High-performance PDB/mmCIF parsing and analysis library with Python bindings
Project description
PDBRust Python Bindings
High-performance Python bindings for PDBRust, a Rust library for parsing and analyzing PDB/mmCIF protein structure files.
Installation
pip install pdbrust
Quick Start
import pdbrust
# Parse a PDB file
structure = pdbrust.parse_pdb_file("protein.pdb")
print(f"Loaded {structure.num_atoms} atoms in {structure.num_chains} chains")
# Get chain IDs
chains = structure.get_chain_ids()
print(f"Chains: {chains}")
# Access atoms
for atom in structure.atoms[:5]:
print(f"{atom.name} {atom.residue_name}{atom.residue_seq}")
Features
Parsing
# Parse different formats
structure = pdbrust.parse_pdb_file("protein.pdb")
structure = pdbrust.parse_mmcif_file("protein.cif")
structure = pdbrust.parse_structure_file("protein.ent") # auto-detect
# Parse gzip-compressed files
structure = pdbrust.parse_gzip_pdb_file("pdb1ubq.ent.gz")
# Parse from string
structure = pdbrust.parse_pdb_string(pdb_content)
Filtering and Cleaning
# Method chaining for clean code
cleaned = structure.remove_ligands().keep_only_chain("A").keep_only_ca()
# Get CA coordinates
ca_coords = structure.get_ca_coords() # List of (x, y, z) tuples
ca_coords_chain_a = structure.get_ca_coords("A") # Specific chain
# Cleaning operations
structure.center_structure()
structure.normalize_chain_ids()
structure.reindex_residues()
Structural Descriptors
# Individual metrics
rg = structure.radius_of_gyration()
max_dist = structure.max_ca_distance()
composition = structure.aa_composition()
# All descriptors at once
desc = structure.structure_descriptors()
print(f"Rg: {desc.radius_of_gyration:.2f} A")
print(f"Hydrophobic: {desc.hydrophobic_ratio:.1%}")
Quality Assessment
# Quick checks
if structure.has_altlocs():
print("Warning: alternate conformations present")
if structure.has_multiple_models():
print("NMR ensemble detected")
# Full quality report
report = structure.quality_report()
if report.is_analysis_ready():
print("Structure is ready for analysis")
Writing Files
import pdbrust
structure = pdbrust.parse_pdb_file("input.pdb")
# Write to PDB format
pdbrust.write_pdb_file(structure, "output.pdb")
# Write to mmCIF format
pdbrust.write_mmcif_file(structure, "output.cif")
# Write compressed mmCIF
pdbrust.write_gzip_mmcif_file(structure, "output.cif.gz")
# Get mmCIF as string (useful for web APIs, in-memory processing)
mmcif_string = pdbrust.write_mmcif_string(structure)
Geometry: RMSD and Structure Alignment
from pdbrust import AtomSelection
# Load two structures to compare
structure1 = pdbrust.parse_pdb_file("structure1.pdb")
structure2 = pdbrust.parse_pdb_file("structure2.pdb")
# Calculate RMSD (without alignment)
rmsd = structure1.rmsd_to(structure2)
print(f"RMSD: {rmsd:.3f} Å")
# RMSD with different atom selections
rmsd_ca = structure1.rmsd_to(structure2, AtomSelection.ca_only()) # CA atoms (default)
rmsd_bb = structure1.rmsd_to(structure2, AtomSelection.backbone()) # Backbone (N, CA, C, O)
rmsd_all = structure1.rmsd_to(structure2, AtomSelection.all_atoms()) # All atoms
# Align structures (Kabsch algorithm) - returns aligned structure and result
aligned, result = structure1.align_to(structure2)
print(f"Alignment RMSD: {result.rmsd:.3f} Å ({result.num_atoms} atoms)")
# Per-residue RMSD for flexibility analysis
per_res = structure1.per_residue_rmsd_to(structure2)
for r in per_res:
if r.rmsd > 2.0: # Highlight flexible regions
print(f"Flexible: {r.chain_id}{r.residue_seq} {r.residue_name}: {r.rmsd:.2f} Å")
Numpy Integration
import numpy as np
structure = pdbrust.parse_pdb_file("protein.pdb")
# Get coordinates as numpy arrays
all_coords = structure.get_coords_array() # Shape: (N_atoms, 3)
ca_coords = structure.get_ca_coords_array() # Shape: (N_ca, 3)
bb_coords = structure.get_backbone_coords_array() # Shape: (N_backbone, 3)
# Chain-specific coordinates
chain_a_ca = structure.get_ca_coords_array("A")
# Distance matrix (pairwise CA-CA distances)
dist_matrix = structure.distance_matrix_ca() # Shape: (N_ca, N_ca)
# Contact map (binary matrix of contacts within threshold)
contact_map = structure.contact_map_ca(threshold=8.0) # Default: 8 Å
# All-atom versions
all_dist = structure.distance_matrix()
all_contacts = structure.contact_map(threshold=4.5)
# Use with machine learning
print(f"Coords shape: {all_coords.shape}")
print(f"Contact map shape: {contact_map.shape}, contacts: {contact_map.sum()}")
RCSB PDB Integration
from pdbrust import SearchQuery, rcsb_search, download_structure, FileFormat
# Download a structure
structure = download_structure("1UBQ", FileFormat.pdb())
# Download to file directly
pdbrust.download_to_file("1UBQ", "1ubq.pdb", FileFormat.pdb())
# Get as string without saving
pdb_string = pdbrust.download_pdb_string("1UBQ", FileFormat.pdb())
# Search RCSB with various filters
query = (SearchQuery()
.with_text("kinase")
.with_organism("Homo sapiens")
.with_resolution_max(2.0)
.with_experimental_method(ExperimentalMethod.xray())
.with_sequence_length_min(100)
.with_sequence_length_max(500))
results = rcsb_search(query, 10)
print(f"Found {results.total_count} structures")
for pdb_id in results.pdb_ids:
print(f" {pdb_id}")
Additional Structure Methods
# Access sequence from SEQRES records
sequence = structure.get_sequence("A")
# Get residues for a specific chain
residues = structure.get_residues_for_chain("A") # List of (seq_num, name) tuples
# Access connectivity (CONECT records)
connected = structure.get_connected_atoms(atom_serial=1)
# Get center of mass
centroid = structure.get_centroid()
ca_centroid = structure.get_ca_centroid()
# Translate structure
structure.translate(10.0, 0.0, 0.0)
Performance
PDBRust provides 40-260x speedups over pure Python implementations:
| Operation | Speedup vs Python |
|---|---|
| Parsing | 2-3x |
| get_ca_coords | 240x |
| max_ca_distance | 260x |
| radius_of_gyration | 100x |
Requirements
- Python >= 3.9
- No runtime dependencies (Rust code is compiled into the package)
License
MIT
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