{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/colleenmclaughlin/opt/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " import pandas.util.testing as tm\n" ] } ], "source": [ "from __future__ import division\n", "import sys\n", "import random\n", "import copy\n", "import math\n", "import json\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import scipy\n", "\n", "\n", "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "import matplotlib as mpl\n", "\n", "import seaborn as sns\n", "\n", "sys.path.append(\"../resources/\")\n", "import sct_py3\n", "sns.set_style(\"ticks\")\n", "sns.set_context(\"talk\")\n", "\n", "output_dir = \"out/\"\n", "output_suffix = \"\"\n", "output_formats = [\".png\", \".pdf\"]\n", "\n", "\n", "mpl.rc('savefig', dpi=300)\n", "\n", "def save_figure(fig, name):\n", " for output_format in output_formats:\n", " fig.savefig(output_dir + \"/\" + name + output_suffix + output_format)\n", " return None\n", "\n", "mpl.rc('savefig', dpi=300)\n", "\n", "pd.options.mode.chained_assignment = None # default='warn'\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# load matricies\n", "\n", "these data include: All 42h APF data from Li et al., 2020; 24h APF elav cells (including one cluster of auditory neruons); Adult nsyb>unc84-GFP nuclei\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((17472, 2829), (17472, 1892), (15908, 4203))" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ORN_nSyb_adult = pd.read_csv('../data/htseq_ORN_nuclei_LogCPM_17plates_addintron_hq50k_neuron2-5.tab.gz', sep=\"\\t\", header=0, index_col=0)\n", "\n", "df_ORN_24h = pd.read_csv('../data/htseq_ORN_cell_LogCPM_10plates_hq50k_neuron2-5.tab.gz', sep=\"\\t\", header=0, index_col=0)\n", "\n", "df_ORN_42h = pd.read_csv('../data/htseq_logCPM_hq.tab.gz', sep=\"\\t\", header=0, index_col=0)\n", "\n", "df_ORN_nSyb_adult.shape, df_ORN_24h.shape, df_ORN_42h.shape " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "combined (gene,cell):\n" ] }, { "data": { "text/plain": [ "(None, (17474, 8924))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_log_CPM_all = pd.concat([df_ORN_24h, df_ORN_42h,df_ORN_nSyb_adult], axis = 1, sort=False)\n", "\n", "df_log_CPM_all= df_log_CPM_all.fillna(0)\n", "\n", "print('combined (gene,cell):'), df_log_CPM_all.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pooled_librarySampleIDIndexnumexperimentplatewellnum_cellsnum_mapped_readscolorgenotypecolorHLlabel
library
N447Barcode_701-502N4771000100701-A1-flybrain-1TAAGGCGA-ATAGAGAG2477.013.01000100701A11.0NaN#a3eb13nSyb_48h_ORN#e31a1cnSyb_48h_ORN_P0
N447Barcode_702-502N4471000100701-A2-flybrain-1CGTACTAG-ATAGAGAG2478.013.01000100701A21.0NaN#a3eb13nSyb_48h_ORN#e31a1cnSyb_48h_ORN_P0
N447Barcode_703-502N4471000100701-A3-flybrain-1AGGCAGAA-ATAGAGAG2479.013.01000100701A31.0NaN#a3eb13nSyb_48h_ORN#e31a1cnSyb_48h_ORN_P0
N447Barcode_704-502N4471000100701-A4-flybrain-1TCCTGAGC-ATAGAGAG2480.013.01000100701A41.0NaN#a3eb13nSyb_48h_ORN#e31a1cnSyb_48h_ORN_P0
N447Barcode_705-502N4471000100701-A5-flybrain-1GGACTCCT-ATAGAGAG2481.013.01000100701A51.0NaN#a3eb13nSyb_48h_ORN#e31a1cnSyb_48h_ORN_P0
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" ], "text/plain": [ " pooled_library SampleID \\\n", "library \n", "N447Barcode_701-502 N477 1000100701-A1-flybrain-1 \n", "N447Barcode_702-502 N447 1000100701-A2-flybrain-1 \n", "N447Barcode_703-502 N447 1000100701-A3-flybrain-1 \n", "N447Barcode_704-502 N447 1000100701-A4-flybrain-1 \n", "N447Barcode_705-502 N447 1000100701-A5-flybrain-1 \n", "\n", " Index num experiment plate well \\\n", "library \n", "N447Barcode_701-502 TAAGGCGA-ATAGAGAG 2477.0 13.0 1000100701 A1 \n", "N447Barcode_702-502 CGTACTAG-ATAGAGAG 2478.0 13.0 1000100701 A2 \n", "N447Barcode_703-502 AGGCAGAA-ATAGAGAG 2479.0 13.0 1000100701 A3 \n", "N447Barcode_704-502 TCCTGAGC-ATAGAGAG 2480.0 13.0 1000100701 A4 \n", "N447Barcode_705-502 GGACTCCT-ATAGAGAG 2481.0 13.0 1000100701 A5 \n", "\n", " num_cells num_mapped_reads color genotype \\\n", "library \n", "N447Barcode_701-502 1.0 NaN #a3eb13 nSyb_48h_ORN \n", "N447Barcode_702-502 1.0 NaN #a3eb13 nSyb_48h_ORN \n", "N447Barcode_703-502 1.0 NaN #a3eb13 nSyb_48h_ORN \n", "N447Barcode_704-502 1.0 NaN #a3eb13 nSyb_48h_ORN \n", "N447Barcode_705-502 1.0 NaN #a3eb13 nSyb_48h_ORN \n", "\n", " colorHL label \n", "library \n", "N447Barcode_701-502 #e31a1c nSyb_48h_ORN_P0 \n", "N447Barcode_702-502 #e31a1c nSyb_48h_ORN_P0 \n", "N447Barcode_703-502 #e31a1c nSyb_48h_ORN_P0 \n", "N447Barcode_704-502 #e31a1c nSyb_48h_ORN_P0 \n", "N447Barcode_705-502 #e31a1c nSyb_48h_ORN_P0 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_libs = pd.read_csv('../data/PN_ORN_libs_CNM.csv', sep=\",\", header=0, index_col=0)\n", "df_libs.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#open cell names for all adult RNs, all 24h RNs, and all 42h RNs\n", "names_hq_24h = []\n", "with open (\"../resources/names_hq_24h_adult.txt\") as f:\n", " for line in f:\n", " names_hq_24h.append(line.rstrip())\n", "\n", "names_adult = []\n", "with open (\"../resources/names_ORN_hq_24h_adult_lamGFP_noAN.txt\") as f:\n", " for line in f:\n", " names_adult.append(line.rstrip())\n", " \n", " \n", "names_hq_42h_neurons = []\n", "with open (\"../resources/48h_names_hq_neurons.txt\") as f:\n", " for line in f:\n", " names_hq_42h_neurons.append(line.rstrip())\n", " " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elav_ORN_24h:\n" ] }, { "data": { "text/plain": [ "(None, 1224)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get names of 24h ORNs\n", "selector0 = (df_libs[\"label\"] == \"Elav_24h_ORN_P1\") \n", "selector1 = (df_libs[\"label\"] == \"Elav_24h_ORN_P2\")\n", "selector2 = (df_libs[\"label\"] == \"Elav_24h_ORN_P3\")\n", "selector3 = (df_libs[\"label\"] == \"Elav_24h_ORN_P4\")\n", "selector4 = (df_libs[\"label\"] == \"Elav_24h_ORN_P5\")\n", "selector5 = (df_libs[\"label\"] == \"Elav_24h_ORN_P6\")\n", "selector6 = (df_libs[\"label\"] == \"Elav_24h_ORN_P7\")\n", "ORNs_24h = [x for x in list(df_log_CPM_all.columns) if ((x in df_libs.loc[selector0].index) \n", " or (x in df_libs.loc[selector1].index) \n", " or (x in df_libs.loc[selector2].index)\n", " or (x in df_libs.loc[selector3].index)\n", " or (x in df_libs.loc[selector4].index)\n", " or (x in df_libs.loc[selector5].index)\n", " or (x in df_libs.loc[selector6].index))\n", " and x in names_hq_24h]\n", "\n", "\n", "\n", "\n", "\n", "print (\"Elav_ORN_24h:\"), len(ORNs_24h)\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adult ORNs:\n" ] }, { "data": { "text/plain": [ "(None, 1891)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get names of adult ORNs\n", "selector7 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P1\") \n", "selector8 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P2\") \n", "selector9 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P3\") \n", "selector10 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P5\") \n", "selector11 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P6\") \n", "selector12 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P7\") \n", "selector13 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P8\") \n", "selector14 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P9\") \n", "selector15 = (df_libs[\"genotype\"] == \"ORNnuclei_adult_nSybUNC84GFP_P10\") \n", "selector16 = (df_libs['genotype'] == \"ORNnuclei_adult_nSybLam_P2\")\n", "selector17 = (df_libs['genotype'] == \"ORNnuclei_adult_nSybLam_P3\")\n", " \n", "ORNs_adult = [x for x in list(df_log_CPM_all.columns) if ((x in df_libs.loc[selector7].index) \n", " or (x in df_libs.loc[selector8].index) \n", " or (x in df_libs.loc[selector9].index)\n", " or (x in df_libs.loc[selector10].index)\n", " or (x in df_libs.loc[selector11].index)\n", " or (x in df_libs.loc[selector12].index)\n", " or (x in df_libs.loc[selector13].index)\n", " or (x in df_libs.loc[selector14].index)\n", " or (x in df_libs.loc[selector15].index)\n", " or (x in df_libs.loc[selector16].index)\n", " or (x in df_libs.loc[selector17].index))\n", " and x in names_adult]\n", "print (\"Adult ORNs:\"), len(ORNs_adult)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "42h ORN\n" ] }, { "data": { "text/plain": [ "(None, 1016)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#get names of 42h ORNs\n", "selector18 = (df_libs[\"label\"] == \"nSyb_48h_ORN_P0\") \n", "selector19 = (df_libs[\"label\"] == \"nSyb_48h_ORN_P1\")\n", "selector20 = (df_libs[\"label\"] == \"nSyb_48h_ORN_P2\")\n", "selector21= (df_libs[\"label\"] == \"nSyb_48h_ORN_P4\")\n", "selector22 = (df_libs[\"label\"] == \"85A10_48h_ORN_P4\")\n", "selector23 = (df_libs[\"label\"] == \"Am29_48h_ORN_P4\") \n", "ORNs_42h = [x for x in list(df_log_CPM_all.columns) if ((x in df_libs.loc[selector18].index) \n", " or (x in df_libs.loc[selector19].index) \n", " or (x in df_libs.loc[selector20].index)\n", " or (x in df_libs.loc[selector21].index)\n", " or (x in df_libs.loc[selector22].index) \n", " or (x in df_libs.loc[selector23].index))\n", " and x in names_hq_42h_neurons]\n", "print (\"42h ORN\"), len(ORNs_42h)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ORN_All:\n" ] }, { "data": { "text/plain": [ "(None, 4131)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filter for these cells\n", "names_All_ORN = ORNs_24h + ORNs_42h + ORNs_adult\n", "\n", "df_All_ORN = df_log_CPM_all[list(names_All_ORN)]\n", "\n", "\n", "print (\"ORN_All:\"), df_All_ORN.shape[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# open DE genes between all three stages\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DE_genes:\n" ] }, { "data": { "text/plain": [ "(None, 416)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DE_genes = []\n", "with open (\"../data/Figure1/416_DE_genes.txt\") as f:\n", " for line in f:\n", " DE_genes.append(line.rstrip())\n", "print (\"DE_genes:\"), len(DE_genes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# heamap for neuronal and antennal genes" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(7, 4131)\n" ] } ], "source": [ "X = df_All_ORN\n", "genes = [\"nSyb\",\"CadN\",\"brp\",\"Syt1\", \"elav\",'peb', 'repo',]\n", "Z = X.loc[genes]\n", "print (Z.shape)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate clustering and plot\n", "col_colors = df_libs.loc[Z.columns][\"color\"]\n", "cm = sns.clustermap(Z, method=\"complete\", cmap=\"plasma\", figsize=(30,10), col_colors=col_colors,row_cluster=False, col_cluster=False) \n", "plt.setp(cm.ax_heatmap.yaxis.get_majorticklabels(), rotation=0)\n", "cm.ax_heatmap.set_ylabel(\"Gene\")\n", "cm.ax_heatmap.set_xticks([])\n", "cm.ax_heatmap.set_xticklabels([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# tSNE plot using DE genes from each time point" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(416, 4131)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X1 = df_All_ORN\n", "Z1 = X1.loc[DE_genes]\n", "Z1.shape" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[t-SNE] Computing 121 nearest neighbors...\n", "[t-SNE] Indexed 4131 samples in 0.015s...\n", "[t-SNE] Computed neighbors for 4131 samples in 0.253s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 4131\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 4131\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 4131\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 4131\n", "[t-SNE] Computed conditional probabilities for sample 4131 / 4131\n", "[t-SNE] Mean sigma: 0.116217\n", "[t-SNE] Computed conditional probabilities in 0.194s\n", "[t-SNE] Iteration 50: error = 16.9876957, gradient norm = 0.0081107 (50 iterations in 0.629s)\n", "[t-SNE] Iteration 100: error = 16.5409660, gradient norm = 0.0040486 (50 iterations in 0.603s)\n", "[t-SNE] Iteration 150: error = 16.4058971, gradient norm = 0.0028763 (50 iterations in 0.726s)\n", "[t-SNE] Iteration 200: error = 16.3380375, gradient norm = 0.0014772 (50 iterations in 0.714s)\n", "[t-SNE] Iteration 250: error = 16.2952194, gradient norm = 0.0012691 (50 iterations in 0.641s)\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 16.295219\n", "[t-SNE] Iteration 300: error = 1.7339829, gradient norm = 0.0005038 (50 iterations in 0.603s)\n", "[t-SNE] Iteration 350: error = 1.5933663, gradient norm = 0.0002175 (50 iterations in 0.545s)\n", "[t-SNE] Iteration 400: error = 1.5455350, gradient norm = 0.0001361 (50 iterations in 0.517s)\n", "[t-SNE] Iteration 450: error = 1.5230491, gradient norm = 0.0001023 (50 iterations in 0.522s)\n", "[t-SNE] Iteration 500: error = 1.5114419, gradient norm = 0.0000820 (50 iterations in 0.518s)\n", "[t-SNE] Iteration 550: error = 1.5032498, gradient norm = 0.0000727 (50 iterations in 0.527s)\n", "[t-SNE] Iteration 600: error = 1.4965174, gradient norm = 0.0000665 (50 iterations in 0.547s)\n", "[t-SNE] Iteration 650: error = 1.4913592, gradient norm = 0.0000597 (50 iterations in 0.515s)\n", "[t-SNE] Iteration 700: error = 1.4873135, gradient norm = 0.0000546 (50 iterations in 0.536s)\n", "[t-SNE] Iteration 750: error = 1.4840050, gradient norm = 0.0000525 (50 iterations in 0.570s)\n", "[t-SNE] Iteration 800: error = 1.4814522, gradient norm = 0.0000463 (50 iterations in 0.589s)\n", "[t-SNE] Iteration 850: error = 1.4791021, gradient norm = 0.0000476 (50 iterations in 0.674s)\n", "[t-SNE] Iteration 900: error = 1.4772488, gradient norm = 0.0000440 (50 iterations in 0.597s)\n", "[t-SNE] Iteration 950: error = 1.4756528, gradient norm = 0.0000418 (50 iterations in 0.581s)\n", "[t-SNE] Iteration 1000: error = 1.4742382, gradient norm = 0.0000404 (50 iterations in 0.580s)\n", "[t-SNE] KL divergence after 1000 iterations: 1.474238\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "\n", "for i in range(35,36):\n", " myPCA = sct_py3.PCA(Z1, X1, i) # number of significant PCs was determined using shuffling performed elsewhere in parallel fashion\n", " myPCA.pca()\n", " Z_pca = pd.DataFrame(myPCA.X_pca.T)\n", "\n", " for j in range(40,41):\n", " from sklearn.manifold import TSNE\n", " myTSNE = sct_py3.TSNE(Z_pca, X1, df_libs)\n", " myTSNE.calc_TSNE(perplexity=j, learning_rate=500, random_state=1)\n", " # Plot TSNE\n", " fig, ax = plt.subplots(1, 1, figsize=(8,8))\n", " myTSNE.plot(fig, ax, colorMode=\"genotype\")\n", " ax.set_title('ORNs' , y=1.02, size=40)\n", " ax.axis('off')\n", " plt.tight_layout() " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myGene = ['miple1', 'Orco',]\n", "for gene in myGene:\n", " fig, ax = plt.subplots(1, 1, figsize=(8,8))\n", " sc = myTSNE.plot(fig, ax, colorBy=gene, cmap=\"Reds\")\n", " ax.set_aspect(\"equal\")\n", " ax.set_title(gene, y= 1.02, size=40)\n", " ax.axis('off')\n", " plt.tight_layout()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }