{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Protein dihedral angle analysis\n", "\n", "We look at backbone dihedral angles and generate Ramachandran and Janin plots.\n", "\n", "The methods and examples shown here are only applicable to Universes where protein residue names have standard names, i.e. the backbone is comprised of --N--CA--C--N--CA-- atoms.\n", "\n", "\n", "\n", "**Last updated:** December 2022 with MDAnalysis 2.4.0-dev0\n", "\n", "**Minimum version of MDAnalysis:** 0.19.0\n", "\n", "**Packages required:**\n", " \n", "* MDAnalysis (Michaud-Agrawal *et al.*, 2011, Gowers *et al.*, 2016)\n", "* MDAnalysisTests\n", "\n", "**Optional packages for visualisation:**\n", "\n", "* [matplotlib](https://matplotlib.org)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:07.289111Z", "iopub.status.busy": "2021-05-19T05:58:07.287941Z", "iopub.status.idle": "2021-05-19T05:58:08.065635Z", "shell.execute_reply": "2021-05-19T05:58:08.066015Z" } }, "outputs": [], "source": [ "import MDAnalysis as mda\n", "from MDAnalysis.tests.datafiles import GRO, XTC\n", "from MDAnalysis.analysis import dihedrals\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The test files we will be working with here feature adenylate kinase (AdK), a phosophotransferase enzyme. (Beckstein *et al.*, 2009)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.070645Z", "iopub.status.busy": "2021-05-19T05:58:08.069949Z", "iopub.status.idle": "2021-05-19T05:58:08.534249Z", "shell.execute_reply": "2021-05-19T05:58:08.534698Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 214 residues in the protein\n" ] } ], "source": [ "u = mda.Universe(GRO, XTC)\n", "protein = u.select_atoms('protein')\n", "print('There are {} residues in the protein'.format(len(protein.residues)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting dihedral atom groups\n", "\n", "Proteins have canonical dihedral angles defined on the backbone atoms. $\\phi$ (phi), $\\psi$ (psi) and $\\omega$ (omega) are backbone angles. The side-chain dihedral angles are called $\\chi_n$ (chi-$n$), and can vary in number.\n", "\n", "
\n", "
\n", " \n", "![dihedral angles in proteins](../../images/dihedrals.png)\n", "\n", "
\n", "
\n", "\n", "\n", "MDAnalysis allows you to directly select the atoms involved in the $\\phi$, $\\psi$, $\\omega$, and $\\chi_1$ angles, provided that your protein atoms have standard names. If MDAnalysis cannot find atoms matching the names that it expects, it will return `None`. You can see below that `phi_selection()` returns an ordered AtomGroup of the atoms in the $\\phi$ angle of a residue if they can be found, and `None` if not." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.540426Z", "iopub.status.busy": "2021-05-19T05:58:08.539780Z", "iopub.status.idle": "2021-05-19T05:58:08.542371Z", "shell.execute_reply": "2021-05-19T05:58:08.542719Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LYS: ['C' 'N' 'CA' 'C'] \n", "ILE: ['C' 'N' 'CA' 'C'] \n", "LEU: ['C' 'N' 'CA' 'C'] \n", "GLY: ['C' 'N' 'CA' 'C'] \n", "SOL: None \n", "SOL: None \n", "SOL: None \n", "SOL: None \n", "SOL: None \n", "SOL: None \n" ] } ], "source": [ "for res in u.residues[210:220]:\n", " phi = res.phi_selection()\n", " if phi is None:\n", " names = None\n", " else:\n", " names = phi.names\n", " print('{}: {} '.format(res.resname, names))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar functions exist for the other angles:\n", "\n", " - $\\psi$ angle (`Residue.psi_selection`)\n", " \n", " - $\\omega$ angle (`Residue.omega_selection`)\n", " \n", " - $\\chi_1$ angle (`Residue.chi1_selection`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating dihedral angles\n", "\n", "Dihedral angles can be calculated directly from the AtomGroup, by converting it to a `Dihedral` object." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.550322Z", "iopub.status.busy": "2021-05-19T05:58:08.549608Z", "iopub.status.idle": "2021-05-19T05:58:08.552091Z", "shell.execute_reply": "2021-05-19T05:58:08.552459Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(-169.78220560918737)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "omegas = [res.omega_selection() for res in protein.residues[5:10]]\n", "omegas[0].dihedral.value()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `analysis.dihedrals.Dihedral` class ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/dihedrals.html#MDAnalysis.analysis.dihedrals.Dihedral)) can be used to rapidly calculate dihedrals for AtomGroups over the entire trajectory." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.555970Z", "iopub.status.busy": "2021-05-19T05:58:08.555472Z", "iopub.status.idle": "2021-05-19T05:58:08.576776Z", "shell.execute_reply": "2021-05-19T05:58:08.577176Z" } }, "outputs": [], "source": [ "dihs = dihedrals.Dihedral(omegas).run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The angles are saved in `dihs.angles`, in an array with the shape (`n_frames`, `n_atomgroups`)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.581893Z", "iopub.status.busy": "2021-05-19T05:58:08.580795Z", "iopub.status.idle": "2021-05-19T05:58:08.583646Z", "shell.execute_reply": "2021-05-19T05:58:08.584130Z" } }, "outputs": [ { "data": { "text/plain": [ "(10, 5)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dihs.results.angles.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.602739Z", "iopub.status.busy": "2021-05-19T05:58:08.602171Z", "iopub.status.idle": "2021-05-19T05:58:08.716697Z", "shell.execute_reply": "2021-05-19T05:58:08.717237Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['Res {}'.format(n) for n in np.arange(5, 10)]\n", "for ang, label in zip(dihs.results.angles.T, labels):\n", " plt.plot(ang, label=label)\n", "plt.xlabel('Frame')\n", "plt.ylabel('Angle (degrees)')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.749346Z", "iopub.status.busy": "2021-05-19T05:58:08.729285Z", "iopub.status.idle": "2021-05-19T05:58:08.880877Z", "shell.execute_reply": "2021-05-19T05:58:08.881816Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_polar = plt.figure()\n", "ax_polar = fig_polar.add_subplot(111, projection='polar')\n", "frames = np.arange(10)\n", "for res, label in zip(dihs.results.angles.T, labels):\n", " c = ax_polar.plot(res, frames, label=label)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ramachandran analysis\n", "\n", "The `Ramachandran` class ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/dihedrals.html#MDAnalysis.analysis.dihedrals.Ramachandran)) calculates the $\\phi$ and $\\psi$ angles of the selected residues over the course of the trajectory, again saving it into `.angles`. If residues are given that do not contain a $\\phi$ and $\\psi$ angle, they are omitted from the results. For example, the angles returned are from every residue in the protein *except* the first and last, for which a $\\phi$ angle and a $\\psi$ angle do not exist, respectively.\n", "\n", "The returned `angles` are in the shape (`n_frames`, `n_residues`, 2) where the last dimension holds the $\\phi$ and $\\psi$ angle." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.885565Z", "iopub.status.busy": "2021-05-19T05:58:08.885013Z", "iopub.status.idle": "2021-05-19T05:58:08.962699Z", "shell.execute_reply": "2021-05-19T05:58:08.963192Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 212, 2)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/lily/micromamba/envs/mda-user-guide-dev/lib/python3.10/site-packages/MDAnalysis/analysis/dihedrals.py:444: UserWarning: Cannot determine phi and psi angles for the first or last residues\n", " warnings.warn(\n" ] } ], "source": [ "rama = dihedrals.Ramachandran(protein).run()\n", "print(rama.results.angles.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can plot this yourself, but `Ramachandran.plot()` is a convenience method that plots the data from each time step onto a standard Ramachandran plot. You can call it with no arguments; any keyword arguments that you give (except `ax` and `ref`) will be passed to `matplotlib.axes.Axes.scatter` to modify your plot." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.982737Z", "iopub.status.busy": "2021-05-19T05:58:08.977715Z", "iopub.status.idle": "2021-05-19T05:58:09.246632Z", "shell.execute_reply": "2021-05-19T05:58:09.246209Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rama.plot(color='black', marker='.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you set `ref=True`, your data will be plotted with areas that show the allowed (dark blue) and marginally allowed (lighter blue) regions. \n", "\n", "
\n", " \n", "**Note**\n", "\n", "These regions are computed from a reference set of 500 PDB files from (Lovell *et al.*, 2003). The allowed region includes 90% data points, while the marginally allowed region includes 99% data points.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:09.265559Z", "iopub.status.busy": "2021-05-19T05:58:09.265049Z", "iopub.status.idle": "2021-05-19T05:58:09.625319Z", "shell.execute_reply": "2021-05-19T05:58:09.625814Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rama.plot(color='black', marker='.', ref=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Janin analysis\n", "\n", "The `Janin` class ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/dihedrals.html#MDAnalysis.analysis.dihedrals.Janin)) works similarly to the `Ramachandran` analysis, but looks at the $\\chi_1$ and $\\chi_2$ angles instead. It therefore ignores all residues without a long enough side-chain, such as alanine, cysteine, and so on.\n", "\n", "Again, the returned `angles` are in the shape (`n_frames`, `n_residues`, 2) where the last dimension holds the $\\chi_1$ and $\\chi_2$ angle. We can see that only about half of the residues in AdK have side-chains long enough for this analysis." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:09.628967Z", "iopub.status.busy": "2021-05-19T05:58:09.628507Z", "iopub.status.idle": "2021-05-19T05:58:09.653135Z", "shell.execute_reply": "2021-05-19T05:58:09.653517Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 129, 2)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/lily/micromamba/envs/mda-user-guide-dev/lib/python3.10/site-packages/MDAnalysis/analysis/dihedrals.py:656: UserWarning: All residues selected with 'resname ALA CYS* GLY PRO SER THR VAL' have been removed from the selection.\n", " warnings.warn(\n" ] } ], "source": [ "janin = dihedrals.Janin(protein).run()\n", "print(janin.results.angles.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Janin` class also contains a `plot()` method.\n", "\n", "
\n", " \n", "**Note**\n", "\n", "The reference regions here are also computed from the reference set of 500 PDB files from (Lovell *et al.*, 2003) (the allowed region includes 90% data points, while the marginally allowed region includes 98% data points). Information about general Janin regions is from (Janin *et al.*, 1978). \n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:09.673076Z", "iopub.status.busy": "2021-05-19T05:58:09.666116Z", "iopub.status.idle": "2021-05-19T05:58:09.754595Z", "shell.execute_reply": "2021-05-19T05:58:09.755223Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "janin.plot(ref=True, marker='.', color='black')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Oliver Beckstein, Elizabeth J. Denning, Juan R. Perilla, and Thomas B. Woolf.\n", "Zipping and Unzipping of Adenylate Kinase: Atomistic Insights into the Ensemble of OpenClosed Transitions.\n", "Journal of Molecular Biology, 394(1):160–176, November 2009.\n", "00107.\n", "URL: https://linkinghub.elsevier.com/retrieve/pii/S0022283609011164, doi:10.1016/j.jmb.2009.09.009.\n", "\n", "[2] Richard J. Gowers, Max Linke, Jonathan Barnoud, Tyler J. E. Reddy, Manuel N. Melo, Sean L. Seyler, Jan Domański, David L. Dotson, Sébastien Buchoux, Ian M. Kenney, and Oliver Beckstein.\n", "MDAnalysis: A Python Package for the Rapid Analysis of Molecular Dynamics Simulations.\n", "Proceedings of the 15th Python in Science Conference, pages 98–105, 2016.\n", "00152.\n", "URL: https://conference.scipy.org/proceedings/scipy2016/oliver_beckstein.html, doi:10.25080/Majora-629e541a-00e.\n", "\n", "[3] Joël Janin, Shoshanna Wodak, Michael Levitt, and Bernard Maigret.\n", "Conformation of amino acid side-chains in proteins.\n", "Journal of Molecular Biology, 125(3):357 – 386, 1978.\n", "00874.\n", "URL: http://www.sciencedirect.com/science/article/pii/0022283678904084, doi:10.1016/0022-2836(78)90408-4.\n", "\n", "[4] Simon C. Lovell, Ian W. Davis, W. Bryan Arendall, Paul I. W. de Bakker, J. Michael Word, Michael G. Prisant, Jane S. Richardson, and David C. Richardson.\n", "Structure validation by geometry: ϕ,ψ and deviation.\n", "Proteins: Structure, Function, and Bioinformatics, 50(3):437–450, January 2003.\n", "03997.\n", "URL: http://doi.wiley.com/10.1002/prot.10286, doi:10.1002/prot.10286.\n", "\n", "[5] Naveen Michaud-Agrawal, Elizabeth J. Denning, Thomas B. Woolf, and Oliver Beckstein.\n", "MDAnalysis: A toolkit for the analysis of molecular dynamics simulations.\n", "Journal of Computational Chemistry, 32(10):2319–2327, July 2011.\n", "00778.\n", "URL: http://doi.wiley.com/10.1002/jcc.21787, doi:10.1002/jcc.21787." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "vscode": { "interpreter": { "hash": "5edc5d8d8cbc0935a054a8e44024f729bc376180aae27775d15f2ff38c68f892" } } }, "nbformat": 4, "nbformat_minor": 2 }