{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Customizing CoolBox\n", "\n", "This document is talking about how to create user-defined Track and Coverage types.\n", "\n", "Interactive online version: [Binder](https://mybinder.org/v2/gh/GangCaoLab/CoolBox/HEAD?filepath=docs%2Fsource%2Fcustom_elements.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "CoolBox provided a lot of builtin [Track](https://github.com/GangCaoLab/CoolBox/tree/master/coolbox/core/track)\n", "and [Coverage](https://github.com/GangCaoLab/CoolBox/tree/master/coolbox/core/coverage) types for\n", "different kinds of genomic data formats and display form. \n", "But maybe these can't cover all your needs some time.\n", "\n", "**The good news is that, it's very easy to\n", "define new element types(Track, Coverage, Feature) in CoolBox!**\n", "\n", "The CoolBox plot system is compitible with\n", "[matplotlib](https://matplotlib.org/index.html) Python library, you only\n", "need to know some basic usage of it." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.3.1'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# firstly import the coolbox, and check the version:\n", "import sys; sys.path.insert(0, \"../\")\n", "import coolbox\n", "from coolbox.api import *\n", "coolbox.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Track\n", "\n", "To implement a new Track, the only three thing you need to do:\n", "\n", "1. Import the base `Track` class from `coolbox.core.base` module.\n", "2. Create new track type, and inherit the `Track` as parent class.\n", "3. Implement the `plot` and `fetch_data` (optional) method.\n", "\n", "The code schema will look like this:\n", "\n", "```Python\n", "from coolbox.core.Track.base import Track\n", "\n", "class MyTrack(Track):\n", " def __init__(self, ...):\n", " # Initialization\n", " pass\n", " \n", " def plot(self, ax, genome_range, *kwargs):\n", " # Method for plot the track \n", " # within the genome range \"chrom:start-end\". `genome_range` is a `GenomeRange` object with properties: chrom, start, end\n", " # Draw in the pass-in `ax` Axes \n", " pass\n", " \n", " def fetch_data(self, genome_range, **kwargs):\n", " # Method for fetch the data within genome_range\n", " # genome_range is a `coolbox.utilities.GenomeRange` object\n", " pass\n", "\n", "```\n", "\n", "For better understand it, here we give an example of two simple toy tracks defination:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chromosome name track\n", "\n", "We can define a simple track to show the chromesome name:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from coolbox.core.track.base import Track\n", "from coolbox.utilities import to_gr\n", "import matplotlib.pyplot as plt\n", "\n", "class ChromName(Track):\n", " def __init__(self, fontsize=50, offset=0.45):\n", " super().__init__({\n", " \"fontsize\": fontsize,\n", " \"offset\": offset,\n", " }) # init Track class\n", "\n", " def fetch_data(self, gr, **kwargs):\n", " return gr.chrom # return chromosome name\n", "\n", " def plot(self, ax, gr, **kwargs):\n", " x = gr.start + self.properties['offset'] * (gr.end - gr.start)\n", " ax.text(x, 0, gr.chrom, fontsize=self.properties['fontsize'])\n", " ax.set_xlim(gr.start, gr.end)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frame = ChromName() + XAxis()\n", "frame.plot(\"chr9:4000000-6000000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown above, we defined a chromesome name display track with just abouot 20 lines of Python code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pokemon track\n", "\n", "Here we have a more interesting demo:\n", "\n", "For example we want to plot some [pokemons](https://en.wikipedia.org/wiki/Pok%C3%A9mon)\n", "on some genome regions, and\n", "we have a BED like text file like this:\n", "\n", "```\n", "chr1\t1000\t2000\tBulbasaur\n", "chr1\t2000\t3000\tCharmander\n", "chr1\t3000\t4000\tSquirtle\n", "chr1\t4000\t5000\tPikachu\n", "```\n", "\n", "We stores it in `./_static/pokemons/list.txt`.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bulbasaur.png Pikachu.png Squirtle.png\r\n", "Charmander.png PokeBall.png list.txt\r\n" ] } ], "source": [ "!ls ./_static/pokemons" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from coolbox.core.track.base import Track\n", "from coolbox.utilities import to_gr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", "\n", "class Pokemon(Track):\n", " \n", " def __init__(self, file, img_dir):\n", " # read the table\n", " self.df = pd.read_csv(file, sep=\"\\t\", header=None)\n", " self.df.columns = ['chrom', 'start', 'end', 'pokemon']\n", " # directory store the images\n", " self.img_dir = img_dir\n", " super().__init__({}) # init Track class\n", " \n", " def fetch_data(self, genome_range, **kwargs):\n", " gr = to_gr(genome_range) # force convert to GenomeRange object\n", " df = self.df\n", " sub_df = df[\n", " (df['chrom'] == gr.chrom) & (df['start'] >= gr.start) & (df['end'] <= gr.end)\n", " ]\n", " return sub_df\n", " \n", " def plot(self, ax, gr, **kwargs):\n", " df = self.fetch_data(f\"{gr.chrom}:{gr.start}-{gr.end}\") # get data in range\n", " for _, row in df.iterrows():\n", " img_path = f\"{self.img_dir}/{row['pokemon']}.png\" # get image path\n", " im = plt.imread(img_path)\n", " oi = OffsetImage(im, zoom = 0.5)\n", " px = (row['start'] + row['end']) / 2 # X position\n", " py = 0 \n", " box = AnnotationBbox(oi, (px, py), frameon=False)\n", " ax.add_artist(box)\n", " ax.set_xlim(gr.start, gr.end)\n", " ax.set_ylim(-1, 1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pkm = Pokemon(\"./_static/pokemons/list.txt\", \"./_static/pokemons/\")\n", "frame = XAxis() + Spacer() + pkm" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3chr140005000Pikachu
\n", "
" ], "text/plain": [ " chrom start end pokemon\n", "0 chr1 1000 2000 Bulbasaur\n", "1 chr1 2000 3000 Charmander\n", "2 chr1 3000 4000 Squirtle\n", "3 chr1 4000 5000 Pikachu" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fetch region data\n", "pkm.fetch_data(\"chr1:0-6000\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot region\n", "frame.plot(\"chr1:1000-5000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Coverage\n", "\n", "Coverage is a layer draw upon the track. Custom Coverage defination is same to the Track,\n", "just define the `plot` and `fetch_data` (optional) method.\n", "\n", "For example we can define a Poke Ball Coverage to draw upon Pokemon Track:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from coolbox.core.coverage.base import Coverage\n", "from coolbox.utilities import GenomeRange\n", "\n", "pokeball_path = \"./_static/pokemons/PokeBall.png\"\n", "\n", "class PokeBall(Coverage):\n", " def __init__(self, genome_range, img_path=pokeball_path, alpha=0.5):\n", " super().__init__({\n", " \"genome_range\": GenomeRange(genome_range),\n", " \"img_path\": img_path,\n", " \"alpha\": alpha,\n", " })\n", " \n", " def plot(self, ax, gr, **kwargs):\n", " gr = self.properties['genome_range']\n", " img_path = self.properties['img_path']\n", " alpha = self.properties['alpha']\n", " im = plt.imread(img_path)\n", " oi = OffsetImage(im, zoom = 0.8, alpha=alpha)\n", " px = (gr.start + gr.end) / 2 # X position\n", " box = AnnotationBbox(oi, (px, 0), frameon=False)\n", " ax.add_artist(box)\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "pkm = Pokemon(\"./_static/pokemons/list.txt\", \"./_static/pokemons/\")\n", "ball = PokeBall(\"chr1:1000-2000\", alpha=0.6)\n", "frame = XAxis() + Spacer() + pkm + ball" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frame.plot(\"chr1:1000-5000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Coverage's related Track is stored at it's `.track` attribute:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<__main__.Pokemon at 0x7fdd82838100>" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ball.track" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maybe you found that track defination is almost same to Track.\n", "Actually you can create a Coverage directly from Track class, by using\n", "`track_to_coverage` function, for example, we convert our `ChromName` Track\n", "to Coverage:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from coolbox.core.coverage.base import track_to_coverage\n", "\n", "ChromNameCov = track_to_coverage(ChromName)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot a chromosome name upon pokemon track:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pkm = Pokemon(\"./_static/pokemons/list.txt\", \"./_static/pokemons/\")\n", "frame = XAxis() + Spacer() + pkm + ChromNameCov(offset=0.44)\n", "frame.plot(\"chr1:1000-5000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Feature\n", "\n", "Feature object is used for modify Track or Coverage's properties (like\n", "color, track height, ...), for example modify track's color:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bigwig_path = \"../../tests/test_data/bigwig_chr9_4000000_6000000.bw\"\n", "\n", "bw = BigWig(bigwig_path)\n", "frame = XAxis() + bw + Color(\"#ff0c0c\")\n", "frame.plot(\"chr9:4000000-6000000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can define our own color Feature:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from coolbox.core.feature import Feature\n", "\n", "class MyColor(Feature):\n", " def __init__(self, value):\n", " super().__init__(color=value)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bw = BigWig(bigwig_path)\n", "frame = XAxis() + bw + MyColor(\"#0c0cff\")\n", "frame.plot(\"chr9:4000000-6000000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually, all properties of CoolBox builtin tracks and coverages is stored in the \n", "`.properties` attribute, it's a dict object. Add Feature is equivalent to modify \n", "this dict:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'height': 2,\n", " 'color': '#0c0cff',\n", " 'name': 'BigWig.2',\n", " 'title': '',\n", " 'style': 'fill',\n", " 'fmt': '-',\n", " 'line_width': 2.0,\n", " 'size': 10,\n", " 'threshold_color': '#ff9c9c',\n", " 'threshold': inf,\n", " 'cmap': 'bwr',\n", " 'alpha': 1.0,\n", " 'orientation': None,\n", " 'data_range_style': 'y-axis',\n", " 'min_value': 'auto',\n", " 'max_value': 'auto',\n", " 'type': 'line',\n", " 'num_bins': 700,\n", " 'file': '../../tests/test_data/bigwig_chr9_4000000_6000000.bw'}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bw.properties" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bw.properties['color'] = \"#9c5f2c\"\n", "frame = XAxis() + bw\n", "frame.plot(\"chr9:4000000-6000000\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Peakachu\n", "\n", "This document shows the ability of cooperating with newly developed algorithms.\n", "[Peakachu](https://github.com/tariks/peakachu) is an machine-learning algorithm used for detecting loops in hic contact matrix.\n", "\n", "\n", "With the user-friendly plotting and data-fetching api supplied by CoolBox,\n", "we can quickly visualize the outputs of `Peakachu` along with other builtin tracks in CoolBox.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- install peakachu\n", "- download pretrained model listed in [Peakachu](https://github.com/tariks/peakachu)\n", " - https://dl.dropboxusercontent.com/s/enyg2m7ebj8mxsv/down100.ctcf.pkl?dl=0" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: Scikit-learn==0.22 in /Users/bakezq/opt/miniconda3/lib/python3.8/site-packages (0.22)\r\n", "Requirement already satisfied: joblib==0.14 in /Users/bakezq/opt/miniconda3/lib/python3.8/site-packages (0.14.0)\r\n", "Requirement already satisfied: scipy>=0.17.0 in /Users/bakezq/opt/miniconda3/lib/python3.8/site-packages (from Scikit-learn==0.22) (1.5.4)\r\n", "Requirement already satisfied: numpy>=1.11.0 in /Users/bakezq/opt/miniconda3/lib/python3.8/site-packages (from Scikit-learn==0.22) (1.19.4)\r\n", "Requirement already satisfied: peakachu in /Users/bakezq/opt/miniconda3/lib/python3.8/site-packages (1.1.3)\r\n" ] } ], "source": [ "!pip install Scikit-learn==0.22 joblib==0.14\n", "!pip install peakachu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define custom track" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import joblib\n", "import pandas as pd\n", "from scipy.sparse import coo_matrix\n", "from peakachu.scoreUtils import Chromosome\n", "from peakachu import peakacluster\n", "from coolbox.api import *\n", "from coolbox.core.track.hicmat import Cool\n", "from coolbox.utilities import GenomeRange, correspond_track\n", "\n", "model = joblib.load('../../tests/test_data/down100.ctcf.pkl')\n", "\n", "\n", "class Peakachu(Cool):\n", " def __init__(self, *args, **kwargs):\n", " super().__init__(*args, **kwargs)\n", "\n", " def fetch_data(self, genome_range1, **kwargs):\n", " matrix = super().fetch_data(genome_range1, **kwargs) # reuse Cool.fetch_data to get the raw contacts\n", " ch = Chromosome(coo_matrix(matrix), model) # call peakachu\n", " pval_ma, raw_ma = ch.score()\n", " self.pval_ma = pval_ma.tocoo()\n", " # should return a np.ndarray representing matrix\n", " return (pval_ma + pval_ma.T).toarray()\n", "\n", "@track_to_coverage\n", "class PeakaChuLoops(ArcsBase):\n", " def __init__(self, peakachu, **kwargs):\n", " super().__init__(style=\"hicpeaks\", **kwargs)\n", " peakachu = correspond_track(peakachu)\n", " self.peakachu = peakachu\n", "\n", " def fetch_data(self, gr: GenomeRange, **kwargs):\n", " ma = self.peakachu.pval_ma\n", " mask = ma.data > 0.87 # threshold to filter pvals\n", " pixels = dict(zip(zip(ma.row[mask], ma.col[mask]), 1 / ma.data[mask]))\n", " rows = [(x, x + 1, y, y + 1) # call peakachu\n", " for [x, y], *_ in peakacluster.local_clustering(pixels, res=10000)]\n", " # should return a pd.DataFrame with columns ['start1', 'end1', 'start2', 'end2']\n", " peaks = pd.DataFrame(rows, columns=['start1', 'end1', 'start2', 'end2']) * self.peakachu.fetched_binsize + gr.start\n", " return peaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize Track" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scoring matrix chrm\n", "num candidates 79800\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DATA_DIR = \"../../tests/test_data\"\n", "TEST_RANGE = \"chr9:4000000-6000000\"\n", "RANGE_MARK = \"chr9_4000000_6000000\"\n", "COOL_PATH = f\"{DATA_DIR}/cool_{RANGE_MARK}.mcool\"\n", "\n", "PVALS = Peakachu(COOL_PATH, style=\"triangular\")\n", "PEAKS = Cool(COOL_PATH, style=\"triangular\", orientation=\"inverted\") + \\\n", " PeakaChuLoops(PVALS, line_width=5)\n", "\n", "frame = XAxis() + \\\n", " PVALS + Title(\"Peak pvalues\") + \\\n", " PEAKS + Title(\"HiC with peaks\") + \\\n", " Spacer(0.5) + \\\n", " GTF(f\"{DATA_DIR}/gtf_{RANGE_MARK}.gtf\") + TrackHeight(5)\n", "\n", "frame.plot(TEST_RANGE)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "#### CLI Mode\n", "\n", "Custom elements can also used in CLI mode, just save your definition to a `.py` file, and `load_module` in CLI:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scoring matrix chrm\n", "num candidates 79800\n" ] } ], "source": [ "%%bash\n", "module_path=./_static/peakachu_track.py\n", "data_dir=../../tests/test_data/\n", "cool_path=$data_dir/cool_chr9_4000000_6000000.mcool\n", "gtf_path=$data_dir/gtf_chr9_4000000_6000000.gtf\n", "\n", "coolbox load_module $module_path - \\\n", " add XAxis - \\\n", " add Peakachu $cool_path --style \"triangular\" --name \"pvals\" - \\\n", " add Cool $cool_path --style \"triangular\" --orientation \"inverted\" - \\\n", " add PeakaChuLoops \"pvals\" --line_width 5 -\\\n", " add GTF $gtf_path --height 5 - \\\n", " goto \"chr9:4000000-6000000\" - \\\n", " plot \"/tmp/test_coolbox_peakachu.pdf\" " ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "#### Browser Mode\n", "\n", "Custom elements are naturally adaptive to browser mode. For use custom tracks defined above, just run:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scoring matrix chrm\n", "num candidates 80200\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2b29aba52dce496294f5eeeef8b337cc", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(VBox(children=(HBox(children=(Dropdown(index=8, options=('chr1', 'chr2', 'chr3', 'chr4', 'chr5'…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bsr = Browser(frame)\n", "bsr.goto(TEST_RANGE)\n", "bsr.show()" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }