diff --git a/notebooks/.ipynb_checkpoints/Supplementary_notebook1-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Supplementary_notebook1-checkpoint.ipynb deleted file mode 100644 index 3158549..0000000 --- a/notebooks/.ipynb_checkpoints/Supplementary_notebook1-checkpoint.ipynb +++ /dev/null @@ -1,248 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "opening-punishment", - "metadata": {}, - "source": [ - "# Supplementary Notebook 1: Checking total time of alignment" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "humanitarian-billion", - "metadata": {}, - "outputs": [], - "source": [ - "import anndata\n", - "import numpy as np\n", - "import seaborn as sb\n", - "import numpy as np\n", - "import platform\n", - "import warnings\n", - "import time\n", - "import matplotlib.pyplot as plt\n", - "warnings.filterwarnings(\"ignore\")\n", - "\n", - "from genes2genes import Main\n", - "from genes2genes import VisualUtils\n", - "from genes2genes import ClusterUtils\n", - "from genes2genes import TimeSeriesPreprocessor\n", - "from genes2genes import PathwayAnalyser\n", - "from genes2genes import VisualUtils" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "virgin-peoples", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "89 genes\n" - ] - } - ], - "source": [ - "input_dir = 'data/'\n", - "adata_ref = anndata.read_h5ad(input_dir + 'adata_pam_local.h5ad') # Reference dataset\n", - "adata_query = anndata.read_h5ad(input_dir +'adata_lps_local.h5ad') # Query dataset\n", - "# define the gene list to align\n", - "gene_list = adata_ref.var_names \n", - "print(len(gene_list),'genes')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "damaged-israeli", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 179 × 89\n", - " obs: 'time'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adata_ref" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "noble-apparatus", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 290 × 89\n", - " obs: 'time'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adata_query" - ] - }, - { - "cell_type": "markdown", - "id": "proof-battlefield", - "metadata": {}, - "source": [ - "### A simple experiment to check the number of interpolation time points vs. approximate time taken for alignment" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "loved-mistake", - "metadata": {}, - "outputs": [], - "source": [ - "times = []\n", - "for n_bins in range(5,50):\n", - " s = time.time()\n", - " aligner = Main.RefQueryAligner(adata_ref, adata_query, gene_list, n_bins)\n", - " aligner.align_all_pairs() \n", - " t = time.time()\n", - " times.append(t-s) " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "worst-raleigh", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sb.lineplot(x=range(5,50), y=times, linewidth=3, marker = 'o')\n", - "plt.xlabel('Number of interpolation points')\n", - "plt.ylabel('Time (seconds)')\n", - "plt.title('PAM vs LPS alignment (179 reference cells & 290 query cells in terms of 89 genes)')\n", - "#plt.savefig('n_interpolation_points_vs_time_PAM_LPS_G2G_alignment.png')" - ] - }, - { - "cell_type": "markdown", - "id": "hydraulic-arctic", - "metadata": {}, - "source": [ - "### A simple experiment to check the ref and query dataset size (number of cells) vs the approximate time taken for alignment" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "id": "aggregate-brake", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "adata_ref_mult = [adata_ref]\n", - "\n", - "temp = adata_ref\n", - "for i in range(0,10):\n", - " temp = anndata.concat([temp, temp])\n", - " adata_ref_mult.append(temp)\n", - "adata_query_mult = [adata_query]\n", - "temp = adata_query\n", - "for i in range(0,10):\n", - " temp = anndata.concat([temp, temp])\n", - " adata_query_mult.append(temp)\n", - "\n", - "r_size = []\n", - "q_size = []\n", - "for a in adata_ref_mult:\n", - " r_size.append(a.shape[0])\n", - "for a in adata_query_mult:\n", - " q_size.append(a.shape[0])\n", - "\n", - "times = []\n", - "n_bins = 14\n", - "for i in range(len(adata_ref_mult)):\n", - " R = adata_ref_mult[i]\n", - " Q = adata_query_mult[i]\n", - " s = time.time()\n", - " aligner = Main.RefQueryAligner(R, Q, gene_list, n_bins)\n", - " aligner.align_all_pairs() \n", - " t = time.time()\n", - " times.append(t-s) \n", - "\n", - "plt.subplots(1,2, figsize=(10,3))\n", - "plt.subplot(1,2,1)\n", - "sb.lineplot(x=range(len(adata_ref_mult)), y=times, linewidth=3, marker = 'o')\n", - "plt.xlabel('k (for aligning genes of $N_{R}.2^k$ cells and $N_{Q}.2^k$ cells)')\n", - "plt.ylabel('Time (seconds)')\n", - "plt.xticks(range(0,11))\n", - "plt.title('Total alignment time of 89 genes')\n", - "plt.subplot(1,2,2)\n", - "sb.lineplot(x=r_size, y=q_size, linewidth=3, marker = 'o', color='orange')\n", - "plt.title('# of cells')\n", - "plt.xlabel('Number of reference cells')\n", - "plt.ylabel('Number of query cells')\n", - "plt.xticks(rotation =10)\n", - "plt.tight_layout() \n", - "plt.savefig('cell_numbers_vs_approx_time_PAM_LPS_G2G_alignment.png')\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "g2g_installed_env", - "language": "python", - "name": "g2g_installed_env" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.16" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/.ipynb_checkpoints/Supplementary_notebook2-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Supplementary_notebook2-checkpoint.ipynb deleted file mode 100644 index 8c537d1..0000000 --- a/notebooks/.ipynb_checkpoints/Supplementary_notebook2-checkpoint.ipynb +++ /dev/null @@ -1,404 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "municipal-surgeon", - "metadata": {}, - "source": [ - "# Supplementary Notebook 2: Re-running T-cell case studyhealthy/IPF case study with G2G v0.2.0" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "studied-springfield", - "metadata": {}, - "outputs": [], - "source": [ - "import anndata\n", - "import numpy as np\n", - "import seaborn as sb\n", - "import numpy as np\n", - "import warnings\n", - "import scanpy as sc\n", - "import matplotlib.pyplot as plt\n", - "warnings.filterwarnings(\"ignore\")\n", - "\n", - "from genes2genes import Main\n", - "from genes2genes import ClusterUtils\n", - "from genes2genes import TimeSeriesPreprocessor\n", - "from genes2genes import PathwayAnalyser\n", - "from genes2genes import VisualUtils" - ] - }, - { - "cell_type": "markdown", - "id": "collective-separation", - "metadata": {}, - "source": [ - "## in vitro vs in vivo T-cell trajectory alignment" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "sticky-oxygen", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1.6547761 3.421763 3.27304 ... 0.95708966 0.95708966 1.4370381 ]\n", - "[1.0180244 1.0180244 1.0180244 ... 0.87026346 0.5269568 1.1253548 ]\n", - "1371\n" - ] - } - ], - "source": [ - "adata_ref = anndata.read_h5ad('adata_ref_spt.h5ad')\n", - "adata_query = anndata.read_h5ad('adata_ato_spt.h5ad') \n", - "print(adata_ref.X.data) \n", - "print(adata_query.X.data)\n", - "gene_list = adata_ref.var_names\n", - "print(len(gene_list))\n", - "n_bins = 14" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "interesting-creativity", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===============================================================================================================\n", - "Genes2Genes (v0.2.0)\n", - "Dynamic programming alignment of gene pseudotime trajectories using a bayesian information-theoretic framework\n", - "===============================================================================================================\n", - "Interpolator initialization completed\n", - "Aligner initialised to align trajectories of 20327 reference cells & 17176 query cells in terms of 1371 genes\n", - "Running gene-level alignment: 🧬\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1371/1371 [11:45<00:00, 1.94it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Alignment completed! ✅\n", - "Time taken: 709.1007261276245 sec\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "import time\n", - "s = time.time()\n", - "aligner = Main.RefQueryAligner(adata_ref, adata_query, gene_list, n_bins)\n", - "aligner.align_all_pairs() \n", - "t = time.time()\n", - "print('Time taken:', t-s,'sec')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "earlier-basketball", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average Alignment: \u001b[91mIII\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mD\u001b[0m (cell-level)\n", - "% similarity: 64.71\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "aligner.get_aggregate_alignment() " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "residential-aurora", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean alignment similarity percentage (matched %): \n", - "65.67 %\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = aligner.get_stat_df()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "balanced-acting", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===============================================================================================================\n", - "Genes2Genes (v0.2.0)\n", - "Dynamic programming alignment of gene pseudotime trajectories using a bayesian information-theoretic framework\n", - "===============================================================================================================\n", - "Interpolator initialization completed\n", - "Aligner initialised to align trajectories of 20327 reference cells & 17176 query cells in terms of 1371 genes\n", - "Running gene-level alignment: 🧬\n", - "concurrent mode, running with 26 processes\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1371/1371 [24:43<00:00, 1.08s/it]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Alignment completed! ✅\n", - "Time taken: 1491.372834444046 sec\n" - ] - } - ], - "source": [ - "import time\n", - "s = time.time()\n", - "aligner = Main.RefQueryAligner(adata_ref, adata_query, gene_list, n_bins)\n", - "aligner.align_all_pairs(concurrent=True) \n", - "t = time.time()\n", - "print('Time taken:', t-s,'sec')" - ] - }, - { - "cell_type": "markdown", - "id": "worthy-harrison", - "metadata": {}, - "source": [ - "## Healthy vs. IPF trajectory alignment" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "healthy-fireplace", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1. 1. 4. ... 1. 1. 1.]\n", - "[1. 2. 1. ... 1. 1. 1.]\n", - "[1.7595813 1.7595813 3.0076618 ... 1.2661365 1.2661365 1.2661365]\n", - "[1.1192989 1.6342111 1.1192989 ... 1.284542 1.284542 1.284542 ]\n" - ] - } - ], - "source": [ - "adata_healthy = anndata.read_h5ad('adata_healthy_AT2_to_AT1.h5ad')\n", - "adata_disease = anndata.read_h5ad('adata_IPF_AT2_to_AberrantB.h5ad')\n", - "adata_healthy.obs['time'] = adata_healthy.obs['dpt_pseudotime']\n", - "adata_disease.obs['time'] = adata_disease.obs['dpt_pseudotime']\n", - "adata_ref = adata_healthy\n", - "adata_query = adata_disease\n", - "print(adata_ref.X.data) \n", - "print(adata_query.X.data)\n", - "sc.pp.normalize_per_cell(adata_ref, 10000) \n", - "sc.pp.log1p(adata_ref)\n", - "sc.pp.normalize_per_cell(adata_query, 10000) \n", - "sc.pp.log1p(adata_query)\n", - "print(adata_ref.X.data)\n", - "print(adata_query.X.data)\n", - "common_hvg_genes = np.intersect1d(adata_healthy.var_names[adata_healthy.var.HVG] , adata_disease.var_names[adata_disease.var.HVG] )\n", - "len(common_hvg_genes)\n", - "n_bins = 13" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "valuable-facing", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===============================================================================================================\n", - "Genes2Genes (v0.2.0)\n", - "Dynamic programming alignment of gene pseudotime trajectories using a bayesian information-theoretic framework\n", - "===============================================================================================================\n", - "Interpolator initialization completed\n", - "Aligner initialised to align trajectories of 3157 reference cells & 890 query cells in terms of 994 genes\n", - "Running gene-level alignment: 🧬\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 994/994 [04:29<00:00, 3.69it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Alignment completed! ✅\n", - "Time taken: 272.8219108581543 sec\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "import time\n", - "s = time.time()\n", - "aligner = Main.RefQueryAligner(adata_ref, adata_query, common_hvg_genes, n_bins)\n", - "aligner.align_all_pairs() \n", - "t = time.time()\n", - "print('Time taken:', t-s,'sec')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "heated-pacific", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average Alignment: \u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m (cell-level)\n", - "% similarity: 73.33\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "aligner.get_aggregate_alignment() " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "curious-tribune", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean alignment similarity percentage (matched %): \n", - "60.809999999999995 %\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = aligner.get_stat_df()" - ] - } - ], - "metadata": { - "environment": { - "kernel": "genes2genes", - "name": "pytorch-gpu.1-9.m82", - "type": "gcloud", - "uri": "gcr.io/deeplearning-platform-release/pytorch-gpu.1-9:m82" - }, - "kernelspec": { - "display_name": "g2g_installed_env", - "language": "python", - "name": "g2g_installed_env" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.16" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/.ipynb_checkpoints/Tutorial-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Tutorial-checkpoint.ipynb deleted file mode 100644 index d7a1e86..0000000 --- a/notebooks/.ipynb_checkpoints/Tutorial-checkpoint.ipynb +++ /dev/null @@ -1,1443 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "insured-murray", - "metadata": {}, - "source": [ - "# Tutorial on single-cell trajectory alignment using Genes2Genes\n", - "\n", - "Genes2Genes (G2G) aims to guide downstream comparative analysis of single-cell reference and query systems along any axis of progression (e.g. differentiation pseudotime, disease/treatment response pseudotime etc.). This notebook describes how we can use G2G framework to infer and analyse gene-level trajectory alignments between a given reference and query dataset.\n", - "\n", - "In this tutorial, we are going to compare trajectories between two treatment groups (PAM and LPS) of mouse bone marrow-derived dendritic cells from Shalek et al (2014). The single cell datasets and their pseudotime estimates were downloaded from https://github.com/shenorrLab/cellAlign (Alpert et al 2018) and packaged into adata objects. There are 2 gene modules: global (core antiviral module) and local (peaked inflammatory module) considered by Alpert et al (2018), and we use the local module as an example comparison." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "gross-campus", - "metadata": {}, - "outputs": [], - "source": [ - "import anndata\n", - "import numpy as np\n", - "import seaborn as sb\n", - "import numpy as np\n", - "import warnings\n", - "import matplotlib.pyplot as plt\n", - "warnings.filterwarnings(\"ignore\")\n", - "\n", - "from genes2genes import Main\n", - "from genes2genes import ClusterUtils\n", - "from genes2genes import TimeSeriesPreprocessor\n", - "from genes2genes import PathwayAnalyser\n", - "from genes2genes import VisualUtils" - ] - }, - { - "cell_type": "markdown", - "id": "involved-egypt", - "metadata": {}, - "source": [ - "### Load anndata reference and query objects\n", - "\n", - "Make sure that each adata object has:
\n", - "(1) log normalized gene expression in `adata.X`
\n", - "(2) pseudotime estimates in `adata.obs['time']`" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "developed-breed", - "metadata": {}, - "outputs": [], - "source": [ - "input_dir = 'notebooks/data/'\n", - "adata_ref = anndata.read_h5ad(input_dir + 'adata_pam_local.h5ad') # Reference dataset\n", - "adata_query = anndata.read_h5ad(input_dir +'adata_lps_local.h5ad') # Query dataset" - ] - }, - { - "cell_type": "markdown", - "id": "favorite-pearl", - "metadata": {}, - "source": [ - "## 1. Preparing data for alignment " - ] - }, - { - "cell_type": "markdown", - "id": "everyday-ratio", - "metadata": {}, - "source": [ - "### Pseudotime range check\n", - "Check whether the current range of pseudotime values are between 0 and 1. If not, run min max normalization. " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "lightweight-management", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0 1.0\n", - "0.0 1.0\n" - ] - } - ], - "source": [ - "print(min(adata_ref.obs['time']), max(adata_ref.obs['time']))\n", - "print(min(adata_query.obs['time']), max(adata_query.obs['time']))\n", - "\n", - "## uncomment below if the range is not [0,1] for any of the objects\n", - "#adata_ref.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_ref.obs['time']))\n", - "#adata_query.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_query.obs['time']))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "beneficial-major", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the pseudotime distributions\n", - "sb.kdeplot(adata_ref.obs['time'], fill=True, label='Reference - PAM', color='forestgreen') \n", - "sb.kdeplot(adata_query.obs['time'], fill=True, label='Query - LPS', color='midnightblue'); \n", - "plt.xlabel('pseudotime'); plt.legend(); plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "short-feature", - "metadata": {}, - "source": [ - "### Determine the number of discrete pseudotime points to align\n", - "\n", - "We can use optbinning package (https://gnpalencia.org/optbinning/installation.html) to get a heuristic estimate about the number of discrete time points to consider by running below on each dataset. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "coral-detective", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(CVXPY) Apr 17 06:27:42 PM: Encountered unexpected exception importing solver GLOP:\n", - "RuntimeError('Unrecognized new version of ortools (9.9.3963). Expected < 9.8.0. Please open a feature request on cvxpy to enable support for this version.')\n", - "(CVXPY) Apr 17 06:27:42 PM: Encountered unexpected exception importing solver PDLP:\n", - "RuntimeError('Unrecognized new version of ortools (9.9.3963). Expected < 9.8.0. Please open a feature request on cvxpy to enable support for this version.')\n", - "14\n", - "14\n" - ] - } - ], - "source": [ - "from optbinning import ContinuousOptimalBinning\n", - "\n", - "x = np.asarray(adata_ref.obs.time)\n", - "optb = ContinuousOptimalBinning(name='pseudotime', dtype=\"numerical\")\n", - "optb.fit(x, x)\n", - "print(len(optb.splits))\n", - "\n", - "x = np.asarray(adata_query.obs.time)\n", - "optb = ContinuousOptimalBinning(name='pseudotime', dtype=\"numerical\")\n", - "optb.fit(x, x)\n", - "print(len(optb.splits))" - ] - }, - { - "cell_type": "markdown", - "id": "curious-visitor", - "metadata": {}, - "source": [ - "Accordingly, we go with `n_bins=14`" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "selective-payroll", - "metadata": {}, - "outputs": [], - "source": [ - "n_bins = 14" - ] - }, - { - "cell_type": "markdown", - "id": "stopped-shore", - "metadata": {}, - "source": [ - "### Define which cell type annotations and color scheme to use for visualization purposes\n", - "\n", - "`annotation_colname` and `joint_cmap`" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "sexual-narrow", - "metadata": {}, - "outputs": [], - "source": [ - "# define annotation column name in the adata obs\n", - "annotation_colname = 'annotation' \n", - "adata_ref.obs[annotation_colname] = [x.split('_')[1] for x in adata_ref.obs_names] \n", - "adata_query.obs[annotation_colname] = [x.split('_')[1] for x in adata_query.obs_names] \n", - "\n", - "# define the joint colormap to use for both reference and query\n", - "col = np.array(sb.color_palette('colorblind'))[range(4)]\n", - "joint_cmap={'1h':col[0], '2h':col[1] , '4h':col[2] , '6h':col[3]}" - ] - }, - { - "cell_type": "markdown", - "id": "norman-hungarian", - "metadata": {}, - "source": [ - "Inspect the cell type compositions around each discrete pseudotime point (x-axis) to see if it reasonably represents the entire trajectory of interest. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "taken-opposition", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "VisualUtils.plot_celltype_barplot(adata_ref, n_bins, annotation_colname, joint_cmap)\n", - "VisualUtils.plot_celltype_barplot(adata_query, n_bins, annotation_colname, joint_cmap)" - ] - }, - { - "cell_type": "markdown", - "id": "failing-botswana", - "metadata": {}, - "source": [ - "## 2. G2G trajectory alignment" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "important-survivor", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "89 genes\n" - ] - } - ], - "source": [ - "# define the gene list to align\n", - "gene_list = adata_ref.var_names \n", - "print(len(gene_list),'genes')" - ] - }, - { - "cell_type": "markdown", - "id": "experienced-serbia", - "metadata": {}, - "source": [ - "### Aligning all genes" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "alpine-italian", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===============================================================================================================\n", - "Genes2Genes (v0.2.0)\n", - "Dynamic programming alignment of gene pseudotime trajectories using a bayesian information-theoretic framework\n", - "===============================================================================================================\n", - "Interpolator initialization completed\n", - "Aligner initialised to align trajectories of 179 reference cells & 290 query cells in terms of 89 genes\n", - "Running gene-level alignment: 🧬\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 89/89 [00:26<00:00, 3.41it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Alignment completed! ✅\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "s = time.time()\n", - "aligner = Main.RefQueryAligner(adata_ref, adata_query, gene_list, n_bins) #\n", - "aligner.align_all_pairs() \n", - "t = time.time()" - ] - }, - { - "cell_type": "markdown", - "id": "suited-commander", - "metadata": {}, - "source": [ - "To access gene-level alignments, use the dictionary: `aligner.results_map` which carries all gene alignment objects.
\n", - "e.g. `aligner.results_map['TNF']`" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "occupational-remains", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DDDIDIDIDDDMMMMMIIIIIID\n", - "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n", - "\n", - "01234567890123456789012 Alignment index \n", - "012 3 4 56789012 3 Reference index\n", - "\u001b[91m***\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m***\u001b[0m\u001b[92m*****\u001b[0m------\u001b[91m*\u001b[0m\n", - "---\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m---\u001b[92m*****\u001b[0m\u001b[91m******\u001b[0m-\n", - " 0 1 2 34567890123 Query index\n", - "DDDIDIDIDDDMMMMMIIIIIID 5-state string \n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gene_obj = aligner.results_map['TNF']\n", - "alignment_str = gene_obj.alignment_str\n", - "print(alignment_str)\n", - "print(VisualUtils.color_al_str(alignment_str)) \n", - "print()\n", - "print(gene_obj.al_visual)\n", - "# Alignment landscape of costs (Note: dashed black path is the optimal alignment)\n", - "gene_obj.landscape_obj.plot_alignment_landscape()\n", - "# Note: optimal path diagonals represent matches; \n", - "# vertical and horizontal paths could represent either warp matches or indels (mismatches)" - ] - }, - { - "cell_type": "markdown", - "id": "alert-silence", - "metadata": {}, - "source": [ - "Visualise alignment in terms of both the cell-type compositions, as well as actual and interpolated gene expression.
\n", - "Top left: Visualise alignmebt in terms of cell-type composition
\n", - "Bottom left: the mean trends and interpolated distributions of gene expression along pseudotime.
\n", - "Bottom right: the actual gene expression values along pseudotime. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "radio-mirror", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n", - "Optimal alignment cost: 57.99 nits\n", - "Alignment similarity percentage: 21.74 %\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "VisualUtils.show_gene_alignment('TNF', aligner, adata_ref, adata_query, annotation_colname, joint_cmap)\n", - "\n", - "# Visualise gene-level alignment in terms of only the cell-type composition \n", - "# VisualUtils.visualize_gene_alignment(aligner.results_map['TNF'], adata_ref, adata_query, annotation_colname, cmap=joint_cmap)" - ] - }, - { - "cell_type": "markdown", - "id": "entitled-brass", - "metadata": {}, - "source": [ - "### Aggregate (average) cell-level alignment across all aligned genes\n", - "\n", - "This is an average alignment which is sampled based on the frequency distribution of alignment states between each pair of reference and query timepoints. The heatmap value gives the number of genes where the corresponding timepoints have been matched. Note: There can still be different patterns of alignment across these genes (100% mismatching, 100% matching, early mismatching, late mismatching gene groups) which we will find by clustering in the next section. " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "spanish-bowling", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average Alignment: \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m (cell-level)\n", - "% similarity: 47.37\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "aligner.get_aggregate_alignment() \n", - "# Note: White path represents the average alignment path where diagonals represent matches; \n", - "# vertical and horizontal paths could represent either warp matches or indels (mismatches)" - ] - }, - { - "cell_type": "markdown", - "id": "powered-wyoming", - "metadata": {}, - "source": [ - "## 3. Analysing gene-level alignments\n", - "\n", - "Ranking genes based on their alignment similarities" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "chubby-stomach", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean alignment similarity percentage (matched %): \n", - "50.39 %\n" - ] - }, - { - "data": { - "text/html": [ - "
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Genealignment_similarity_percentageopt_alignment_costl2fccolorabs_l2fc
63CCRL20.217455.943686-0.487688red0.487688
77NFKBIA0.217454.673471-0.091748red0.091748
68NLRP30.217457.1775480.069058red0.069058
3TNF0.217457.990078-0.006439red0.006439
45C5AR10.272757.8582360.8711red0.8711
.....................
34NUP540.7530.7440620.012993green0.012993
15CD440.764728.366715-0.021366green0.021366
19PLAGL20.823531.807955-0.051268green0.051268
51ZSWIM40.823530.2145760.030379green0.030379
26SGMS20.866737.626682-0.020399green0.020399
\n", - "

89 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " Gene alignment_similarity_percentage opt_alignment_cost l2fc \\\n", - "63 CCRL2 0.2174 55.943686 -0.487688 \n", - "77 NFKBIA 0.2174 54.673471 -0.091748 \n", - "68 NLRP3 0.2174 57.177548 0.069058 \n", - "3 TNF 0.2174 57.990078 -0.006439 \n", - "45 C5AR1 0.2727 57.858236 0.8711 \n", - ".. ... ... ... ... \n", - "34 NUP54 0.75 30.744062 0.012993 \n", - "15 CD44 0.7647 28.366715 -0.021366 \n", - "19 PLAGL2 0.8235 31.807955 -0.051268 \n", - "51 ZSWIM4 0.8235 30.214576 0.030379 \n", - "26 SGMS2 0.8667 37.626682 -0.020399 \n", - "\n", - " color abs_l2fc \n", - "63 red 0.487688 \n", - "77 red 0.091748 \n", - "68 red 0.069058 \n", - "3 red 0.006439 \n", - "45 red 0.8711 \n", - ".. ... ... \n", - "34 green 0.012993 \n", - "15 green 0.021366 \n", - "19 green 0.051268 \n", - "51 green 0.030379 \n", - "26 green 0.020399 \n", - "\n", - "[89 rows x 6 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = aligner.get_stat_df() # ordered genes according to alignment similarity statistics \n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "controversial-calgary", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "VisualUtils.plot_alignmentSim_vs_l2fc(df)" - ] - }, - { - "cell_type": "markdown", - "id": "under-sponsorship", - "metadata": {}, - "source": [ - "A ranked list of genes based on their first match occurrence " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "cleared-jimmy", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "In the order of the first match occurrence along pseudotime\n", - "Gene Alignment\n", - "-------- ------------------------\n", - "PTAFR \u001b[92mM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mII\u001b[0m\n", - "OSBPL3 \u001b[92mM\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDD\u001b[0m\n", - "RFFL \u001b[92mM\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", - 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"IL1A \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\n", - "NLRP3 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDD\u001b[0m\n", - "TNF \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n", - "NFKBIA \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n", - "PLK2 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\n", - 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] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "bound-sheep", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Gene_setTermOverlapP-valueAdjusted P-valueOld P-valueOld Adjusted P-valueOdds RatioCombined ScoreGenes-log10 Adjusted P-value-log10 FDR q-val
13KEGG_2021_HumanC-type lectin receptor signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;NLRP3;TNF;MALT15.1820205.182020
14KEGG_2021_HumanNF-kappa B signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;TNF;CXCL2;MALT15.1820205.182020
0MSigDB_Hallmark_2020TNF-alpha Signaling via NF-kB4/2001.944057e-060.0000130067.326531885.393278NFKBIA;CCRL2;TNF;CXCL24.8983784.898378
1MSigDB_Hallmark_2020Inflammatory Response4/2001.944057e-060.0000130067.326531885.393278NFKBIA;C5AR1;CCRL2;NLRP34.8983784.898378
15KEGG_2021_HumanNOD-like receptor signaling pathway4/1811.305897e-060.0000400074.6252351011.068962NFKBIA;NLRP3;TNF;CXCL24.3927294.392729
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" - ], - "text/plain": [ - " Gene_set Term Overlap \\\n", - "13 KEGG_2021_Human C-type lectin receptor signaling pathway 4/104 \n", - "14 KEGG_2021_Human NF-kappa B signaling pathway 4/104 \n", - "0 MSigDB_Hallmark_2020 TNF-alpha Signaling via NF-kB 4/200 \n", - "1 MSigDB_Hallmark_2020 Inflammatory Response 4/200 \n", - "15 KEGG_2021_Human NOD-like receptor signaling pathway 4/181 \n", - "\n", - " P-value Adjusted P-value Old P-value Old Adjusted P-value \\\n", - "13 1.414253e-07 0.000007 0 0 \n", - "14 1.414253e-07 0.000007 0 0 \n", - "0 1.944057e-06 0.000013 0 0 \n", - "1 1.944057e-06 0.000013 0 0 \n", - "15 1.305897e-06 0.000040 0 0 \n", - "\n", - " Odds Ratio Combined Score Genes \\\n", - "13 132.600000 2091.300110 NFKBIA;NLRP3;TNF;MALT1 \n", - "14 132.600000 2091.300110 NFKBIA;TNF;CXCL2;MALT1 \n", - "0 67.326531 885.393278 NFKBIA;CCRL2;TNF;CXCL2 \n", - "1 67.326531 885.393278 NFKBIA;C5AR1;CCRL2;NLRP3 \n", - "15 74.625235 1011.068962 NFKBIA;NLRP3;TNF;CXCL2 \n", - "\n", - " -log10 Adjusted P-value -log10 FDR q-val \n", - "13 5.182020 5.182020 \n", - "14 5.182020 5.182020 \n", - "0 4.898378 4.898378 \n", - "1 4.898378 4.898378 \n", - "15 4.392729 4.392729 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "threshold_similarity = 0.3 \n", - "topDEgenes = df[list(df['alignment_similarity_percentage'] <=threshold_similarity)]['Gene']\n", - "# Calling wrapper function for GSEAPy enrichr inferface\n", - "pathway_df = PathwayAnalyser.run_overrepresentation_analysis(topDEgenes) \n", - "pathway_df.head(5)" - ] - }, - { - "cell_type": "markdown", - "id": "helpful-remove", - "metadata": {}, - "source": [ - "## Clustering alignments \n", - "\n", - "Running experiment to determine the distance threshold for alignment clusters from hierarchical clustering. We aim to select a locally optimal threshold that gives a good trade-off between high mean Silhouette score and low number of clusters which can be biologically meaningful. " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "grand-pakistan", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute distance matrix\n", - "- using levenshtein distance metric\n", - "Experimental mode: exploring different thresholds\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 68%|██████▊ | 67/99 [00:00<00:00, 243.98it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-- Cluster diagnostic plots\n", - "Potential candidates for distance threshold: a locally optimal thresholds that gives a good trade-off between high mean Silhouette score and low number of clusters \n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = ClusterUtils.run_clustering(aligner, metric='levenshtein', experiment_mode=True) " - ] - }, - { - "cell_type": "markdown", - "id": "metallic-duncan", - "metadata": {}, - "source": [ - "Run clustering with the chosen distance threshold. In this case we select 0.37" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "equal-above", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compute distance matrix\n", - "- using levenshtein distance metric\n", - "run agglomerative clustering | distance threshold = 0.37\n", - "silhouette_score: 0.3757459494624326\n" - ] - } - ], - "source": [ - "ClusterUtils.run_clustering(aligner, metric='levenshtein', DIST_THRESHOLD=0.37) " - ] - }, - { - "cell_type": "markdown", - "id": "forty-psychology", - "metadata": {}, - "source": [ - "Visualise gene alignment grouped together in each cluster
\n", - "Note: diagonals represent matches; vertical and horizontal paths could represent either warp matches or indels (mismatches)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "alert-story", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cluster ID | Number of genes in the cluster\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ClusterUtils.visualise_clusters(aligner,n_cols = 4, figsize= (10,6))" - ] - }, - { - "cell_type": "markdown", - "id": "fancy-meter", - "metadata": {}, - "source": [ - "Visualise the distance matrix used in the clustering " - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "suspected-ordering", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "VisualUtils.plot_distmap_with_clusters(aligner)" - ] - }, - { - "cell_type": "markdown", - "id": "welcome-darwin", - "metadata": {}, - "source": [ - "Print the aggregate (average) cell-level alignments for each cluster" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "swiss-marketplace", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cluster: 0 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mDDD\u001b[0m ( 18 genes)\n", - "cluster: 1 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m ( 3 genes)\n", - "cluster: 2 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m ( 36 genes)\n", - "cluster: 3 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\u001b[92mVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m ( 12 genes)\n", - "cluster: 4 \u001b[91mIII\u001b[0m\u001b[91mDDDDDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mD\u001b[0m ( 12 genes)\n", - "cluster: 5 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDD\u001b[0m\u001b[92mMMMM\u001b[0m\u001b[92mV\u001b[0m\u001b[92mM\u001b[0m\u001b[92mVV\u001b[0m\u001b[92mM\u001b[0m ( 2 genes)\n", - "cluster: 6 \u001b[91mDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[92mMMMM\u001b[0m ( 6 genes)\n" - ] - } - ], - "source": [ - "ClusterUtils.print_cluster_average_alignments(aligner)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "continent-ancient", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['FPR1', 'TREM1', 'TOP1', 'CXCL1', 'ORAI2', 'PILRA', 'CLEC4D', 'C5AR1', 'PTPRE', 'LDLR', 'PLSCR1', 'LCP2', 'TNIP1', 'ADORA2B', 'KLF7', 'CPD', 'TNFAIP2', 'SPATA13']\n", - "\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDDD\u001b[0m\n", - "\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mDD\u001b[0m\n", - "\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDDDD\u001b[0m\n", - "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDD\u001b[0m\n", - "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", 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"\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDDDD\u001b[0m\n", - "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDD\u001b[0m\n", - "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", - "\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDDD\u001b[0m\n", - "\u001b[92mM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", - "\u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDDDD\u001b[0m\n" - ] - } - ], - "source": [ - "# To access the genes in a particular cluster\n", - "cluster_id = 0\n", - "print(aligner.gene_clusters[cluster_id]) \n", - "\n", - "# To print all gene alignments in the cluster\n", - "aligner.show_cluster_alignment_strings(cluster_id)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "neural-wales", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# To get the cluster id of an alignment object, e.g. TNF, \n", - "aligner.results_map['TNF'].cluster_id" - ] - }, - { - "cell_type": "markdown", - "id": "confirmed-nepal", - "metadata": {}, - "source": [ - "### Average alignment of any given subset of genes \n", - "e.g. `gene_list[40:60]` or a specific gene set in a specific pathway, e.g. EMT" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "operational-wayne", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average Alignment: \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mDDD\u001b[0m (cell-level)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "GENE_SUBSET = gene_list[40:60]\n", - "aligner.get_aggregate_alignment_for_subset(GENE_SUBSET )" - ] - }, - { - "cell_type": "markdown", - "id": "alone-maryland", - "metadata": {}, - "source": [ - "### Exploring alignment and trends of a given gene set" - ] - }, - { - "cell_type": "markdown", - "id": "welcome-wilderness", - "metadata": {}, - "source": [ - "Following call extracts a specified pathway gene set from msigdb database. It requires downloading the database from https://www.gsea-msigdb.org/gsea/downloads.jsp and specifying path to the msigdb folder and its version. " - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "surprised-bryan", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['CD44', 'CXCL1', 'PTX3', 'TGM2', 'TNFAIP3'], dtype=object)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "IGS = PathwayAnalyser.InterestingGeneSets(MSIGDB_PATH='../../OrgAlign/msigdb', version='7.5.1') # need to create db folder and pass args\n", - "IGS.add_new_set_from_msigdb('hallmark', 'HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION', aligner.gene_list, 'EMT') \n", - "IGS.SETS['EMT']" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "aboriginal-dakota", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Gene set: ======= EMT\n", - "mean matched percentage: 51.04 %\n", - "Average Alignment: \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\u001b[91mI\u001b[0m (cell-level)\n", - "- Plotting average alignment path\n", - "- Plotting z-normalised interpolated mean trends\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "PathwayAnalyser.get_pathway_alignment_stat(aligner, IGS.SETS['EMT'], 'EMT', cluster=True, FIGSIZE=(3,6))" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "single-medium", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Gene set: ======= EMT\n", - "mean matched percentage: 50.04 %\n", - "Average Alignment: \u001b[91mII\u001b[0m\u001b[91mDDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m (cell-level)\n", - "- Plotting average alignment path\n", - "- Plotting z-normalised interpolated mean trends\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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