{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to RNA sequencing and data display in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## This module defines differential expression and teaches the code to make some common displays for RNA seq data including heat map, cluster map, and violin plot. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's hard to believe, but a cell in a liver has the exact same set of DNA instructions as a neuron. The only difference is in how those genes are expressed. Liver contains liver specific cells with entire programs of development and metabolism that are based on their identity as liver cells and vice versa for neurons. \n", "\n", "RNA-seq lets us measure this \"activity identification\" by measuring the abundance of the RNA transcript as a proxy to indicate activity in a cellular process. mRNA samples are isolated and sequenced, creating short fragments of DNA that line up more with one gene or another in a cDNA library that serves as a reference point. More actively expressed genes associate in greater numbers with the cDNA library and fluoresce more brightly to a camera. The brightness or dimness is translated to numbers that become the matrix of data we analyze: differential gene expression.\n", "\n" ] }, { "attachments": { "RNA-seq.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![RNA-seq.png](attachment:RNA-seq.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data we will play with today is for demonstration purposes only. It has ten different experimental parameters. In our lab, we collect tissue around the vocal fold at different stages of mouse development below, so you can think of each ROW in our heatmap is a different stage of development in a mouse embryo below. \"PO\" means postnatal, the mouse is born!\n", "\n", "(Image from: Badea A, Johnson GA. Magnetic resonance microscopy. Anal Cell Pathol (Amst). 2012;35(4):205-27. doi: 10.3233/ACP-2011-0050. PMID: 22142643; PMCID: PMC3508709.)" ] }, { "attachments": { "Mid-sagittal-slices-from-volume-datasets-of-developing-mouse-at-stages-E105-E185.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![Mid-sagittal-slices-from-volume-datasets-of-developing-mouse-at-stages-E105-E185.png](attachment:Mid-sagittal-slices-from-volume-datasets-of-developing-mouse-at-stages-E105-E185.png)" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we'll pull up the sequence data from our repository. This is a tiny sample set of 99 genes, so we can store the data on Github, which is a place where computer programmers use and share programming code. In real life, scientists use special servers to hold the RNA sequencing data, which contains a little over 25,000 genes for each experimental parameter! At the University of Wisconsin-Madison, many of those servers are in the basement of the Morgridge Institute for Research and/or the Discovery Center." ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('https://raw.githubusercontent.com/kwendt3/Fourier/main/1geneexpress.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at our file, which shows a MATRIX of data, the framework computers need to look at data in flux. Our matrix values are variance values that are determined by a baseline in the mouse genome. At the top, we see our 99 sample genes. Each column represents a different gene, one of 99 for this study, and row represents a different location in the tissue, or perhaps a different timepoint that tissue was collected, one of ten in this study. The command \"df.head\" is a nice way to just check to make sure our dataframe looks good, and to tell us just how many rows and columns we have in case we need to code around it. Looking great! Remember, we named our data frame \"df\" in the line above, but we can call it whatever we want. " ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gene_1gene_2gene_3gene_4gene_5gene_6gene_7gene_8gene_9gene_10...gene_90gene_91gene_92gene_93gene_94gene_95gene_96gene_97gene_98gene_99
055.1755.0454.6854.9811.0155.27100.8654.1855.8312.29...9.2899.6254.3555.1354.439.6354.2855.45102.2754.34
151.8452.2355.8655.8719.5656.4591.5053.3452.3620.74...21.6389.9955.1053.2255.1221.3855.8253.9889.4154.18
255.9155.0357.0956.1531.6354.7778.2154.4256.0431.45...27.8381.6852.8754.9551.9530.1053.9554.0681.6953.17
356.8756.3653.8253.8039.7755.1169.3254.1855.6642.72...40.9269.7055.3955.3654.7140.0657.2756.6970.1056.18
455.7056.1354.4257.9349.6653.1261.4757.5953.6449.53...47.8659.1456.4355.3055.4751.8954.4253.1362.2056.07
554.6253.2955.5256.5261.4954.8851.6455.3054.5860.82...58.9149.3156.4956.1154.7760.6952.8655.7149.7155.45
655.2454.3956.6353.8068.1453.8738.7254.5055.2271.03...70.9539.5053.1354.4457.3570.3457.2154.1439.8455.34
754.1056.4053.6754.9080.1554.9729.8457.6654.5079.86...79.4528.8655.0655.3256.0780.1154.1054.2530.7054.69
853.8055.8355.0053.8991.1052.0920.3854.2856.3786.50...89.2220.6454.0654.0953.6189.8557.3154.5018.6554.58
954.8955.7654.5254.77101.5653.9610.9855.3852.94100.31...99.4311.2556.9055.2355.5796.6157.1256.127.9555.96
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10 rows × 99 columns

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" ], "text/plain": [ " gene_1 gene_2 gene_3 gene_4 gene_5 gene_6 gene_7 gene_8 gene_9 \\\n", "0 55.17 55.04 54.68 54.98 11.01 55.27 100.86 54.18 55.83 \n", "1 51.84 52.23 55.86 55.87 19.56 56.45 91.50 53.34 52.36 \n", "2 55.91 55.03 57.09 56.15 31.63 54.77 78.21 54.42 56.04 \n", "3 56.87 56.36 53.82 53.80 39.77 55.11 69.32 54.18 55.66 \n", "4 55.70 56.13 54.42 57.93 49.66 53.12 61.47 57.59 53.64 \n", "5 54.62 53.29 55.52 56.52 61.49 54.88 51.64 55.30 54.58 \n", "6 55.24 54.39 56.63 53.80 68.14 53.87 38.72 54.50 55.22 \n", "7 54.10 56.40 53.67 54.90 80.15 54.97 29.84 57.66 54.50 \n", "8 53.80 55.83 55.00 53.89 91.10 52.09 20.38 54.28 56.37 \n", "9 54.89 55.76 54.52 54.77 101.56 53.96 10.98 55.38 52.94 \n", "\n", " gene_10 ... gene_90 gene_91 gene_92 gene_93 gene_94 gene_95 \\\n", "0 12.29 ... 9.28 99.62 54.35 55.13 54.43 9.63 \n", "1 20.74 ... 21.63 89.99 55.10 53.22 55.12 21.38 \n", "2 31.45 ... 27.83 81.68 52.87 54.95 51.95 30.10 \n", "3 42.72 ... 40.92 69.70 55.39 55.36 54.71 40.06 \n", "4 49.53 ... 47.86 59.14 56.43 55.30 55.47 51.89 \n", "5 60.82 ... 58.91 49.31 56.49 56.11 54.77 60.69 \n", "6 71.03 ... 70.95 39.50 53.13 54.44 57.35 70.34 \n", "7 79.86 ... 79.45 28.86 55.06 55.32 56.07 80.11 \n", "8 86.50 ... 89.22 20.64 54.06 54.09 53.61 89.85 \n", "9 100.31 ... 99.43 11.25 56.90 55.23 55.57 96.61 \n", "\n", " gene_96 gene_97 gene_98 gene_99 \n", "0 54.28 55.45 102.27 54.34 \n", "1 55.82 53.98 89.41 54.18 \n", "2 53.95 54.06 81.69 53.17 \n", "3 57.27 56.69 70.10 56.18 \n", "4 54.42 53.13 62.20 56.07 \n", "5 52.86 55.71 49.71 55.45 \n", "6 57.21 54.14 39.84 55.34 \n", "7 54.10 54.25 30.70 54.69 \n", "8 57.31 54.50 18.65 54.58 \n", "9 57.12 56.12 7.95 55.96 \n", "\n", "[10 rows x 99 columns]" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(99)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at our data, it's hard to tell visually what's going on. It just looks like a bunch of NUMBERS. To observe changes in the data over time, scientists convert the numbers to colors that correspond with raising or lowering levels. This is called a heatmap. In the command below, we'll generate a heatmap of the entire matrix of data. So higher numbers are beige, and lower numbers are black. " ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.heatmap(df, annot=True, annot_kws = {'size':1})\n", "ax.tick_params(labelsize=14)\n", "ax.figure.set_size_inches((12, 10))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a heatmap of the entire matrix, let's take a look at what's really going on in each column of data, since each column represents gene expression. This is called normalization, because it NORMALIZES variations by a group that you pick out. In our case, the \"group\" is/are the gene(s) of interest. You can change the color scale of your heatmap to whatever you want using the cmap command. Here are some common choices: https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html. Now is a good time too to label our Y axis by the day that we collected our data." ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 130, "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": [ "y_axis_labels = [\"E10.5\",\"E11.5\",\"E12.5\",\"E13.5\",\"E14.5\",\"E15.5\",\"E16.5\",\"E17.5\",\"E18.5\",\"P0\"] # labels for y-axis\n", "df_norm_col=(df-df.mean())/df.std()\n", "plt.figure(figsize = (16,5))\n", "sns.heatmap(df_norm_col, annot=True, annot_kws = {'size':1}, cmap='cividis', yticklabels=y_axis_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After obtaining lists of genes that were differentially expressed across the ten conditions. we used these genes as input for clustering to define the prevalent patterns of gene expression. A heat map provides a way to visually assess the results of clustering on the data, enabling the investigator and reader to observe trends of expression for genes across populations, treatment conditions, or time points" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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754.1056.4053.6754.9080.1554.9729.8457.6654.5079.86...79.4528.8655.0655.3256.0780.1154.1054.2530.7054.69
853.8055.8355.0053.8991.1052.0920.3854.2856.3786.50...89.2220.6454.0654.0953.6189.8557.3154.5018.6554.58
954.8955.7654.5254.77101.5653.9610.9855.3852.94100.31...99.4311.2556.9055.2355.5796.6157.1256.127.9555.96
\n", "

10 rows × 99 columns

\n", "
" ], "text/plain": [ " gene_1 gene_2 gene_3 gene_4 gene_5 gene_6 gene_7 gene_8 gene_9 \\\n", "0 55.17 55.04 54.68 54.98 11.01 55.27 100.86 54.18 55.83 \n", "1 51.84 52.23 55.86 55.87 19.56 56.45 91.50 53.34 52.36 \n", "2 55.91 55.03 57.09 56.15 31.63 54.77 78.21 54.42 56.04 \n", "3 56.87 56.36 53.82 53.80 39.77 55.11 69.32 54.18 55.66 \n", "4 55.70 56.13 54.42 57.93 49.66 53.12 61.47 57.59 53.64 \n", "5 54.62 53.29 55.52 56.52 61.49 54.88 51.64 55.30 54.58 \n", "6 55.24 54.39 56.63 53.80 68.14 53.87 38.72 54.50 55.22 \n", "7 54.10 56.40 53.67 54.90 80.15 54.97 29.84 57.66 54.50 \n", "8 53.80 55.83 55.00 53.89 91.10 52.09 20.38 54.28 56.37 \n", "9 54.89 55.76 54.52 54.77 101.56 53.96 10.98 55.38 52.94 \n", "\n", " gene_10 ... gene_90 gene_91 gene_92 gene_93 gene_94 gene_95 \\\n", "0 12.29 ... 9.28 99.62 54.35 55.13 54.43 9.63 \n", "1 20.74 ... 21.63 89.99 55.10 53.22 55.12 21.38 \n", "2 31.45 ... 27.83 81.68 52.87 54.95 51.95 30.10 \n", "3 42.72 ... 40.92 69.70 55.39 55.36 54.71 40.06 \n", "4 49.53 ... 47.86 59.14 56.43 55.30 55.47 51.89 \n", "5 60.82 ... 58.91 49.31 56.49 56.11 54.77 60.69 \n", "6 71.03 ... 70.95 39.50 53.13 54.44 57.35 70.34 \n", "7 79.86 ... 79.45 28.86 55.06 55.32 56.07 80.11 \n", "8 86.50 ... 89.22 20.64 54.06 54.09 53.61 89.85 \n", "9 100.31 ... 99.43 11.25 56.90 55.23 55.57 96.61 \n", "\n", " gene_96 gene_97 gene_98 gene_99 \n", "0 54.28 55.45 102.27 54.34 \n", "1 55.82 53.98 89.41 54.18 \n", "2 53.95 54.06 81.69 53.17 \n", "3 57.27 56.69 70.10 56.18 \n", "4 54.42 53.13 62.20 56.07 \n", "5 52.86 55.71 49.71 55.45 \n", "6 57.21 54.14 39.84 55.34 \n", "7 54.10 54.25 30.70 54.69 \n", "8 57.31 54.50 18.65 54.58 \n", "9 57.12 56.12 7.95 55.96 \n", "\n", "[10 rows x 99 columns]" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(99)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we're going to want to see how differential gene expression is distributed for our ten experimental parameters (0-9) for particular genes (gene_1-gene_99). To do that, we need our data to be transposed so that the experimental parameters are in the columns, where Seaborn likes things. Let's introduce the transposition as df2. " ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "df2 = pd.read_csv('https://raw.githubusercontent.com/kwendt3/Fourier/main/geneexpress_experiment.csv')" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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E10.5E11.5E12.5E13.5E14.5E15.5E16.5E17.5E18.5P0
055.1751.8455.9156.8755.7054.6255.2454.1053.8054.89
155.0452.2355.0356.3656.1353.2954.3956.4055.8355.76
254.6855.8657.0953.8254.4255.5256.6353.6755.0054.52
354.9855.8756.1553.8057.9356.5253.8054.9053.8954.77
411.0119.5631.6339.7749.6661.4968.1480.1591.10101.56
555.2756.4554.7755.1153.1254.8853.8754.9752.0953.96
6100.8691.5078.2169.3261.4751.6438.7229.8420.3810.98
754.1853.3454.4254.1857.5955.3054.5057.6654.2855.38
855.8352.3656.0455.6653.6454.5855.2254.5056.3752.94
912.2920.7431.4542.7249.5360.8271.0379.8686.50100.31
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" ], "text/plain": [ " E10.5 E11.5 E12.5 E13.5 E14.5 E15.5 E16.5 E17.5 E18.5 P0\n", "0 55.17 51.84 55.91 56.87 55.70 54.62 55.24 54.10 53.80 54.89\n", "1 55.04 52.23 55.03 56.36 56.13 53.29 54.39 56.40 55.83 55.76\n", "2 54.68 55.86 57.09 53.82 54.42 55.52 56.63 53.67 55.00 54.52\n", "3 54.98 55.87 56.15 53.80 57.93 56.52 53.80 54.90 53.89 54.77\n", "4 11.01 19.56 31.63 39.77 49.66 61.49 68.14 80.15 91.10 101.56\n", "5 55.27 56.45 54.77 55.11 53.12 54.88 53.87 54.97 52.09 53.96\n", "6 100.86 91.50 78.21 69.32 61.47 51.64 38.72 29.84 20.38 10.98\n", "7 54.18 53.34 54.42 54.18 57.59 55.30 54.50 57.66 54.28 55.38\n", "8 55.83 52.36 56.04 55.66 53.64 54.58 55.22 54.50 56.37 52.94\n", "9 12.29 20.74 31.45 42.72 49.53 60.82 71.03 79.86 86.50 100.31" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice above that now each gene 1-10 is saved as a row 0-9." ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Development gene_distribution\n", "0 E10.5 55.17\n", "1 E10.5 55.04\n", "2 E10.5 54.68\n", "3 E10.5 54.98\n", "4 E10.5 11.01\n", ".. ... ...\n", "985 P0 96.61\n", "986 P0 57.12\n", "987 P0 56.12\n", "988 P0 7.95\n", "989 P0 55.96\n", "\n", "[990 rows x 2 columns]\n" ] } ], "source": [ "df2 = df2.melt(var_name='Development', value_name='gene_distribution')\n", "print (df2)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"Development\", y=\"gene_distribution\", data=df2)" ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }