{ "cells": [ { "cell_type": "markdown", "id": "0e3910ab-eabc-4585-be84-bc3b98c2b2e6", "metadata": {}, "source": [ "# Run PhyloVelo in simulation data" ] }, { "cell_type": "markdown", "id": "a8b5e803-437a-4f41-9793-524f0da952bb", "metadata": {}, "source": [ "This notebook will show you the basic usage of PhyloVelo and simulation of scRNA data. In this tutorial, we will use the lineage tree generated in the previous section to first simulate scRNA count data for linear, bifurcated and convergent models, and then analyze and present the results using _PhyloVelo_" ] }, { "cell_type": "code", "execution_count": 1, "id": "f48a877b-826d-423b-8943-002471635cc4", "metadata": {}, "outputs": [], "source": [ "import os\n", "os.chdir('../../../demo/datasets/')" ] }, { "cell_type": "code", "execution_count": 2, "id": "110e951d-04dc-4b45-a3ec-05837d365517", "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 phylovelo as pv\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "0619155e-a3a4-4b32-b23a-0099d69fce25", "metadata": {}, "source": [ "## Linear model" ] }, { "cell_type": "markdown", "id": "9f413b97-83f3-4ab3-9c34-d1fd4de98a53", "metadata": {}, "source": [ "### Load simulated lineage infomation and reconstruct lineage tree" ] }, { "cell_type": "code", "execution_count": 3, "id": "7cbfa7bb-aa3a-447a-8b90-fa4ba51176bb", "metadata": {}, "outputs": [], "source": [ "# tree_file = './Linear/tree_origin_var0.02_rvg0.05.csv0'\n", "# reconstruct('./Linear/'+tree_file, output='./Linear/'+tree_file+'.nwk', num=1000, is_balance=True)" ] }, { "cell_type": "markdown", "id": "dda4c7d7-33e5-4750-a292-a3de2e0cebe5", "metadata": {}, "source": [ "### Load reconstructed tree and cell information" ] }, { "cell_type": "code", "execution_count": 5, "id": "5fde8f76-8228-4fa0-9eaa-ddd6cae1f1f3", "metadata": {}, "outputs": [], "source": [ "tree_file = './Linear/tree_origin_var0.02_rvg0.05.csv0.nwk'\n", "phylo_tree, branch_colors = pv.ana_utils.loadtree(tree_file)\n", "sampled_cells = [i.name for i in phylo_tree.get_terminals()]\n", "cell_names, cell_states, cell_generation = pv.sim_utils.get_annotation('./Linear/tree_origin_var0.02_rvg0.05.csv0')\n", "cell_states = pd.DataFrame(data=cell_states, index=cell_names).loc[sampled_cells]\n", "cell_generation = pd.DataFrame(data=cell_generation, index=cell_names).loc[sampled_cells].to_numpy()" ] }, { "cell_type": "code", "execution_count": 6, "id": "ffa5ab15-bffe-4a48-8aef-d9a98910f6c7", "metadata": {}, "outputs": [], "source": [ "sd = pv.scData(phylo_tree=phylo_tree, \n", " cell_states=cell_states.to_numpy().T[0].astype('int'), \n", " cell_generation=cell_generation.T[0].astype('int'),\n", " cell_names=sampled_cells)" ] }, { "cell_type": "markdown", "id": "cfd17f63-4824-4fac-bc66-1c89abe0af68", "metadata": {}, "source": [ "### Simulate single cell base expression matrix" ] }, { "cell_type": "code", "execution_count": 7, "id": "2cda3cde-2664-4c28-83a0-7ce3b82afd61", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/sim_utils.py:152: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " base_expr[cell.name] = ge.expr(\n" ] } ], "source": [ "ge, base_expr = pv.sim_base_expr(sd.phylo_tree, \n", " cell_states,\n", " Ngene=2000, \n", " r_variant_gene=0.4, \n", " diff_map={0:[0],1:[0],2:[1],3:[2],4:[3]},\n", " forward_map={},\n", " mu0_loc=0, \n", " mu0_scale=1, \n", " drift_loc=0, \n", " drift_scale=0.3,\n", " )" ] }, { "cell_type": "markdown", "id": "6b01dce2-69f9-49b6-a1a8-529aaab06c42", "metadata": {}, "source": [ "### Add lineage noise and drawn count from base expression" ] }, { "cell_type": "code", "execution_count": 8, "id": "b2d8f145-fec4-4bf1-b4ae-00ab12bc6caf", "metadata": {}, "outputs": [], "source": [ "sd.count = pv.get_count_from_base_expr(pv.add_lineage_noise(sd.phylo_tree, base_expr), alpha=0.1)" ] }, { "cell_type": "markdown", "id": "e5d91420-f554-49a7-8dcb-52a4818e18fc", "metadata": {}, "source": [ "### tSNE embedding and visualization" ] }, { "cell_type": "code", "execution_count": 9, "id": "556fa7f4-5e84-4cc2-9a1b-96d5b5fe519c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] } ], "source": [ "sd.dimensionality_reduction()" ] }, { "cell_type": "code", "execution_count": 10, "id": "229e1703-0911-40ef-aab3-1044b5161b5f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,8))\n", "cmps = ['#8dd3c7','#80b1d3','#bebada','#fdb462','#fb8072']\n", "for i in range(5):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "markdown", "id": "4cd32e98-f60c-4c23-aefd-623762c5abbb", "metadata": {}, "source": [ "### Normalize data and filter genes with low expression" ] }, { "cell_type": "code", "execution_count": 11, "id": "5959fee5-a69e-4801-ae72-43a3a1828aac", "metadata": {}, "outputs": [], "source": [ "sd.normalize_filter(is_normalize=False, is_log=False, min_count=10, target_sum=None)" ] }, { "cell_type": "markdown", "id": "3a37cda3-b1eb-4871-882c-8740a27a37fc", "metadata": {}, "source": [ "### Phylogenetic velocity inference and project velocity into embedding. For simulation data, ZINB model is used to analyze" ] }, { "cell_type": "code", "execution_count": 12, "id": "fcd43c49-bd09-410b-a9a0-eb79dc6cb30a", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4f214df29dd04f08869a0f574219ac94", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1904.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: invalid value encountered in double_scalars\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/scipy/optimize/_numdiff.py:557: RuntimeWarning: invalid value encountered in subtract\n", " df = fun(x) - f0\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:333: RuntimeWarning: invalid value encountered in log\n", " y = np.log(y + 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0c395d595268438c96069ff4279f27e9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "sd = pv.velocity_inference(sd, sd.cell_generation, cutoff=0.9, target='count', exact=True)\n", "sd = pv.velocity_embedding(sd, target='count')" ] }, { "cell_type": "markdown", "id": "66ea33ea-ed12-4e7a-b142-a76883a36412", "metadata": {}, "source": [ "### Show results" ] }, { "cell_type": "code", "execution_count": 13, "id": "eb276cbf-5244-493b-9b75-d61bf287238d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cmps = ['#8dd3c7','#80b1d3','#bebada','#fdb462','#fb8072']\n", "for i in range(5):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax = pv.velocity_plot(sd.Xdr.to_numpy(), sd.velocity_embeded, ax, 'stream',streamdensity=1.2, grid_density=25, radius=3, lw_coef=400, arrowsize=2)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "code", "execution_count": 14, "id": "0b26b470-5bd9-4f75-afb1-6fc2bf519f67", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cmps = ['#8dd3c7','#80b1d3','#bebada','#fdb462','#fb8072']\n", "for i in range(5):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax = pv.velocity_plot(sd.Xdr.to_numpy(), sd.velocity_embeded, ax, 'point', headwidth=6)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "markdown", "id": "64040b29-0d90-4bed-b390-2f298dfaeaf4", "metadata": {}, "source": [ "### Overlap of MEGs and PhyloVelo detected MEGs\n", "MEGs were determined using the drift coefficients from the scRNA simulation program. To ensure that MEGs are detectable, we only refer to genes with absolute values of drift coefficients greater than 0.2 as MEG." ] }, { "cell_type": "code", "execution_count": 30, "id": "d28a1804-479a-47dc-b014-0ac56c140fa3", "metadata": {}, "outputs": [], "source": [ "from matplotlib_venn import venn3\n", "from scipy.stats import spearmanr\n", "import numpy as np\n", "\n", "drifts = pd.DataFrame(data=np.array([np.array([ge.cells[ct][g].drift for ct in range(5)]) for g in range(2000)]), index=range(2000))\n", "megs = set(np.arange(2000)[drifts.apply(lambda x: (np.all(x<0) or np.any([np.all(x[:i]<0)&np.all(x[i:]>0) for i in range(5)]))&(abs(x[4])>0.2), axis=1)])" ] }, { "cell_type": "code", "execution_count": 36, "id": "240167a3-893b-41a1-ad36-2efa2d11e2f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,6), dpi=100)\n", "genesets = [set(sd.clock_genes), megs, set(range(2000))]\n", "g = venn3(subsets=genesets, \n", " set_labels=('MEGs detected\\nby PhyloVelo', 'MEGs', 'All genes'))" ] }, { "cell_type": "markdown", "id": "e0401c58-ddd5-4132-ac87-94f170b912a6", "metadata": {}, "source": [ "### Simulate mutation tree\n", "All branch length is rescaled by a poisson distribution. Here, we show the results with a mutation rate of 0.3 as an example" ] }, { "cell_type": "code", "execution_count": 38, "id": "cee09a16-0352-4367-a0cb-d90709f98366", "metadata": {}, "outputs": [], "source": [ "from copy import deepcopy\n", "mut_rate = 0.3\n", "\n", "mutation_tree = deepcopy(sd.phylo_tree)\n", "for i in mutation_tree.get_nonterminals():\n", " i.branch_length = np.random.poisson(mut_rate)\n", "\n", "for i in mutation_tree.get_terminals():\n", " i.branch_length = np.random.poisson(mut_rate)\n", " \n", "depths1 = np.array([mutation_tree.depths()[mutation_tree.find_any(name=i)] for i in sd.count.index])" ] }, { "cell_type": "code", "execution_count": 40, "id": "926f00c1-7b5d-48b8-a8c0-48392e445076", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "abd78ec2e4af46c8945774f6a5489ba3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1904.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:333: RuntimeWarning: invalid value encountered in log\n", " y = np.log(y + 1)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: invalid value encountered in double_scalars\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b8ef7bf6d76f41d895efe790f1102539", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "pv.velocity_inference(sd, depths1, cutoff=0.9, target='count', exact=True)\n", "pv.velocity_embedding(sd, target='count')" ] }, { "cell_type": "code", "execution_count": 41, "id": "f510d581-7d5b-4d89-9b8f-faaf200cd82a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cmps = ['#8dd3c7','#80b1d3','#bebada','#fdb462','#fb8072']\n", "for i in range(5):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax = pv.velocity_plot(sd.Xdr.to_numpy(), sd.velocity_embeded, ax, 'stream',streamdensity=1.2, grid_density=25, radius=3, lw_coef=400, arrowsize=2)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "markdown", "id": "6ece036f-a3ed-4d3e-9df3-b6af4a30e019", "metadata": {}, "source": [ "## Bifurcated model" ] }, { "cell_type": "code", "execution_count": null, "id": "0749c6fb-4276-44bb-a42c-7ea1476251d6", "metadata": {}, "outputs": [], "source": [ "# tree_file = './Bifurcated/tree_origin_var0.02_rvg0.05.csv0'\n", "# reconstruct('./Bifurcated/'+tree_file, output='./Linear/'+tree_file+'.nwk', num=1000, is_balance=True)" ] }, { "cell_type": "code", "execution_count": 43, "id": "64ccbe03-541d-4377-81ad-bea488a84a3f", "metadata": {}, "outputs": [], "source": [ "tree_file = './Bifurcated/tree_origin_var0.02_rvg0.05.csv0.nwk'\n", "phylo_tree, branch_colors = pv.ana_utils.loadtree(tree_file)\n", "sampled_cells = [i.name for i in phylo_tree.get_terminals()]\n", "cell_names, cell_states, cell_generation = pv.get_annotation('./Bifurcated/tree_origin_var0.02_rvg0.05.csv0')\n", "cell_states = pd.DataFrame(data=cell_states, index=cell_names).loc[sampled_cells]\n", "cell_generation = pd.DataFrame(data=cell_generation, index=cell_names).loc[sampled_cells].to_numpy()" ] }, { "cell_type": "code", "execution_count": 44, "id": "980a4349-d918-4f57-9757-8543d18b0e09", "metadata": {}, "outputs": [], "source": [ "sd = pv.scData(phylo_tree=phylo_tree, \n", " cell_states=cell_states.to_numpy().T[0].astype('int'), \n", " cell_generation=cell_generation.T[0].astype('int'),\n", " cell_names=sampled_cells)" ] }, { "cell_type": "code", "execution_count": 47, "id": "27af1c7a-86c2-438c-832a-1fa37316d150", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/sim_utils.py:152: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " base_expr[cell.name] = ge.expr(\n" ] } ], "source": [ "ge, base_expr = pv.sim_base_expr(sd.phylo_tree, \n", " cell_states,\n", " Ngene=2000, \n", " r_variant_gene=0.4, \n", " diff_map={0:[0],1:[0],2:[0],3:[1],4:[1]},\n", " pseudo_state_time={0:[0,5], 1:[7,12], 2:[7,12], 3:[13,18], 4:[13,18]},\n", " forward_map = {},\n", " mu0_loc=0, \n", " mu0_scale=1, \n", " drift_loc=0, \n", " drift_scale=0.3,\n", " )" ] }, { "cell_type": "code", "execution_count": 55, "id": "3f9d26f9-e8f1-4bba-a8a6-f47e16b33ed1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] } ], "source": [ "sd.count = pv.get_count_from_base_expr(pv.add_lineage_noise(sd.phylo_tree, base_expr), alpha=0.05)\n", "sd.dimensionality_reduction(methor='tsne', scale=1, n_highly_variable_genes=0, perplexity=50, target='count')" ] }, { "cell_type": "code", "execution_count": 56, "id": "a699203a-84a9-4ac9-b90c-ff472ba3bbf3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'tSNE 2')" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "cmps = ['#8dd3c7','#bebada','#80b1d3','#fdb462','#fb8072']\n", "for i in range(5):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)" ] }, { "cell_type": "code", "execution_count": 57, "id": "a1d3e7ee-ba1c-42c7-abdf-e82478e508cb", "metadata": {}, "outputs": [], "source": [ "sd.normalize_filter(is_normalize=False, is_log=False, min_count=10, target_sum=None)" ] }, { "cell_type": "code", "execution_count": 58, "id": "ad64afad-45ac-4529-afb3-286e1fcd7aff", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "75e11271fb4b407a8dcda3e9bb6c2c31", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1851.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:333: RuntimeWarning: invalid value encountered in log\n", " y = np.log(y + 1)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: invalid value encountered in double_scalars\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/scipy/optimize/_numdiff.py:557: RuntimeWarning: invalid value encountered in subtract\n", " df = fun(x) - f0\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: divide by zero encountered in log\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: invalid value encountered in multiply\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a123ab41cb254e20a97b236708230884", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "pv.velocity_inference(sd, sd.cell_generation, cutoff=0.9, target='count', exact=True)\n", "pv.velocity_embedding(sd, target='count')" ] }, { "cell_type": "code", "execution_count": 61, "id": "a1338744-a072-4fe4-8e04-8ba92862809b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cmps = ['#8dd3c7','#bebada','#80b1d3','#fdb462','#fb8072']\n", "for i in range(5):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax = pv.velocity_plot(sd.Xdr.to_numpy(), sd.velocity_embeded, ax, 'stream',streamdensity=1.3, grid_density=25, radius=2, lw_coef=600, arrowsize=2)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "markdown", "id": "0b63fdfd-dc15-4ad6-8922-3e72948b9312", "metadata": {}, "source": [ "## Convergent model" ] }, { "cell_type": "code", "execution_count": null, "id": "54930796-8a7b-460c-a02b-462c25de7170", "metadata": {}, "outputs": [], "source": [ "# tree_file = './Bifurcated/tree_origin_var0.02_rvg0.05.csv0'\n", "# reconstruct('./Bifurcated/'+tree_file, output='./Linear/'+tree_file+'.nwk', num=1000, is_balance=True)" ] }, { "cell_type": "code", "execution_count": 63, "id": "c847bee7-6b0d-4412-a197-80f9b0232da4", "metadata": {}, "outputs": [], "source": [ "tree_file = './Convergent/tree_origin_converge.csv1.nwk'\n", "phylo_tree, branch_colors = pv.loadtree(tree_file)\n", "sampled_cells = [i.name for i in phylo_tree.get_terminals()]\n", "cell_names, cell_states, cell_generation = pv.get_annotation('./Convergent/tree_origin_converge.csv1')\n", "cell_states = pd.DataFrame(data=cell_states, index=cell_names).loc[sampled_cells]\n", "cell_generation = pd.DataFrame(data=cell_generation, index=cell_names).loc[sampled_cells].to_numpy()" ] }, { "cell_type": "code", "execution_count": 64, "id": "915ebdf1-b2ac-473e-a880-2bf0f55df3d7", "metadata": {}, "outputs": [], "source": [ "sd = pv.scData(phylo_tree=phylo_tree, \n", " cell_states=cell_states.to_numpy().T[0].astype('int'), \n", " cell_generation=cell_generation.T[0].astype('int'),\n", " cell_names=sampled_cells)" ] }, { "cell_type": "code", "execution_count": 67, "id": "19e4ae9e-11d8-4e40-bc56-3a2c0c217e0f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/sim_utils.py:152: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " base_expr[cell.name] = ge.expr(\n" ] } ], "source": [ "ge, base_expr = pv.sim_base_expr(sd.phylo_tree, \n", " cell_states,\n", " Ngene=2000, \n", " r_variant_gene=0.4, \n", " diff_map={0:[0],1:[0],2:[0],3:[1],4:[2], 5:[3, 4]},\n", " pseudo_state_time={0:[0,5], 1:[7,12], 2:[7,12], 3:[13,18], 4:[13,18], 5:[19,24]},\n", " forward_map={3:5, 4:5},\n", " mu0_loc=0, \n", " mu0_scale=1, \n", " drift_loc=0, \n", " drift_scale=0.\n", " )" ] }, { "cell_type": "code", "execution_count": 69, "id": "35d34dfe-f77c-4b66-87b8-91cbf78888d2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] } ], "source": [ "sd.count = pv.get_count_from_base_expr(pv.add_lineage_noise(sd.phylo_tree, base_expr), alpha=0.05)\n", "sd.dimensionality_reduction(method='tsne', scale=80, n_highly_variable_genes=0, perplexity=30, target='count')" ] }, { "cell_type": "code", "execution_count": 70, "id": "96bb7f69-2256-41ba-a2f0-8b1dea98f62a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-45.0, 45.0)" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "cmps = ['#8dd3c7','#7fc97f','#80b1d3','#fdb462','#bebada','#fb8072']\n", "for i in range(6):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.set_xlim(-45, 45)" ] }, { "cell_type": "code", "execution_count": 71, "id": "18d52b8a-6103-4390-b21f-c5d73cc8bafd", "metadata": {}, "outputs": [], "source": [ "sd.normalize_filter(is_normalize=False, is_log=False, min_count=10, target_sum=None)" ] }, { "cell_type": "code", "execution_count": 72, "id": "2474b4b1-a228-44b2-bf14-1d8f8df14fdb", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cc0e95806be84362a3375bb20a12499c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=1786.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:333: RuntimeWarning: invalid value encountered in log\n", " y = np.log(y + 1)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: invalid value encountered in double_scalars\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: divide by zero encountered in log\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n", "/home/wangkun/miniconda3/lib/python3.9/site-packages/phylovelo/inference.py:29: RuntimeWarning: invalid value encountered in multiply\n", " pmf0 = -n_zeros * np.log((1 - psi) + psi * (n / (n + mu)) ** n)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "22341893b2dc4e18be07e84cc8f7d92d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=996.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "pv.velocity_inference(sd, sd.cell_generation, cutoff=0.9, target='count', exact=True)\n", "pv.velocity_embedding(sd, target='count')" ] }, { "cell_type": "code", "execution_count": 74, "id": "748baf7c-c8ab-4c29-abc8-e29ef34bd730", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-45.0, 45.0)" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cmps = ['#8dd3c7','#7fc97f','#80b1d3','#fdb462','#bebada','#fb8072']\n", "for i in range(6):\n", " ax.scatter(sd.Xdr.iloc[sd.cell_states==i, 0], sd.Xdr.iloc[sd.cell_states==i, 1], c=cmps[i])\n", "ax = pv.ana_utils.velocity_plot(sd.Xdr.to_numpy(), sd.velocity_embeded, ax, 'stream',streamdensity=1.3, grid_density=25, radius=2, lw_coef=600, arrowsize=2)\n", "ax.figure.set_size_inches(8,8)\n", "ax.set_xlabel('tSNE 1', fontsize=15)\n", "ax.set_ylabel('tSNE 2', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.set_xlim(-45, 45)" ] }, { "cell_type": "code", "execution_count": null, "id": "d3d5730a-5861-4893-bf38-c7f6bf2db18d", "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 }