{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# QC script to calculate sharpness metric for images in a plate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following script will access the IDR images in a facility manager's context,\n", "\n", "The QC script does the following,\n", "\n", "1. Extracts Images from IDR (read-only)\n", "2. Calculates sharpness based on the algorithm defined in the following publication,\n", " * [Image Sharpness Measure for Blurred Images in Frequency Domain](https://doi.org/10.1016/j.proeng.2013.09.086)\n", "3. Creates a numpy array of the sharpness scores for every well, \n", " * seperately for every field and every channel\n", " * the numpy array is then reshaped to the same dimensions of the plate, e.g. 96 well plates will have a numpy array \n", " with 8 rows and 12 columns.\n", "4. Plots a heatmap for every field and every channel, and arranges all plots within a subplot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Workflow summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Overview](./includes/PlateToHeatmap.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Import Packages***" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "import string\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from numpy import array, int8\n", "from skimage import feature\n", "from scipy import ndimage\n", "from scipy.ndimage import convolve\n", "from scipy import misc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read data from IDR (Public Database : Read-only!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Create connection and plate identifier***" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Connected to IDR ...\n" ] } ], "source": [ "from idr import connection \n", "conn = connection()\n", "plateId = 408" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Fetch plate object and print details***" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Number of fields: (0L, 0L)\n", "\n", "Grid size: {'rows': 16L, 'columns': 24L}\n", "\n", "Wells in Plate: 0001-03--2005-08-01\n", "\n", "Plate Format: 384\n" ] } ], "source": [ "plate = conn.getObject(\"Plate\", plateId)\n", "print \"\\nNumber of fields:\", plate.getNumberOfFields()\n", "print \"\\nGrid size:\", plate.getGridSize()\n", "print \"\\nWells in Plate:\", plate.getName()\n", "\n", "plate_rows = plate.getRows()\n", "plate_columns = plate.getColumns()\n", "plate_format = plate_rows * plate_columns\n", "\n", "print \"\\nPlate Format:\", plate_format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Algorithm List***" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loaded: ['__doc__', '__module__', 'edgeBasedSharpnessMetric', 'fourierBasedSharpnessMetric', 'gradientBasedSharpnessMetric']\n" ] } ], "source": [ "class AlgorithmList:\n", " def fourierBasedSharpnessMetric(self):\n", " fftimage = np.fft.fft2(plane)\n", " fftshift = np.fft.fftshift(fftimage)\n", " fftshift = np.absolute(fftshift)\n", " M = np.amax(fftshift)\n", " Th = (fftshift > (M/float(1000))).sum()\n", " if 'image' in locals():\n", " sharpness = Th/(float(image.getSizeX())*float(image.getSizeY()))\n", " return sharpness*10000\n", " else:\n", " return Th\n", " def gradientBasedSharpnessMetric(self):\n", " gy, gx = np.gradient(plane)\n", " gnorm = np.sqrt(gx**2 + gy**2)\n", " sharpness = np.average(gnorm)\n", " return sharpness\n", " def edgeBasedSharpnessMetric(self):\n", " edges1 = feature.canny(plane, sigma=3)\n", " kernel = np.ones((3, 3))\n", " kernel[1, 1] = 0\n", " sharpness = convolve(edges1, kernel, mode=\"constant\")\n", " sharpness = sharpness[edges1 != 0].sum()\n", " return sharpness\n", "print \"loaded:\", dir(AlgorithmList)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Test your algorithm on example data***" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[[0.000e+00 9.941e+03]\n", " [4.000e+00 3.495e+03]\n", " [8.000e+00 1.805e+03]\n", " [1.200e+01 1.179e+03]\n", " [1.600e+01 9.010e+02]]\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "resultArray = np.zeros((5, 2), dtype=float)\n", "plt.figure(figsize=(20, 15))\n", "cntr = 1\n", "for sigValue in xrange(0,20,4):\n", " face = misc.face(gray=True)\n", " plane = ndimage.gaussian_filter(face, sigma=sigValue)\n", " plt.subplot(1,5,cntr)\n", " plt.imshow(plane, cmap=plt.cm.gray)\n", " plt.axis('off')\n", " sharpness = AlgorithmList().fourierBasedSharpnessMetric()\n", " resultArray[cntr-1,1] = sharpness\n", " resultArray[cntr-1,0] = sigValue\n", " cntr= cntr + 1\n", "\n", "plt.show()\n", "plt.figure(figsize=(10, 8))\n", "plt.plot(resultArray[:,0], resultArray[:,1], 'ro')\n", "plt.xlabel('Levels of gaussian blur')\n", "plt.ylabel('sharpness score')\n", "plt.show()\n", "\n", "plt.gcf().clear()\n", "print(resultArray)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Test your algorithm on plate data***" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0001-03--2005-08-01 [Well 125, Field 1 (Spot 125)] \n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[[0.0000e+00 3.5775e+04]\n", " [4.0000e+00 1.3319e+04]\n", " [8.0000e+00 6.5890e+03]\n", " [1.2000e+01 3.8610e+03]\n", " [1.6000e+01 2.5030e+03]]\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageId = 171499\n", "image = conn.getObject(\"Image\", imageId)\n", "print image.getName(), image.getDescription()\n", "\n", "pixels = image.getPrimaryPixels()\n", "image_plane = pixels.getPlane(0, 0, 0)\n", "\n", "resultArray = np.zeros((5, 2), dtype=float)\n", "plt.figure(figsize=(20, 15))\n", "cntr = 1\n", "for sigValue in xrange(0,20,4):\n", " face = misc.face(gray=True)\n", " plane = ndimage.gaussian_filter(image_plane, sigma=sigValue)\n", " plt.subplot(1,5,cntr)\n", " plt.imshow(plane, cmap=plt.cm.gray)\n", " plt.axis('off')\n", " sharpness = AlgorithmList().fourierBasedSharpnessMetric()\n", " resultArray[cntr-1,1] = sharpness\n", " resultArray[cntr-1,0] = sigValue\n", " cntr = cntr + 1\n", "plt.show()\n", "plt.figure(figsize=(10, 8))\n", "plt.plot(resultArray[:,0], resultArray[:,1], 'ro')\n", "plt.xlabel('Levels of gaussian blur')\n", "plt.ylabel('sharpness score')\n", "plt.show()\n", "plt.gcf().clear()\n", "print(resultArray)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Iterative calculations for the whole plate***\n", "\n", "`stride_r = 4` and `stride_c = 4` so that this notebook can be run quickly as an example.\n", "To check all 384 wells change them both to `1`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iterating through wells...\n", "Row:0 Column:0\n", "Row:0 Column:4\n", "Row:0 Column:8\n", "Row:0 Column:12\n", "Row:0 Column:16\n", "Row:0 Column:20\n", "Row:4 Column:0\n", "Row:4 Column:4\n", "Row:4 Column:8\n", "Row:4 Column:12\n", "Row:4 Column:16\n", "Row:4 Column:20\n", "Row:8 Column:0\n", "Row:8 Column:4\n", "Row:8 Column:8\n", "Row:8 Column:12\n", "Row:8 Column:16\n", "Row:8 Column:20\n", "Row:12 Column:0\n", "Row:12 Column:4\n", "Row:12 Column:8\n", "Row:12 Column:12\n", "Row:12 Column:16\n", "Row:12 Column:20\n" ] } ], "source": [ "stride_r = 4\n", "stride_c = 4\n", "chnames = None\n", "cntr = 0\n", "fields = 0\n", "size_z = fields\n", "print \"Iterating through wells...\"\n", "rc = dict(((well.row, well.column), well) for well in plate.listChildren())\n", "for wrc in sorted(rc.keys()):\n", " if wrc[0] % stride_r > 0 or wrc[1] % stride_c > 0:\n", " continue\n", " well = rc[wrc]\n", " print('Row:%d Column:%d' %(well.row, well.column))\n", " index = well.countWellSample()\n", " image = well.getImage(fields)\n", " if chnames is None:\n", " chnames = [ch.getLabel() for ch in image.getChannels(True)]\n", " pixels = image.getPrimaryPixels()\n", " size_c = image.getSizeC()\n", " if cntr == 0:\n", " result_array = np.full((plate_format, size_c), np.nan)\n", " for ch in xrange(0, size_c):\n", " plane = pixels.getPlane(0, ch, 0)\n", " sharpness = AlgorithmList().fourierBasedSharpnessMetric()\n", " result_array[((well.row) * plate_columns) + well.column, ch] = sharpness\n", " tempvalue = result_array[((well.row) * plate_columns) + well.column, ch]\n", " wellid = ((well.row) * plate_columns) + well.column\n", " fieldid = (fields + ch * size_c)\n", " cntr = cntr + 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Reshape numpy array and plot heatmaps***" ] }, { "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": [ "alphabets = list(string.ascii_uppercase)\n", "plate_name = plate.getName()\n", "colval = 0\n", "planes = []\n", "cntr = 0\n", "size_c = 3\n", "fig = plt.figure(figsize=(30, 15))\n", "for rowval in range (0, size_c):\n", " data = result_array[:, rowval].reshape(plate_rows, plate_columns)\n", " ax = plt.subplot(size_c,1,cntr+1)\n", " plt.pcolor(data)\n", " plt.colorbar()\n", " ax.title.set_text(chnames[rowval])\n", " plt.xticks(np.arange(0.5, plate_columns, 1.0))\n", " plt.yticks(np.arange(0.5, plate_rows, 1.0))\n", " xlabels = range(1, plate_columns+1) \n", " ax.set_xticklabels(xlabels)\n", " ylabels = range(1, plate_rows+1)\n", " ax.set_yticklabels([alphabets[i-1] for i in ylabels])\n", " plt.gca().invert_yaxis()\n", " plt.clim(0,40000)\n", "\n", " data = np.repeat(data, 20, axis=1)\n", " data = np.repeat(data, 20, axis=0)\n", " planes.append(np.uint16(data))\n", " cntr = cntr + 1\n", "\n", "plt.show()\n", "fig.savefig(plate_name + 'SharpnessHeatMaps.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Thumbnails of top2 and bottom 2 percentile images***" ] }, { "cell_type": "code", "execution_count": 9, "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", "
IdImageNameGeneInformationQualityControl
01712470001-03--2005-08-01 [Well 1, Field 1 (Spot 1)]
empty well
" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapAnnotationNameSpace = \"openmicroscopy.org/mapr/gene\"\n", "bulkAnnotationNameSpace = \"openmicroscopy.org/omero/bulk_annotations\"\n", "def id_to_image_html(id):\n", " return '' % id\n", "\n", "def getGeneInformation(image):\n", " id = image.getId()\n", " image1 = conn.getObject('Image', id)\n", " cc = image1.getAnnotation(mapAnnotationNameSpace)\n", " rows = cc.getValue()\n", " html = []\n", " for r in rows: \n", " if r[1].startswith(\"http\"):\n", " tempvar = \"\" + r[1] + \"\"\n", " else:\n", " tempvar = r[1]\n", " html.append(\"\" + tempvar + \"\")\n", " return (\"\" + \"\".join(html) + \"
\")\n", "\n", "def getQualityControl(image):\n", " id = image.getId()\n", " image1 = conn.getObject('Image', id)\n", " cc = image1.getAnnotation(bulkAnnotationNameSpace)\n", " rows = cc.getValue()\n", " html = []\n", " for r in rows:\n", " if r[0].startswith('Control') or r[0].startswith('Quality'):\n", " html.append(\"\" + r[1] + \"\")\n", " return (\"\" + \"\".join(html) + \"
\")\n", "\n", "from StringIO import StringIO\n", "from IPython.display import Image, HTML, display\n", "\n", "fields = 0\n", "ch = 2\n", "\n", "result_array_ch = result_array[:, ch]\n", "threshold = np.percentile(result_array_ch[~np.isnan(result_array_ch)], 2)\n", "imageList = []\n", "for wrc in sorted(rc.keys()):\n", " if wrc[0] % stride_r > 0 or wrc[1] % stride_c > 0:\n", " continue\n", " well = rc[wrc]\n", " \n", " row = well.row\n", " column = well.column\n", " sharpness = result_array[((row)*plate_columns) + column, ch]\n", " \n", " if (sharpness <= threshold): \n", " image = well.getImage(fields)\n", " imageList.append(image)\n", "\n", "images = [(x.id, x.id, x.getName(), x, x) for x in (imageList)]\n", "pd.set_option('display.max_colwidth', -1)\n", "df = pd.DataFrame(images, columns = ['Id', 'Image', 'Name', 'GeneInformation', 'QualityControl'])\n", "HTML(df.to_html(escape=False, formatters=dict(Image=id_to_image_html, GeneInformation=getGeneInformation, QualityControl=getQualityControl)))" ] }, { "cell_type": "code", "execution_count": 10, "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", "
IdImageNameGeneInformationQualityControl
01715120001-03--2005-08-01 [Well 17, Field 1 (Spot 17)]
ENSG00000154001
http://www.ensembl.org/id/ENSG00000154001
PPP2R5E
pass
" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapAnnotationNameSpace = \"openmicroscopy.org/mapr/gene\"\n", "bulkAnnotationNameSpace = \"openmicroscopy.org/omero/bulk_annotations\"\n", "def id_to_image_html(id):\n", " return '' % id\n", "\n", "def getGeneInformation(image):\n", " id = image.getId()\n", " image1 = conn.getObject('Image', id)\n", " cc = image1.getAnnotation(mapAnnotationNameSpace)\n", " rows = cc.getValue()\n", " html = []\n", " for r in rows: \n", " if r[1].startswith(\"http\"):\n", " tempvar = \"\" + r[1] + \"\"\n", " else:\n", " tempvar = r[1]\n", " html.append(\"\" + tempvar + \"\")\n", " return (\"\" + \"\".join(html) + \"
\")\n", "\n", "def getQualityControl(image):\n", " id = image.getId()\n", " image1 = conn.getObject('Image', id)\n", " cc = image1.getAnnotation(bulkAnnotationNameSpace)\n", " rows = cc.getValue()\n", " html = []\n", " for r in rows:\n", " if r[0].startswith('Control') or r[0].startswith('Quality'):\n", " html.append(\"\" + r[1] + \"\")\n", " return (\"\" + \"\".join(html) + \"
\")\n", "\n", "from StringIO import StringIO\n", "from IPython.display import Image, HTML, display\n", "\n", "fields = 0\n", "ch = 2\n", "result_array_ch = result_array[:, ch]\n", "threshold = np.percentile(result_array_ch[~np.isnan(result_array_ch)], 98)\n", "imageList = []\n", "for well in plate.listChildren():\n", " \n", " row = well.row\n", " column = well.column\n", " sharpness = result_array[((row)*plate_columns) + column, ch]\n", " \n", " if (sharpness >= threshold): \n", " image = well.getImage(fields)\n", " imageList.append(image)\n", "\n", "images = [(x.id, x.id, x.getName(), x, x) for x in (imageList)]\n", "pd.set_option('display.max_colwidth', -1)\n", "df = pd.DataFrame(images, columns = ['Id', 'Image', 'Name', 'GeneInformation', 'QualityControl'])\n", "HTML(df.to_html(escape=False, formatters=dict(Image=id_to_image_html, GeneInformation=getGeneInformation, QualityControl=getQualityControl)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Close Connection to IDR***" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "conn.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### License\n", "\n", "Copyright (C) 2016-2018 University of Dundee. All Rights Reserved.\n", "\n", "This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version.\n", "\n", "This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program; if not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA." ] } ], "metadata": { "kernelspec": { "display_name": "IDR Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 2 }