Meeko Process Module
A script to process receptors using Meeko in order to prepare them for molecular docking with AutoDock-GPU.
ReceptorProcess
Receptor processing pipeline for preparing proteins for AutoDock-GPU molecular docking.
This class provides a complete workflow for processing receptor PDB files through
Meeko's mk_prepare_receptor.py tool and AutoGrid4. It handles common issues like
unrecognized residues and heteroatoms, and supports parallel processing via Ray.
The processing pipeline consists of three main steps:
-
Preprocessing (optional): Remove heteroatoms (ligands, waters, ions) from the receptor using PDBFixer/OpenMM.
-
Meeko processing: Convert PDB to PDBQT format and generate grid parameter files (.gpf) with specified docking box dimensions.
-
AutoGrid computation: Precompute affinity maps for faster docking.
The class handles edge cases gracefully:
- Skips already-processed receptors (checks for
_ag.pdbqtand_ag.maps.fld) - Retries with
--allow_bad_resflag if unrecognized residues are outside the docking box (non-critical) - Reports critical errors when unrecognized residues are inside the docking box
Attributes:
| Name | Type | Description |
|---|---|---|
data_path |
str
|
Root directory containing receptor data. |
pre_process_receptors |
bool
|
Whether to remove heteroatoms before Meeko. |
logger |
Logger
|
Logger instance for this class. |
receptor_path |
str
|
Path to directory containing PDB files. |
pockets |
Dict[str, Dict[str, Any]]
|
Docking box specifications loaded from
|
cmd |
str
|
Template command for mk_prepare_receptor.py. |
Example
import ray
ray.init()
processor = ReceptorProcess(
data_path="/path/to/data",
pre_process_receptors=True
)
# Process all receptors defined in pockets_info.json
warnings, errors = processor.process_receptors(use_pbar=True)
# Process specific receptors
warnings, errors = processor.process_receptors(
receptors=["1abc", "2def"],
allow_bad_res=True
)
Note
Requires Ray to be initialized before calling process_receptors().
External dependencies: Meeko, AutoGrid4, OpenMM (optional), PDBFixer (optional).
Source code in mol_gen_docking/data/meeko_process.py
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__init__(data_path, pre_process_receptors=False)
Initialize the receptor processor with data paths and configuration.
Validates that required files and directories exist, and loads the docking
box specifications from pockets_info.json.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
data_path
|
str
|
Path to the data directory. Must contain:
|
required |
pre_process_receptors
|
bool
|
If True, remove heteroatoms (ligands, waters, ions) from receptors before Meeko processing. Uses PDBFixer. Default: False. |
False
|
Raises:
| Type | Description |
|---|---|
AssertionError
|
If |
AssertionError
|
If |
AssertionError
|
If |
Source code in mol_gen_docking/data/meeko_process.py
meeko_process(receptor, allow_bad_res=False)
Process a receptor with Meeko, handling unrecognized residue errors.
This method implements smart error handling for Meeko failures:
- First attempts processing without
--allow_bad_res - If unrecognized residues are found, checks if they're inside the docking box
- If outside the box: retries with
--allow_bad_res(returns 0) - If inside the box: retries with
--allow_bad_resbut flags as warning (returns 1)
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
receptor
|
str
|
Receptor identifier matching a key in |
required |
allow_bad_res
|
bool
|
If True, always use |
False
|
Returns:
| Type | Description |
|---|---|
Tuple[int, str]
|
Tuple[int, str]: A tuple containing:
|
Raises:
| Type | Description |
|---|---|
ValueError
|
If Meeko fails for reasons other than unrecognized residues. |
Source code in mol_gen_docking/data/meeko_process.py
process_receptors(receptors=[], allow_bad_res=False, use_pbar=False)
Process multiple receptors in parallel using Ray.
Orchestrates the full processing pipeline for a batch of receptors:
- Filters out already-processed receptors (with existing
_ag.pdbqtand_ag.maps.fldfiles) - Optionally removes heteroatoms (if
pre_process_receptors=True) - Runs Meeko processing with error recovery
- Runs AutoGrid4 for successful conversions
- Collects and categorizes failures
Processing is parallelized using Ray remote functions, with each receptor allocated 4 CPU cores.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
receptors
|
list[str]
|
List of receptor identifiers to process.
If empty, processes all receptors in |
[]
|
allow_bad_res
|
bool
|
If True, always use |
False
|
use_pbar
|
bool
|
If True, display a tqdm progress bar via Ray. Default: False. |
False
|
Returns:
| Type | Description |
|---|---|
Tuple[list[str], list[str]]
|
Tuple[list[str], list[str]]: Two lists of receptor identifiers:
|
Raises:
| Type | Description |
|---|---|
AssertionError
|
If any receptor in the list is not found in
|
Note
Ray must be initialized before calling this method.
Source code in mol_gen_docking/data/meeko_process.py
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remove_heterogenous(receptor)
Remove heteroatoms from a receptor PDB file using PDBFixer.
Removes all heteroatoms including ligands, water molecules, and ions from the receptor structure. The cleaned structure overwrites the original PDB file.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
receptor
|
str
|
Receptor identifier. The file
|
required |
Note
Requires OpenMM and PDBFixer packages.
Warning
This method modifies the original PDB file. Make a backup if needed.