{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis of backbone torsion angles\n", "\n", "* This tutorial discuss the analyses that can be performed using the [dnaMD Python module](http://do-x3dna.readthedocs.io/en/latest/api_summary.html) included in the _do\\_x3dna_ package. The tutorial is prepared using [Jupyter Notebook](https://jupyter.org/) and this notebook tutorial file could be downloaded from this [link](http://rjdkmr.github.io/do_x3dna/tut_notebook/backbone_torsion_wheel_tutorial.ipynb).\n", "\n", "\n", "* Download the input files that are used in the tutorial from this [link](http://rjdkmr.github.io/do_x3dna/tutorial_data.tar.gz).\n", "\n", "\n", "* Two following input files are required in this tutorial\n", " * ``BackBoneCHiDihedrals_cdna.dat`` (``do_x3dna`` output from the trajectory, which contains the DNA bound with the protein)\n", " * ``BackBoneCHiDihedrals_odna.dat`` (``do_x3dna`` output from the trajectory, which only contains the free DNA)\n", " \n", " These two file **should be** present inside tutorial_data of the current/present working directory.\n", " \n", " \n", "* The Python APIs **should be** only used when ``do_x3dna`` is executed with ``-ref`` option.\n", "\n", "\n", "* Detailed documentation is provided [here](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Importing Python Modules\n", "\n", "* [numpy](http://www.numpy.org/): Required for the calculations involving large arrays\n", "\n", "\n", "* [matplotlib](http://matplotlib.org/): Required to plot the results\n", "\n", "\n", "* [dnaMD](http://do-x3dna.readthedocs.io/en/latest/api_summary.html): Python module to analyze DNA/RNA structures from the do_x3dna ouput files.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "\n", "import dnaMD\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initializing DNA object and storing data to it\n", "\n", "* [DNA object](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA) is initialized by using the total number of base-pairs\n", "\n", "\n", "* For each nucleotide, [six backbone torision angles](http://do-x3dna.readthedocs.io/en/latest/_images/backbone_torsions.png) ($\\alpha$, $\\beta$, $\\gamma$, $\\delta$, $\\epsilon$ and $\\zeta$) including $\\chi$ can be calulated.\n", "\n", "\n", "* These torsion angles of both strands can be read and stored in DNA object from the input file using function [set_backbone_dihedrals(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.set_backbone_dihedrals).\n", "\n", "* To speed up processing and analysis, data can be stored in a HDF5 file by including HDF5 file name as a argument during initialization. Same file can be used to store and retrieve all other parameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Reading file : tutorial_data/BackBoneCHiDihedrals_cdna.dat\n", "Reading frame 1000\n", "Finishid reading.... Total number of frame read = 1001\n", "\n", "Reading file : tutorial_data/BackBoneCHiDihedrals_odna.dat\n", "Reading frame 1000\n", "Finishid reading.... Total number of frame read = 1001\n" ] } ], "source": [ "## Initialization\n", "pdna = dnaMD.DNA(60) #Initialization for 60 base-pairs DNA bound with the protein\n", "fdna = dnaMD.DNA(60) #Initialization for 60 base-pairs free DNA\n", "\n", "## If HDF5 file is used to store/save data use these:\n", "# pdna = dnaMD.DNA(60, filename='cdna.h5') #Initialization for 60 base-pairs DNA bound with the protein\n", "# fdna = dnaMD.DNA(60, filename='odna.h5') #Initialization for 60 base-pairs free DNA\n", "\n", "## Loading data from input files in respective DNA object\n", "# parameters = 'All'\n", "# will read and store alpha, beta, gamma, delta, epsilon, zeta and chi dihedrals of both strands\n", "pdna.set_backbone_dihedrals('tutorial_data/BackBoneCHiDihedrals_cdna.dat', bp=[2, 59], parameters='All', bp_range=True)\n", "fdna.set_backbone_dihedrals('tutorial_data/BackBoneCHiDihedrals_odna.dat', bp=[2, 59], parameters='All', bp_range=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Backbone Torsion angles as a function of time (manually)\n", "\n", "* A specific type of torsion angle of a nucleotide/s can be extracted from the DNA obejct using function [dnaMD.DNA.get_parameters(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.get_parameters).\n", "\n", "\n", "* The extracted angles can be plotted as a function of time\n", "\n", "\n", "* The extracted angles (average) of a strand for the DNA segment can be plotted as a function of time\n", "\n", "\n", "Following example shows **alpha**, $\\alpha$ of first strand vs **Time** plots. These example also shows that how to extract the parameters value from the DNA object. Other properties could be extracted and plotted using similar steps. \n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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lwd0+lz/tmAQZ5enrCO5PJFOySrPqWOvVUIRpuVIwAkWTpeu3Y9RlT+PR/60M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\nQQ0iaDRGBEzcpy96diqu+njGIUPw3pU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tdRVigrGKn57oncOSFf/vpH2RZ2DS/v3Dd7YZ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\nOuYtFW0tQ7XBiREohrIxYY+e9v/gVSOzgojwhy+NKXc1MqN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ib9NX4eW5nydSVppmVdm5/eVPsc5nKnrahJ/lHPcSDo0Rp+0Vu20mhRYcLsI2ba8G8ti7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\nWGcO742XP/kCw8wovipYNuowGgdpU5WQwKFJiHD+kf0Sqo1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1Dr371LltS+k+VVOVu86i0aXrbgZlJl6/rRZvfLK+6Bw/OXb7jcLbrIs0rbpA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\nMll4gdx0aG3NlM1au5oT5t43XQq5qsr/kI1zvILJ2ujygQs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extracting \"alpha\" of first strand of 20 to 30 base-steps\n", "alpha_S1, bp_idx = fdna.get_parameters('alpha S1',[20,30], bp_range=True)\n", "\n", "# SI-alpha vs Time for 22nd base-pair\n", "plt.title('22nd bp')\n", "plt.plot(pdna.time, alpha_S1[2]) # index is 2 for 22nd base-step: (20 + 2)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel(r'$\\alpha$-S1 ( $^o$)')\n", "plt.show()\n", "\n", "# Average SI-alpha vs Time for segment 20-30 base-pairs\n", "avg_alpha_S1 = np.mean(alpha_S1, axis=0) # Calculation of mean using mean function of numpy\n", "plt.title('20-30 bp segment')\n", "plt.plot(pdna.time, avg_alpha_S1)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel(r'$\\alpha$-S1 ( $^o$)')\n", "plt.show()\n", "\n", "# Average SI-alpha vs Time for segment 24-28 base-step\n", "# index of 24th base-step is 4 (20 + 4). index of 28th base-step is 8 (20 + 8)\n", "avg_alpha_S1 = np.mean(alpha_S1[4:8], axis=0) \n", "plt.title('24-28 bp segment')\n", "plt.plot(pdna.time, avg_alpha_S1)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel(r'$\\alpha$-S1 ( $^o$)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Backbone torsion angles as a function of time (using provided functions)\n", "\n", "Above examples show the method to extract the values from the DNA object. However, [dnaMD.DNA.time_vs_parameter(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.time_vs_parameter) function could be use to get torsion angle as a function of time for the given nucleotides or strand of the DNA segment\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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hUVHQegMn6usktRg+h03JzfY/+4zhn//TWj3uH15IPiyp5RGDRu/sOMcI2fOd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\nL3Oz5gK1qxNmkJ17qJWfmq5wmAq8nbqU84EjJI1K39aOIDsGuwbYIGl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hceigkzi8qqq8EofYIdg+BzYwNm3S31eEOEhE6AYwvzo0VVXxRmv+XLb5zu1K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\n659D/2Pccsstrm9L5uC73aqM+nX99JmvX78eS5cuTRjE19NulpEfH0V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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# S1-gamma and S2-gamma vs Time for 22nd bp\n", "plt.title(r'$\\gamma$ for 22nd bp')\n", "time, S1 = fdna.time_vs_parameter('gamma S1', [22])\n", "time, S2 = fdna.time_vs_parameter('gamma S2', [22])\n", "plt.plot(time, S1, c='b', label='Strand-1')\n", "plt.plot(time, S2, c='r', label='Strand-2')\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('$\\gamma$ ( $^o$)')\n", "plt.legend()\n", "plt.show()\n", "\n", "# alpha-S2 vs Time for 25-40 bp segment\n", "plt.title(r'$\\alpha$-S2 for 25-40 bp segment')\n", "# Bound DNA\n", "# Assume that the torsion angle a given segment is average over the nucelotides\n", "time, value = pdna.time_vs_parameter('alpha S2', [25, 40], merge=True, merge_method='mean')\n", "plt.plot(time, value, label='bound DNA', c='k') # balck color => bound DNA\n", "# Free DNA\n", "time, value = fdna.time_vs_parameter('alpha S2', [25, 40], merge=True, merge_method='mean')\n", "plt.plot(time, value, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel(r'$\\alpha$ ( $^o$)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Backbone torsional angles wheel of nucleotides/DNA-segment\n", "\n", "* Angle wheel (Polar plot) of backbone torsion angles is a compat way to show the conformational flcutuations of backbone dynamics.\n", "\n", "\n", "* Below is a defnition of method, which can be use to plot angles wheel for set of angle types.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_angle_wheel(angles, colormap, color_res = 20, bin_size=2, ax=None, cb_pad=0.2, cb_shrink=0.75):\n", " \"\"\" Plot torsion wheel for given number of angles\n", " \n", " Arguments:\n", " \n", " angles (2D array): of shape (type,numbers)\n", " \n", " colormap (string): name of colormap\n", " \n", " color_res (int) : number of color-bins in colormap\n", " \n", " bin_size (int) : size of bin in Degree for calculation of histogram\n", " \n", " axis (matplotlib axis): matplotlib axis instance. If (ax != None), colorbar instance will be returned.\n", " \n", " cb_pad (float): Gap between wheel-plot and colorbar\n", " \n", " cb_shrink (float): To increase or decrease size of colorbar\n", " \n", " \n", " Return:\n", " \n", " None : If ax=None\n", " \n", " or\n", " \n", " colorbar (matplotlib colorbar): if (ax != None) matplotlib colorbar instance. \n", " This can be used to modify properties of color-bar\n", " \n", " \"\"\"\n", " \n", " angles = np.asarray(angles) \n", " \n", " # Number of angle types to plot\n", " nangle = angles.shape[0]\n", " \n", " # Number of input angles for each angle type\n", " nframe = angles.shape[1]\n", " \n", " angle_hist = []\n", " \n", " # Creating reference array of angle for histogram \n", " hist_idx = np.arange(0, 360, bin_size, dtype=float)\n", " \n", " # Initializing histogram array over 360 Deg using bin-size\n", " for i in range(nangle):\n", " angle_hist.append(np.zeros(hist_idx.shape[0]))\n", " angle_hist = np.asarray(angle_hist)\n", " \n", " #### Calculating histogram ###\n", " for i in range(len(angles)):\n", " for j in range(len(angles[i])):\n", " \n", " # Converting angle of negative direction to postive direction\n", " if angles[i][j]<0:\n", " tmp_theta = 360 + angles[i][j]\n", " else:\n", " tmp_theta = angles[i][j]\n", " \n", " # Finding index in reference array for angle (index of nearest value)\n", " idx = (np.abs(hist_idx-tmp_theta)).argmin()\n", " \n", " # Updating angle histogram\n", " angle_hist[i][idx] += 1\n", " \n", " # Calculating fraction/precentage\n", " angle_hist[i] = np.divide(angle_hist[i],nframe)\n", "\n", " # minimum and maximum value\n", " min_max = [0.0, np.amax(angle_hist)]\n", " \n", " # Creating COLORMAP. To change colormap, see this link: \n", " # (http://matplotlib.org/examples/color/colormaps_reference.html)\n", " # Creating array for color-range\n", " crange = np.linspace(0, min_max[1], color_res)\n", " \n", " # Creating array of color; \n", " # To automate colormap inside a method, \n", " # Following is equivalent to: color = plt.cm.colormap(crange); \n", " # where colormap could be any type of maps that are implemented in the matplotlib\n", " color = getattr(plt.cm, colormap)(crange)\n", " \n", " #### Plotting wheel ####\n", " # Width of bin in radian\n", " width = bin_size*(np.pi/180)\n", " \n", " # Plot each bin with respective color\n", " # First loop over concentric circles\n", " # Second loop along the respective circle \n", " for i in range(len(angle_hist)):\n", " for j in range(len(angle_hist[i])):\n", " \n", " # Identifying index of color in color array using value of histogram\n", " c_idx = (np.abs(crange - angle_hist[i][j])).argmin()\n", " \n", " # Plotting circular-bar of radius=1 for respective bin, each bar start at radius=i+1 and end at radius=i+2\n", " if angle_hist[i][j] > 0.0:\n", " plt.bar(hist_idx[j]*(np.pi/180), 1, width=width, bottom=i+1, color=color[c_idx], linewidth=0)\n", " \n", " # To draw Colorbar. Taken from the following link:\n", " # (http://stackoverflow.com/questions/8342549/matplotlib-add-colorbar-to-a-sequence-of-line-plots)\n", " if ax:\n", " cmap = getattr(mpl.cm, colormap)\n", " norm = mpl.colors.Normalize(vmin=min_max[0], vmax=min_max[1])\n", " sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", " sm._A = []\n", " cb = plt.colorbar(sm, ax=ax, pad=cb_pad, shrink=cb_shrink)\n", " return cb\n", " else:\n", " return None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Torsional angle wheel for all angles of the DNA segment\n", "\n", "* To plot the angle wheel using \"plot_angle_wheel\" method.\n", "\n", "\n", "* Properties of the plots could be changed using the mehtods of matplotlib." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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9avtAFPAAaGxspKqqirq6OowxxMXFkZmZSUxMjK3zt2zZwuOPP17zxhtvNHq9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\ncNmP85DFL8YmmbCwsCvnzZt3zn333ecWofpsfbxS8V8eTi/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oI9jjcK/s9Uh24u2BBPQ5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CCEeBDYjDP79XqXTf5k4R20F14C6zQmBZPJ9K1NmzbFe29zP0iGq6rq6e/lr8pyetRjy7/cKKcD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\n8mDPy+vKLZQMdE5JSWHbtm2Mjo5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ejsFgoKSkhJqamh/d8MOdiUegRUVmm5b7S4v4V+Wx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialization of plot with resolution and figure size\n", "fig = plt.figure(figsize=(14, 8))\n", "\n", "# For large figure, use this\n", "#fig = plt.figure(figsize=(18, 12), dpi=300)\n", "\n", "# To adjust gaps and margins of subplots\n", "fig.subplots_adjust(wspace=0.3)\n", "\n", "\n", "##### Plot for first Strand #####\n", "angels_type = ['alpha S1', 'beta S1', 'gamma S1', 'delta S1', 'epsilon S1', 'zeta S1']\n", "label = [r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$', r'$\\zeta$']\n", "\n", "# Initialization of first axis or subplot\n", "ax1 = plt.subplot(121, polar=True)\n", "ax1.set_title('Strand I', fontsize=22, y = 1.2)\n", "\n", "# to change properties of radial and circular grid-line from dashed to solid\n", "ax1.grid(True, lw=0.5, linestyle='-')\n", "\n", "# Extraction of angle data from DNA object\n", "angles = []\n", "for ang_name in angels_type:\n", " values = []\n", " # Extract all individual angles of 10th to 50th base-pairs\n", " for nbp in range(10,50):\n", " time, value = fdna.time_vs_parameter(ang_name, [nbp], merge=False, merge_method='mean')\n", " del time\n", " values = values + list(value)\n", " angles.append(np.array(values))\n", "\n", "# Change list to numpy array\n", "angles = np.asarray(angles)\n", "\n", "# Plot angle wheel with \"winter_r\" colormap\n", "colorbar = plot_angle_wheel(angles, colormap='winter_r', color_res=10, bin_size=5, \n", " ax= ax1, cb_pad=0.15, cb_shrink=0.65)\n", "\n", "# Labeling wheel for each angle type\n", "ax1.yaxis.set_ticklabels(label, fontsize=22)\n", "\n", "##### To increase font-size of angle around perimeter\n", "# Get angle label, which are present at the perimeter of wheel and change it to Degree\n", "xticks = ax1.get_xticks()*180/np.pi\n", "xlabel = []\n", "\n", "# Convert angle to string and add Degree symbol\n", "for x in xticks:\n", " xlabel.append('{0}$^o$' .format(int(x)))\n", " \n", "# Change postion of angle label to remove any overlap\n", "ax1.set_thetagrids(xticks, frac=1.22)\n", "\n", "# At last change the fontsize\n", "ax1.xaxis.set_ticklabels(xlabel, fontsize=22)\n", "\n", "# Change the fontsize in colorbar\n", "for text in colorbar.ax.get_yticklabels():\n", " text.set_fontsize(22)\n", "\n", "# Clean memory\n", "del angles\n", " \n", "##### Plot for Second Strand #####\n", "angels_type = ['alpha S2', 'beta S2', 'gamma S2', 'delta S2', 'epsilon S2', 'zeta S2']\n", "label = [r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$', r'$\\zeta$']\n", "\n", "# Initialization of first axis\n", "ax2 = plt.subplot(122, polar=True)\n", "ax2.set_title('Strand II', fontsize=22, y = 1.2)\n", "\n", "# to change properties of grid-line\n", "ax2.grid(True, lw=0.5, linestyle='-')\n", "\n", "# Extraction of angle data\n", "angles = []\n", "for ang_name in angels_type:\n", " values = []\n", " # Extract all angles of 10th to 50th base-pairs\n", " for nbp in range(10,50):\n", " time, value = fdna.time_vs_parameter(ang_name, [nbp], merge=False, merge_method='mean')\n", " del time\n", " values = values + list(value)\n", " angles.append(np.array(values))\n", "\n", "# Change list to numpy array\n", "angles = np.asarray(angles)\n", "\n", "# Plot angle wheel with \"winter_r\" colormap\n", "colorbar = plot_angle_wheel(angles, colormap='winter_r', color_res=10, bin_size=5, \n", " ax= ax2, cb_pad=0.15, cb_shrink=0.65)\n", "\n", "# Labeling wheel for each angle type\n", "ax2.yaxis.set_ticklabels(label, fontsize=22)\n", "\n", "##### To increase font-size of angle around perimeter\n", "# Get angle label, which are present at the perimeter of wheel and change it to Degree\n", "xticks = ax2.get_xticks()*180/np.pi\n", "xlabel = []\n", "\n", "# Convert angle to string and add Degree symbol\n", "for x in xticks:\n", " xlabel.append('{0}$^o$' .format(int(x)))\n", " \n", "# Change postion of angle label to remove any overlap\n", "ax2.set_thetagrids(xticks, frac=1.22)\n", "\n", "# At last change the fontsize\n", "ax2.xaxis.set_ticklabels(xlabel, fontsize=22)\n", "\n", "# Change the fontsize in colorbar\n", "for text in colorbar.ax.get_yticklabels():\n", " text.set_fontsize(22)\n", "\n", "# Clean memory\n", "del angles\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Torsional angle wheel for average angles of DNA segment\n", "\n", "* To plot the angle wheel using \"plot_angle_wheel\" method.\n", "\n", "\n", "* Properties of the plot could be changed using the mehtods of matplotlib.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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mJ1F3ANcE2TRecNqJE5SqcSZX7QHKgY/iBLbfA59VVd+ocitwPhRvAZuDHLpe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\nu/ScNR7Wni/g43r2Mz8/T0dHB+np6TQ3N6PX6ykmnbt49yoh8xHkHdzFY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68e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\nlMt3fqo731memoE/JUwP+zmhr5yGRClTgrOYlh9gfmAGgZrynJL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialization of plot\n", "fig = plt.figure(figsize=(14, 8))\n", "\n", "# For large figure, use this\n", "#fig = plt.figure(figsize=(18, 12), dpi=300)\n", "\n", "fig.subplots_adjust(wspace=0.2)\n", "\n", "\n", "##### Plot for first Strand #####\n", "angels_type = ['alpha S1', 'beta S1', 'gamma S1', 'delta S1', 'epsilon S1', 'zeta S1']\n", "label = [r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$', r'$\\zeta$']\n", "\n", "# Initialization of first axis\n", "ax1 = plt.subplot(121, polar=True)\n", "ax1.set_title('Strand I 25-35 bp', fontsize=22, y = 1.2)\n", "\n", "# to change properties of grid-line\n", "ax1.grid(True, lw=0.5, linestyle='-')\n", "\n", "# Extraction of angle data\n", "angles = []\n", "for ang_name in angels_type:\n", " # To calculate the angle for a segment, angles are avereged over base-pairs\n", " time, value = fdna.time_vs_parameter(ang_name, [25, 35], merge=True, merge_method='mean')\n", " del time\n", " angles.append(value)\n", "\n", "# Change list to numpy array\n", "angles = np.asarray(angles)\n", "\n", "# Plot angle wheel with \"winter_r\" colormap\n", "colorbar = plot_angle_wheel(angles, colormap='winter_r', color_res=10, bin_size=5, \n", " ax= ax1, cb_pad=0.15, cb_shrink=0.5)\n", "\n", "# Labeling wheel for each angle type\n", "ax1.yaxis.set_ticklabels(label, fontsize=22)\n", "\n", "##### To increase font-size of angle around perimeter\n", "# Get angle label, which are present at the perimeter of wheel and change it to Degree\n", "xticks = ax1.get_xticks()*180/np.pi\n", "xlabel = []\n", "\n", "# Convert angle to string and add Degree symbol\n", "for x in xticks:\n", " xlabel.append('{0}$^o$' .format(int(x)))\n", " \n", "# Change postion of angle label to remove any overlap\n", "ax1.set_thetagrids(xticks, frac=1.22)\n", "\n", "# At last change the fontsize\n", "ax1.xaxis.set_ticklabels(xlabel, fontsize=22)\n", "\n", "# Change the fontsize in colorbar\n", "for text in colorbar.ax.get_yticklabels():\n", " text.set_fontsize(22)\n", "\n", "# Clean memory\n", "del angles\n", " \n", "##### Plot for Second Strand #####\n", "angels_type = ['alpha S2', 'beta S2', 'gamma S2', 'delta S2', 'epsilon S2', 'zeta S2']\n", "label = [r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$', r'$\\zeta$']\n", "\n", "# Initialization of first axis\n", "ax2 = plt.subplot(122, polar=True)\n", "ax2.set_title('Strand II 25-35 bp', fontsize=22, y = 1.2)\n", "\n", "# to change properties of grid-line\n", "ax2.grid(True, lw=0.5, linestyle='-')\n", "\n", "# Extraction of angle data\n", "angles = []\n", "for ang_name in angels_type:\n", " # To calculate the angle for a segment, angles are avereged over base-pairs\n", " time, value = fdna.time_vs_parameter(ang_name, [25, 35], merge=True, merge_method='mean')\n", " del time\n", " angles.append(value)\n", "\n", "# Change list to numpy array\n", "angles = np.asarray(angles)\n", "\n", "# Plot angle wheel with \"winter_r\" colormap\n", "colorbar = plot_angle_wheel(angles, colormap='winter_r', color_res=10, bin_size=5, \n", " ax= ax2, cb_pad=0.15, cb_shrink=0.5)\n", "\n", "# Labeling wheel for each angle type\n", "ax2.yaxis.set_ticklabels(label, fontsize=22)\n", "\n", "##### To increase font-size of angle around perimeter\n", "# Get angle label, which are present at the perimeter of wheel and change it to Degree\n", "xticks = ax2.get_xticks()*180/np.pi\n", "xlabel = []\n", "\n", "# Convert angle to string and add Degree symbol\n", "for x in xticks:\n", " xlabel.append('{0}$^o$' .format(int(x)))\n", " \n", "# Change postion of angle label to remove any overlap\n", "ax2.set_thetagrids(xticks, frac=1.22)\n", "\n", "# At last change the fontsize\n", "ax2.xaxis.set_ticklabels(xlabel, fontsize=22)\n", "\n", "# Change the fontsize in colorbar\n", "for text in colorbar.ax.get_yticklabels():\n", " text.set_fontsize(22)\n", "\n", "# Clean memory\n", "del angles\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Torsional angle wheel for average angles of segment of a bound and a unbound DNA\n", "\n", "* To plot the angle wheel using \"plot_angle_wheel\" method.\n", "\n", "\n", "* Here, torsion angles of unbound and bound DNA are compared. Note that data are sparse (only 1000 frames from 100 ns).\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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DAXl5ecumVVpRFPT19cHr9aKiogJmsznTVUJ/fz8uuOACZ2tr63N2u/1LzDye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5Ny7860RMTAyjo6NhD9E455xztN///vcvBf437IOKIIJ5ECGf8rFq/fr1ahmVt6GhISnV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Le3t6Bu40IIqNaa4eFhjh8/LhoFjkQiZLNZfL79SVK+SCaTaK3xePKP/u2HlZUVkS53rTXfT88R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\ngPw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialization of plot\n", "fig = plt.figure(figsize=(14, 20))\n", "fig.subplots_adjust(hspace=0.4)\n", "\n", "\n", "##### Plot for first Strand #####\n", "angels_type = ['alpha S1', 'beta S1', 'gamma S1', 'delta S1', 'epsilon S1', 'zeta S1']\n", "label = [r'$\\alpha$', r'$\\alpha$', r'$\\beta$', r'$\\beta$', r'$\\gamma$', r'$\\gamma$', r'$\\delta$', r'$\\delta$', \n", " r'$\\epsilon$', r'$\\epsilon$', r'$\\zeta$', r'$\\zeta$']\n", "\n", "# Initialization of first axis\n", "ax1 = plt.subplot(211, polar=True)\n", "ax1.set_title('Strand I', fontsize=22, y = 1.15)\n", "\n", "# to change properties of grid-line\n", "ax1.grid(True, lw=0.5, linestyle='-')\n", "\n", "# Extraction of angle data\n", "angles = []\n", "for ang_name in angels_type:\n", " # To calculate the angle for a segment, angles are avereged over base-pairs\n", " \n", " # Unbound DNA\n", " time, value = fdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method='mean')\n", " del time\n", " angles.append(value)\n", " \n", " # Bound DNA\n", " time, value = pdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method='mean')\n", " angles.append(value)\n", "\n", "# Change list to numpy array\n", "angles = np.asarray(angles)\n", "\n", "# Plot angle wheel with \"winter_r\" colormap\n", "colorbar = plot_angle_wheel(angles, colormap='winter_r', color_res=10, bin_size=5, \n", " ax=ax1, cb_pad=0.1, cb_shrink=0.75)\n", "\n", "# Labeling wheel for each angle type\n", "ax1.yaxis.set_ticks(range(1,13))\n", "ax1.yaxis.set_ticklabels(label, fontsize=22)\n", "plt.ylim(0,13)\n", "\n", "##### To increase font-size of angle around perimeter\n", "# Get angle label, which are present at the perimeter of wheel and change it to Degree\n", "xticks = ax1.get_xticks()*180/np.pi\n", "xlabel = []\n", "\n", "# Convert angle to string and add Degree symbol\n", "for x in xticks:\n", " xlabel.append('{0}$^o$' .format(int(x)))\n", " \n", "# Change postion of angle label to remove any overlap\n", "ax1.set_thetagrids(xticks, frac=1.18)\n", "\n", "# At last change the fontsize\n", "ax1.xaxis.set_ticklabels(xlabel, fontsize=22)\n", "\n", "# Change the fontsize in colorbar\n", "for text in colorbar.ax.get_yticklabels():\n", " text.set_fontsize(22)\n", "\n", "# Clean memory\n", "del angles \n", " \n", "##### Plot for Second Strand #####\n", "angels_type = ['alpha S2', 'beta S2', 'gamma S2', 'delta S2', 'epsilon S2', 'zeta S2']\n", "label = [r'$\\alpha$', r'$\\alpha$', r'$\\beta$', r'$\\beta$', r'$\\gamma$', r'$\\gamma$', r'$\\delta$', r'$\\delta$', \n", " r'$\\epsilon$', r'$\\epsilon$', r'$\\zeta$', r'$\\zeta$']\n", "\n", "# Initialization of first axis\n", "ax2 = plt.subplot(212, polar=True)\n", "ax2.set_title('Strand II', fontsize=22, y = 1.15)\n", "\n", "# to change properties of grid-line\n", "ax2.grid(True, lw=0.5, linestyle='-')\n", "\n", "# Extraction of angle data\n", "angles = []\n", "for ang_name in angels_type:\n", " # To calculate the angle for a segment, angles are avereged over base-pairs\n", " \n", " # Unbound DNA\n", " time, value = fdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method='mean')\n", " del time\n", " angles.append(value)\n", " \n", " # Bound DNA\n", " time, value = pdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method='mean')\n", " angles.append(value)\n", "\n", "# Change list to numpy array\n", "angles = np.asarray(angles)\n", "\n", "# Plot angle wheel with \"PuRd\" (purple-red) colormap\n", "colorbar = plot_angle_wheel(angles, colormap='winter_r', color_res=10, bin_size=5, \n", " ax=ax2, cb_pad=0.1, cb_shrink=0.75)\n", "\n", "# Labeling wheel for each angle type\n", "ax2.yaxis.set_ticks(range(1,13))\n", "ax2.yaxis.set_ticklabels(label, fontsize=22)\n", "plt.ylim(0,13)\n", "\n", "##### To increase font-size of angle around perimeter\n", "# Get angle label, which are present at the perimeter of wheel and change it to Degree\n", "xticks = ax2.get_xticks()*180/np.pi\n", "xlabel = []\n", "\n", "# Convert angle to string and add Degree symbol\n", "for x in xticks:\n", " xlabel.append('{0}$^o$' .format(int(x)))\n", " \n", "# Change postion of angle label to remove any overlap\n", "ax2.set_thetagrids(xticks, frac=1.18)\n", "\n", "# At last change the fontsize\n", "ax2.xaxis.set_ticklabels(xlabel, fontsize=22)\n", "\n", "# Change the fontsize in colorbar\n", "for text in colorbar.ax.get_yticklabels():\n", " text.set_fontsize(22)\n", "\n", "# Clean memory\n", "del angles\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }