{ "cells": [ { "cell_type": "markdown", "id": "45098dea", "metadata": {}, "source": [ "There are two Kim et al. datasets, one uses all available cells (currently used in the 4DN tutorial of Higashi) and one with stricter filtering standard (we used in Higashi and Fast-Higashi manuscript). We refer to them as 4DN_all and 4DN_subset. We'll run Fast-Higashi on both of these dataset. Let's try 4DN_subset first. " ] }, { "cell_type": "code", "execution_count": 1, "id": "1db61bac", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "22c3e441", "metadata": {}, "outputs": [], "source": [ "from fasthigashi.FastHigashi_Wrapper import *\n", "# Set the path to the configuration file, change it accordingly\n", "# The format of the config file is the same as the Higashi config JSON\n", "config = \"/home/rzhang/fast_higashi_git/config_dir/config_sciHiC_Kim_4DN_higashi_500k.JSON\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "69acd96b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "setting to gpu:1\n" ] } ], "source": [ "# initialize the model\n", "wrapper = FastHigashi(config_path=config,\n", " path2input_cache=None, # when setting at None, will use the temp_dir on the JSON file\n", " path2result_dir=None, # same as above\n", " off_diag=100,\n", " filter=True,\n", " do_conv=True, # dataset with low coverage, turn on conv\n", " do_rwr=True, # dataset with low coverage, turn on partial rwr\n", " do_col=False,\n", " no_col=False)\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a9986bc7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating start/end dict for chromosome\n", "extracting from filelist.txt\n" ] }, { "data": { "application/json": { "ascii": false, "bar_format": null, "colour": null, "elapsed": 0.012470483779907227, "initial": 0, "n": 0, "ncols": null, "nrows": 59, "postfix": null, "prefix": "", "rate": null, "total": 6388, "unit": "it", "unit_divisor": 1000, "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { "model_id": "18eef089106b42cb9ed5aae1e58f477f", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/6388 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check available label information\n", "print (wrapper.label_info.columns)\n", "from umap import UMAP\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import math\n", "embedding = embed['embed_l2_norm']\n", "vec = UMAP(n_components=2, n_neighbors=25, random_state=0).fit_transform(embedding)\n", "print (vec.shape)\n", "\n", "fig = plt.figure(figsize=(10, 30))\n", "for col_index, col in enumerate([\"cell type\", \"batch_id\"]):\n", " ax = plt.subplot(6, 1, col_index + 1)\n", " sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper.label_info[col], ax=ax, s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper.label_info[col]))\n", " handles, labels = ax.get_legend_handles_labels()\n", " labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n", " ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, \n", " borderaxespad=0., ncol=int(math.ceil(len(labels)) / 40 + 1), prop={'size': 6})\n", " ax.set_title(col)\n", "plt.tight_layout()\n", "plt.show()\n", "plt.close('all')" ] }, { "cell_type": "code", "execution_count": 36, "id": "4ae7ffe9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 7))\n", "col = 'cell type'\n", "ax=sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper.label_info[col], s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper.label_info[col]))\n", "handles, labels = ax.get_legend_handles_labels()\n", "labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n", "ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncol=2, prop={'size':8})\n", "ax.grid(False)\n", "# Hide axes ticks\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.set_xlabel('UMAP-1')\n", "ax.set_ylabel('UMAP-2')\n", "ax.set_title( \"Kim et al. Plos Computational Biology 2020 sciHi-C 4DN cell lines\")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "05d3306c", "metadata": {}, "source": [ "OK, Now let's try 4DN_all" ] }, { "cell_type": "code", "execution_count": 10, "id": "9092a591", "metadata": {}, "outputs": [], "source": [ "from fasthigashi.FastHigashi_Wrapper import *\n", "# Set the path to the configuration file, change it accordingly\n", "# The format of the config file is the same as the Higashi config JSON\n", "config = \"/home/rzhang/fast_higashi_git/config_dir/config_sciHiC_Kim_4DN_all_500k.JSON\"" ] }, { "cell_type": "code", "execution_count": 11, "id": "b3f8cf5a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "setting to gpu:5\n" ] } ], "source": [ "# initialize the model\n", "wrapper_all = FastHigashi(config_path=config,\n", " path2input_cache=None, # when setting at None, will use the temp_dir on the JSON file\n", " path2result_dir=None, # same as above\n", " off_diag=100,\n", " filter=True,\n", " do_conv=True, # dataset with low coverage, turn on conv\n", " do_rwr=True, # dataset with low coverage, turn on partial rwr\n", " do_col=False,\n", " no_col=False)\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "197c6b44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating start/end dict for chromosome\n", "extracting from filelist.txt\n" ] }, { "data": { "application/json": { "ascii": false, "bar_format": null, "colour": null, "elapsed": 0.011800527572631836, "initial": 0, "n": 0, "ncols": null, "nrows": 59, "postfix": null, "prefix": "", "rate": null, "total": 16707, "unit": "it", "unit_divisor": 1000, "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { "model_id": "3c6c48fd5b16483c9c1a0bf246938b79", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/16707 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check available label information\n", "print (wrapper_all.label_info.columns)\n", "from umap import UMAP\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import math\n", "embedding = embed['embed_l2_norm_correct_coverage_fh']\n", "vec = UMAP(n_components=2, n_neighbors=25, random_state=0).fit_transform(embedding)\n", "\n", "\n", "fig = plt.figure(figsize=(10, 30))\n", "for col_index, col in enumerate([\"cell type\", \"batch\"]):\n", " ax = plt.subplot(6, 1, col_index + 1)\n", " sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper_all.label_info[col], ax=ax, s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper_all.label_info[col]))\n", " handles, labels = ax.get_legend_handles_labels()\n", " labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n", " ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, \n", " borderaxespad=0., ncol=int(math.ceil(len(labels)) / 40 + 1), prop={'size': 6})\n", " ax.set_title(col)\n", "plt.tight_layout()\n", "plt.show()\n", "plt.close('all')" ] }, { "cell_type": "code", "execution_count": 39, "id": "c8a83d80", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 7))\n", "col = 'cell type'\n", "ax=sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper_all.label_info[col], s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper_all.label_info[col]))\n", "handles, labels = ax.get_legend_handles_labels()\n", "labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n", "ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncol=2, prop={'size':8})\n", "ax.grid(False)\n", "# Hide axes ticks \n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.set_xlabel('UMAP-1')\n", "ax.set_ylabel('UMAP-2')\n", "ax.set_title( \"Kim et al. Plos Computational Biology 2020 sciHi-C 4DN cell lines\")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ea503bd4", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }