{ "cells": [ { "cell_type": "markdown", "id": "f2fe2d32-6463-4ff9-9145-6cea226577fd", "metadata": {}, "source": [ "# Apply PhyloVelo to clonal lineage tracing data - TCR" ] }, { "cell_type": "markdown", "id": "d769563e-0888-46b4-94f7-671e22738c8e", "metadata": {}, "source": [ "We now extend PhyloVelo to clonal lineage tracing data based on static barcodes such as lentiviral barcoding (e.g. LARRY and CellTagging) and T/B cell receptor sequences. Because the cell population size of a uniquely labelled clone at observation indicates its relative proliferation activity in the past division history, we thus used clone size as the surrogate of phylogenetic time in PhyloVelo.\n", "\n", "Here is an example of using PhyloVelo to infer intratumor CD8+ T cells cell-fate.\n", "\n", "The single-cell TCR and RNA sequencing data of T cells can be accessed through GSE123813." ] }, { "cell_type": "code", "execution_count": 1, "id": "a5182de9-6fa6-42a1-a342-4e501a047cf4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/sim_utils.py:5: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "import phylovelo as pv" ] }, { "cell_type": "code", "execution_count": 2, "id": "488884f7-d42a-4a50-b9aa-edb7d6730c4d", "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.size'] = 12" ] }, { "cell_type": "markdown", "id": "ae9c48a0-a557-4ae8-8c22-783d1417c0b7", "metadata": {}, "source": [ "## import `count matrix` and `metadata`" ] }, { "cell_type": "code", "execution_count": 3, "id": "10258015-f61d-4851-b0c1-8fd58e695fe8", "metadata": {}, "outputs": [], "source": [ "count = pd.read_csv('../../../demo/datasets/tcr/tcr_count_demo.csv', index_col=0)\n", "metadata = pd.read_csv('../../../demo/datasets/tcr/tcr_metadata_demo.csv', index_col=0)" ] }, { "cell_type": "markdown", "id": "ca77dbb6-9f41-4b41-b12f-57abe5e34044", "metadata": {}, "source": [ "## The 'su009' sample is selected to inference the velocity to avoid batch effect " ] }, { "cell_type": "code", "execution_count": 7, "id": "9a88ffa0-3cd0-4948-91e5-a15c9609674d", "metadata": {}, "outputs": [], "source": [ "sel_cells = metadata[(metadata.patient=='su009').to_numpy()].index" ] }, { "cell_type": "code", "execution_count": 8, "id": "10870bc3-852b-4a9d-aca7-a26f4c450297", "metadata": {}, "outputs": [], "source": [ "sd = pv.scData(count=count.loc[sel_cells], Xdr=metadata.loc[sel_cells][['UMAP1', 'UMAP2']])" ] }, { "cell_type": "code", "execution_count": 9, "id": "1aa2bab9-4c6e-4fab-8b11-acc6c6c63865", "metadata": { "tags": [] }, "outputs": [], "source": [ "sd.drop_duplicate_genes()\n", "sd.normalize_filter()\n", "sd.cell_states = metadata.loc[sel_cells]['cluster'].to_numpy()" ] }, { "cell_type": "code", "execution_count": 10, "id": "c1c244f7-b54c-4304-9467-045671dbea53", "metadata": {}, "outputs": [], "source": [ "clonesize = metadata.loc[sel_cells].clonesizeInCase.to_numpy()" ] }, { "cell_type": "code", "execution_count": 11, "id": "0bfc6d82-50b6-448d-971b-c30b1ce1a0d3", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "10b1d88f70174abdb3bcf7df12b66d5c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/9538 [00:00" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pv.velocity_inference(sd, np.round(np.log(clonesize)), cutoff=0.97, target='x_normed')" ] }, { "cell_type": "markdown", "id": "aafe23cc-4bb1-4d8d-ad79-b03cd4284f2c", "metadata": {}, "source": [ "## Create full sample dataset and transfer the velocity from 'su009' sample. " ] }, { "cell_type": "code", "execution_count": 32, "id": "a539e7b4-0ad6-42ec-9fdf-dac74f3669fa", "metadata": {}, "outputs": [], "source": [ "sd_full = pv.scData(count=count, Xdr=metadata[['UMAP1', 'UMAP2']])" ] }, { "cell_type": "code", "execution_count": 33, "id": "84988661-6421-459d-9e69-990588bc949e", "metadata": {}, "outputs": [], "source": [ "sd_full.drop_duplicate_genes()\n", "sd_full.normalize_filter()\n", "sd_full.cell_states = metadata['cluster'].to_numpy()" ] }, { "cell_type": "code", "execution_count": 34, "id": "accf61bc-e705-48c5-9f0c-4f92deb23dce", "metadata": {}, "outputs": [], "source": [ "sd_full.x_normed = sd_full.x_normed[sd.x_normed.columns]\n", "sd_full.velocity = sd.velocity" ] }, { "cell_type": "code", "execution_count": 35, "id": "88503e5f-2f17-4d64-a3a3-eabfb64bdcfe", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bff876c26e11462fb6f7a4da82d7b97b", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2000 [00:00" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pv.velocity_embedding(sd_full, target='x_normed',n_neigh=300)" ] }, { "cell_type": "code", "execution_count": 37, "id": "d0941934-ce50-46d6-9717-fda45ce9c5d0", "metadata": {}, "outputs": [], "source": [ "color_map = {'CD8_act':'#5b91c0',\n", " 'CD8_eff':'#b6dba5',\n", " 'CD8_ex':'#d75859',\n", " 'CD8_ex_act':'#eaa058',\n", " 'CD8_mem':'#6ac6d3',\n", " 'Naive':'#939aa1'}" ] }, { "cell_type": "code", "execution_count": 38, "id": "5a93da7e-d3bc-42a7-a199-fedc495e2996", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_125295/1133422121.py:13: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.\n", " for i in lgnd.legendHandles:\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 493 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i in set(sd_full.cell_states):\n", " ax.scatter(sd_full.Xdr.iloc[np.array(sd_full.cell_states)==i, 0], sd_full.Xdr.iloc[np.array(sd_full.cell_states)==i, 1], s=1, label=i, c=color_map[i])\n", " \n", "ax = pv.velocity_plot(sd_full.Xdr.to_numpy(), sd_full.velocity_embeded, ax, 'stream',streamdensity=1.4, grid_density=40, radius=0.4, lw_coef=8000, arrowsize=1.5)\n", "ax.figure.set_size_inches(4, 4)\n", "\n", "ax.set_xlabel('UMAP 1', fontsize=15)\n", "ax.set_ylabel('UMAP 2', fontsize=15)\n", "lgnd = ax.legend(bbox_to_anchor=(1,1), fontsize=10, loc='upper left')\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "for i in lgnd.legendHandles:\n", " i._sizes = [60]\n", "ax.set_xlim(-2,9)\n", "pv.label_name(sd_full.Xdr.to_numpy(), sd_full.cell_states, ax)" ] }, { "cell_type": "code", "execution_count": null, "id": "974a5890-9ad6-4119-8409-d4ee3a2d3f75", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "cebbc55b-25f2-4e82-8b73-15f3f14ff350", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }