{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All distances within a selection\n",
"\n",
"Here we calculate the distance of every atom to every other atom in a selection, and show how we can extend this to residues.\n",
"\n",
"**Last executed:** May 18, 2021 with MDAnalysis 1.1.1\n",
"\n",
"**Last updated:** January 2020\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)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2021-05-19T05:57:20.975412Z",
"iopub.status.busy": "2021-05-19T05:57:20.974553Z",
"iopub.status.idle": "2021-05-19T05:57:21.625969Z",
"shell.execute_reply": "2021-05-19T05:57:21.626340Z"
}
},
"outputs": [],
"source": [
"import MDAnalysis as mda\n",
"from MDAnalysis.tests.datafiles import PDB_small\n",
"from MDAnalysis.analysis import distances\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\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": "2021-05-19T05:57:21.630520Z",
"iopub.status.busy": "2021-05-19T05:57:21.630011Z",
"iopub.status.idle": "2021-05-19T05:57:21.786315Z",
"shell.execute_reply": "2021-05-19T05:57:21.786790Z"
},
"scrolled": true
},
"outputs": [],
"source": [
"u = mda.Universe(PDB_small)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculating atom-wise distances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We begin by selecting the alpha-carbons of the protein."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2021-05-19T05:57:21.791991Z",
"iopub.status.busy": "2021-05-19T05:57:21.789884Z",
"iopub.status.idle": "2021-05-19T05:57:21.795803Z",
"shell.execute_reply": "2021-05-19T05:57:21.796178Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"214"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ca = u.select_atoms('name CA')\n",
"n_ca = len(ca)\n",
"n_ca"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When given an array with $n$ positions, `distances.self_distance_array` ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/distances.html#MDAnalysis.analysis.distances.self_distance_array)) returns the distances in a flat vector with length $\\frac{n(n-1)}{2}$. These correspond to the flattened upper triangular values of a square distance matrix."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2021-05-19T05:57:21.799694Z",
"iopub.status.busy": "2021-05-19T05:57:21.798948Z",
"iopub.status.idle": "2021-05-19T05:57:21.802286Z",
"shell.execute_reply": "2021-05-19T05:57:21.802672Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(22791,)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"self_distances = distances.self_distance_array(ca.positions)\n",
"self_distances.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can convert this into a more easily interpreted square distance array. First we create an all-zero square array and get the indices of the upper and lower triangular matrices."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2021-05-19T05:57:21.806356Z",
"iopub.status.busy": "2021-05-19T05:57:21.805709Z",
"iopub.status.idle": "2021-05-19T05:57:21.808123Z",
"shell.execute_reply": "2021-05-19T05:57:21.808555Z"
}
},
"outputs": [],
"source": [
"sq_dist_arr = np.zeros((n_ca, n_ca))\n",
"triu = np.triu_indices_from(sq_dist_arr, k=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we simply assign the calculated distances to the upper and lower triangular positions."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2021-05-19T05:57:21.812026Z",
"iopub.status.busy": "2021-05-19T05:57:21.811237Z",
"iopub.status.idle": "2021-05-19T05:57:21.813688Z",
"shell.execute_reply": "2021-05-19T05:57:21.814541Z"
}
},
"outputs": [],
"source": [
"sq_dist_arr[triu] = self_distances\n",
"sq_dist_arr.T[triu] = self_distances"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2021-05-19T05:57:21.830181Z",
"iopub.status.busy": "2021-05-19T05:57:21.829627Z",
"iopub.status.idle": "2021-05-19T05:57:22.588532Z",
"shell.execute_reply": "2021-05-19T05:57:22.589001Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Distance (Angstrom)')"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
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