sPyRMSD

Python tool for symmetry-corrected RMSD calculations.

If you find spyrmsd useful, please consider citing the following paper:

@article{spyrmsd2020,
  Author = {Meli, Rocco and Biggin, Philip C.},
  Journal = {Journal of Cheminformatics},
  Number = {1},
  Pages = {49},
  Title = {spyrmsd: symmetry-corrected RMSD calculations in Python},
  Volume = {12},
  Year = {2020}
}

Installation

spyrmsd is available on PyPI and conda-forge and can be easily installed from source. See Dependencies for a description of all the dependencies.

[!NOTE] spyrmsd will install rustworkx (multi-platform) when using pip or conda. You can install other backends manually.

[!WARNING] If spyrmsd is used as a standalone tool, it is required to install either RDKit or Open Babel. Neither is automatically installed with pip nor conda.

PyPI

pip install spyrmsd

conda

conda install spyrmsd -c conda-forge

GitHub

git clone https://github.com/RMeli/spyrmsd.git
cd spyrmsd
pip install .

Dependencies

spyrmsd can be used both as a module or as a standalone tool.

Module

The following packages are required to use spyrmsd as a module:

• numpy
• scipy

One of the following graph libraries is required:

• graph-tool
• rustworkx
• NetworkX

[!NOTE] spyrmsd uses the following priority when multiple graph libraries are present: graph-tool, rustworkx, NetworkX. This order might change. Use set_backend to ensure you are always using the same backend, if needed.

Standalone Tool

Additionally, one of the following packages is required to use spyrmsd as a standalone tool:

• Open Babel
• RDKit

Usage

Standalone Tool

spyrmsd provides a convenient CLI tool. See spyrmsd's --help for the usage:

python -m spyrmsd -h

Module

from spyrmsd import rmsd

RMSD

The function rmsd.rmsd computes RMSD without symmetry correction. The atoms are expected to be in the same order for both molecules being compared (no atom matching is performed).

def rmsd(
    coords1: np.ndarray,    # Coordinates of molecule 1
    coords2: np.ndarray,    # Coordinates of molecule 2
    aprops1: np.ndarray,    # Atomic properties of molecule 1
    aprops2: np.ndarray,    # Atomic properties of molecule 2
    center: bool = False,   # Flag to center molecules at origin
    minimize: bool = False, # Flag to compute minimum RMSD
    atol: float = 1e-9,     # Numerical tolerance for QCP method
)

[!NOTE] Atomic properties (aprops) can be any Python object when using NetworkX and rustworkx, or integers, floats, or strings when using graph-tool.

Symmetry-Corrected RMSD

The function rmsd.symmrmsd computes symmetry-corrected RMSD using molecular graph isomorphisms. Symmetry correction requires molecular adjacency matrices describing the connectivity but needs not the atoms to be in the same order.

Atom matching is performed according to the molecular graph. This function should also be used when atoms in the molecules being compared are not in the same order (even if there is not symmetry to be accounted for).

def symmrmsd(
    coordsref: np.ndarray,                       # Reference coordinated
    coords: Union[np.ndarray, List[np.ndarray]], # Coordinates (one set or multiple sets)
    apropsref: np.ndarray,                       # Reference atomic properties
    aprops: np.ndarray,                          # Atomic properties
    amref: np.ndarray,                           # Reference adjacency matrix
    am: np.ndarray,                              # Adjacency matrix
    center: bool = False,                        # Flag to center molecules at origin
    minimize: bool = False,                      # Flag to compute minimum RMSD
    cache: bool = True,                          # Cache graph isomorphisms
    atol: float = 1e-9,                          # Numerical tolerance for QCP method
)

[!NOTE] Atomic properties (aprops) can be any Python object when using NetworkX and rustworkx, or integers, floats, or strings when using graph-tool.

Select Backend

spyrmsd supports the following graph libraries for the calculation of graph isomorphisms:

• graph-tool
• NetworkX

• rustworkx

  You can check which backend is being used with

spyrmsd.get_backend()

You can also manually select your preferred backend with

spyrmsd.set_backend("networkx")
# spyrmsd uses NetworkX
spyrmsd.set_backend("graph_tool")
# spyrmsd uses graph_tool

The available backends (which depend on the installed dependencies) are stored in spyrmsd.available_backends.

Development

To ensure code quality and consistency the following tools are used during development:

• black
• Flake 8 (CI)
• isort
• mypy (CI)

Pre-commit git hooks can be installed with pre-commit.

Copyright

Copyright (c) 2019-2024, Rocco Meli.

References

References are tracked with duecredit. Run the credits.sh script in order to print up-to-date references.

Acknowledgements

Project based on the Computational Molecular Science Python Cookiecutter version 1.1.