{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Making Single Strand DNA Models\n", "*It is recommended that you run this example inside a Jupyter environment*\n", "*rather than a VSCode or similar environment*\n", "\n", "This requires the mayavi jupyter extension\n", "`jupyter nbextension install --py mayavi --user`" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "from pathlib import Path\n", "\n", "try:\n", " from fractaldna.dna_models import dnachain as dna\n", "except (ImportError, ModuleNotFoundError):\n", " # Path modifications if working straight out of the git repo.\n", " sys.path.append(str(Path.cwd().parent.parent.parent))\n", " from fractaldna.dna_models import dnachain as dna\n", "\n", "from mayavi import mlab\n", "\n", "# Disable this option for interactive rendering\n", "mlab.options.offscreen = True\n", "\n", "# Enable this option for an interactive notebook\n", "# mlab.init_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making and plotting a single DNA strand" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.92, 'Surface Plot')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a 40 base pair long DNA Strand\n", "chain = dna.DNAChain(\"GTAC\" * 10)\n", "# Generate a simple Matplotlib visualisation\n", "# The basic plot shows each molecule as a point\n", "plot = chain.to_plot()\n", "plot.gca().set_title(\"Basic Plot\")\n", "\n", "# You can also hide certain molecules (b = base, s=sugar, p=phosphate)\n", "plot_phosphate = chain.to_plot(plot_b=False, plot_s=False, plot_p=True)\n", "plot_phosphate.gca().set_title(\"Phosptate Only Plot\")\n", "\n", "# The surface plot plots each DNA molecule as a ball\n", "plot_surface = chain.to_surface_plot()\n", "plot_surface.gca().set_title(\"Surface Plot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating pretty plots with MayaVI" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# MayaVI can generate nicer plots, joining the strands together\n", "plot = chain.to_strand_plot()\n", "plot.scene.save_jpg(\"single_strand_strand_plot.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![single_strand_strand_plot](single_strand_strand_plot.jpg)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Or you can just plot the path of the entire block of dna, which looks better for a curved chain\n", "chain = dna.TurnedDNAChain(\"GATC\" * 40)\n", "plot = chain.to_line_plot()\n", "plot.scene.save_jpg(\"single_turned_strand_line_plot.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![single_turned_strand_line_plot](single_turned_strand_line_plot.jpg)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "plot = chain.to_strand_plot()\n", "plot.scene.save_jpg(\"single_turned_strand_strand_plot.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![single_turned_strand_strand_plot](single_turned_strand_strand_plot.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exporting a DNA strand as text" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#NAME SHAPE CHAIN_ID STRAND_ID BP_INDEX SIZE_X SIZE_Y SIZE_Z POS_X POS_Y POS_Z ROT_X ROT_Y ROT_Z\n", "Phosphate sphere 0 0 0 2.2823538668497223 2.2823538668497223 2.2823538668497223 -0.779890171626023 8.815584979134911 -333.92471210406507 0.0 -0.0 0.0\n", "Sugar sphere 0 0 0 2.632139825596463 2.632139825596463 2.632139825596463 2.2598223909714656 6.737434473918255 -334.824704023257 0.0 -0.0 0.0\n", "Guanine ellipse 0 0 0 3.6315030254147858 3.799953276546786 1.8872880374815397 0.6081393104497743 2.3215301459187865 -335.84706382820303 0.0 -0.0 0.0\n", "Phosphate sphere 0 1 0 2.2823538668497223 2.2823538668497223 2.2823538668497223 -0.779890171626023 -8.815584979134911 -338.19297877073177 0.0 -0.0 0.0\n", "Sugar sphere 0 1 0 2.632139825596463 2.632139825596463 2.632139825596463 2.2598223909714656 -6.737434473918255 -337.2929868515398 0.0 -0.0 0.0\n", "Cytosine ellipse 0 1 0 3.597341307934331 3.066331331321459 1.7793608554794114 0.035998166959542686 -3.3433274569807168 -336.3976643350362 0.0 -0.0 0.0\n", "Phosphate sphere 0 ...\n" ] } ], "source": [ "# The chain can be converted to a text stream for saving\n", "print(chain.to_text()[:1000], \"...\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameshapechain_idxstrand_idxbp_idxsize_xsize_ysize_zpos_xpos_ypos_zrot_xrot_yrot_z
0Phosphatesphere0002.2823542.2823542.282354-0.7798908.815585-333.9247120.000000-0.0000000.000000
1Sugarsphere0002.6321402.6321402.6321402.2598226.737434-334.8247040.000000-0.0000000.000000
2Guanineellipse0003.6315033.7999531.8872880.6081392.321530-335.8470640.000000-0.0000000.000000
3Phosphatesphere0102.2823542.2823542.282354-0.779890-8.815585-338.1929790.000000-0.0000000.000000
4Sugarsphere0102.6321402.6321402.6321402.259822-6.737434-337.2929870.000000-0.0000000.000000
.............................................
1Sugarsphere001592.6321402.6321402.632140337.2929875.8099054.0920441.5707960.6335551.570796
2Cytosineellipse001593.5973413.0663311.779361336.3976642.0083062.6731711.5707960.6335551.570796
3Phosphatesphere011592.2823542.2823542.282354333.924712-5.847478-6.6430241.5707960.6335551.570796
4Sugarsphere011592.6321402.6321402.632140334.824704-2.167395-6.7677341.5707960.6335551.570796
5Guanineellipse011593.6315033.7999531.887288335.847064-0.884260-2.2310131.5707960.6335551.570796
\n", "

960 rows × 14 columns

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" ], "text/plain": [ " name shape chain_idx strand_idx bp_idx size_x size_y \\\n", "0 Phosphate sphere 0 0 0 2.282354 2.282354 \n", "1 Sugar sphere 0 0 0 2.632140 2.632140 \n", "2 Guanine ellipse 0 0 0 3.631503 3.799953 \n", "3 Phosphate sphere 0 1 0 2.282354 2.282354 \n", "4 Sugar sphere 0 1 0 2.632140 2.632140 \n", ".. ... ... ... ... ... ... ... \n", "1 Sugar sphere 0 0 159 2.632140 2.632140 \n", "2 Cytosine ellipse 0 0 159 3.597341 3.066331 \n", "3 Phosphate sphere 0 1 159 2.282354 2.282354 \n", "4 Sugar sphere 0 1 159 2.632140 2.632140 \n", "5 Guanine ellipse 0 1 159 3.631503 3.799953 \n", "\n", " size_z pos_x pos_y pos_z rot_x rot_y rot_z \n", "0 2.282354 -0.779890 8.815585 -333.924712 0.000000 -0.000000 0.000000 \n", "1 2.632140 2.259822 6.737434 -334.824704 0.000000 -0.000000 0.000000 \n", "2 1.887288 0.608139 2.321530 -335.847064 0.000000 -0.000000 0.000000 \n", "3 2.282354 -0.779890 -8.815585 -338.192979 0.000000 -0.000000 0.000000 \n", "4 2.632140 2.259822 -6.737434 -337.292987 0.000000 -0.000000 0.000000 \n", ".. ... ... ... ... ... ... ... \n", "1 2.632140 337.292987 5.809905 4.092044 1.570796 0.633555 1.570796 \n", "2 1.779361 336.397664 2.008306 2.673171 1.570796 0.633555 1.570796 \n", "3 2.282354 333.924712 -5.847478 -6.643024 1.570796 0.633555 1.570796 \n", "4 2.632140 334.824704 -2.167395 -6.767734 1.570796 0.633555 1.570796 \n", "5 1.887288 335.847064 -0.884260 -2.231013 1.570796 0.633555 1.570796 \n", "\n", "[960 rows x 14 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Or a DataFrame\n", "chain.to_frame()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7.6 ('base')", "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": "3.7.6" }, "vscode": { "interpreter": { "hash": "75ac00008631022ac6f4cbcea553bf54efd26e8bc76b4bf4e91e5d02b78f2682" } } }, "nbformat": 4, "nbformat_minor": 4 }