embedder ## diff --git a/chai_lab/data/dataset/structure/all_atom_structure_context.py b/chai_lab/data/dataset/structure/all_atom_structure_context.py index 1879749..918804e 100644 --- a/chai_lab/data/dataset/structure/all_atom_structure_context.py +++ b/chai_lab/data/dataset/structure/all_atom_structure_context.py @@ -65,6 +65,13 @@ class AllAtomStructureContext: is_distillation: Bool[Tensor, "1"] # symmetric atom swap indices symmetries: Int[Tensor, "n_atoms n_symmetries"] + # token bond feature + atom_covalent_bond_indices: tuple[ + Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"] + ] = ( + torch.empty(0, dtype=torch.long), + torch.empty(0, dtype=torch.long), + ) def __post_init__(self): # Resolved residues filter should eliminate PDBs with missing residues, but that diff --git a/chai_lab/data/features/generators/token_bond.py b/chai_lab/data/features/generators/token_bond.py new file mode 100644 index 0000000..a7fb716 --- /dev/null +++ b/chai_lab/data/features/generators/token_bond.py @@ -0,0 +1,62 @@ +# Copyright (c) 2024 Chai Discovery, Inc. +# Licensed under the Apache License, Version 2.0. +# See the LICENSE file for details. + +from typing import Any + +import torch +from torch import Tensor + +from chai_lab.data.features.feature_type import FeatureType +from chai_lab.data.features.generators.base import EncodingType, FeatureGenerator +from chai_lab.utils.tensor_utils import und_self +from chai_lab.utils.typing import Bool, Int, typecheck + + +class TokenBondRestraint(FeatureGenerator): + def __init__(self): + """Generates features for covalent bonds between atoms.""" + super().__init__( + ty=FeatureType.TOKEN_PAIR, + encoding_ty=EncodingType.IDENTITY, + can_mask=False, + num_classes=1, + mult=1, + ) + + def get_input_kwargs_from_batch(self, batch: dict[str, Any]) -> dict: + return dict( + token_exists_mask=batch["inputs"]["token_exists_mask"], + atom_token_index=batch["inputs"]["atom_token_index"].long(), + atom_covalent_bond_indices=batch["inputs"]["atom_covalent_bond_indices"], + ) + + @typecheck + def apply_mask(self, feature: Tensor, mask: Tensor, mask_ty: FeatureType) -> Tensor: + # override masking behavior - just return the unmasked feature + return feature + + @typecheck + def _generate( + self, + token_exists_mask: Bool[Tensor, "b n"], + atom_token_index: Int[Tensor, "b a"], + atom_covalent_bond_indices: list[ + tuple[Int[Tensor, "bonds"], Int[Tensor, "bonds"]] + ], + ) -> Tensor: + token_pair_mask = und_self(token_exists_mask, "b i, b j -> b i j") + bond_feature = torch.zeros_like(token_pair_mask.float()) + + for batch_idx, (left_indices, right_indices) in enumerate( + atom_covalent_bond_indices + ): + left_token_indices = torch.gather( + atom_token_index[batch_idx], dim=0, index=left_indices + ) + right_token_indices = torch.gather( + atom_token_index[batch_idx], dim=0, index=right_indices + ) + bond_feature[batch_idx][left_token_indices, right_token_indices] = 1 + + return self.make_feature(bond_feature.unsqueeze(-1)) From 60fc0d7f21180b8657892b97f61b7da8ee7b8e34 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 00:56:00 +0000 Subject: [PATCH 02/28] Update example to automatically remove old runs --- examples/predict_structure.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/examples/predict_structure.py b/examples/predict_structure.py index 2049304..9f9b3d0 100644 --- a/examples/predict_structure.py +++ b/examples/predict_structure.py @@ -1,3 +1,5 @@ +import logging +import shutil from pathlib import Path import numpy as np @@ -26,7 +28,12 @@ fasta_path = Path("/tmp/example.fasta") fasta_path.write_text(example_fasta) +# Inference expects an empty directory; enforce this output_dir = Path("/tmp/outputs") +if output_dir.exists(): + logging.warning(f"Removing old output directory: {output_dir}") + shutil.rmtree(output_dir) +output_dir.mkdir(exist_ok=True) candidates = run_inference( fasta_file=fasta_path, From 1b34b9414e7c340da73cdcd204ac315f5dc5b2ea Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 01:21:11 +0000 Subject: [PATCH 03/28] Code for parsing glycans --- chai_lab/data/dataset/inference_dataset.py | 1 + .../structure/all_atom_residue_tokenizer.py | 12 +++ .../structure/all_atom_structure_context.py | 33 +++++-- chai_lab/data/dataset/structure/bond_utils.py | 45 +++++++++ chai_lab/data/parsing/glycans.py | 97 +++++++++++++++++++ .../parsing/structure/all_atom_entity_data.py | 1 + .../data/parsing/structure/entity_type.py | 1 + chai_lab/data/parsing/structure/residue.py | 1 + 8 files changed, 185 insertions(+), 6 deletions(-) create mode 100644 chai_lab/data/dataset/structure/bond_utils.py create mode 100644 chai_lab/data/parsing/glycans.py diff --git a/chai_lab/data/dataset/inference_dataset.py b/chai_lab/data/dataset/inference_dataset.py index 5caaa55..890c72b 100644 --- a/chai_lab/data/dataset/inference_dataset.py +++ b/chai_lab/data/dataset/inference_dataset.py @@ -145,6 +145,7 @@ def raw_inputs_to_entitites_data( method="none", entity_type=entity_type, subchain_id=_synth_subchain_id(i), + original_record=input.sequence, ) ) diff --git a/chai_lab/data/dataset/structure/all_atom_residue_tokenizer.py b/chai_lab/data/dataset/structure/all_atom_residue_tokenizer.py index 1aceed9..5078121 100644 --- a/chai_lab/data/dataset/structure/all_atom_residue_tokenizer.py +++ b/chai_lab/data/dataset/structure/all_atom_residue_tokenizer.py @@ -14,6 +14,9 @@ from chai_lab.data.dataset.structure.all_atom_structure_context import ( AllAtomStructureContext, ) +from chai_lab.data.dataset.structure.bond_utils import ( + get_atom_covalent_bond_pairs_from_glycan_string, +) from chai_lab.data.dataset.structure.utils import ( backbone_atoms_all_present, backbone_atoms_indices, @@ -510,6 +513,15 @@ def _tokenize_entity( dtype=torch.bool, ), symmetries=tokens.symmetries, + atom_covalent_bond_indices=get_atom_covalent_bond_pairs_from_glycan_string( + glycan_string=( + entity_data.original_record + if entity_data.entity_type == EntityType.MANUAL_GLYCAN + else "" + ), + token_residue_index=tokens.residue_index, + atom_ref_name=tokens.atom_names, + ), ) def _get_ref_conformer_data(self, residue: Residue) -> ConformerData: diff --git a/chai_lab/data/dataset/structure/all_atom_structure_context.py b/chai_lab/data/dataset/structure/all_atom_structure_context.py index 918804e..93919b3 100644 --- a/chai_lab/data/dataset/structure/all_atom_structure_context.py +++ b/chai_lab/data/dataset/structure/all_atom_structure_context.py @@ -66,12 +66,7 @@ class AllAtomStructureContext: # symmetric atom swap indices symmetries: Int[Tensor, "n_atoms n_symmetries"] # token bond feature - atom_covalent_bond_indices: tuple[ - Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"] - ] = ( - torch.empty(0, dtype=torch.long), - torch.empty(0, dtype=torch.long), - ) + atom_covalent_bond_indices: tuple[Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"]] def __post_init__(self): # Resolved residues filter should eliminate PDBs with missing residues, but that @@ -149,6 +144,7 @@ def pad( resolution=self.resolution, is_distillation=self.is_distillation, symmetries=pad_atoms_func(self.symmetries, pad_value=-1), + atom_covalent_bond_indices=self.atom_covalent_bond_indices, ) @typecheck @@ -184,6 +180,30 @@ def merge( n_tokens = sum(x.num_tokens for x in contexts) token_index = torch.arange(n_tokens, dtype=torch.int) + # Merge and offset bond indices + atom_covalent_bond_indices_manual_a = [] + atom_covalent_bond_indices_manual_b = [] + for ctx, count in zip(contexts, atom_offsets): + if ctx.atom_covalent_bond_indices is None: + continue + a, b = ctx.atom_covalent_bond_indices + atom_covalent_bond_indices_manual_a.append(a + count) + atom_covalent_bond_indices_manual_b.append(b + count) + assert len(atom_covalent_bond_indices_manual_a) == len( + atom_covalent_bond_indices_manual_b + ) + atom_covalent_bond_indices = ( + ( + torch.concatenate(atom_covalent_bond_indices_manual_a), + torch.concatenate(atom_covalent_bond_indices_manual_b), + ) + if atom_covalent_bond_indices_manual_a + else ( + torch.zeros(0, dtype=torch.long), + torch.zeros(0, dtype=torch.long), + ) + ) + # re-index the reference space from 0..n_tokens-1. zero_indexed_ref_uids = [ torch.unique_consecutive(x.atom_ref_space_uid, return_inverse=True)[1] @@ -262,6 +282,7 @@ def merge( torch.stack([x.is_distillation for x in contexts]), 0 ).values, symmetries=symmetries, + atom_covalent_bond_indices=atom_covalent_bond_indices, ) def to(self, device: torch.device | str) -> "AllAtomStructureContext": diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py new file mode 100644 index 0000000..142264e --- /dev/null +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -0,0 +1,45 @@ +# Copyright (c) 2024 Chai Discovery, Inc. +# Licensed under the Apache License, Version 2.0. +# See the LICENSE file for details. + +import torch +from torch import Tensor + +from chai_lab.data.parsing.glycans import _glycan_string_to_sugars_and_bonds +from chai_lab.utils.typing import Int, typecheck + + +@typecheck +def get_atom_covalent_bond_pairs_from_glycan_string( + glycan_string: str, + token_residue_index: Int[Tensor, "n_tokens"], + atom_ref_name: list[str], +) -> tuple[Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"]]: + """Infer bond pairs between glycans sugar rings.""" + if not glycan_string: + return ( + torch.zeros(0, dtype=torch.long), + torch.zeros(0, dtype=torch.long), + ) + + assert token_residue_index.numel() == len(atom_ref_name) + _sugars, bonds = _glycan_string_to_sugars_and_bonds(glycan_string) + left_bonds, right_bonds = [], [] + for bond in bonds: + left_chain_mask = token_residue_index == bond.src_sugar_index + left_res_mask = [n == bond.src_atom_name for n in atom_ref_name] + right_chain_mask = token_residue_index == bond.dst_sugar_index + right_res_mask = [n == bond.dst_atom_name for n in atom_ref_name] + left_res = left_chain_mask & torch.tensor(left_res_mask) + right_res = right_chain_mask & torch.tensor(right_res_mask) + assert left_res.sum() == 1, f"Expected unique atom, got {left_res=}" + assert right_res.sum() == 1, f"Expected unique atom, got {right_res=}" + left_res_idx, *_ = torch.where(left_res) + right_res_idx, *_ = torch.where(right_res) + left_bonds.append(left_res_idx.item()) + right_bonds.append(right_res_idx.item()) + bonds_to_add = ( + torch.tensor(left_bonds, dtype=torch.int), + torch.tensor(right_bonds, dtype=torch.int), + ) + return bonds_to_add diff --git a/chai_lab/data/parsing/glycans.py b/chai_lab/data/parsing/glycans.py new file mode 100644 index 0000000..9af2515 --- /dev/null +++ b/chai_lab/data/parsing/glycans.py @@ -0,0 +1,97 @@ +# Copyright (c) 2024 Chai Discovery, Inc. +# Licensed under the Apache License, Version 2.0. +# See the LICENSE file for details. + +"""Parsing logic for glycans. + +- Each sugar in the glycan gets a distinct residue + - Each residue has an increasing label seq + +Example glycan strings: +MAN(6-1 FUC)(4-1 MAN) +""" + +import re +from functools import lru_cache + +from attr import dataclass + +from chai_lab.data import residue_constants as rc +from chai_lab.data.parsing.structure.residue import Residue + + +@dataclass(frozen=True) +class GlycosidicBond: + src_sugar_index: int # 0-indexed + dst_sugar_index: int # 0-indexed + src_atom: int # 1-indexed + dst_atom: int # 1-indexed + + def __post_init__(self): + assert self.src_sugar_index != self.dst_sugar_index + assert self.src_atom > 0 and self.dst_atom > 0 + + @property + def src_atom_name(self) -> str: + return f"C{self.src_atom}" + + @property + def dst_atom_name(self) -> str: + return f"C{self.dst_atom}" + + +@lru_cache(maxsize=32) +def _glycan_string_to_sugars_and_bonds( + glycan_string: str, +) -> tuple[list[str], list[GlycosidicBond]]: + """Parses the glycan string to its constituent sugars and bonds.""" + sugars: list[str] = [] # Tracks all sugars + parent_sugar_idx: list[int] = [] # Tracks the parent sugar for bond formation + bonds: list[GlycosidicBond] = [] + open_count, closed_count = 0, 0 + for i in range(len(glycan_string)): + char = glycan_string[i] + if char == " ": + continue + if char == "(": + open_count += 1 + continue + if char == ")": + closed_count += 1 + parent_sugar_idx.pop() # Remove + continue + chunk = glycan_string[i : i + 3] + if re.match(r"[A-Z]{3}", chunk): + sugars.append(chunk) + parent_sugar_idx.append(len(sugars) - 1) # latest sugar + elif re.match(r"[1-6]{1}-[1-6]{1}", chunk): + s, d = chunk.split("-") + assert parent_sugar_idx + bonds.append( + GlycosidicBond( + src_sugar_index=parent_sugar_idx[-1], + dst_sugar_index=len(sugars), # Anticipate next + src_atom=int(s), + dst_atom=int(d), + ) + ) + assert open_count == closed_count + return sugars, bonds + + +def glycan_string_residues(glycan_string: str) -> list[Residue]: + sugars, _bonds = _glycan_string_to_sugars_and_bonds(glycan_string) + retval = [ + Residue( + name=sugar, + label_seq=i + 1, + restype=rc.residue_types_with_nucleotides_order["X"], + residue_index=i, + is_missing=False, + b_factor_or_plddt=0.0, + conformer_data=None, + is_covalent_bonded=True, + ) + for i, sugar in enumerate(sugars) + ] + return retval diff --git a/chai_lab/data/parsing/structure/all_atom_entity_data.py b/chai_lab/data/parsing/structure/all_atom_entity_data.py index 270bc0c..3758d49 100644 --- a/chai_lab/data/parsing/structure/all_atom_entity_data.py +++ b/chai_lab/data/parsing/structure/all_atom_entity_data.py @@ -34,6 +34,7 @@ class AllAtomEntityData: entity_type: EntityType subchain_id: str is_d_polypeptide: bool = False # NOTE (mostly) exists for eval set construction + original_record: str = "" # NOTE for glycan parsing def __post_init__(self): assert ( diff --git a/chai_lab/data/parsing/structure/entity_type.py b/chai_lab/data/parsing/structure/entity_type.py index f8c1950..f681125 100644 --- a/chai_lab/data/parsing/structure/entity_type.py +++ b/chai_lab/data/parsing/structure/entity_type.py @@ -16,3 +16,4 @@ class EntityType(Enum): POLYMER_HYBRID = 4 WATER = 5 UNKNOWN = 6 + MANUAL_GLYCAN = 7 # NOTE glycan parsing diff --git a/chai_lab/data/parsing/structure/residue.py b/chai_lab/data/parsing/structure/residue.py index ad03d9d..a95a2d0 100644 --- a/chai_lab/data/parsing/structure/residue.py +++ b/chai_lab/data/parsing/structure/residue.py @@ -77,6 +77,7 @@ class Residue: b_factor_or_plddt: float conformer_data: ConformerData | None smiles: str | None = None + is_covalent_bonded: bool = False def get_restype( From 8180e730f8d6af9255d9f018203a117c473e2a4a Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 02:47:47 +0000 Subject: [PATCH 04/28] Glyican parsing and writing --- chai_lab/chai1.py | 25 ++++- chai_lab/data/dataset/inference_dataset.py | 5 + chai_lab/data/dataset/structure/bond_utils.py | 91 ++++++++++++++++++- chai_lab/data/io/cif_utils.py | 13 ++- chai_lab/data/parsing/restraints.py | 16 +++- 5 files changed, 141 insertions(+), 9 deletions(-) diff --git a/chai_lab/chai1.py b/chai_lab/chai1.py index d8047af..61f2d8a 100644 --- a/chai_lab/chai1.py +++ b/chai_lab/chai1.py @@ -35,6 +35,9 @@ from chai_lab.data.dataset.structure.all_atom_structure_context import ( AllAtomStructureContext, ) +from chai_lab.data.dataset.structure.bond_utils import ( + get_atom_covalent_bond_pairs_from_constraints, +) from chai_lab.data.dataset.templates.context import TemplateContext from chai_lab.data.features.feature_factory import FeatureFactory from chai_lab.data.features.feature_type import FeatureType @@ -359,11 +362,31 @@ def run_inference( # Constraints if constraint_path is not None: + # Handles contact and pocket restraints + pairs = parse_pairwise_table(constraint_path) restraint_context = load_manual_restraints_for_chai1( chains, crop_idces=None, - provided_constraints=parse_pairwise_table(constraint_path), + provided_constraints=pairs, + ) + # Handle covalent bond restraints + cov_a, cov_b = get_atom_covalent_bond_pairs_from_constraints( + provided_constraints=pairs, + token_residue_index=merged_context.token_residue_index, + token_subchain_id=merged_context.subchain_id, + token_asym_id=merged_context.token_asym_id, + atom_token_index=merged_context.atom_token_index, + atom_ref_name=merged_context.atom_ref_name, ) + if cov_a.numel() > 0 and cov_b.numel() > 0: + orig_a, orig_b = merged_context.atom_covalent_bond_indices + if orig_a.numel() == orig_b.numel() == 0: + merged_context.atom_covalent_bond_indices = (orig_a, orig_b) + else: + merged_context.atom_covalent_bond_indices = ( + torch.concatenate([orig_a, cov_a]), + torch.concatenate([orig_b, cov_b]), + ) else: restraint_context = RestraintContext.empty() diff --git a/chai_lab/data/dataset/inference_dataset.py b/chai_lab/data/dataset/inference_dataset.py index 890c72b..400aa8e 100644 --- a/chai_lab/data/dataset/inference_dataset.py +++ b/chai_lab/data/dataset/inference_dataset.py @@ -19,6 +19,7 @@ ) from chai_lab.data.dataset.structure.chain import Chain from chai_lab.data.parsing.fasta import get_residue_name, read_fasta +from chai_lab.data.parsing.glycans import glycan_string_residues from chai_lab.data.parsing.input_validation import ( constituents_of_modified_fasta, identify_potential_entity_types, @@ -118,6 +119,8 @@ def raw_inputs_to_entitites_data( for r in parsed_sequence ] residues = get_polymer_residues(expanded_sequence, entity_type) + case EntityType.MANUAL_GLYCAN: + residues = glycan_string_residues(glycan_string=input.sequence) case _: raise NotImplementedError assert residues is not None @@ -233,6 +236,8 @@ def read_inputs(fasta_file: str | Path, length_limit: int | None = None) -> list entity_type = EntityType.RNA case "dna": entity_type = EntityType.DNA + case "glycan": + entity_type = EntityType.MANUAL_GLYCAN case _: raise ValueError(f"{entity_str} is not a valid entity type") diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py index 142264e..3d29cad 100644 --- a/chai_lab/data/dataset/structure/bond_utils.py +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -6,7 +6,96 @@ from torch import Tensor from chai_lab.data.parsing.glycans import _glycan_string_to_sugars_and_bonds -from chai_lab.utils.typing import Int, typecheck +from chai_lab.data.parsing.restraints import ( + PairwiseInteraction, + PairwiseInteractionType, +) +from chai_lab.model.utils import get_asym_id_from_subchain_id +from chai_lab.utils.typing import Int, UInt8, typecheck + + +def get_atom_covalent_bond_pairs_from_constraints( + provided_constraints: list[PairwiseInteraction], + token_residue_index: Int[Tensor, "n_tokens"], + token_subchain_id: UInt8[Tensor, "n_tokens 4"], + token_asym_id: Int[Tensor, "n_tokens"], + atom_token_index: Int[Tensor, "n_atoms"], + atom_ref_name: list[str], +) -> tuple[Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"]]: + ret_a: list[int] = [] + ret_b: list[int] = [] + for constraint in provided_constraints: + match ctype := constraint.connection_type: + case PairwiseInteractionType.COVALENT: + assert ( + constraint.atom_nameA and constraint.atom_nameB + ), "Atoms must be provided for covalent bonds" + # Figure out the asym id that we care about + left_asym_id = get_asym_id_from_subchain_id( + subchain_id=constraint.chainA, + source_pdb_chain_id=token_subchain_id, + token_asym_id=token_asym_id, + ) + left_token_asym_mask = token_asym_id == left_asym_id + right_asym_id = get_asym_id_from_subchain_id( + subchain_id=constraint.chainB, + source_pdb_chain_id=token_subchain_id, + token_asym_id=token_asym_id, + ) + right_token_asym_mask = token_asym_id == right_asym_id + assert torch.any(left_token_asym_mask) and torch.any( + right_token_asym_mask + ) + + # Get the token index that we want + left_token_index_mask = token_residue_index == constraint.res_idxA_pos + right_token_index_mask = token_residue_index == constraint.res_idxB_pos + assert torch.any(left_token_index_mask) and torch.any( + right_token_index_mask + ) + + left_residue_mask = left_token_asym_mask & left_token_index_mask + right_residue_mask = right_token_asym_mask & right_token_index_mask + # NOTE there are multiple residues in these residue masks due to + # per-atom tokenization of glycans + # These indices do not reset for new chains (matching atom_token_index) + left_residue_idx = torch.where(left_residue_mask)[0] + right_residue_idx = torch.where(right_residue_mask)[0] + assert left_residue_idx.numel() > 0 and right_residue_idx.numel() > 0 + + # Find the atoms belonging to this residue + left_atoms_mask = torch.isin( + atom_token_index, test_elements=left_residue_idx + ) + right_atoms_mask = torch.isin( + atom_token_index, test_elements=right_residue_idx + ) + assert torch.any(left_atoms_mask) and torch.any(right_atoms_mask) + + # Find atoms matching by name + left_name_mask = torch.tensor( + [n == constraint.atom_nameA for n in atom_ref_name], + dtype=torch.bool, + ) + right_name_mask = torch.tensor( + [n == constraint.atom_nameB for n in atom_ref_name], + dtype=torch.bool, + ) + + left_atom_mask = left_atoms_mask & left_name_mask + right_atom_mask = right_atoms_mask & right_name_mask + assert ( + torch.sum(left_atom_mask) == torch.sum(right_atom_mask) == 1 + ), f"Expect single atoms, got {torch.sum(left_atom_mask)}, {torch.sum(right_atom_mask)}" + ret_a.append(torch.where(left_atom_mask)[0].item()) # type: ignore + ret_b.append(torch.where(right_atom_mask)[0].item()) # type: ignore + + case PairwiseInteractionType.CONTACT | PairwiseInteractionType.POCKET: + # These are handled as constraints, not as bonds + pass + case _: + raise ValueError(f"Unrecognized pariwise interaction: {ctype}") + return torch.tensor(ret_a, dtype=torch.int), torch.tensor(ret_b, dtype=torch.int) @typecheck diff --git a/chai_lab/data/io/cif_utils.py b/chai_lab/data/io/cif_utils.py index 1a71320..db6c11e 100644 --- a/chai_lab/data/io/cif_utils.py +++ b/chai_lab/data/io/cif_utils.py @@ -8,7 +8,14 @@ import gemmi import modelcif import torch -from ihm import ChemComp, DNAChemComp, LPeptideChemComp, NonPolymerChemComp, RNAChemComp +from ihm import ( + ChemComp, + DNAChemComp, + LPeptideChemComp, + NonPolymerChemComp, + RNAChemComp, + SaccharideChemComp, +) from modelcif import Assembly, AsymUnit, Entity, dumper, model from torch import Tensor @@ -93,6 +100,8 @@ def _to_chem_component(res_name_3: str, entity_type: int): case EntityType.LIGAND.value: code = res_name_3 return NonPolymerChemComp(res_name_3) + case EntityType.MANUAL_GLYCAN.value: + return SaccharideChemComp(id=res_name_3, name=res_name_3) case EntityType.PROTEIN.value: code = restype_3to1.get(res_name_3, res_name_3) one_letter_code = gemmi.find_tabulated_residue(res_name_3).one_letter_code @@ -105,7 +114,7 @@ def _to_chem_component(res_name_3: str, entity_type: int): code = res_name_3 return RNAChemComp(res_name_3, code, code_canonical=code) case _: - raise NotImplementedError + raise NotImplementedError(f"Cannot handle entity type: {entity_type}") def sequence_to_chem_comps(sequence: list[str], entity_type: int) -> list[ChemComp]: diff --git a/chai_lab/data/parsing/restraints.py b/chai_lab/data/parsing/restraints.py index 2b1bbab..ce78d00 100644 --- a/chai_lab/data/parsing/restraints.py +++ b/chai_lab/data/parsing/restraints.py @@ -94,8 +94,11 @@ def res_idxA_name(self) -> str: @property def res_idxA_pos(self) -> int: - """1-indexed position of residue A.""" - return int(self.res_idxA[1:]) + """1-indexed position of residue A; 0 indicates not given.""" + s = self.res_idxA[1:] + if len(s) == 0: + return 0 + return int(s) @property def res_idxB_name(self) -> str: @@ -103,9 +106,12 @@ def res_idxB_name(self) -> str: return self.res_idxB[0] @property - def res_idxB_pos(self) -> int: - """1-indexed position of residue B.""" - return int(self.res_idxB[1:]) + def res_idxB_pos(self) -> int | None: + """1-indexed position of residue B; 0 indicates not given.""" + s = self.res_idxB[1:] + if len(s) == 0: + return 0 + return int(s) def to_table_entry(self) -> dict[str, str | float]: """Format as table entry, sans leading restraint_id column.""" From 57e9165aa8c32fbd92fc9d23d42a89e1f370b595 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 02:48:25 +0000 Subject: [PATCH 05/28] Polish --- chai_lab/data/parsing/restraints.py | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/chai_lab/data/parsing/restraints.py b/chai_lab/data/parsing/restraints.py index ce78d00..7671451 100644 --- a/chai_lab/data/parsing/restraints.py +++ b/chai_lab/data/parsing/restraints.py @@ -96,9 +96,7 @@ def res_idxA_name(self) -> str: def res_idxA_pos(self) -> int: """1-indexed position of residue A; 0 indicates not given.""" s = self.res_idxA[1:] - if len(s) == 0: - return 0 - return int(s) + return int(s) if s else 0 @property def res_idxB_name(self) -> str: @@ -106,12 +104,10 @@ def res_idxB_name(self) -> str: return self.res_idxB[0] @property - def res_idxB_pos(self) -> int | None: + def res_idxB_pos(self) -> int: """1-indexed position of residue B; 0 indicates not given.""" s = self.res_idxB[1:] - if len(s) == 0: - return 0 - return int(s) + return int(s) if s else 0 def to_table_entry(self) -> dict[str, str | float]: """Format as table entry, sans leading restraint_id column.""" From eb32ed95642941fc1b605b3572529fc9a6b9cdf8 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 02:50:04 +0000 Subject: [PATCH 06/28] Glycosylation example --- examples/glycosylation/bonds.restraints | 2 ++ .../glycosylation/predict_glycosylated.py | 36 +++++++++++++++++++ 2 files changed, 38 insertions(+) create mode 100644 examples/glycosylation/bonds.restraints create mode 100644 examples/glycosylation/predict_glycosylated.py diff --git a/examples/glycosylation/bonds.restraints b/examples/glycosylation/bonds.restraints new file mode 100644 index 0000000..7bbc469 --- /dev/null +++ b/examples/glycosylation/bonds.restraints @@ -0,0 +1,2 @@ +chainA,res_idxA,chainB,res_idxB,connection_type,confidence,min_distance_angstrom,max_distance_angstrom,comment,restraint_id +A,N437@N,B,@C4,covalent,1.0,0.0,6.0,protein-glycan,restraint_1 diff --git a/examples/glycosylation/predict_glycosylated.py b/examples/glycosylation/predict_glycosylated.py new file mode 100644 index 0000000..b66e568 --- /dev/null +++ b/examples/glycosylation/predict_glycosylated.py @@ -0,0 +1,36 @@ +import logging +import shutil +from pathlib import Path + +from chai_lab.chai1 import run_inference + +glycosylated_fasta = """ +>protein|1AC5 +LPSSEEYKVAYELLPGLSEVPDPSNIPQMHAGHIPLRSEDADEQDSSDLEYFFWKFTNNDSNGNVDRPLIIWLNGGPGCSSMDGALVESGPFRVNSDGKLYLNEGSWISKGDLLFIDQPTGTGFSVEQNKDEGKIDKNKFDEDLEDVTKHFMDFLENYFKIFPEDLTRKIILSGESYAGQYIPFFANAILNHNKFSKIDGDTYDLKALLIGNGWIDPNTQSLSYLPFAMEKKLIDESNPNFKHLTNAHENCQNLINSASTDEAAHFSYQECENILNLLLSYTRESSQKGTADCLNMYNFNLKDSYPSCGMNWPKDISFVSKFFSTPGVIDSLHLDSDKIDHWKECTNSVGTKLSNPISKPSIHLLPGLLESGIEIVLFNGDKDLICNNKGVLDTIDNLKWGGIKGFSDDAVSFDWIHKSKSTDDSEEFSGYVKYDRNLTFVSVYNASHMVPFDKSLVSRGIVDIYSNDVMIIDNNGKNVMITT +>glycan|two-sugar +NAG(1-4 NAG) +""" + +fasta_path = Path("/tmp/example.fasta") +fasta_path.write_text(glycosylated_fasta) + +# Inference expects an empty directory; enforce this +output_dir = Path("/tmp/outputs") +if output_dir.exists(): + logging.warning(f"Removing old output directory: {output_dir}") + shutil.rmtree(output_dir) +output_dir.mkdir(exist_ok=True) + +candidates = run_inference( + fasta_file=fasta_path, + output_dir=output_dir, + constraint_path=Path(__file__).with_name("bonds.restraints"), + # 'default' setup + num_trunk_recycles=1, + num_diffn_timesteps=200, + seed=42, + device="cuda:0", + use_esm_embeddings=True, +) + +cif_paths = candidates.cif_paths From 317179317f8fc5ed6c717a73e6fcb6a2ad68fbfe Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 03:10:17 +0000 Subject: [PATCH 07/28] bond pair information is token level --- .../dataset/structure/all_atom_structure_context.py | 8 ++++++-- chai_lab/data/dataset/structure/bond_utils.py | 11 +++++++++-- 2 files changed, 15 insertions(+), 4 deletions(-) diff --git a/chai_lab/data/dataset/structure/all_atom_structure_context.py b/chai_lab/data/dataset/structure/all_atom_structure_context.py index 93919b3..09b582d 100644 --- a/chai_lab/data/dataset/structure/all_atom_structure_context.py +++ b/chai_lab/data/dataset/structure/all_atom_structure_context.py @@ -84,6 +84,10 @@ def __post_init__(self): pdb_id = tensorcode_to_string(self.pdb_id[0]) logger.error(f"Incompatible masks for {pdb_id}") + # Check that bonds are in token space, NOT atom space + assert torch.all(self.atom_covalent_bond_indices[0] < self.num_tokens) + assert torch.all(self.atom_covalent_bond_indices[1] < self.num_tokens) + @cached_property def residue_names(self) -> list[str]: return batch_tensorcode_to_string(self.token_residue_name) @@ -180,10 +184,10 @@ def merge( n_tokens = sum(x.num_tokens for x in contexts) token_index = torch.arange(n_tokens, dtype=torch.int) - # Merge and offset bond indices + # Merge and offset bond indices, which are indexed by *token* atom_covalent_bond_indices_manual_a = [] atom_covalent_bond_indices_manual_b = [] - for ctx, count in zip(contexts, atom_offsets): + for ctx, count in zip(contexts, token_offsets): if ctx.atom_covalent_bond_indices is None: continue a, b = ctx.atom_covalent_bond_indices diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py index 3d29cad..56eab5a 100644 --- a/chai_lab/data/dataset/structure/bond_utils.py +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -14,6 +14,7 @@ from chai_lab.utils.typing import Int, UInt8, typecheck +@typecheck def get_atom_covalent_bond_pairs_from_constraints( provided_constraints: list[PairwiseInteraction], token_residue_index: Int[Tensor, "n_tokens"], @@ -87,8 +88,14 @@ def get_atom_covalent_bond_pairs_from_constraints( assert ( torch.sum(left_atom_mask) == torch.sum(right_atom_mask) == 1 ), f"Expect single atoms, got {torch.sum(left_atom_mask)}, {torch.sum(right_atom_mask)}" - ret_a.append(torch.where(left_atom_mask)[0].item()) # type: ignore - ret_b.append(torch.where(right_atom_mask)[0].item()) # type: ignore + + left_atom_idx = torch.where(left_atom_mask)[0] + right_atom_idx = torch.where(right_atom_mask)[0] + left_token_idx = atom_token_index[left_atom_idx] + right_token_idx = atom_token_index[right_atom_idx] + + ret_a.append(left_token_idx.item()) # type: ignore + ret_b.append(right_token_idx.item()) # type: ignore case PairwiseInteractionType.CONTACT | PairwiseInteractionType.POCKET: # These are handled as constraints, not as bonds From 37ec9708bd33a55a3118e5d5af1ab1a29161f9b5 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 03:23:30 +0000 Subject: [PATCH 08/28] Debugging code --- chai_lab/chai1.py | 1 + .../dataset/structure/all_atom_structure_context.py | 13 +++++++++++++ chai_lab/data/dataset/structure/bond_utils.py | 2 +- 3 files changed, 15 insertions(+), 1 deletion(-) diff --git a/chai_lab/chai1.py b/chai_lab/chai1.py index 61f2d8a..d338755 100644 --- a/chai_lab/chai1.py +++ b/chai_lab/chai1.py @@ -449,6 +449,7 @@ def run_folding_on_context( raise_if_too_many_templates(feature_context.template_context.num_templates) raise_if_msa_too_deep(feature_context.msa_context.depth) # NOTE profile MSA used only for statistics; no depth check + feature_context.structure_context.report_bonds() ## ## Prepare batch diff --git a/chai_lab/data/dataset/structure/all_atom_structure_context.py b/chai_lab/data/dataset/structure/all_atom_structure_context.py index 09b582d..f910f3b 100644 --- a/chai_lab/data/dataset/structure/all_atom_structure_context.py +++ b/chai_lab/data/dataset/structure/all_atom_structure_context.py @@ -92,6 +92,19 @@ def __post_init__(self): def residue_names(self) -> list[str]: return batch_tensorcode_to_string(self.token_residue_name) + def report_bonds(self) -> None: + """Print information about covalent bonds.""" + for i, (cov_a, cov_b) in enumerate(zip(*self.atom_covalent_bond_indices)): + asym_a = self.token_asym_id[cov_a] + asym_b = self.token_asym_id[cov_b] + res_idx_a = self.token_residue_index[cov_a] + res_idx_b = self.token_residue_index[cov_b] + resname_a = tensorcode_to_string(self.token_residue_name[cov_a]) + resname_b = tensorcode_to_string(self.token_residue_name[cov_b]) + print( + f"Bond {i}: {asym_a} {res_idx_a} {resname_a} <> {asym_b} {res_idx_b} {resname_b}" + ) + def pad( self, n_tokens: int, diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py index 56eab5a..feb0439 100644 --- a/chai_lab/data/dataset/structure/bond_utils.py +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -73,7 +73,7 @@ def get_atom_covalent_bond_pairs_from_constraints( ) assert torch.any(left_atoms_mask) and torch.any(right_atoms_mask) - # Find atoms matching by name + # Find atoms matching on atom name left_name_mask = torch.tensor( [n == constraint.atom_nameA for n in atom_ref_name], dtype=torch.bool, From 37f9db20861c8856aa84c24562d04101bc8bfc4c Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 03:25:50 +0000 Subject: [PATCH 09/28] Fix off by one --- examples/glycosylation/bonds.restraints | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/glycosylation/bonds.restraints b/examples/glycosylation/bonds.restraints index 7bbc469..a1a15a3 100644 --- a/examples/glycosylation/bonds.restraints +++ b/examples/glycosylation/bonds.restraints @@ -1,2 +1,2 @@ chainA,res_idxA,chainB,res_idxB,connection_type,confidence,min_distance_angstrom,max_distance_angstrom,comment,restraint_id -A,N437@N,B,@C4,covalent,1.0,0.0,6.0,protein-glycan,restraint_1 +A,N436@N,B,@C4,covalent,1.0,0.0,6.0,protein-glycan,restraint_1 From 5d8ec19087dd7ab77e18b4a488ff760d3e3bb833 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 04:24:02 +0000 Subject: [PATCH 10/28] Do everything in token space --- .../data/features/generators/token_bond.py | 20 ++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/chai_lab/data/features/generators/token_bond.py b/chai_lab/data/features/generators/token_bond.py index a7fb716..23e4eae 100644 --- a/chai_lab/data/features/generators/token_bond.py +++ b/chai_lab/data/features/generators/token_bond.py @@ -27,7 +27,7 @@ def __init__(self): def get_input_kwargs_from_batch(self, batch: dict[str, Any]) -> dict: return dict( token_exists_mask=batch["inputs"]["token_exists_mask"], - atom_token_index=batch["inputs"]["atom_token_index"].long(), + # atom_token_index=batch["inputs"]["atom_token_index"].long(), atom_covalent_bond_indices=batch["inputs"]["atom_covalent_bond_indices"], ) @@ -40,7 +40,7 @@ def apply_mask(self, feature: Tensor, mask: Tensor, mask_ty: FeatureType) -> Ten def _generate( self, token_exists_mask: Bool[Tensor, "b n"], - atom_token_index: Int[Tensor, "b a"], + # atom_token_index: Int[Tensor, "b a"], atom_covalent_bond_indices: list[ tuple[Int[Tensor, "bonds"], Int[Tensor, "bonds"]] ], @@ -51,12 +51,14 @@ def _generate( for batch_idx, (left_indices, right_indices) in enumerate( atom_covalent_bond_indices ): - left_token_indices = torch.gather( - atom_token_index[batch_idx], dim=0, index=left_indices - ) - right_token_indices = torch.gather( - atom_token_index[batch_idx], dim=0, index=right_indices - ) - bond_feature[batch_idx][left_token_indices, right_token_indices] = 1 + bond_feature[batch_idx][left_indices, right_indices] = 1 + # left_token_indices = torch.gather( + # atom_token_index[batch_idx], dim=0, index=left_indices + # ) + # right_token_indices = torch.gather( + # atom_token_index[batch_idx], dim=0, index=right_indices + # ) + # print(left_token_indices, right_token_indices) + # bond_feature[batch_idx][left_token_indices, right_token_indices] = 1 return self.make_feature(bond_feature.unsqueeze(-1)) From f85d3f7d2472cce34f609789484003ef2446cd07 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 05:16:51 +0000 Subject: [PATCH 11/28] Back to atomland --- .../structure/all_atom_structure_context.py | 32 ++++++++++--------- chai_lab/data/dataset/structure/bond_utils.py | 11 +++---- .../data/features/generators/token_bond.py | 21 ++++++------ .../glycosylation/predict_glycosylated.py | 8 +++-- 4 files changed, 36 insertions(+), 36 deletions(-) diff --git a/chai_lab/data/dataset/structure/all_atom_structure_context.py b/chai_lab/data/dataset/structure/all_atom_structure_context.py index f910f3b..ab02276 100644 --- a/chai_lab/data/dataset/structure/all_atom_structure_context.py +++ b/chai_lab/data/dataset/structure/all_atom_structure_context.py @@ -65,7 +65,7 @@ class AllAtomStructureContext: is_distillation: Bool[Tensor, "1"] # symmetric atom swap indices symmetries: Int[Tensor, "n_atoms n_symmetries"] - # token bond feature + # atom-wise bond feature; corresponding lists of atoms that are covalently bound atom_covalent_bond_indices: tuple[Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"]] def __post_init__(self): @@ -84,25 +84,27 @@ def __post_init__(self): pdb_id = tensorcode_to_string(self.pdb_id[0]) logger.error(f"Incompatible masks for {pdb_id}") - # Check that bonds are in token space, NOT atom space - assert torch.all(self.atom_covalent_bond_indices[0] < self.num_tokens) - assert torch.all(self.atom_covalent_bond_indices[1] < self.num_tokens) + # Check that bonds are specified in atom space + assert torch.all(self.atom_covalent_bond_indices[0] < self.num_atoms) + assert torch.all(self.atom_covalent_bond_indices[1] < self.num_atoms) @cached_property def residue_names(self) -> list[str]: return batch_tensorcode_to_string(self.token_residue_name) def report_bonds(self) -> None: - """Print information about covalent bonds.""" - for i, (cov_a, cov_b) in enumerate(zip(*self.atom_covalent_bond_indices)): - asym_a = self.token_asym_id[cov_a] - asym_b = self.token_asym_id[cov_b] - res_idx_a = self.token_residue_index[cov_a] - res_idx_b = self.token_residue_index[cov_b] - resname_a = tensorcode_to_string(self.token_residue_name[cov_a]) - resname_b = tensorcode_to_string(self.token_residue_name[cov_b]) - print( - f"Bond {i}: {asym_a} {res_idx_a} {resname_a} <> {asym_b} {res_idx_b} {resname_b}" + """Log information about covalent bonds.""" + for i, (atom_a, atom_b) in enumerate(zip(*self.atom_covalent_bond_indices)): + tok_a = self.atom_token_index[atom_a] + tok_b = self.atom_token_index[atom_b] + asym_a = self.token_asym_id[tok_a] + asym_b = self.token_asym_id[tok_b] + res_idx_a = self.token_residue_index[tok_a] + res_idx_b = self.token_residue_index[tok_b] + resname_a = tensorcode_to_string(self.token_residue_name[tok_a]) + resname_b = tensorcode_to_string(self.token_residue_name[tok_b]) + logging.info( + f"Bond {i} (asym res_idx resname): {asym_a} {res_idx_a} {resname_a} <> {asym_b} {res_idx_b} {resname_b}" ) def pad( @@ -200,7 +202,7 @@ def merge( # Merge and offset bond indices, which are indexed by *token* atom_covalent_bond_indices_manual_a = [] atom_covalent_bond_indices_manual_b = [] - for ctx, count in zip(contexts, token_offsets): + for ctx, count in zip(contexts, atom_offsets): if ctx.atom_covalent_bond_indices is None: continue a, b = ctx.atom_covalent_bond_indices diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py index feb0439..094075d 100644 --- a/chai_lab/data/dataset/structure/bond_utils.py +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -89,13 +89,10 @@ def get_atom_covalent_bond_pairs_from_constraints( torch.sum(left_atom_mask) == torch.sum(right_atom_mask) == 1 ), f"Expect single atoms, got {torch.sum(left_atom_mask)}, {torch.sum(right_atom_mask)}" - left_atom_idx = torch.where(left_atom_mask)[0] - right_atom_idx = torch.where(right_atom_mask)[0] - left_token_idx = atom_token_index[left_atom_idx] - right_token_idx = atom_token_index[right_atom_idx] - - ret_a.append(left_token_idx.item()) # type: ignore - ret_b.append(right_token_idx.item()) # type: ignore + (left_atom_idx,) = torch.where(left_atom_mask) + (right_atom_idx,) = torch.where(right_atom_mask) + ret_a.append(left_atom_idx.item()) # type: ignore + ret_b.append(right_atom_idx.item()) # type: ignore case PairwiseInteractionType.CONTACT | PairwiseInteractionType.POCKET: # These are handled as constraints, not as bonds diff --git a/chai_lab/data/features/generators/token_bond.py b/chai_lab/data/features/generators/token_bond.py index 23e4eae..6d7299e 100644 --- a/chai_lab/data/features/generators/token_bond.py +++ b/chai_lab/data/features/generators/token_bond.py @@ -27,7 +27,7 @@ def __init__(self): def get_input_kwargs_from_batch(self, batch: dict[str, Any]) -> dict: return dict( token_exists_mask=batch["inputs"]["token_exists_mask"], - # atom_token_index=batch["inputs"]["atom_token_index"].long(), + atom_token_index=batch["inputs"]["atom_token_index"].long(), atom_covalent_bond_indices=batch["inputs"]["atom_covalent_bond_indices"], ) @@ -40,7 +40,7 @@ def apply_mask(self, feature: Tensor, mask: Tensor, mask_ty: FeatureType) -> Ten def _generate( self, token_exists_mask: Bool[Tensor, "b n"], - # atom_token_index: Int[Tensor, "b a"], + atom_token_index: Int[Tensor, "b a"], atom_covalent_bond_indices: list[ tuple[Int[Tensor, "bonds"], Int[Tensor, "bonds"]] ], @@ -51,14 +51,13 @@ def _generate( for batch_idx, (left_indices, right_indices) in enumerate( atom_covalent_bond_indices ): - bond_feature[batch_idx][left_indices, right_indices] = 1 - # left_token_indices = torch.gather( - # atom_token_index[batch_idx], dim=0, index=left_indices - # ) - # right_token_indices = torch.gather( - # atom_token_index[batch_idx], dim=0, index=right_indices - # ) - # print(left_token_indices, right_token_indices) - # bond_feature[batch_idx][left_token_indices, right_token_indices] = 1 + # convert from atom index to token index + left_token_indices = torch.gather( + atom_token_index[batch_idx], dim=0, index=left_indices + ) + right_token_indices = torch.gather( + atom_token_index[batch_idx], dim=0, index=right_indices + ) + bond_feature[batch_idx][left_token_indices, right_token_indices] = 1 return self.make_feature(bond_feature.unsqueeze(-1)) diff --git a/examples/glycosylation/predict_glycosylated.py b/examples/glycosylation/predict_glycosylated.py index b66e568..faaeeea 100644 --- a/examples/glycosylation/predict_glycosylated.py +++ b/examples/glycosylation/predict_glycosylated.py @@ -4,6 +4,8 @@ from chai_lab.chai1 import run_inference +logging.basicConfig(level=logging.INFO) + glycosylated_fasta = """ >protein|1AC5 LPSSEEYKVAYELLPGLSEVPDPSNIPQMHAGHIPLRSEDADEQDSSDLEYFFWKFTNNDSNGNVDRPLIIWLNGGPGCSSMDGALVESGPFRVNSDGKLYLNEGSWISKGDLLFIDQPTGTGFSVEQNKDEGKIDKNKFDEDLEDVTKHFMDFLENYFKIFPEDLTRKIILSGESYAGQYIPFFANAILNHNKFSKIDGDTYDLKALLIGNGWIDPNTQSLSYLPFAMEKKLIDESNPNFKHLTNAHENCQNLINSASTDEAAHFSYQECENILNLLLSYTRESSQKGTADCLNMYNFNLKDSYPSCGMNWPKDISFVSKFFSTPGVIDSLHLDSDKIDHWKECTNSVGTKLSNPISKPSIHLLPGLLESGIEIVLFNGDKDLICNNKGVLDTIDNLKWGGIKGFSDDAVSFDWIHKSKSTDDSEEFSGYVKYDRNLTFVSVYNASHMVPFDKSLVSRGIVDIYSNDVMIIDNNGKNVMITT @@ -15,18 +17,18 @@ fasta_path.write_text(glycosylated_fasta) # Inference expects an empty directory; enforce this -output_dir = Path("/tmp/outputs") +output_dir = Path("/workspaces/chai-lab/tmp/outputs") if output_dir.exists(): logging.warning(f"Removing old output directory: {output_dir}") shutil.rmtree(output_dir) -output_dir.mkdir(exist_ok=True) +output_dir.mkdir(exist_ok=True, parents=True) candidates = run_inference( fasta_file=fasta_path, output_dir=output_dir, constraint_path=Path(__file__).with_name("bonds.restraints"), # 'default' setup - num_trunk_recycles=1, + num_trunk_recycles=3, num_diffn_timesteps=200, seed=42, device="cuda:0", From dd348ceae30681bfe2fa059bd993671d6694c3c0 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 05:25:50 +0000 Subject: [PATCH 12/28] Expand example, fix validation --- chai_lab/data/parsing/input_validation.py | 2 +- examples/glycosylation/bonds.restraints | 3 ++- examples/glycosylation/predict_glycosylated.py | 2 ++ 3 files changed, 5 insertions(+), 2 deletions(-) diff --git a/chai_lab/data/parsing/input_validation.py b/chai_lab/data/parsing/input_validation.py index 091e295..c1de044 100644 --- a/chai_lab/data/parsing/input_validation.py +++ b/chai_lab/data/parsing/input_validation.py @@ -74,5 +74,5 @@ def identify_potential_entity_types(sequence: str) -> list[EntityType]: ascii_symbols = string.ascii_letters + string.digits + ".-+=#$%:/\\[]()<>@" if set.issubset(set(sequence.upper()), set(ascii_symbols)): - possible_entity_types.append(EntityType.LIGAND) + possible_entity_types.extend([EntityType.LIGAND, EntityType.MANUAL_GLYCAN]) return possible_entity_types diff --git a/examples/glycosylation/bonds.restraints b/examples/glycosylation/bonds.restraints index a1a15a3..c1386e7 100644 --- a/examples/glycosylation/bonds.restraints +++ b/examples/glycosylation/bonds.restraints @@ -1,2 +1,3 @@ chainA,res_idxA,chainB,res_idxB,connection_type,confidence,min_distance_angstrom,max_distance_angstrom,comment,restraint_id -A,N436@N,B,@C4,covalent,1.0,0.0,6.0,protein-glycan,restraint_1 +A,N436@N,B,@C4,covalent,1.0,0.0,0.0,protein-glycan,bond1 +A,N444@N,C,@C4,covalent,1.0,0.0,0.0,protein-glycan,bond2 \ No newline at end of file diff --git a/examples/glycosylation/predict_glycosylated.py b/examples/glycosylation/predict_glycosylated.py index faaeeea..90ee16c 100644 --- a/examples/glycosylation/predict_glycosylated.py +++ b/examples/glycosylation/predict_glycosylated.py @@ -11,6 +11,8 @@ LPSSEEYKVAYELLPGLSEVPDPSNIPQMHAGHIPLRSEDADEQDSSDLEYFFWKFTNNDSNGNVDRPLIIWLNGGPGCSSMDGALVESGPFRVNSDGKLYLNEGSWISKGDLLFIDQPTGTGFSVEQNKDEGKIDKNKFDEDLEDVTKHFMDFLENYFKIFPEDLTRKIILSGESYAGQYIPFFANAILNHNKFSKIDGDTYDLKALLIGNGWIDPNTQSLSYLPFAMEKKLIDESNPNFKHLTNAHENCQNLINSASTDEAAHFSYQECENILNLLLSYTRESSQKGTADCLNMYNFNLKDSYPSCGMNWPKDISFVSKFFSTPGVIDSLHLDSDKIDHWKECTNSVGTKLSNPISKPSIHLLPGLLESGIEIVLFNGDKDLICNNKGVLDTIDNLKWGGIKGFSDDAVSFDWIHKSKSTDDSEEFSGYVKYDRNLTFVSVYNASHMVPFDKSLVSRGIVDIYSNDVMIIDNNGKNVMITT >glycan|two-sugar NAG(1-4 NAG) +>glycan|one-sugar +NAG """ fasta_path = Path("/tmp/example.fasta") From 8c014050d691b20f57525fffaf2d5b50578e511d Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 05:52:25 +0000 Subject: [PATCH 13/28] Documentaion --- examples/glycosylation/README.md | 62 ++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 examples/glycosylation/README.md diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md new file mode 100644 index 0000000..6d79ae1 --- /dev/null +++ b/examples/glycosylation/README.md @@ -0,0 +1,62 @@ +# Working with bond restraints + +Chai-1 supports specifying covalent bonds as input, which specify covalent linkages between atoms in the folded complex. This is particularly useful for specifying glycosylation events, which we demonstrate below. + +NOTE: Chai-1 was not trained on disulfide bonds, and we have not evaluated whether specifying such bond information yields expected behaviors. + +## Glycans + +We adopt an abbreviated syntax for specifying glycans, which is best explained with a series of examples. + +### Single-ring glycan + +Let's say we have a glycan that is a single sugar ring, a 2-acetamido-2-deoxy-beta-D-glucopyranose. The [CCD code](https://www.rcsb.org/ligand/NAG) for this sugar is `NAG`, so we simply specify this sugar with the following fasta entry: +``` +>protein|example-protein +...N... +>glycan|example-single-sugar +NAG +``` + +Now, a glycan is also covalently bound to a residue; to specify this, we include the following line in our restraints file (see our documentation on restraints as well): + +chainA|res_idxA|chainB|res_idxB|connection_type|confidence|min_distance_angstrom|max_distance_angstrom|comment|restraint_id +|---|---|---|---|---|---|---|---|---|---| +A|N436@N|B|@C4|covalent|1.0|0.0|0.0|protein-glycan|bond1 + +Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. + + +### Multi-ring glycan + +Working through a more complex example, let's say we have a two-ring ligand such as that shown in the PDB structure [1AC5](https://www.rcsb.org/structure/1ac5). We introduce syntax for specifying bonds **within glycans** within the fasta record as such: + +``` +>protein|example-protein +...N... +>glycan|example-dual-sugar +NAG(1-4 NAG) +``` + +This syntax specifies that the root of the glycan is the leading `NAG` ring. The parentheses indicate that we are attaching another molecule to the ring directly preceding the parentheses. The `1-4` syntax "draws" a bond between the C1 atom of the previous "root" `NAG` and the C4 atom of the subsequent `NAG` ring. To specify how this glycan ought to be connected to the protein, we again use the restraints file to specify a residue and atom to which the glycan is bound, and the carbon atom within the root glycan ring that is bound. + +chainA|res_idxA|chainB|res_idxB|connection_type|confidence|min_distance_angstrom|max_distance_angstrom|comment|restraint_id +|---|---|---|---|---|---|---|---|---|---| +A|N436@N|B|@C4|covalent|1.0|0.0|0.0|protein-glycan|bond1 + +You can chain this syntax to create longer ligands: +``` +>glycan|4-NAG-in-a-linear-chain +NAG(1-4 NAG(1-4 NAG(1-4 NAG))) +``` + +...and to create branched ligands +``` +>glycan|branched-glycan +NAG(1-4 NAG(1-4 NAG))(3-4 MAN) +``` +This branched example has a root `NAG` ring with a branch with two more `NAG` rings and a branch with a single `MAN` ring. + +### Example + +We have included an example of how glycans can be specified under `predict_glycosylated.py` in this directory, along with its corresponding `bonds.restraints` csv file. This example is based on the PDB structure [1AC5](https://www.rcsb.org/structure/1ac5). \ No newline at end of file From 0544615d5b71944703ba1414b7279eda380bb3f0 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 05:55:10 +0000 Subject: [PATCH 14/28] Add tests --- examples/glycosylation/README.md | 2 +- tests/test_glycans.py | 44 ++++++++++++++++++++++++++++++++ 2 files changed, 45 insertions(+), 1 deletion(-) create mode 100644 tests/test_glycans.py diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 6d79ae1..3ffb9e5 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -55,7 +55,7 @@ NAG(1-4 NAG(1-4 NAG(1-4 NAG))) >glycan|branched-glycan NAG(1-4 NAG(1-4 NAG))(3-4 MAN) ``` -This branched example has a root `NAG` ring with a branch with two more `NAG` rings and a branch with a single `MAN` ring. +This branched example has a root `NAG` ring with a branch with two more `NAG` rings and a branch with a single `MAN` ring. For additional examples, please refer to the examples tested in the `tests/test_glycans.py` test file. ### Example diff --git a/tests/test_glycans.py b/tests/test_glycans.py new file mode 100644 index 0000000..7c3d646 --- /dev/null +++ b/tests/test_glycans.py @@ -0,0 +1,44 @@ +# Copyright (c) 2024 Chai Discovery, Inc. +# Licensed under the Apache License, Version 2.0. +# See the LICENSE file for details. +from chai_lab.data.parsing.glycans import _glycan_string_to_sugars_and_bonds + + +def test_complex_parsing(): + glycan = "MAN(6-1 FUC)(4-1 MAN(6-1 MAN(6-1 MAN)))" + sugars, bonds = _glycan_string_to_sugars_and_bonds(glycan) + assert len(sugars) == 5 + + bond1, bond2, bond3, bond4 = bonds + + assert bond1.src_sugar_index == 0 + assert bond1.dst_sugar_index == 1 + assert bond2.src_sugar_index == 0 + assert bond2.dst_sugar_index == 2 + assert bond3.src_sugar_index == 2 + assert bond3.src_sugar_index == 2 + assert bond3.dst_sugar_index == 3 + assert bond4.src_sugar_index == 3 + assert bond4.dst_sugar_index == 4 + + +def test_complex_parsing_2(): + glycan = ( + "MAN(4-1 FUC(4-1 MAN)(6-1 FUC(4-1 MAN)))(6-1 MAN(6-1 MAN(4-1 MAN)(6-1 FUC)))" + ) + sugars, bonds = _glycan_string_to_sugars_and_bonds(glycan) + assert len(sugars) == 9 + + expected_bonds = [ + (0, 1), + (1, 2), + (1, 3), + (3, 4), + (0, 5), + (5, 6), + (6, 7), + (6, 8), + ] + for (expected_src, expected_dst), bond in zip(expected_bonds, bonds, strict=True): + assert bond.src_sugar_index == expected_src + assert bond.dst_sugar_index == expected_dst From d23d3b1f9908a545230b4205b2ef94aaa2fd5bff Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 05:57:15 +0000 Subject: [PATCH 15/28] Documentation updates --- examples/glycosylation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 3ffb9e5..8d61ea5 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -1,6 +1,6 @@ # Working with bond restraints -Chai-1 supports specifying covalent bonds as input, which specify covalent linkages between atoms in the folded complex. This is particularly useful for specifying glycosylation events, which we demonstrate below. +Chai-1 supports specifying covalent bonds as input, which specify covalent linkages between atoms in the folded complex. This is particularly useful for specifying glycosylation events, which we demonstrate below, but can be generally used to specify "non-canonical" bonds in a structure. NOTE: Chai-1 was not trained on disulfide bonds, and we have not evaluated whether specifying such bond information yields expected behaviors. From c5fb00091ec7e0de055517ccf8164cc13953a468 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 05:58:55 +0000 Subject: [PATCH 16/28] Documentation updates --- examples/glycosylation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 8d61ea5..7bf00a4 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -24,7 +24,7 @@ chainA|res_idxA|chainB|res_idxB|connection_type|confidence|min_distance_angstrom |---|---|---|---|---|---|---|---|---|---| A|N436@N|B|@C4|covalent|1.0|0.0|0.0|protein-glycan|bond1 -Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. +Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other glycans, you will need check how the specific version of `gemmi` that we use in `chai-lab` assigns atom names and use the same atom names to specify your bonds. ### Multi-ring glycan From d54e2b5ac73019e8ae69c4f809c11443a1c41486 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 17:55:23 +0000 Subject: [PATCH 17/28] Update example --- examples/glycosylation/1ac5.fasta | 6 ++++++ examples/glycosylation/predict_glycosylated.py | 14 +------------- 2 files changed, 7 insertions(+), 13 deletions(-) create mode 100644 examples/glycosylation/1ac5.fasta diff --git a/examples/glycosylation/1ac5.fasta b/examples/glycosylation/1ac5.fasta new file mode 100644 index 0000000..3e952e0 --- /dev/null +++ b/examples/glycosylation/1ac5.fasta @@ -0,0 +1,6 @@ +>protein|1AC5 +LPSSEEYKVAYELLPGLSEVPDPSNIPQMHAGHIPLRSEDADEQDSSDLEYFFWKFTNNDSNGNVDRPLIIWLNGGPGCSSMDGALVESGPFRVNSDGKLYLNEGSWISKGDLLFIDQPTGTGFSVEQNKDEGKIDKNKFDEDLEDVTKHFMDFLENYFKIFPEDLTRKIILSGESYAGQYIPFFANAILNHNKFSKIDGDTYDLKALLIGNGWIDPNTQSLSYLPFAMEKKLIDESNPNFKHLTNAHENCQNLINSASTDEAAHFSYQECENILNLLLSYTRESSQKGTADCLNMYNFNLKDSYPSCGMNWPKDISFVSKFFSTPGVIDSLHLDSDKIDHWKECTNSVGTKLSNPISKPSIHLLPGLLESGIEIVLFNGDKDLICNNKGVLDTIDNLKWGGIKGFSDDAVSFDWIHKSKSTDDSEEFSGYVKYDRNLTFVSVYNASHMVPFDKSLVSRGIVDIYSNDVMIIDNNGKNVMITT +>glycan|two-sugar +NAG(1-4 NAG) +>glycan|one-sugar +NAG \ No newline at end of file diff --git a/examples/glycosylation/predict_glycosylated.py b/examples/glycosylation/predict_glycosylated.py index 90ee16c..ac4cf9a 100644 --- a/examples/glycosylation/predict_glycosylated.py +++ b/examples/glycosylation/predict_glycosylated.py @@ -6,18 +6,6 @@ logging.basicConfig(level=logging.INFO) -glycosylated_fasta = """ ->protein|1AC5 -LPSSEEYKVAYELLPGLSEVPDPSNIPQMHAGHIPLRSEDADEQDSSDLEYFFWKFTNNDSNGNVDRPLIIWLNGGPGCSSMDGALVESGPFRVNSDGKLYLNEGSWISKGDLLFIDQPTGTGFSVEQNKDEGKIDKNKFDEDLEDVTKHFMDFLENYFKIFPEDLTRKIILSGESYAGQYIPFFANAILNHNKFSKIDGDTYDLKALLIGNGWIDPNTQSLSYLPFAMEKKLIDESNPNFKHLTNAHENCQNLINSASTDEAAHFSYQECENILNLLLSYTRESSQKGTADCLNMYNFNLKDSYPSCGMNWPKDISFVSKFFSTPGVIDSLHLDSDKIDHWKECTNSVGTKLSNPISKPSIHLLPGLLESGIEIVLFNGDKDLICNNKGVLDTIDNLKWGGIKGFSDDAVSFDWIHKSKSTDDSEEFSGYVKYDRNLTFVSVYNASHMVPFDKSLVSRGIVDIYSNDVMIIDNNGKNVMITT ->glycan|two-sugar -NAG(1-4 NAG) ->glycan|one-sugar -NAG -""" - -fasta_path = Path("/tmp/example.fasta") -fasta_path.write_text(glycosylated_fasta) - # Inference expects an empty directory; enforce this output_dir = Path("/workspaces/chai-lab/tmp/outputs") if output_dir.exists(): @@ -26,7 +14,7 @@ output_dir.mkdir(exist_ok=True, parents=True) candidates = run_inference( - fasta_file=fasta_path, + fasta_file=Path(__file__).with_name("1ac5.fasta"), output_dir=output_dir, constraint_path=Path(__file__).with_name("bonds.restraints"), # 'default' setup From 9106ec4ac14361df87978d2cf92f34884e148bd6 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 17:56:13 +0000 Subject: [PATCH 18/28] Misc. --- chai_lab/data/dataset/constraints/restraint_context.py | 2 +- examples/glycosylation/predict_glycosylated.py | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/chai_lab/data/dataset/constraints/restraint_context.py b/chai_lab/data/dataset/constraints/restraint_context.py index a24f7a9..28348a2 100644 --- a/chai_lab/data/dataset/constraints/restraint_context.py +++ b/chai_lab/data/dataset/constraints/restraint_context.py @@ -98,7 +98,7 @@ def load_manual_restraints_for_chai1( contact_constraints: list[ContactRestraint] = [] pocket_constraints: list[PocketRestraint] = [] - logger.info(f"Loading {len(provided_constraints)} constraints...") + logger.info(f"Loading {len(provided_constraints)} restraints...") for constraint in provided_constraints: match ctype := constraint.connection_type: case PairwiseInteractionType.COVALENT: diff --git a/examples/glycosylation/predict_glycosylated.py b/examples/glycosylation/predict_glycosylated.py index ac4cf9a..4734b77 100644 --- a/examples/glycosylation/predict_glycosylated.py +++ b/examples/glycosylation/predict_glycosylated.py @@ -17,7 +17,6 @@ fasta_file=Path(__file__).with_name("1ac5.fasta"), output_dir=output_dir, constraint_path=Path(__file__).with_name("bonds.restraints"), - # 'default' setup num_trunk_recycles=3, num_diffn_timesteps=200, seed=42, From da6a7305d298d7bad6df1bc22768ccc51747d2ca Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 18:00:35 +0000 Subject: [PATCH 19/28] Update README --- examples/glycosylation/README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 7bf00a4..1ca1302 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -2,7 +2,9 @@ Chai-1 supports specifying covalent bonds as input, which specify covalent linkages between atoms in the folded complex. This is particularly useful for specifying glycosylation events, which we demonstrate below, but can be generally used to specify "non-canonical" bonds in a structure. -NOTE: Chai-1 was not trained on disulfide bonds, and we have not evaluated whether specifying such bond information yields expected behaviors. +A few notes: +- Chai-1 was not trained on disulfide bonds, and we have not evaluated whether specifying such bond information yields expected behaviors. +- These bond restraints should not be used to specify modified amino acids that already have an associated CCD code; for these examples, specify the modified residue's CCD code in parentheses directly in the sequence, e.g., `RKDES(MSE)EES` to specify a selenomethionine. ## Glycans From dd595c7ba51c5e88686ec954b828de98a64d31a6 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 18:05:47 +0000 Subject: [PATCH 20/28] Doc updates --- README.md | 2 +- examples/glycosylation/README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 11fcbfb..d01ac21 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ For user convenience, we also support automatic MSA generation via the ColabFold How can I customize the inputs to the model further?

-For more advanced use cases, we also expose the `chai_lab.chai1.run_folding_on_context`, which allows users to construct an `AllAtomFeatureContext` manually. This allows users to specify their own templates, MSAs, embeddings, and constraints. We currently provide an example of how to construct an embeddings context as well as an MSA context, and will be releasing helper methods to build template contexts soon. +For more advanced use cases, we also expose the `chai_lab.chai1.run_folding_on_context`, which allows users to construct an `AllAtomFeatureContext` manually. This allows users to specify their own templates, MSAs, embeddings, and constraints, including support for specifying covalent bonds (for example, for specifying branched ligands). We currently provide examples of how to construct an embeddings context, an MSA context, restraint contexts, and covalent bonds. We will be releasing helper methods to build template contexts soon.

diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 1ca1302..e86a129 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -4,7 +4,7 @@ Chai-1 supports specifying covalent bonds as input, which specify covalent linka A few notes: - Chai-1 was not trained on disulfide bonds, and we have not evaluated whether specifying such bond information yields expected behaviors. -- These bond restraints should not be used to specify modified amino acids that already have an associated CCD code; for these examples, specify the modified residue's CCD code in parentheses directly in the sequence, e.g., `RKDES(MSE)EES` to specify a selenomethionine. +- These bond restraints should not be used to specify modified amino acids that already have an associated CCD code; for these examples, include the modified residue's CCD code in parentheses directly in the sequence in place of its canonical residue, e.g., `RKDES(MSE)EES` to specify a selenomethionine at the 6th position. ## Glycans From 74ed9f523de6b83ae1f726c0cce6c90471e93355 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 18:18:16 +0000 Subject: [PATCH 21/28] Add example prediction --- examples/glycosylation/README.md | 4 +++- examples/glycosylation/output.png | Bin 0 -> 1201772 bytes 2 files changed, 3 insertions(+), 1 deletion(-) create mode 100644 examples/glycosylation/output.png diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index e86a129..34f4401 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -61,4 +61,6 @@ This branched example has a root `NAG` ring with a branch with two more `NAG` ri ### Example -We have included an example of how glycans can be specified under `predict_glycosylated.py` in this directory, along with its corresponding `bonds.restraints` csv file. This example is based on the PDB structure [1AC5](https://www.rcsb.org/structure/1ac5). \ No newline at end of file +We have included an example of how glycans can be specified under `predict_glycosylated.py` in this directory, along with its corresponding `bonds.restraints` csv file. This example is based on the PDB structure [1AC5](https://www.rcsb.org/structure/1ac5). The predicted structrue (colored, glycans in purple and orange, protein in green) from this script should look like the following when aligned with the ground truth 1AC5 structure (gray): + +![glycan example prediction](./output.png) diff --git a/examples/glycosylation/output.png b/examples/glycosylation/output.png new file mode 100644 index 0000000000000000000000000000000000000000..aa076dfd2b01a4d5cc53cb3d2b43f6350a74b1e4 GIT binary patch literal 1201772 zcmeFYi8~Zr{5C$eOl27=RCW=vFC{zK8X}Xj6JyKR_nqupBxB2#WwJGdW@O)aBqZ7Q zeTyM`w)c3R-+O)E>-zl*-??;EhM76%e3tuj-}i}ns;NqO<<=Dl1VZ^(O$h;kT#|=C zNIyd_f$!uIg{OeOE<35|yFwt$Ef;@?9DcaVf^Sl}DeJjCbF^~vG;^_pJoSE}rLo`W zQxBeDxOnC{LIYys=H?_RDCp_wDd6O7?`S9B=wh83|3DK0VTC+aQqb|r_&w>3HX8I7 z{7aZR))4pDn?RJ1<3d9(akQ}ttLYJ67WQf3^78n-z~3q8yxC)T!1=Z=y?;V_y6(#-q zqw2-(Ykqx%gKGvT7|s7Y#AzQ+OUWz!&tq2w2~qr?|0+>N5JCUv$7#eFFR}hV&;D{^ z2>O3sPP^6Ye}DOZH|&3dMCpGMgXVvWfztoKdZHRUgCbYd=uQ2~-ysYtD=ULwvl~^D zbbSZ17gd(&DjJ~<@gp6)J(@+j^$d$ko33ZScu0C&#_stMNN8vTsuyUrd6QmzE%i-H 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zOo2ne^0{eWMoQCGd)V^uc8Zo#VA6Diy_kvsMp(ui=J~hm%4)m*2EiLo9Dspc8%>QZc{|?7TuHalgrj; zkv}r#a%gw_cX#$NE@B+y_~P6?vE7=9c=K=<(7eul09Wkd=SHvKphzT6>S75nNt_O1 z6T*1TG2lBdtZ4Xc-Lo3=T`&?NkpEN;fMdHR!7oTAZ>W-x?5g`-xnEkoO;(0&n}ez#bll zSOM+;T8)CR>Y6cALyo4y!zaI1-DV@B# literal 0 HcmV?d00001 From be04cdc1091610d341df94c5b579733f519d017b Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 22:36:00 +0000 Subject: [PATCH 22/28] Documentation --- examples/glycosylation/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 34f4401..801a43d 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -1,6 +1,6 @@ # Working with bond restraints -Chai-1 supports specifying covalent bonds as input, which specify covalent linkages between atoms in the folded complex. This is particularly useful for specifying glycosylation events, which we demonstrate below, but can be generally used to specify "non-canonical" bonds in a structure. +Chai-1 supports specifying covalent bonds as input, which specify covalent linkages between atoms in the folded complex. This is useful for specifying covalent modifications such as glycosylation events, which we demonstrate below, but can be generally used to specify arbitrary "non-canonical" bonds in a structure. A few notes: - Chai-1 was not trained on disulfide bonds, and we have not evaluated whether specifying such bond information yields expected behaviors. @@ -26,7 +26,7 @@ chainA|res_idxA|chainB|res_idxB|connection_type|confidence|min_distance_angstrom |---|---|---|---|---|---|---|---|---|---| A|N436@N|B|@C4|covalent|1.0|0.0|0.0|protein-glycan|bond1 -Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other glycans, you will need check how the specific version of `gemmi` that we use in `chai-lab` assigns atom names and use the same atom names to specify your bonds. +Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other ligands, you will need check how the specific version of `gemmi` that we use in `chai-lab` (run `uv pip list | grep gemmi` for version) assigns atom names and use the same atom names to specify your bonds. ### Multi-ring glycan From c81520e0f4f01a3026eca85489b88b8815d0603d Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 22:38:13 +0000 Subject: [PATCH 23/28] Typo fix --- examples/glycosylation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index 801a43d..a160469 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -26,7 +26,7 @@ chainA|res_idxA|chainB|res_idxB|connection_type|confidence|min_distance_angstrom |---|---|---|---|---|---|---|---|---|---| A|N436@N|B|@C4|covalent|1.0|0.0|0.0|protein-glycan|bond1 -Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other ligands, you will need check how the specific version of `gemmi` that we use in `chai-lab` (run `uv pip list | grep gemmi` for version) assigns atom names and use the same atom names to specify your bonds. +Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other ligands, you will need check how the specific version of `rdkit` that we use in `chai-lab` (run `uv pip list | grep rdkit` for version) assigns atom names and use the same atom names to specify your bonds. ### Multi-ring glycan From a9c9e562ec0e55995e4a7eb073b1e3ed23ff4b22 Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 23:07:01 +0000 Subject: [PATCH 24/28] Check residues when building bonds --- chai_lab/chai1.py | 1 + chai_lab/data/dataset/structure/bond_utils.py | 26 +++++++++++++++++++ chai_lab/data/parsing/restraints.py | 4 +-- 3 files changed, 29 insertions(+), 2 deletions(-) diff --git a/chai_lab/chai1.py b/chai_lab/chai1.py index d338755..e5379f7 100644 --- a/chai_lab/chai1.py +++ b/chai_lab/chai1.py @@ -373,6 +373,7 @@ def run_inference( cov_a, cov_b = get_atom_covalent_bond_pairs_from_constraints( provided_constraints=pairs, token_residue_index=merged_context.token_residue_index, + token_residue_name=merged_context.token_residue_name, token_subchain_id=merged_context.subchain_id, token_asym_id=merged_context.token_asym_id, atom_token_index=merged_context.atom_token_index, diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py index 094075d..bd2aeb3 100644 --- a/chai_lab/data/dataset/structure/bond_utils.py +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -3,14 +3,17 @@ # See the LICENSE file for details. import torch +from einops import rearrange from torch import Tensor +from chai_lab.data import residue_constants as rc from chai_lab.data.parsing.glycans import _glycan_string_to_sugars_and_bonds from chai_lab.data.parsing.restraints import ( PairwiseInteraction, PairwiseInteractionType, ) from chai_lab.model.utils import get_asym_id_from_subchain_id +from chai_lab.utils.tensor_utils import string_to_tensorcode from chai_lab.utils.typing import Int, UInt8, typecheck @@ -18,11 +21,13 @@ def get_atom_covalent_bond_pairs_from_constraints( provided_constraints: list[PairwiseInteraction], token_residue_index: Int[Tensor, "n_tokens"], + token_residue_name: UInt8[Tensor, "n_tokens 8"], token_subchain_id: UInt8[Tensor, "n_tokens 4"], token_asym_id: Int[Tensor, "n_tokens"], atom_token_index: Int[Tensor, "n_atoms"], atom_ref_name: list[str], ) -> tuple[Int[Tensor, "n_bonds"], Int[Tensor, "n_bonds"]]: + """Determine bond pairs, which are returned as atom indices that are bonded.""" ret_a: list[int] = [] ret_b: list[int] = [] for constraint in provided_constraints: @@ -55,8 +60,29 @@ def get_atom_covalent_bond_pairs_from_constraints( right_token_index_mask ) + # Combine these to get the specific residue specified left_residue_mask = left_token_asym_mask & left_token_index_mask + if constraint.res_idxA_name: + three_letter = string_to_tensorcode( + rc.restype_1to3.get(constraint.res_idxA_name, "UNK"), + pad_to_length=token_residue_name.shape[-1], + ) + resname_matches = ( + token_residue_name == rearrange(three_letter, "d -> 1 d") + ).all(dim=-1) + assert resname_matches.shape == left_residue_mask.shape + left_residue_mask &= resname_matches right_residue_mask = right_token_asym_mask & right_token_index_mask + if constraint.res_idxB_name: + three_letter = string_to_tensorcode( + rc.restype_1to3.get(constraint.res_idxB_name, "UNK"), + pad_to_length=token_residue_name.shape[-1], + ) + resname_matches = ( + token_residue_name == rearrange(three_letter, "d -> 1 d") + ).all(dim=-1) + assert resname_matches.shape == right_residue_mask.shape + right_residue_mask &= resname_matches # NOTE there are multiple residues in these residue masks due to # per-atom tokenization of glycans # These indices do not reset for new chains (matching atom_token_index) diff --git a/chai_lab/data/parsing/restraints.py b/chai_lab/data/parsing/restraints.py index 7671451..731545f 100644 --- a/chai_lab/data/parsing/restraints.py +++ b/chai_lab/data/parsing/restraints.py @@ -90,7 +90,7 @@ def __post_init__(self): @property def res_idxA_name(self) -> str: """Single-char name of residue A.""" - return self.res_idxA[0] + return self.res_idxA[0] if self.res_idxA else "" @property def res_idxA_pos(self) -> int: @@ -101,7 +101,7 @@ def res_idxA_pos(self) -> int: @property def res_idxB_name(self) -> str: """Single-char name of residue B.""" - return self.res_idxB[0] + return self.res_idxB[0] if self.res_idxB else "" @property def res_idxB_pos(self) -> int: From befd991cf34b008e8bc3b28ab25051f8d8d57c9d Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 23:13:02 +0000 Subject: [PATCH 25/28] Properly one index restraints table --- chai_lab/data/dataset/structure/bond_utils.py | 8 ++++++-- chai_lab/data/parsing/restraints.py | 9 +++++---- examples/glycosylation/bonds.restraints | 4 ++-- 3 files changed, 13 insertions(+), 8 deletions(-) diff --git a/chai_lab/data/dataset/structure/bond_utils.py b/chai_lab/data/dataset/structure/bond_utils.py index bd2aeb3..3830643 100644 --- a/chai_lab/data/dataset/structure/bond_utils.py +++ b/chai_lab/data/dataset/structure/bond_utils.py @@ -54,8 +54,12 @@ def get_atom_covalent_bond_pairs_from_constraints( ) # Get the token index that we want - left_token_index_mask = token_residue_index == constraint.res_idxA_pos - right_token_index_mask = token_residue_index == constraint.res_idxB_pos + left_token_index_mask = ( + token_residue_index == constraint.res_idxA_pos - 1 + ) + right_token_index_mask = ( + token_residue_index == constraint.res_idxB_pos - 1 + ) assert torch.any(left_token_index_mask) and torch.any( right_token_index_mask ) diff --git a/chai_lab/data/parsing/restraints.py b/chai_lab/data/parsing/restraints.py index 731545f..294c745 100644 --- a/chai_lab/data/parsing/restraints.py +++ b/chai_lab/data/parsing/restraints.py @@ -94,9 +94,10 @@ def res_idxA_name(self) -> str: @property def res_idxA_pos(self) -> int: - """1-indexed position of residue A; 0 indicates not given.""" + """1-indexed position of residue A; defaults to 1 if not given.""" + # NOTE 1 default is because 1 is the minimum index under 1-indexing s = self.res_idxA[1:] - return int(s) if s else 0 + return int(s) if s else 1 @property def res_idxB_name(self) -> str: @@ -105,9 +106,9 @@ def res_idxB_name(self) -> str: @property def res_idxB_pos(self) -> int: - """1-indexed position of residue B; 0 indicates not given.""" + """1-indexed position of residue B; defaults to 1 if not given.""" s = self.res_idxB[1:] - return int(s) if s else 0 + return int(s) if s else 1 def to_table_entry(self) -> dict[str, str | float]: """Format as table entry, sans leading restraint_id column.""" diff --git a/examples/glycosylation/bonds.restraints b/examples/glycosylation/bonds.restraints index c1386e7..d48b6ac 100644 --- a/examples/glycosylation/bonds.restraints +++ b/examples/glycosylation/bonds.restraints @@ -1,3 +1,3 @@ chainA,res_idxA,chainB,res_idxB,connection_type,confidence,min_distance_angstrom,max_distance_angstrom,comment,restraint_id -A,N436@N,B,@C4,covalent,1.0,0.0,0.0,protein-glycan,bond1 -A,N444@N,C,@C4,covalent,1.0,0.0,0.0,protein-glycan,bond2 \ No newline at end of file +A,N437@N,B,@C4,covalent,1.0,0.0,0.0,protein-glycan,bond1 +A,N445@N,C,@C4,covalent,1.0,0.0,0.0,protein-glycan,bond2 \ No newline at end of file From df53cacabf2a9b67604aa94ba03789808da75d5b Mon Sep 17 00:00:00 2001 From: Kevin Wu Date: Tue, 3 Dec 2024 23:59:33 +0000 Subject: [PATCH 26/28] Documentation upudate --- examples/glycosylation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/glycosylation/README.md b/examples/glycosylation/README.md index a160469..f9ca907 100644 --- a/examples/glycosylation/README.md +++ b/examples/glycosylation/README.md @@ -26,7 +26,7 @@ chainA|res_idxA|chainB|res_idxB|connection_type|confidence|min_distance_angstrom |---|---|---|---|---|---|---|---|---|---| A|N436@N|B|@C4|covalent|1.0|0.0|0.0|protein-glycan|bond1 -Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other ligands, you will need check how the specific version of `rdkit` that we use in `chai-lab` (run `uv pip list | grep rdkit` for version) assigns atom names and use the same atom names to specify your bonds. +Breaking this down, this specifies that the within chain A (the first entry in the fasta), the "N" residue at the 436-th position (1-indexed) as indicated by the "N436" prefix is bound, via its nitrogen "N" atom as indicated by the "@N" suffix, to the C4 atom in the first glycan ("@C4"). Ring numbering follows standard glycan ring number schemas. For other ligands, you will need check how the specific version of `rdkit` that we use in `chai-lab` (run `uv pip list | grep rdkit` for version) assigns atom names and use the same atom names to specify your bonds. In addition, note that the min and max distance fields are ignored, as is the confidence field. ### Multi-ring glycan From 3f8cec46f5a96a688e0b9fa0d736f903fab6f158 Mon Sep 17 00:00:00 2001 From: Jack Dent Date: Tue, 3 Dec 2024 21:32:36 -0800 Subject: [PATCH 27/28] Add newline --- chai_lab/chai1.py | 1 + 1 file changed, 1 insertion(+) diff --git a/chai_lab/chai1.py b/chai_lab/chai1.py index e5379f7..5d5c7df 100644 --- a/chai_lab/chai1.py +++ b/chai_lab/chai1.py @@ -522,6 +522,7 @@ def run_folding_on_context( ## Bond feature generator ## Separate from other feature embeddings due to export limitations ## + bond_ft_gen = TokenBondRestraint() bond_ft = bond_ft_gen.generate(batch=batch).data trunk_bond_feat, structure_bond_feat = bond_loss_input_proj.forward( From 2dfe0b16e48d4c2ee7e98af9e8321846ff6d9768 Mon Sep 17 00:00:00 2001 From: Jack Dent Date: Tue, 3 Dec 2024 21:38:24 -0800 Subject: [PATCH 28/28] nit --- chai_lab/data/parsing/glycans.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/chai_lab/data/parsing/glycans.py b/chai_lab/data/parsing/glycans.py index 9af2515..9621a89 100644 --- a/chai_lab/data/parsing/glycans.py +++ b/chai_lab/data/parsing/glycans.py @@ -81,7 +81,7 @@ def _glycan_string_to_sugars_and_bonds( def glycan_string_residues(glycan_string: str) -> list[Residue]: sugars, _bonds = _glycan_string_to_sugars_and_bonds(glycan_string) - retval = [ + return [ Residue( name=sugar, label_seq=i + 1, @@ -94,4 +94,3 @@ def glycan_string_residues(glycan_string: str) -> list[Residue]: ) for i, sugar in enumerate(sugars) ] - return retval