Automatically measure the ellipticity of cucurbituril macrocycles!
Project description
ElliptiCB[n]
Automatically measure the ellipticity of cucurbituril macrocycles
Run on Google Colab
Run the program in the cloud without installing any software.
Description
ElliptiCB[n] is a collaboration between the Pluth and Harms labs at the University of Oregon
Arman Garcia, Michael Shavlik PhD, Mike Harms PhD, Mike Pluth PhD
A manuscript describing the software is forthcoming.
ElliptiCB[n] performs the following steps
-
Extract the coordinates of all C, N, O, and H atoms from an xyz file.
-
Identify separate molecules by finding strongly-connected components.
-
Identify macrocycles using patterns of bonds, cycle connectivity and cycle size.
-
Use a Principal Component Analysis to calculate the variance along both major axes of the central cycle.
-
Calculate ellipticity. This is done by two methods:
A. pca_ellip: $(V_{ax1}-V_{ax2})/V_{ax1}$ where $V_{ax1}$ is the PCA variance on the longest axis (length) and $V_{ax2}$ is the PCA variance on the second-longest axis (width).
B. orig_ellip: Use the perimeter and largest carbon-to-centroid distance to infer ellipticity.
-
Generate outputs, which include annotated structures and a spreadsheet with ellipticities.
Input
ElliptiCB[n] takes molecular structures in XYZ format. The first two lines are ignored. We assume the coordinates are in angstroms. XYZ files can be generated from other structure formats using software like Open Babel.
Output
Output of a calculation using the structure HUXMAR as input.
Ellipticity table
id | size | pca_ellip | orig_ellip | nearby_atoms | bad_protons |
---|---|---|---|---|---|
0 | 20 | 0.121369 | 0.123284 | 2 | 0 |
1 | 10 | 0.018906 | 0.066456 | 2 | 0 |
2 | 14 | 0.075018 | 0.087605 | 10 | 0 |
- "id": identity of the cycle (matching the visualization and table)
- "size": number of equatorial glycoluril sp3 carbons in the macrocycle
- "pca_ellip": ellipticity calculated by Principle Component Analysis
- "orig_ellip" ellipticity calculated the centroid, nearest carbon, and perimeter.
- "nearby_atoms": number of atoms from a different molecule within GUEST_SEARCH_RADIUS of the macrocycle centroid. (Useful for identifying guests).
- "bad_protons": number of equatorial protons facing into rather than out of the macrocycle.
Annotated structure
A screenshot of the output follows. The actual output of the code is interactive. An example is here.
Local installation
ElliptiCB[n] can be installed locally and used as a command line tool.
To install using pip
On a terminal, run:
pip install ellipticbn
To install from source:
On a terminal, run:
git clone https://github.com/harmslab/ellipticbn.git
cd ellipticbn
python -m pip install . pyproject.toml
Run from the command line
ElliptiCB[n] takes one or more .xyz files as inputs. Assuming that HUMAR.xyz is in the working directory, running this command:
$> ellipticbn HUMXAR.xyz
Would generate the following output:
Analyzing ./CB10/HUMXAR.xyz.
3 macrocycles identified.
Calculating ellipticities for 3 macrocycles.
Results:
id size pca_ellip orig_ellip nearby_atoms bad_protons
0 0.0 20 0.121369 0.123284 2 0
1 1.0 10 0.018906 0.066456 2 0
2 2.0 14 0.075018 0.087605 10 0
Saving plot to ./HUMXAR.xyz.html
It will also generate HUXMAR.xyz.html (the visualization) and HUXMAR.xyz.xlsx (the ellipticity table) in the current directory.
You can also run the program on multiple xyz files:
$> ellipticbn HUMXAR.xyz LAZPIM.xyz
Would generate the following output:
Analyzing HUMXAR.xyz.
3 macrocycles identified.
Calculating ellipticities for 3 macrocycles.
Results:
id size pca_ellip orig_ellip nearby_atoms bad_protons
0 0.0 20 0.121369 0.123284 2 0
1 1.0 10 0.018906 0.066456 2 0
2 2.0 14 0.075018 0.087605 10 0
Saving plot to ./HUMXAR.xyz.html
Analyzing LAZPIM.xyz.
1 macrocycles identified.
Calculating ellipticities for 1 macrocycles.
Results:
id size pca_ellip orig_ellip nearby_atoms bad_protons
0 0.0 20 0.29813 0.212848 20 0
Saving plot to ./LAZPIM.xyz.html
In addition to the visualization html and individual ellipiticty files, this call would generate a single spreadsheet ("summary.xlsx") that has all calculated ellipticities:
id | size | pca_ellip | orig_ellip | nearby_atoms | bad_protons | file |
---|---|---|---|---|---|---|
0 | 20 | 0.121369 | 0.123284 | 2 | 0 | HUMXAR.xyz |
1 | 10 | 0.018906 | 0.066456 | 2 | 0 | HUMXAR.xyz |
2 | 14 | 0.075018 | 0.087605 | 10 | 0 | HUMXAR.xyz |
0 | 20 | 0.29813 | 0.212848 | 20 | 0 | LAZPIM.xyz |
One can also change the parameters used in the calculation. To see the available options, type the following in a terminal:
ellipticbn --help
As of this writing (version 2.0.1), this gives the following output:
usage: ellipticbn [-h] [--min_num_carbons MIN_NUM_CARBONS]
[--max_num_carbons MAX_NUM_CARBONS]
[--guest_search_radius GUEST_SEARCH_RADIUS]
[--summary_file SUMMARY_FILE] [--output_dir OUTPUT_DIR]
[--overwrite] [--version]
filename [filename ...]
Run an ElliptiCbn calculation.
Parameters
----------
filename : str or list
xyz file name (or list of xyz files) to read
min_num_carbons : int, default=10
reject any macrocycle with a central cycle that has less than
min_num_carbons
max_num_carbons : int, default=20
reject any macrocycle with a central cycle that has more than
max_num_carbons
guest_search_radius : float, default=4
look for guest atoms within this radius (in angstroms) of the atom
centroid.
summary_file : str, default="summary.xlsx"
write all cycles to this single summary file if there is more than one
xyz file specified.
output_dir : str, default="."
write output to output_dir.
overwrite : bool, default=False
overwrite existing output files
positional arguments:
filename
options:
-h, --help show this help message and exit
--min_num_carbons MIN_NUM_CARBONS
--max_num_carbons MAX_NUM_CARBONS
--guest_search_radius GUEST_SEARCH_RADIUS
--summary_file SUMMARY_FILE
--output_dir OUTPUT_DIR
--overwrite
--version show program's version number and exit
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