{ "cells": [ { "cell_type": "markdown", "id": "e7ac4888", "metadata": {}, "source": [ "There are two Ramani et al. datasets, one uses all libraries (used for benchmarking in scVI-3D (3DVI) paper) and one with only ML1 & ML3 library (Used in scHiCluster, Higashi and Fast-Higashi manuscript). We refer to them as ramani_all and ramani_subset. We'll run Fast-Higashi on both of these dataset. Let's try ramani_subset first. \n", "\n", "NOTE: for this dataset, because different library contains non-overlapping cell types and have different coverage, it's hard to evaluate batch correction / coverage correction method on this dataset, because the technical variability is highly corrrelated with biological ones." ] }, { "cell_type": "code", "execution_count": 1, "id": "75c22cca", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "542d8b25", "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_ramani_1m.JSON\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "2a899a45", "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": "a3246cff", "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": 0.012951374053955078, "initial": 0, "n": 0, "ncols": null, "nrows": 59, "postfix": null, "prefix": "", "rate": null, "total": 620, "unit": "it", "unit_divisor": 1000, "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { "model_id": "860f0c31076e44afb124994eb52d43b8", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/620 [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=15, random_state=0, min_dist=0.1).fit_transform(embedding)\n", "\n", "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=15, 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( \"Ramani et al. Nature Methods 2017 sciHi-C cell lines\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "42ea53a3", "metadata": {}, "source": [ "OK, Now let's try ramani_all" ] }, { "cell_type": "code", "execution_count": 9, "id": "4e81c748", "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_ramani_all_1m.JSON\"" ] }, { "cell_type": "code", "execution_count": 10, "id": "6bf4fb10", "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": 11, "id": "b3e80d43", "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": 0.01100778579711914, "initial": 0, "n": 0, "ncols": null, "nrows": 59, "postfix": null, "prefix": "", "rate": null, "total": 2271, "unit": "it", "unit_divisor": 1000, "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { "model_id": "c050b2dbb6194fe4a05db967be64941f", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2271 [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']\n", "vec = UMAP(n_components=2, n_neighbors=25, random_state=0, min_dist=0.3).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=15, 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": 16, "id": "98b2f07a", "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=15, 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( \"Ramani et al. Nature Methods 2017 sciHi-C cell lines\")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "14ce44a1", "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 }