{ "cells": [ { "cell_type": "markdown", "id": "aafde16c", "metadata": {}, "source": [ "# Dataset 2" ] }, { "cell_type": "markdown", "id": "04cf606e", "metadata": {}, "source": [ "- Please extract data.zip into the directory \"data\"" ] }, { "cell_type": "code", "execution_count": 1, "id": "c8782cef", "metadata": {}, "outputs": [], "source": [ "# data_option = \"dataset1\"\n", "data_option = \"dataset2\"" ] }, { "cell_type": "markdown", "id": "eb1075ed", "metadata": {}, "source": [ "## Initial setup" ] }, { "cell_type": "code", "execution_count": 2, "id": "d0fc1497", "metadata": {}, "outputs": [], "source": [ "from speciesot import configure_platform, Config, Data, SpeciesOT" ] }, { "cell_type": "code", "execution_count": 3, "id": "7c8c6026", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JAX is configured to use: METAL\n" ] } ], "source": [ "configure_platform() # For macOS with Apple Silicon\n", "# configure_platform(\"gpu\") # For Linux or WSL2 with an NVIDIA GPU\n", "# configure_platform(\"cpu\") # For other platforms" ] }, { "cell_type": "markdown", "id": "51769793", "metadata": {}, "source": [ "### Computational parameters" ] }, { "cell_type": "code", "execution_count": 4, "id": "42229792", "metadata": {}, "outputs": [], "source": [ "if data_option == \"dataset1\":\n", " mask_option = \"time_series_data\"\n", " threshold = 3.0\n", " threshold_surer = 3.5\n", " high_epsilon = 0.01\n", "\n", "elif data_option == \"dataset2\":\n", " mask_option = \"one_time_point_data\"\n", " threshold = 1.4\n", " threshold_surer = 2.5\n", " high_epsilon = 0.1" ] }, { "cell_type": "code", "execution_count": 5, "id": "8c2cd368", "metadata": {}, "outputs": [], "source": [ "iterations = 1000\n", "threshold_eps = 1e-4\n", "low_epsilon = 0.0\n", "threshold_tol = 3.0" ] }, { "cell_type": "code", "execution_count": 6, "id": "82c0b65d", "metadata": {}, "outputs": [], "source": [ "if data_option == \"dataset1\":\n", " species = [\"human\", \"macaque\", \"mouse\"]\n", " species_pairs = []\n", " species_labels = [\"Human\", \"Macaque\", \"Mouse\"]\n", "\n", "elif data_option == \"dataset2\":\n", " species = [\"human\", \"chimpanzee\", \"gorilla\", \"orangutan\", \"macaque\", \"mouse\"]\n", " species_pairs = []\n", " species_labels = [\n", " \"Human_iPSC(AK02)\",\n", " \"Chimp_iPSC(AK02)\",\n", " \"Gorilla_iPSC(AITS)\",\n", " \"Orang_iPSC(AITS)\",\n", " \"Macaque_ESC(AITS)\",\n", " \"Mouse_EpiLC\",\n", " ]" ] }, { "cell_type": "markdown", "id": "dc26c343", "metadata": {}, "source": [ "## Initialize the Config() class" ] }, { "cell_type": "code", "execution_count": 7, "id": "3c64d879", "metadata": {}, "outputs": [], "source": [ "if data_option == \"dataset1\":\n", " config = Config(\n", " \"dataset1\",\n", " \"drop\",\n", " \"distinct\",\n", " \"auto\",\n", " \"euclidean\",\n", " \"original\",\n", " \"fixed\", # \"min\" for exploring minimum converging varepsilon_min\n", " mask_option,\n", " iterations,\n", " threshold_eps,\n", " low_epsilon,\n", " high_epsilon,\n", " threshold_tol,\n", " threshold,\n", " threshold_surer,\n", " species=species,\n", " species_pairs=species_pairs,\n", " species_labels=species_labels,\n", " )\n", "\n", "elif data_option == \"dataset2\":\n", " config = Config(\n", " \"dataset2\",\n", " \"drop\",\n", " \"distinct\",\n", " \"auto\",\n", " \"euclidean\",\n", " \"original\",\n", " \"fixed\", # \"min\" for exploring minimum converging varepsilon_min\n", " mask_option,\n", " iterations,\n", " threshold_eps,\n", " low_epsilon,\n", " high_epsilon,\n", " threshold_tol,\n", " threshold,\n", " threshold_surer,\n", " species=species,\n", " species_pairs=species_pairs,\n", " species_labels=species_labels,\n", " )" ] }, { "cell_type": "markdown", "id": "adab0cf6", "metadata": {}, "source": [ "## Initialize the Data() class" ] }, { "cell_type": "code", "execution_count": 8, "id": "e473ac80", "metadata": {}, "outputs": [], "source": [ "data = Data(config)" ] }, { "cell_type": "markdown", "id": "150bf195", "metadata": {}, "source": [ "### Read CSV file" ] }, { "cell_type": "code", "execution_count": 9, "id": "f55db22a", "metadata": {}, "outputs": [], "source": [ "data = data.read_csv()" ] }, { "cell_type": "markdown", "id": "a645dca3", "metadata": {}, "source": [ "### Geometrization steps (noise reduction and total count normalization)" ] }, { "cell_type": "code", "execution_count": 10, "id": "94942bab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(16535), '#non-significant genes': np.int64(15612), '#silent genes': np.int64(0), 'ell': np.int64(65), 'Elapsed time': '0h 0m 8s 162ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(15569), '#non-significant genes': np.int64(12952), '#silent genes': np.int64(0), 'ell': np.int64(32), 'Elapsed time': '0h 0m 1s 708ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(15118), '#non-significant genes': np.int64(14736), '#silent genes': np.int64(0), 'ell': np.int64(66), 'Elapsed time': '0h 0m 10s 766ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(14588), '#non-significant genes': np.int64(14096), '#silent genes': np.int64(0), 'ell': np.int64(84), 'Elapsed time': '0h 0m 9s 622ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(14746), '#non-significant genes': np.int64(11152), '#silent genes': np.int64(0), 'ell': np.int64(119), 'Elapsed time': '0h 0m 10s 795ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(12010), '#non-significant genes': np.int64(9099), '#silent genes': np.int64(0), 'ell': np.int64(43), 'Elapsed time': '0h 0m 2s 299ms', 'solver': 'full'}\n" ] } ], "source": [ "data = data.normalization()" ] }, { "cell_type": "markdown", "id": "95c6a8f2", "metadata": {}, "source": [ "### Geometrization step (gene selection using human transcription factors)" ] }, { "cell_type": "code", "execution_count": 11, "id": "ccf07e4b", "metadata": {}, "outputs": [], "source": [ "data = data.read_tf()" ] }, { "cell_type": "markdown", "id": "13333738", "metadata": {}, "source": [ "## Initialize the SpeciesOT() class" ] }, { "cell_type": "code", "execution_count": 12, "id": "bc913dfc", "metadata": {}, "outputs": [], "source": [ "spe_ot = SpeciesOT(data)" ] }, { "cell_type": "markdown", "id": "d776ee00", "metadata": {}, "source": [ "### Geometrization step (filtering)" ] }, { "cell_type": "code", "execution_count": 13, "id": "f0d3f777", "metadata": {}, "outputs": [], "source": [ "spe_ot = spe_ot.preprocessing()" ] }, { "cell_type": "markdown", "id": "e0080b40", "metadata": {}, "source": [ "### Geometrization step (distance matrix computation)" ] }, { "cell_type": "code", "execution_count": 14, "id": "c5343753", "metadata": {}, "outputs": [], "source": [ "spe_ot = spe_ot.calculate_gene_distance_matrix()" ] }, { "cell_type": "markdown", "id": "af72a90a", "metadata": {}, "source": [ "### Entropically regularized Gromov-Wasserstein optimal transport" ] }, { "cell_type": "code", "execution_count": 15, "id": "5667ae1e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Platform 'METAL' is experimental and not all JAX functionality may be correctly supported!\n", "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "W0000 00:00:1762787318.943704 2416463 mps_client.cc:510] WARNING: JAX Apple GPU support is experimental and not all JAX functionality is correctly supported!\n", "I0000 00:00:1762787318.954833 2416463 service.cc:145] XLA service 0x35624e1b0 initialized for platform METAL (this does not guarantee that XLA will be used). Devices:\n", "I0000 00:00:1762787318.954851 2416463 service.cc:153] StreamExecutor device (0): Metal, \n", "I0000 00:00:1762787318.956100 2416463 mps_client.cc:406] Using Simple allocator.\n", "I0000 00:00:1762787318.956111 2416463 mps_client.cc:384] XLA backend will use up to 103078739968 bytes on device 0 for SimpleAllocator.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Metal device set to: Apple M3 Max\n", "\n", "systemMemory: 128.00 GB\n", "maxCacheSize: 48.00 GB\n", "\n", "epsilon = 0.1000000 converged\n" ] } ], "source": [ "spe_ot = spe_ot.gromov_wasserstein_ot()" ] }, { "cell_type": "markdown", "id": "d09314bf", "metadata": {}, "source": [ "### Normalized optimal transport plan" ] }, { "cell_type": "code", "execution_count": 16, "id": "49e76d21", "metadata": {}, "outputs": [], "source": [ "spe_ot = spe_ot.normalize_otp()" ] }, { "cell_type": "markdown", "id": "1c0ecbf3", "metadata": {}, "source": [ "### Transcriptomic discrepancy" ] }, { "cell_type": "code", "execution_count": 17, "id": "50c3b778", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spe_ot.plot_transcriptomic_discrepancy()" ] }, { "cell_type": "markdown", "id": "6a5c8840", "metadata": {}, "source": [ "## Chained Processing" ] }, { "cell_type": "code", "execution_count": 18, "id": "58449148", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(16535), '#non-significant genes': np.int64(15612), '#silent genes': np.int64(0), 'ell': np.int64(65), 'Elapsed time': '0h 0m 8s 811ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(15569), '#non-significant genes': np.int64(12952), '#silent genes': np.int64(0), 'ell': np.int64(32), 'Elapsed time': '0h 0m 1s 944ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(15118), '#non-significant genes': np.int64(14736), '#silent genes': np.int64(0), 'ell': np.int64(66), 'Elapsed time': '0h 0m 12s 065ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(14588), '#non-significant genes': np.int64(14096), '#silent genes': np.int64(0), 'ell': np.int64(84), 'Elapsed time': '0h 0m 9s 816ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(14746), '#non-significant genes': np.int64(11152), '#silent genes': np.int64(0), 'ell': np.int64(119), 'Elapsed time': '0h 0m 10s 696ms', 'solver': 'full'}\n", "start RECODE for scRNA-seq data\n", "end RECODE for scRNA-seq\n", "log: {'seq_target': 'RNA', '#significant genes': np.int64(12010), '#non-significant genes': np.int64(9099), '#silent genes': np.int64(0), 'ell': np.int64(43), 'Elapsed time': '0h 0m 2s 218ms', 'solver': 'full'}\n" ] } ], "source": [ "data2 = Data(config).read_csv().normalization().read_tf()" ] }, { "cell_type": "code", "execution_count": 19, "id": "828edd20", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsilon = 0.1000000 converged\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spe_ot2 = (\n", " SpeciesOT(data2)\n", " .preprocessing()\n", " .calculate_gene_distance_matrix()\n", " .gromov_wasserstein_ot()\n", " .normalize_otp()\n", " .plot_transcriptomic_discrepancy()\n", ")" ] }, { "cell_type": "markdown", "id": "449fa96b", "metadata": {}, "source": [ "## Differential expression analysis and selection of Wnt-related genes" ] }, { "cell_type": "markdown", "id": "65da4cdb", "metadata": {}, "source": [ "### Discover genes differentially expressed between the AK02 and AITS culture conditions" ] }, { "cell_type": "code", "execution_count": 20, "id": "cbd4086f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genelog2FCpvalpadj
0ADNP0.0442857.651345e-389.175330e-38
1ADNP20.0433969.499142e-471.164218e-46
2AEBP1-0.3620360.000000e+000.000000e+00
3AEBP20.0760103.565237e-334.227611e-33
4AHCTF1-0.2305043.236920e-2775.916623e-277
\n", "
" ], "text/plain": [ " gene log2FC pval padj\n", "0 ADNP 0.044285 7.651345e-38 9.175330e-38\n", "1 ADNP2 0.043396 9.499142e-47 1.164218e-46\n", "2 AEBP1 -0.362036 0.000000e+00 0.000000e+00\n", "3 AEBP2 0.076010 3.565237e-33 4.227611e-33\n", "4 AHCTF1 -0.230504 3.236920e-277 5.916623e-277" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Genes higher in AK02: ['TCFL5', 'ZBTB37', 'ZBTB47', 'ZBTB8B', 'ZFP14', 'ZMAT4', 'ZNF138', 'ZNF165', 'ZNF202', 'ZNF25', 'ZNF251', 'ZBTB22', 'ZBTB20', 'ZBTB12', 'ZSCAN9', 'SNAI1', 'SOX21', 'SOX9', 'SP110', 'SREBF1', 'ZNF316', 'STAT6', 'ZXDC', 'TEF', 'TFEB', 'THAP8', 'TP73', 'TSHZ2', 'TSHZ3', 'ZNF333', 'ZNF337', 'ZNF692', 'ZNF71', 'ZNF726', 'ZNF764', 'ZNF771', 'ZNF778', 'ZNF688', 'ZNF784', 'ZNF793', 'ZNF823', 'ZSCAN30', 'ZNF844', 'ZNF880', 'ZNF883', 'ZNF786', 'ZNF599', 'ZNF589', 'ZNF385A', 'ZNF385B', 'ZNF397', 'ZNF417', 'ZNF449', 'ZSCAN31', 'ZNF500', 'ZNF514', 'ZNF524', 'ZNF546', 'ZNF563', 'ZNF573', 'ZNF585A', 'ZNF519', 'SIX3', 'SOX15', 'RORB', 'FBXL19', 'FEZF1', 'FOXI3', 'HIF3A', 'IRF2', 'IRF7', 'EMX1', 'ARNTL', 'BATF2', 'BCL6B', 'CASZ1', 'CC2D1A', 'CCDC17', 'CENPBD1', 'CSRNP3', 'CXXC4', 'DBP', 'DEAF1', 'ELF1', 'ELF3', 'ZNF891', 'NOTO', 'NR1D2', 'NR1H3', 'KLF15', 'POU3F1', 'POU5F2', 'PPARA', 'PURG', 'RARG', 'RORA', 'PBX2', 'NHLH1', 'NFATC4', 'LHX1', 'MAF', 'L3MBTL4', 'ZFP2', 'MLXIPL', 'MTERF2', 'MZF1', 'POU2F3', 'IRX1', 'PLAGL1', 'ZBED6', 'ZNF491', 'ZNF676', 'LHX5', 'MEF2C', 'ZNF662', 'SIX6', 'MAFA', 'ZNF843', 'NR4A2', 'PAX6', 'GLIS3', 'ESRRG', 'EMX2', 'LMX1A', 'SIX2', 'TBX3', 'NR2F2', 'VAX1']\n", "Genes higher in AITS: ['ZEB1', 'ZIC4', 'ZNF132', 'ZNF208', 'ZNF215', 'ZNF229', 'ZNF239', 'SNAI2', 'SOX8', 'EGR3', 'TWIST1', 'TBX15', 'ZNF341', 'ZNF697', 'ZNF728', 'ZNF792', 'ZNF878', 'MESP2', 'ZNF596', 'ZNF516', 'ZNF548', 'ZNF559', 'ZNF569', 'ETV4', 'FOSL1', 'FOSL2', 'FOXP3', 'GBX2', 'ETV2', 'ZNF285', 'HES2', 'HES4', 'HEY1', 'HEY2', 'HIC1', 'HIVEP3', 'GTF2IRD2B', 'ETS1', 'ASCL2', 'BHLHE40', 'ZNF473', 'ZNF541', 'ELK3', 'CREB5', 'ZSCAN23', 'KLF16', 'NPAS2', 'NPAS3', 'NR5A2', 'OTX1', 'SP140', 'RFX4', 'NME2', 'LEF1', 'LHX2', 'ZNF257', 'KLF4', 'NFKB1', 'MAFF', 'MIXL1', 'NANOG', 'MECOM', 'KLF9', 'TFCP2L1', 'ZNF177', 'ARID5B', 'STAT4', 'DMBX1', 'IRF4', 'PAX5', 'GSC']\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy.stats import ttest_ind\n", "from statsmodels.stats.multitest import multipletests\n", "\n", "# Group by condition\n", "spe_to_condition = {\n", " spe_ot.species[0]: \"AK02\",\n", " spe_ot.species[1]: \"AK02\",\n", " spe_ot.species[2]: \"AITS\",\n", " spe_ot.species[3]: \"AITS\",\n", " spe_ot.species[4]: \"AITS\",\n", " spe_ot.species[5]: \"neither\", # excluded\n", "}\n", "\n", "condition_to_dfs = {\"AK02\": [], \"AITS\": []}\n", "for spe, df in spe_ot.plot_normalized_log_select_preprocessed_masked.items():\n", " cond = spe_to_condition.get(spe)\n", " if cond in condition_to_dfs:\n", " condition_to_dfs[cond].append(df)\n", "\n", "if not condition_to_dfs[\"AK02\"] or not condition_to_dfs[\"AITS\"]:\n", " raise ValueError(\"Missing data for one or both conditions.\")\n", "\n", "# Concatenate and align\n", "ak02_df = pd.concat(condition_to_dfs[\"AK02\"])\n", "aits_df = pd.concat(condition_to_dfs[\"AITS\"])\n", "common_genes = ak02_df.columns.intersection(aits_df.columns)\n", "ak02_df, aits_df = ak02_df[common_genes], aits_df[common_genes]\n", "\n", "# Statistics\n", "pvals, log2fc = [], []\n", "for g in common_genes:\n", " x, y = ak02_df[g].dropna(), aits_df[g].dropna()\n", " _, p = ttest_ind(x, y, equal_var=False)\n", " pvals.append(p)\n", " log2fc.append(np.log2(x.mean() + 1e-6) - np.log2(y.mean() + 1e-6))\n", "\n", "# Multiple testing\n", "padj = multipletests(pvals, method=\"fdr_bh\")[1]\n", "\n", "# Results\n", "results_df = pd.DataFrame(\n", " {\"gene\": common_genes, \"log2FC\": log2fc, \"pval\": pvals, \"padj\": padj}\n", ")\n", "\n", "# Significant genes\n", "sig = results_df.query(\"padj < 0.05 and abs(log2FC) > 1\").sort_values(\"padj\")\n", "genes_AK02 = sig.query(\"log2FC > 1\")[\"gene\"].tolist()\n", "genes_AITS = sig.query(\"log2FC < -1\")[\"gene\"].tolist()\n", "\n", "display(results_df.head())\n", "print(\"Genes higher in AK02:\", genes_AK02)\n", "print(\"Genes higher in AITS:\", genes_AITS)" ] }, { "cell_type": "markdown", "id": "ccb5d016", "metadata": {}, "source": [ "### Expression levels of Wnt-related genes" ] }, { "cell_type": "code", "execution_count": 21, "id": "95c76e32", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "marker_genes = [\n", " \"CXXC4\",\n", " \"PPARA\",\n", " \"SIX3\",\n", " \"SOX9\",\n", " \"SREBF1\",\n", " \"RARG\",\n", " \"RORA\",\n", "]\n", "\n", "labels = [\n", " \"Human iPSC\\n(AK02)\",\n", " \"Chimpanzee iPSC\\n(AK02)\",\n", " \"Gorilla iPSC\\n(AITS)\",\n", " \"Orangutan iPSC\\n(AITS)\",\n", " \"Macaque ESC\\n(AITS)\",\n", " \"Mouse EpiLC\",\n", "]\n", "\n", "# Flatten\n", "data = []\n", "for spe in spe_ot.species[:-1]:\n", " for g in marker_genes:\n", " if g in spe_ot.plot_normalized_log[spe]:\n", " for v in spe_ot.plot_normalized_log[spe][g]:\n", " data.append({\"Gene\": g, \"Species\": spe, \"Expression\": v})\n", "df = pd.DataFrame(data)\n", "\n", "# Z-score\n", "df[\"Expression\"] = df.groupby(\"Gene\")[\"Expression\"].transform(\n", " lambda x: (x - x.mean()) / x.std(ddof=0)\n", ")\n", "df[\"Gene\"] = df[\"Gene\"].str.upper().apply(lambda g: f\"$\\\\it{{{g}}}$\")\n", "\n", "# Plot\n", "plt.figure(figsize=(16, 8))\n", "sns.boxplot(\n", " data=df,\n", " x=\"Species\",\n", " y=\"Expression\",\n", " hue=\"Gene\",\n", " palette=\"Set2\",\n", " showcaps=True,\n", " showfliers=False,\n", " gap=0.2,\n", ")\n", "ax = plt.gca()\n", "ax.legend(fontsize=18)\n", "ax.set_xticks(range(len(labels[:-1])))\n", "ax.set_xticklabels(labels[:-1], fontsize=24)\n", "ax.tick_params(axis=\"y\", labelsize=20)\n", "ax.yaxis.grid(True)\n", "ax.set_axisbelow(True)\n", "plt.title(\"Expression levels of Wnt-related genes\", fontsize=24)\n", "plt.ylabel(\"Z-score of log normalized expression\", fontsize=24)\n", "plt.ylim(-2.5, 6.5)\n", "plt.xlabel(\"\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "19899869", "metadata": {}, "source": [ "## End of tutorial" ] } ], "metadata": { "kernelspec": { "display_name": "env (3.13.1)", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }