{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python MAGIC EMT tutorial\n", "\n", "## MAGIC (Markov Affinity-Based Graph Imputation of Cells)\n", "\n", "- MAGIC imputes missing data values on sparse data sets, restoring the structure of the data\n", "- It also proves dimensionality reduction and gene expression visualizations\n", "- MAGIC can be performed on a variety of datasets\n", "- Here, we show the effectiveness of MAGIC on epithelial-to-mesenchymal transition (EMT) data\n", " \n", "Markov Affinity-based Graph Imputation of Cells (MAGIC) is an algorithm for denoising and transcript recover of single cells applied to single-cell RNA sequencing data, as described in Van Dijk D et al. (2018), Recovering Gene Interactions from Single-Cell Data Using Data Diffusion, Cell https://www.cell.com/cell/abstract/S0092-8674(18)30724-4.\n", "\n", "This tutorial shows loading, preprocessing, MAGIC imputation and visualization of myeloid and erythroid cells in mouse bone marrow. You can edit it yourself at https://colab.research.google.com/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/emt_tutorial.ipynb\n", "\n", "### Table of Contents\n", "\n", "Installation\n", "
\n", "Loading data\n", "
\n", "Data preprocessing\n", "
\n", "Running MAGIC\n", "
\n", "Visualizing gene-gene interactions\n", "
\n", "Visualizing cell trajectories with PCA on MAGIC\n", "
\n", "Using MAGIC data in downstream analysis\n", "\n", "\n", "\n", "### Installation \n", "\n", "If you haven't yet installed MAGIC, we can install it directly from this Jupyter Notebook." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install --user magic-impute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing MAGIC\n", "\n", "Here, we'll import MAGIC along with other popular packages that will come in handy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import magic\n", "import scprep\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "# Matplotlib command for Jupyter notebooks only\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading Data\n", "\n", "Load your data using one of the following `scprep.io` methods: `load_csv`,`load_tsv`,`load_fcs`,`load_mtx`,`load_10x`. \n", "\n", "You can read about how to use them with `help(scprep.io.load_csv)` or on https://scprep.readthedocs.io/." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
5S_rRNA5_8S_rRNAA1BGA1BG-AS1A2MA2M-AS1A2ML1A2ML1-AS1A4GALTAAAS...bP-2171C21.6chr22-38_28785274-29006793.1pksnoU109snoU13snoU2-30snoU2_19snoZ196uc_338yR211F11.2
00000000000...0000000000
10000000000...0010000000
20000000000...0100000000
30000000000...0000000000
40000000000...0000000000
\n", "

5 rows × 28910 columns

\n", "
" ], "text/plain": [ " 5S_rRNA 5_8S_rRNA A1BG A1BG-AS1 A2M A2M-AS1 A2ML1 A2ML1-AS1 A4GALT \\\n", "0 0 0 0 0 0 0 0 0 0 \n", "1 0 0 0 0 0 0 0 0 0 \n", "2 0 0 0 0 0 0 0 0 0 \n", "3 0 0 0 0 0 0 0 0 0 \n", "4 0 0 0 0 0 0 0 0 0 \n", "\n", " AAAS ... bP-2171C21.6 chr22-38_28785274-29006793.1 pk snoU109 snoU13 \\\n", "0 0 ... 0 0 0 0 0 \n", "1 0 ... 0 0 1 0 0 \n", "2 0 ... 0 1 0 0 0 \n", "3 0 ... 0 0 0 0 0 \n", "4 0 ... 0 0 0 0 0 \n", "\n", " snoU2-30 snoU2_19 snoZ196 uc_338 yR211F11.2 \n", "0 0 0 0 0 0 \n", "1 0 0 0 0 0 \n", "2 0 0 0 0 0 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 0 \n", "\n", "[5 rows x 28910 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emt_data = scprep.io.load_csv('../../data/HMLE_TGFb_day_8_10.csv.gz', cell_names=False)\n", "emt_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Data Preprocessing\n", "\n", "The EMT example data we are using is already pre-filtered and nicely distributed, so we will only demonstrate these preprocessing steps, and not actually perform them on the data. However, these steps are essential for performing MAGIC on **single-cell RNA-seq data**, so don't skip them if that's what you're working with. \n", "\n", "#### Filtering your data\n", "\n", "After loading your data, you're going to want to determine the molecule per cell and molecule per gene cutoffs with which to filter the data, in order to remove lowly expressed genes and cells with a small library size." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAFrVJREFUeJzt3X+0ZWV93/H3B0ZABhiDUvJDyVAHJGgKMdffMYC20tZQaUxdFYFFFFAJxsZaRQUEhARjTFY1hGQU1IBQiRmpLIS4UDGitTi0JZaqiMbRCAkgeGVGfgnf/rHPyOFw751975wf+577fq111r3n2fvs870u13x4nv3s50lVIUlS1+ww6QIkSZqLASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkddKqSRcwKk960pNq7dq1ky6jnW98o/n5tKdNtg5JGoMbbrjhzqraa1vnTW1ArV27lo0bN066jHYOPbT5ee21k6xCksYiyaY25znEJ0nqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOmnqAirJEUnWz87OTroUSdJ2mLoHdavqCuCKmZmZEyZdi6bf2lOu/Onv3zn3pROsRJo+U9eDkiRNh6nrQUmjsD09JXtZ0tIYUNKQGETScBlQ0iL1B9H2nCNpYQaUNA9DRposA0rqM+pQchhQas9ZfJKkTrIHJU2IvSlpYQaU1AGGlfRYBpRWJCdASN1nQGnFWC6hZG9KajhJQpLUSVMXUK5mLknTYeqG+FzNXP2Wy7DefBzu00o2dQElLfdQWixDTNNq6ob4JEnTwR6UtEystJ6hZEBpKviPtzR9HOKTJHWSPSgtW/aaHssJE5om9qAkSZ1kQEmSOskhPmlKOdyn5c4elCSpk+xBadlxcoS0MhhQ0grgcJ+WI4f4JEmdZA9Ky4LDetLKYw9KktRJ9qDUWfaapJXNHpQkqZOWRQ8qyfOAPwYeAG4Fjq2qBydblUbBXpOkrZZLD2oT8KKqOgT4NvCyCdcjSRqxZdGDqqpb+97+BHh4UrVIksZjrAGV5GTgOOCXgUur6ri+Y3sCFwAvAe4E3lZVlwx8fl/g3wDnjKlkjYHDeuO19X9vH9hV1427B3UrcDZwOPD4gWPn0dxj2hs4GLgyyY1VdRNAkj2AjwDHVNUD4ytZkjQJY70HVVUbqupy4Af97UlWAy8HTquqzVV1HfBJ4Jje8VXApcAZVfWNcdYsSZqMrtyD2h94qKpu7mu7ETik9/srgecApyc5HTi/qj42eJEkJwInAuyzzz6jrVjbxWE9SdvSlYDaDZgdaJsFdgeoqouAi7Z1kapaD6wHmJmZqSHXKEkao65MM98M7DHQtgdwzwRqkSR1QFd6UDcDq5LsV1Xf7LUdBNw0wZq0RG7tIGkYxtqDSrIqyS7AjsCOSXZJsqqqtgAbgLOSrE7yApqHcbc5rDfHdxyRZP3s7OCIoSRpORl3D+pU4J19748GzgTOAE4CLgRup5nl9/qtU8wXo6quAK6YmZk5Ybur1VA5MULSYow1oKrqDJowmuvYXcCR46xHWskcilXXdWWShCRJj9IqoJLsnGTnvve/kOR3khw2utKWxntQkjQd2vagLgdeC5BkN+B6miWLPp3kuNGUtjRVdUVVnbhmzZpJlyJJ2g5tA+pXgWt7vx9J83zS3jSh9abhlyVJWunaTpLYA7ir9/uLgcur6oEk1wDvG0llksbGCRPqorYB9X3gXyS5jWY7jN/utT8BuH8UhUmaDMNKXdE2oC6gWU38NppA+lyv/dnA10dQ15IlOQI4Yt26dZMuRfjsk6Sla3UPqqp+n6bX9OfAr1XVg71DDwN/NKLalsRJEpI0HVo/qFtVG+Zou3C45UiS1Jg3oJI8v+1FqupLwylHy5VDeZKGbaEe1HVAAdnGNYpm8VdJkoZmoYDad2xVDJGTJCRpOswbUFW1aZyFDIurmUvSdFjoHtTPt71IVd06nHIkSWosNMT3DzT3lxYSvAe1YjkxQtIoLRRQnVupXJK0cix0D+rz4yxEkqR+rR/UTfJE4FXAfsAZVfWDJM8FbluuEyokLcx1+TRJbTcsfAbNmnu/C7wO2LqO0G8A7xpNaUvjhoWSNB3a7gf1XuASmt7TfX3tVwMvHHZR28O1+CRpOrQd4nsWcHJVVfKohSW+B/zs0KuS1GkO/Wkc2vagAjxujvanAD8aXjmSJDXa9qA+A5wEnNx7X0l2Bt4BfHoUhUnqFp9707i1Dai3AtcleSawM3Ae8HSaB3SfN6LaJEkrWNsNC78FHAT8DY/0mD4CPLOqvjei2iRJK9hiNiy8HThzhLUMhauZS9J0aBVQSY4DflxVlw20vwLYpar+cgS1LYmrmY+W9yEkjUvbWXxvBe6ao/1O4JThlSNJUqNtQK0Fbpmj/du9Y5IkDVXbgJpl7h12nwpsHl45kiQ12gbUVcB7kvzc1obehobvBj41isIkSStb24B6C7Aa+FaSjUm+QjPkt7p3TJKkoWo1i6+q7kjyKzTbbTyz13w+cGlV3Tuq4iRJK9dinoO6D7ig95IkaaTaDvFJkjRWBpQkqZOmLqDcUVeSpsO8AZXk15O0vkfVFe6oK0nTYaEe1OeAPQGSfDvJE8dTkiRJCwfU3TyyesTabZwrSdJQLTSE90ngc0m+DxTw5SQPzXViVe0/iuIkSSvXQgF1AnA1sD9wFrAB191bMfq31fjOuS+dYCXqOv+/olGZN6Cq6iHgMoAkLwbOqaofjqswdYd7QGkpDC5tr7ZLHR229fcku/Ta7htVUZIktZ74kOS3k9xCM8y3Ock3ezvtSpI0dG23fH8jcC7NArGfBwIcAvxZkt2r6v2jK1GStBK1fRD3DcAbq2p9X9vlSb4O/BfAgJIkDVXbgHoK8Jk52j8DvG945UiaRk6Y0FK0Dah/AA4FvjXQfmjvmJaJwRl5/mOhYXLGp4apbUCdD7wvyTrgCzQP7h5CM/R3+ohqkyStYG2nmf9RknuBt/Ze0PSc3lxV54+quKVIcgRwxLp16yZdiiRpO7SeZl5V51XVPsAaYE1V7dO1cAJXM5ekabHo7TSq6p5RFCJJUj9XKJckdZIBJUnqJANKktRJ27wHleRxwDnAeVW1afQlaZx8gFJSV22zB1VVDwIn0ay/J0nSWLQd4vs88PxRFiJJUr+208w/CpybZC3wFWBL/8Gq+tJwy5IkrXRtA+ri3s+z5zhWwI7DKUfStPO+p9pqG1D7jrQKSZIGtF2Lz9l7kqSxWsyW74cl2ZDk75I8udf2miSHjqw6SdKK1Sqgkvx74CrgbmB/YKfeoccDbxlNaZKklaxtD+pU4OSqeg3wYF/7l4CDh16VJGnFaxtQBwDXzNF+N7Dn8MqRJKnRNqDuBn5ujvaDgO8PrxxJkhptA+qvgXOS7N57X0kOBM4FPjaSyiRJK1rbgHo7zVp8/wTsCmwEvgpsAs4cTWmPSLImyfVJNid5xqi/T5I0eW2fg9oCHNabUj5DE2wbq+qzI6yt34+BlwLvGdP3SZImbFFbvlfVtcC1I6lk4e99ELgjcUH1UepfgkaSJm0xD+oemeRvk9zZe32h93xUa0lOTrIxyf1JPjxwbM8kn0iyJcmmJEct5tqSpOnS9kHd3wP+CvgecDrwTuC7wMeSvGkR33crzYKzF85x7DzgAWBv4FXA+UmevohrS5KmSNshvjcDb6qq9/e1nZfky8ApwB+3uUhVbQBIMgM8eWt7ktXAy4FnVNVm4LoknwSO6V1fkrTCtB3iW0Oz1NGgq4AnDKGO/YGHqurmvrYbgZ/2oJJ8CngJ8IEkx811kSQn9oYQN95xxx1DKEuSNClte1BX04TDLQPthwOfHkIduwGzA22zwNbnrqiqf7uti1TVemA9wMzMTA2hLknShMwbUAOTFP4WOCvJs4Ev99qeC/wGcNYQ6tgM7DHQtgdwzxCuLUlahhbqQV08R9uxvVe/PwHet5113AysSrJfVX2z13YQcNNiL5TkCOCIdevWbWdJksbJnXY1aN57UFW1Q8tX6+3ek6xKsgvNFvE7Jtklyareg8AbaHppq5O8AHgZcNFi/6CquqKqTlyzZs1iPypJ6pDWz0ENyanAvTQz847u/X5q79hJNPtL3Q5cCry+qhbdg5IkTYfWK0kkOQB4EfDPGAi2qjq9zTWq6gzgjHmO3QUc2bYeSdJ0axVQSX6H5j7TLE0Pp3+GXNE8vNsJ3oOSlg+X19JC2g7xvQ14B/DEqjqgqn6p73XgCOtbNO9BSdJ0aBtQuwKXVZXPFkmSxqJtQF0M/LtRFiJJUr/FrMX3iSSHAX8HPNh/sKqG8bCuJEk/1Tagjgf+Nc2KD0/nsZMkOhNQTpKQpOnQdojvncBpwBOqal1V7df32n+E9S2akyQkaTq0Daidgf/mJAlJ0ri0DahLcJKEJGmM2t6DuhM4Pcmv0+zTNDhJ4veHXZgkaWVrG1DH0Kwi8Su9V78CDChJ0lC1Cqiq2nfUhQyLs/ik6eWWHCvLuFczHzln8UnSdGi7WOyFCx2vqlcPpxxJkhpt70E9ZeD944ADgZ2A64dakSRJtL8H9a8G25LsDHwI+Pywi5Ikacn3oKrqfprZe28fXjmSJDVa76g7j92ATs1GcBaftPw5W0/QfpLEUYNNwM8Dr6NjQ3xVdQVwxczMzAmTrkWStHRte1AXD7wvmq3fr6HZikOSpKFqO0li6p6XkiR1m8EjSeqkBXtQc9x7mlNVXTKcciRJamxriG/w3lO//r2hDChJ0lAtOMRXVTvM9QJ2B84B7gO+Oo5CJUkry6LvQSU5DvgGcDzwRh67/cZEJTkiyfrZ2dlJlyJJ2g6tAyrJIUn+F/BnwEeA/avqg13bBt7VzCVpOmwzoJKsS3I58Fng68ABVfWOqto88uokSSvWggGV5L3A/wX2Ap5XVUdV1XfHUpkkaUXb1iy+3wN+DGwBzk4y50lV9ZIh1yVJWuG2FVB/yaOnk0uSNBYLBlRVHTemOiRJehSXOpIkdZIBJUnqJANKktRJ27ujbue4o66krdyZd3mbuh6UK0lI0nSYuoCSJE0HA0qS1EkGlCSpkwwoSVInGVCSpE4yoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTnK7DUnLnttqTKep60G53YYkTYepCyhJ0nQwoCRJnWRASZI6yYCSJHWSASVJ6iQDSpLUSQaUJKmTDChJUicZUJKkTjKgJEmdZEBJkjrJgJIkdZIBJUnqJANKktRJBpQkqZMMKElSJy2bgEpyTpIvJPl4kl0nXY8kabSWRUAleQbw1Kp6IXAN8OoJlyRJGrFlEVDAC4Grer9fBfzaBGuRJI3BWAMqyclJNia5P8mHB47tmeQTSbYk2ZTkqL7DPwPM9n6fBfYcU8mSpAlZNebvuxU4GzgcePzAsfOAB4C9gYOBK5PcWFU3AXcDa3rnrQHuGk+5kqRJGWsPqqo2VNXlwA/625OsBl4OnFZVm6vqOuCTwDG9U66jCTV6P784ppIlSRMy7h7UfPYHHqqqm/vabgQOAaiqr/aG/b4A3A4cO9dFkpwInAiwzz77jLZiSWOx9pQrF9W+2Gt+59yXLvk6XTKNf1NXAmo3HrnHtNUssPvWN1X1tm1dpKrWA+sBZmZmapgFSpLGqyuz+DYDewy07QHcM4FaJEkd0JWAuhlYlWS/vraDgJsmVI8kacLGPc18VZJdgB2BHZPskmRVVW0BNgBnJVmd5AXAy4CLlvAdRyRZPzs7OGIoSVpOxt2DOhW4FzgFOLr3+6m9YyfRTD2/HbgUeH1vivmiVNUVVXXimjVrtn2yJKmzxjpJoqrOAM6Y59hdwJHjrEeS1F1duQclSdKjTF1AeQ9KkqbD1AWU96AkaTqkajqfZ01yB7Bp0nVIWtA+wHcnXYTG7heraq9tnTS1ASWp+5Lc0eYfKq1MUzfEJ2lZ+eGkC1B3GVCSJsnZTJqXASVpktZPugB1l/egJEmdZA9KktRJBpQkqZMMKEmdlOSVvecZtUIZUJI6J8kOwG8B35t0LZocA0pSFx0FfBx4eNKFaHIMKEkjkeTkJBuT3J/kwwPH9kzyiSRbkmxKclTfsR2BVwAfG3PJ6pix7gclaUW5FTgbOJxmM9J+5wEPAHsDBwNXJrmxt0np0cBlVfVwknHWq46xByVpJKpqQ1VdDvygvz3JauDlwGlVtbmqrgM+CRzTO+VA4NgkVwP7JXnfOOtWd9iDkjRu+wMPVdXNfW03AocAVNVbtzYm2VhVvzvm+tQR9qAkjdtuPHYNvllg98ETq2pmLBWpkwwoSeO2GdhjoG0P4J4J1KIOM6AkjdvNwKok+/W1HQTcNKF61FEGlKSRSLIqyS7AjsCOSXZJsqqqtgAbgLOSrE7yAuBlwEWTrFfdY0BJGpVTgXuBU2imjt/bawM4iWbq+e3ApcDre1PMpZ9yuw1JUifZg5IkdZIBJUnqJANKktRJBpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOsmAklpIcm2SD873frlKclySn0y6Dmku7gclAb0tyZ9cVf9ynlN+E5jGf8g/Blw16SKkuRhQUgtVddf2XiPJTlX1wLg/u5CqupdmjTypcxzik1qYZ0hvhyTnJrkzyY+SfDDJ4wc+c0GSdyW5Dfh+r/2oJP8zyWzvs1cm2b/vc2uTVJJXJflUki3AuUm+neTtA3Wt7n33cQvU/vbeZ+9PckeSv9la5+AQX5Lv9L578HVo7/iqJGck+fsk9yW5Kclrl/w/rLQAe1DS0v0WzRDZC4F1wAXAj4H+LcpfAXwUeDHNthMAOwPvAr5Gs1HfmcCVSZ4+0Et6N81K4CcDBdwBHJ/kD+qRVZ7/I/AwcNlcBSb5zd41XkWzrfqewKEL/E3P6qsT4FzgcODrvfcfBJ4JvBb4JvBs4C+S/KSqLljgutKiGVDS0t0FvK6qHgK+luRU4P1J3tbb8wjgNuCkqnp464eq6kP9F+n1fn5AEw5f7Dv0F1V1cd95F9KE2YuBa3rNxwMfraofz1PjLwL/CFxdVQ8C3wX+z3x/UFXd0fd9xwP/ATi0qv4xyb7AscCBVbU1sP4+ydOAN9AEtDQ0DvFJS3d9L5y2+iKwE/DUvrYb+sMJIMnBST7RGya7hyY0oAmTR12//01V/RPw34ETetd5OvBc4AML1HgZ8DhgU5IPJzkmye7b+sOSvAj4U+CYqvpKr3kGCLAxyeatL+DtwH7zXEpaMntQ0vBkjrYtjzoh2RX4NHAd8Gqa3g00253vtNBne/4c+FSSvWiC6itVtVCP6PtJDgAOA14EnAa8O8lzqup7c/4Rzf2wjwOnVdWGvkNb/4P2+TRDmY/6qvlqkJbKHpS0dM9K0n+/5nnAA8C3FvjMLwF7Ae+oqs9V1deAn2HucJvLZ2l6XCcCx7Bw7wmAqrq/qq6uqrcAvwzsChw517lJ9gSuBP66qt4zcPiG3s99quqWgddCf7O0JPagpEfsluTggbb7+u63DHoicF6S/wr8c5qJDx/ou/80l03A/cAbkrwXWEszEaFVD6SqKsl64GyaMLx0ofOTvIbmP0SvB35Ic/9qd+D/zfORDb3zzkzys33td1XVLb37YB9I8hbgfwCrgV8F9qqqd7f5G6S2DCjpEc8B/vdA2zeAA+Y5/+PAPTTDdTsBfwW8ZaEvqKo7kxwN/AHNEN/XgP8EfGYRdX4IOAe4pKo2b+Pcu4E3A39IM3vw28CJVTXf9x3S+zk4/HcYcC1Nz+0/A++gCeUf0QxP/uki6pdaySOzVSUtB0kOpAmFmaq6YVvnS8uVASUtE0l2Bn4B+BNgTVUdOtmKpNFykoS0fLwSuIVmaM3VGzT17EFJkjrJHpQkqZMMKElSJxlQkqROMqAkSZ1kQEmSOun/A9igZpAsTXIDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scprep.plot.plot_library_size(emt_data, cutoff=1500)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
5S_rRNA5_8S_rRNAA1BGA1BG-AS1A2MA2M-AS1A2ML1A2ML1-AS1A4GALTAAAS...bP-2171C21.6chr22-38_28785274-29006793.1pksnoU109snoU13snoU2-30snoU2_19snoZ196uc_338yR211F11.2
00000000000...0000000000
10000000000...0010000000
20000000000...0100000000
30000000000...0000000000
40000000000...0000000000
\n", "

5 rows × 28910 columns

\n", "
" ], "text/plain": [ " 5S_rRNA 5_8S_rRNA A1BG A1BG-AS1 A2M A2M-AS1 A2ML1 A2ML1-AS1 A4GALT \\\n", "0 0 0 0 0 0 0 0 0 0 \n", "1 0 0 0 0 0 0 0 0 0 \n", "2 0 0 0 0 0 0 0 0 0 \n", "3 0 0 0 0 0 0 0 0 0 \n", "4 0 0 0 0 0 0 0 0 0 \n", "\n", " AAAS ... bP-2171C21.6 chr22-38_28785274-29006793.1 pk snoU109 snoU13 \\\n", "0 0 ... 0 0 0 0 0 \n", "1 0 ... 0 0 1 0 0 \n", "2 0 ... 0 1 0 0 0 \n", "3 0 ... 0 0 0 0 0 \n", "4 0 ... 0 0 0 0 0 \n", "\n", " snoU2-30 snoU2_19 snoZ196 uc_338 yR211F11.2 \n", "0 0 0 0 0 0 \n", "1 0 0 0 0 0 \n", "2 0 0 0 0 0 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 0 \n", "\n", "[5 rows x 28910 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# be sure to uncomment this, unless your data is pre-filtered\n", "# emt_data = scprep.filter.filter_library_size(emt_data, cutoff=1500)\n", "emt_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalizing your data\n", "\n", "After filtering, the next steps are to perform library size normalization and transformation. Log transformation is frequently used for single-cell RNA-seq, however, this requires the addition of a pseudocount to avoid infinite values at zero. We instead use a square root transform, which has similar properties to the log transform but has no problem with zeros." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
5S_rRNA5_8S_rRNAA1BGA1BG-AS1A2MA2M-AS1A2ML1A2ML1-AS1A4GALTAAAS...bP-2171C21.6chr22-38_28785274-29006793.1pksnoU109snoU13snoU2-30snoU2_19snoZ196uc_338yR211F11.2
00.00.00.00.00.00.00.00.00.00.0...0.00.0000000.0000000.00.00.00.00.00.00.0
10.00.00.00.00.00.00.00.00.00.0...0.00.0000003.1867430.00.00.00.00.00.00.0
20.00.00.00.00.00.00.00.00.00.0...0.03.1318510.0000000.00.00.00.00.00.00.0
30.00.00.00.00.00.00.00.00.00.0...0.00.0000000.0000000.00.00.00.00.00.00.0
40.00.00.00.00.00.00.00.00.00.0...0.00.0000000.0000000.00.00.00.00.00.00.0
\n", "

5 rows × 28910 columns

\n", "
" ], "text/plain": [ " 5S_rRNA 5_8S_rRNA A1BG A1BG-AS1 A2M A2M-AS1 A2ML1 A2ML1-AS1 A4GALT \\\n", "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", " AAAS ... bP-2171C21.6 chr22-38_28785274-29006793.1 pk snoU109 \\\n", "0 0.0 ... 0.0 0.000000 0.000000 0.0 \n", "1 0.0 ... 0.0 0.000000 3.186743 0.0 \n", "2 0.0 ... 0.0 3.131851 0.000000 0.0 \n", "3 0.0 ... 0.0 0.000000 0.000000 0.0 \n", "4 0.0 ... 0.0 0.000000 0.000000 0.0 \n", "\n", " snoU13 snoU2-30 snoU2_19 snoZ196 uc_338 yR211F11.2 \n", "0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", "[5 rows x 28910 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emt_data = scprep.normalize.library_size_normalize(emt_data)\n", "# be sure to uncomment this, unless your data is pre-transformed\n", "# emt_data = scprep.transform.sqrt(emt_data)\n", "emt_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Running MAGIC\n", "\n", "Now that your data has been preprocessed, you are ready to run MAGIC.\n", "\n", "#### Creating the MAGIC operator\n", "\n", "If you don't specify parameters, MAGIC creates an operator with the following default values: `knn=5`, `knn_max = 3 * knn`, `decay=1`, `t=3`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "magic_op = magic.MAGIC()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Running MAGIC with gene selection\n", "\n", "The magic_op.fit_transform function takes the normalized data and an array of selected genes as its arguments. If no genes are provided, MAGIC will return a matrix of all genes. The same can be achieved by substituting the array of gene names with `genes='all_genes'`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating MAGIC...\n", " Running MAGIC on 7523 cells and 28910 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 45.72 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 13.53 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 11.80 seconds.\n", " Calculated graph and diffusion operator in 72.41 seconds.\n", " Calculating imputation...\n", "Calculated MAGIC in 78.88 seconds.\n" ] } ], "source": [ "emt_magic = magic_op.fit_transform(emt_data, genes=['VIM', 'CDH1', 'ZEB1'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing gene-gene relationships\n", "\n", "\n", "We can see gene-gene relationships much more clearly after applying MAGIC. Note that the change in absolute values of gene expression is not meaningful - the relative difference is all that matters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter(x=emt_data['VIM'], y=emt_data['CDH1'], c=emt_data['ZEB1'], ax=ax1,\n", " xlabel='VIM', ylabel='CDH1', legend_title=\"ZEB1\", title='Before MAGIC')\n", "\n", "scprep.plot.scatter(x=emt_magic['VIM'], y=emt_magic['CDH1'], c=emt_magic['ZEB1'], ax=ax2,\n", " xlabel='VIM', ylabel='CDH1', legend_title=\"ZEB1\", title='After MAGIC')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original data suffers from dropout to the point that we cannot infer anything about the gene-gene relationships. As you can see, the gene-gene relationships are much clearer after MAGIC. These relationships also match the biological progression we expect to see in EMT data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Setting the MAGIC operator parameters\n", "\n", "If you did not specify any parameters for your MAGIC operator, you can do so without going through the hassle of creating a new one using the `magic_op.set_params` method. Since our example EMT dataset is rather small, we can set `knn=3`, rather than the default `knn=5`. \n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MAGIC(a=None, decay=1, k=None, knn=3, knn_dist='euclidean', knn_max=9, n_jobs=1,\n", " n_pca=100, random_state=None, solver='exact', t=3, verbose=1)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "magic_op.set_params(knn=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now run MAGIC on the data again with the new parameters. Given that we have already fitted our MAGIC operator to the data, we should run the magic_op.transform method." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running MAGIC on 7523 cells and 28910 genes.\n", "Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 44.65 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 9.11 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 8.96 seconds.\n", "Calculated graph and diffusion operator in 64.00 seconds.\n", "Calculating imputation...\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CDH1VIMZEB1
01.24172842.0238850.009425
11.32532645.0314880.007015
20.92908653.7653340.059733
31.50004631.4814410.017711
40.78436544.1394480.007882
\n", "
" ], "text/plain": [ " CDH1 VIM ZEB1\n", "0 1.241728 42.023885 0.009425\n", "1 1.325326 45.031488 0.007015\n", "2 0.929086 53.765334 0.059733\n", "3 1.500046 31.481441 0.017711\n", "4 0.784365 44.139448 0.007882" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emt_magic = magic_op.transform(genes=['VIM', 'CDH1', 'ZEB1'])\n", "emt_magic.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter(x=emt_data['VIM'], y=emt_data['CDH1'], c=emt_data['ZEB1'], ax=ax1,\n", " xlabel='VIM', ylabel='CDH1', legend_title=\"ZEB1\", title='Before MAGIC')\n", "\n", "scprep.plot.scatter(x=emt_magic['VIM'], y=emt_magic['CDH1'], c=emt_magic['ZEB1'], ax=ax2,\n", " xlabel='VIM', ylabel='CDH1', legend_title=\"ZEB1\", title='After MAGIC')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Visualizing cell trajectories with PCA on MAGIC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can extract the principal components of the smoothed data by passing the keyword `genes='pca_only'` and use this for visualizing the data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating imputation...\n", "Calculated imputation in 0.07 seconds.\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PC1PC2PC3PC4PC5PC6PC7PC8PC9PC10...PC91PC92PC93PC94PC95PC96PC97PC98PC99PC100
00.912814-18.696491-22.982646-32.4888714.599422-17.646104-13.813356-19.8051672.388570-4.619030...-0.388829-0.064307-0.738726-0.138937-0.747050-0.607294-0.239226-0.420499-0.3094410.344087
17.06555861.644281-112.92994823.0185261.6338354.9209168.173887-2.396617-1.942064-7.829058...-0.5161801.4637131.1539611.642654-0.8683280.147833-0.946518-0.5218910.853309-0.239975
2-12.555619-57.8075291.474938-8.5352802.626631-13.6970392.079862-1.53808114.0093961.824439...-0.5714150.4407682.178793-0.892517-0.3668480.8199200.2402860.5172750.1460620.627752
3-107.818200160.08220015.09976615.106573-11.0306447.001513-11.4143101.86221818.806122-11.505140...0.655219-0.7369440.257272-0.5515011.2466610.6873090.0793480.4801070.8580981.597552
4-15.950164-25.788197-56.245822-29.6573888.349882-12.885086-5.0379232.962646-10.603164-13.955877...-2.423693-0.6138070.724030-0.9306020.7305551.4850580.8090870.875107-0.0363121.238325
\n", "

5 rows × 100 columns

\n", "
" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 \\\n", "0 0.912814 -18.696491 -22.982646 -32.488871 4.599422 -17.646104 \n", "1 7.065558 61.644281 -112.929948 23.018526 1.633835 4.920916 \n", "2 -12.555619 -57.807529 1.474938 -8.535280 2.626631 -13.697039 \n", "3 -107.818200 160.082200 15.099766 15.106573 -11.030644 7.001513 \n", "4 -15.950164 -25.788197 -56.245822 -29.657388 8.349882 -12.885086 \n", "\n", " PC7 PC8 PC9 PC10 ... PC91 PC92 \\\n", "0 -13.813356 -19.805167 2.388570 -4.619030 ... -0.388829 -0.064307 \n", "1 8.173887 -2.396617 -1.942064 -7.829058 ... -0.516180 1.463713 \n", "2 2.079862 -1.538081 14.009396 1.824439 ... -0.571415 0.440768 \n", "3 -11.414310 1.862218 18.806122 -11.505140 ... 0.655219 -0.736944 \n", "4 -5.037923 2.962646 -10.603164 -13.955877 ... -2.423693 -0.613807 \n", "\n", " PC93 PC94 PC95 PC96 PC97 PC98 PC99 \\\n", "0 -0.738726 -0.138937 -0.747050 -0.607294 -0.239226 -0.420499 -0.309441 \n", "1 1.153961 1.642654 -0.868328 0.147833 -0.946518 -0.521891 0.853309 \n", "2 2.178793 -0.892517 -0.366848 0.819920 0.240286 0.517275 0.146062 \n", "3 0.257272 -0.551501 1.246661 0.687309 0.079348 0.480107 0.858098 \n", "4 0.724030 -0.930602 0.730555 1.485058 0.809087 0.875107 -0.036312 \n", "\n", " PC100 \n", "0 0.344087 \n", "1 -0.239975 \n", "2 0.627752 \n", "3 1.597552 \n", "4 1.238325 \n", "\n", "[5 rows x 100 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emt_magic_pca = magic_op.transform(genes='pca_only')\n", "emt_magic_pca.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also run PCA on the raw data to compare." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "emt_pca = PCA(n_components=3).fit_transform(np.array(emt_data))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter2d(emt_pca, c=emt_data['VIM'], \n", " label_prefix=\"PC\", title='PCA without MAGIC',\n", " legend_title=\"VIM\", ax=ax1, ticks=False)\n", "\n", "scprep.plot.scatter2d(emt_magic_pca, c=emt_magic['VIM'], \n", " label_prefix=\"PC\", title='PCA with MAGIC',\n", " legend_title=\"VIM\", ax=ax2, ticks=False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot this in 3D." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6), subplot_kw={'projection':'3d'})\n", "\n", "scprep.plot.scatter3d(emt_pca, c=emt_data['VIM'], \n", " label_prefix=\"PC\", title='PCA without MAGIC',\n", " legend_title=\"VIM\", ax=ax1, ticks=False)\n", "\n", "scprep.plot.scatter3d(emt_magic_pca, c=emt_magic['VIM'], \n", " label_prefix=\"PC\", title='PCA with MAGIC',\n", " legend_title=\"VIM\", ax=ax2, ticks=False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing MAGIC values with PHATE\n", "\n", "In complex systems, two dimensions of PCA are not sufficient to view the entire space. For this, PHATE is a suitable visualization tool which works hand in hand with MAGIC to view how gene expression evolves along a trajectory. For this, you will need to have installed PHATE. For help using PHATE, visit https://phate.readthedocs.io/." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install --user phate" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import phate" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating PHATE...\n", " Running PHATE on 7523 cells and 28910 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 45.08 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 8.18 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 0.10 seconds.\n", " Calculated graph and diffusion operator in 54.60 seconds.\n", " Calculating landmark operator...\n", " Calculating SVD...\n", " Calculated SVD in 0.92 seconds.\n", " Calculating KMeans...\n", " Calculated KMeans in 38.70 seconds.\n", " Calculated landmark operator in 41.13 seconds.\n", " Calculating optimal t...\n", " Calculated optimal t in 6.97 seconds.\n", " Calculating diffusion potential...\n", " Calculated diffusion potential in 3.95 seconds.\n", " Calculating metric MDS...\n", " Calculated metric MDS in 47.51 seconds.\n", "Calculated PHATE in 154.17 seconds.\n" ] } ], "source": [ "data_phate = phate.PHATE().fit_transform(emt_data)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scprep.plot.scatter2d(data_phate, c=emt_magic['VIM'], figsize=(12,9),\n", " ticks=False, label_prefix=\"PHATE\", legend_title=\"VIM\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the structure of the data that we see here is slightly more subtle than in PCA and makes more obvious the VIM+ branch. To learn more about PHATE, visit ." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exact vs approximate MAGIC\n", "\n", "If we are imputing many genes at once, we can speed this process up with the argument `solver='approximate'`, which applies denoising in the PCA space and then projects these denoised principal components back onto the genes of interest. Note that this may return some small negative values. You will see below, however, that the results are largely similar to exact MAGIC." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating MAGIC...\n", " Running MAGIC on 7523 cells and 28910 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 45.21 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 12.43 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 8.88 seconds.\n", " Calculated graph and diffusion operator in 67.78 seconds.\n", " Calculating imputation...\n", " Calculated imputation in 0.12 seconds.\n", "Calculated MAGIC in 78.99 seconds.\n" ] } ], "source": [ "approx_magic_op = magic.MAGIC(solver=\"approximate\")\n", "approx_emt_magic = approx_magic_op.fit_transform(emt_data, genes='all_genes')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter(x=emt_magic['VIM'], y=emt_magic['CDH1'], c=emt_magic['ZEB1'], ax=ax1,\n", " xlabel='VIM', ylabel='CDH1', legend_title=\"ZEB1\", title='Exact MAGIC')\n", "\n", "scprep.plot.scatter(x=approx_emt_magic['VIM'], y=approx_emt_magic['CDH1'], c=approx_emt_magic['ZEB1'], ax=ax2,\n", " xlabel='VIM', ylabel='CDH1', legend_title=\"ZEB1\", title='Approximate MAGIC')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Animating the MAGIC smoothing process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize what it means to set `t` in MAGIC, we can plot an animation of the smoothing process, from raw to imputed values. Below, we show an animation of _Mpo_, _Klf1_ and _Ifitm1_ with increasingly more smoothing." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
\n", " \n", "
\n", " \n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", " Once \n", " Loop \n", " Reflect \n", "
\n", "
\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "magic.plot.animate_magic(emt_data, gene_x=\"VIM\", gene_y=\"CDH1\", gene_color=\"ZEB1\",\n", " operator=magic_op, t_max=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also save the animation to a `.gif` file." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
\n", " \n", "
\n", " \n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", " Once \n", " Loop \n", " Reflect \n", "
\n", "
\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# make the font size bigger\n", "plt.rc('font', size=16)\n", "magic.plot.animate_magic(emt_data, gene_x=\"VIM\", gene_y=\"CDH1\", gene_color=\"ZEB1\",\n", " operator=magic_op, t_max=12, filename=\"magic.gif\", dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the MAGIC smoothed data in downstream analysis\n", "\n", "\n", "Finally, if you wish to use the full smoothed matrix in any downstream analysis, you can extract it with the keyword `genes=\"all_genes\"`. Note that this matrix may be very large." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
5S_rRNA5_8S_rRNAA1BGA1BG-AS1A2MA2M-AS1A2ML1A2ML1-AS1A4GALTAAAS...bP-2171C21.6chr22-38_28785274-29006793.1pksnoU109snoU13snoU2-30snoU2_19snoZ196uc_338yR211F11.2
05.764251e-051.533951e-040.0034340.0617660.0000254.818677e-070.0221421.013731e-060.0282640.310166...0.0000500.5900142.8129850.0030200.0114180.0004700.0083085.631973e-050.0501870.000001
14.580311e-063.944496e-050.0036640.0599430.0000418.680537e-060.0234112.492076e-060.0175670.311516...0.0000030.5688392.7321270.0005830.0211700.0000340.0052387.709941e-070.0331170.000001
25.582967e-051.564661e-040.0028020.0631710.0000071.509788e-070.0163874.905095e-070.0307810.322526...0.0000830.5849832.8551230.0044410.0118340.0007180.0073371.519939e-040.0543170.000002
34.720916e-071.636346e-070.0028930.0804610.0000121.270483e-030.0527908.470198e-040.0446470.209806...0.0000500.5286712.7706660.0024430.0097540.0002520.0029165.943974e-060.0269950.000342
42.949160e-051.334564e-040.0033800.0636580.0000101.974939e-070.0168632.620986e-070.0234480.314540...0.0000510.6072462.7636490.0024330.0111030.0003320.0112677.097992e-050.0462430.000002
\n", "

5 rows × 28910 columns

\n", "
" ], "text/plain": [ " 5S_rRNA 5_8S_rRNA A1BG A1BG-AS1 A2M A2M-AS1 \\\n", "0 5.764251e-05 1.533951e-04 0.003434 0.061766 0.000025 4.818677e-07 \n", "1 4.580311e-06 3.944496e-05 0.003664 0.059943 0.000041 8.680537e-06 \n", "2 5.582967e-05 1.564661e-04 0.002802 0.063171 0.000007 1.509788e-07 \n", "3 4.720916e-07 1.636346e-07 0.002893 0.080461 0.000012 1.270483e-03 \n", "4 2.949160e-05 1.334564e-04 0.003380 0.063658 0.000010 1.974939e-07 \n", "\n", " A2ML1 A2ML1-AS1 A4GALT AAAS ... bP-2171C21.6 \\\n", "0 0.022142 1.013731e-06 0.028264 0.310166 ... 0.000050 \n", "1 0.023411 2.492076e-06 0.017567 0.311516 ... 0.000003 \n", "2 0.016387 4.905095e-07 0.030781 0.322526 ... 0.000083 \n", "3 0.052790 8.470198e-04 0.044647 0.209806 ... 0.000050 \n", "4 0.016863 2.620986e-07 0.023448 0.314540 ... 0.000051 \n", "\n", " chr22-38_28785274-29006793.1 pk snoU109 snoU13 snoU2-30 \\\n", "0 0.590014 2.812985 0.003020 0.011418 0.000470 \n", "1 0.568839 2.732127 0.000583 0.021170 0.000034 \n", "2 0.584983 2.855123 0.004441 0.011834 0.000718 \n", "3 0.528671 2.770666 0.002443 0.009754 0.000252 \n", "4 0.607246 2.763649 0.002433 0.011103 0.000332 \n", "\n", " snoU2_19 snoZ196 uc_338 yR211F11.2 \n", "0 0.008308 5.631973e-05 0.050187 0.000001 \n", "1 0.005238 7.709941e-07 0.033117 0.000001 \n", "2 0.007337 1.519939e-04 0.054317 0.000002 \n", "3 0.002916 5.943974e-06 0.026995 0.000342 \n", "4 0.011267 7.097992e-05 0.046243 0.000002 \n", "\n", "[5 rows x 28910 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "emt_magic = magic_op.transform(genes=\"all_genes\")\n", "emt_magic.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you wish to export the data, you can do so in many different ways. We recommend the `feather` format, which is fast and lightweight, but `csv` is more commonly used and is compatible with many more software packages." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install --user feather-format" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "import feather\n", "feather.write_dataframe(emt_magic, \"emt_magic.feather\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "emt_magic.to_csv(\"emt_magic.csv\")" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }