Rivet - Structural Alignment of Multiple Proteins
Project description
Rivet
A fast, modern implementation of the STAMP (Structural Alignment of Multiple Proteins) algorithm in Rust with Python bindings.
Features
- Full PDB Output: Aligns and transforms complete structures (all atoms), not just C-alpha
- Simple API: One function call to align multiple PDB files and write output
- Fast: Written in Rust for maximum performance
- Safe: Memory-safe by design, zero unsafe code
- Cross-platform: Linux, macOS, and Windows
Installation
pip install rivet-rs
Quick Start
Align Multiple Structures (Simplest)
import rivet
# Align PDB files and write full structures to output directory
result = rivet.align_pdbs(
["protein1.pdb", "protein2.pdb", "protein3.pdb"],
output_dir="aligned/",
chain="A"
)
print(f"Average RMSD: {result.avg_rmsd:.2f} Å")
print(f"Core positions: {result.n_core}")
# Output files written to aligned/aligned_protein1.pdb, etc.
Pairwise Alignment
import rivet
# Load structures
d1 = rivet.Domain.from_pdb("reference.pdb", chain="A")
d2 = rivet.Domain.from_pdb("mobile.pdb", chain="A")
# Align (use scan_mode=True for structures in different coordinate frames)
result = rivet.pairwise_align(d1, d2, scan_mode=True)
print(f"RMSD: {result.rmsd:.2f} Å")
print(f"Score: {result.score:.4f}")
print(f"Aligned: {result.n_aligned} residues")
# Write aligned structure (full PDB with all atoms by default)
d2.to_pdb("mobile_aligned.pdb", transform=result.transform)
Parameters for Remote Homologs
When comparing distantly related structures, use tolerant parameters:
params = rivet.Parameters()
params.e1 = 5.0 # Distance tolerance (default: 2.0)
params.e2 = 10.0 # Conformational tolerance (default: 5.0)
result = rivet.pairwise_align(d1, d2, params, scan_mode=True)
Output Options
By default, to_pdb() writes the full structure (all atoms: backbone, side chains, waters, ligands):
# Default: full structure with all atoms
d2.to_pdb("output.pdb", transform=result.transform)
# Explicit: C-alpha only (smaller file, faster)
d2.to_pdb("output_ca.pdb", transform=result.transform, full=False)
Multiple Alignment with Manual Control
For more control over the alignment process:
import rivet
# Load domains
domains = [
rivet.Domain.from_pdb("protein1.pdb", chain="A"),
rivet.Domain.from_pdb("protein2.pdb", chain="A"),
rivet.Domain.from_pdb("protein3.pdb", chain="A"),
]
params = rivet.Parameters()
params.e1 = 5.0
params.e2 = 10.0
# Step 1: Pre-align to reference
aligned_domains = [domains[0]]
pre_transforms = [rivet.Transform()]
for i in range(1, len(domains)):
result = rivet.pairwise_align(domains[0], domains[i], params, scan_mode=True)
pre_transforms.append(result.transform)
# Create pre-aligned domain
coords = result.get_transformed_coordinates(domains[i])
aligned = rivet.Domain.from_arrays(
domains[i].id, coords, domains[i].sequence, chain=domains[i].chain
)
aligned_domains.append(aligned)
# Step 2: Run multiple alignment
result = rivet.multiple_align(aligned_domains, params, pre_transforms=pre_transforms)
# Step 3: Write output using composed transforms
original_files = ["protein1.pdb", "protein2.pdb", "protein3.pdb"]
for pdb_file, full_transform in zip(original_files, result.full_transforms):
rivet.transform_pdb_file(pdb_file, f"aligned_{pdb_file}", full_transform)
Database Scanning
query = rivet.Domain.from_pdb("query.pdb", chain="A")
targets = [rivet.Domain.from_pdb(f, chain="A") for f in target_files]
hits = rivet.scan_database(query, targets, score_cutoff=0.3)
for hit in hits:
print(f"{hit.target_id}: Score={hit.score:.4f}, RMSD={hit.rmsd:.2f} Å")
Rust API
Add to your Cargo.toml:
[dependencies]
stamp-core = "0.1"
use stamp_core::{io::{parse_pdb, transform_pdb}, pairwise::align_pair, types::Parameters};
fn main() -> Result<(), Box<dyn std::error::Error>> {
let d1 = parse_pdb("reference.pdb", Some('A'))?;
let d2 = parse_pdb("mobile.pdb", Some('A'))?;
let params = Parameters::default();
let result = align_pair(&d1, &d2, ¶ms)?;
println!("RMSD: {:.2} Å, Score: {:.4}", result.rmsd, result.score);
// Transform full PDB (all atoms)
transform_pdb("mobile.pdb", "mobile_aligned.pdb", &result.transform, None)?;
Ok(())
}
API Reference
Functions
| Function | Description |
|---|---|
align_pdbs(files, output_dir, ...) |
High-level: align PDB files and write output |
pairwise_align(d1, d2, params, scan_mode) |
Align two structures |
multiple_align(domains, params, pre_transforms) |
Multiple structure alignment |
transform_pdb_file(input, output, transform) |
Transform full PDB file |
scan_database(query, targets, ...) |
Scan query against database |
compute_rmsd(coords1, coords2) |
Compute RMSD |
superpose(fixed, mobile) |
Optimal superposition |
Classes
| Class | Description |
|---|---|
Domain |
Protein domain with coordinates |
Parameters |
Alignment parameters |
Transform |
3D rigid body transformation |
AlignmentResult |
Pairwise alignment result |
MultipleAlignmentResult |
Multiple alignment result with full_transforms |
Key Parameters
| Parameter | Default | Description |
|---|---|---|
e1 |
2.0 | Distance tolerance (Å) - increase for remote homologs |
e2 |
5.0 | Conformational tolerance (Å) - increase for flexible regions |
n_passes |
2 | Number of refinement passes |
scan_mode |
False | Enable sliding window scan for different coordinate frames |
Algorithm
STAMP uses the Rossmann-Argos probability measure for structural equivalence:
- Calculate probability matrix based on inter-residue distances
- Smith-Waterman dynamic programming to find optimal alignment
- Extract equivalent residue pairs above threshold
- Compute optimal superposition (Kabsch algorithm)
- Iterate until convergence
References:
- Russell & Barton, Proteins 14:309-323 (1992)
- Rossmann & Argos, J. Mol. Biol. 105:75-95 (1976)
License
MIT License - see LICENSE for details.
Citation
@article{russell1992multiple,
title={Multiple protein sequence alignment from tertiary structure comparison},
author={Russell, Robert B and Barton, Geoffrey J},
journal={Proteins: Structure, Function, and Bioinformatics},
volume={14},
number={2},
pages={309--323},
year={1992}
}
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