{ "cells": [ { "cell_type": "markdown", "id": "silent-webmaster", "metadata": {}, "source": [ "# Load Image with labels from IDR, analyze using Cellpose and compare results\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ome/omero-guide-python/blob/master/notebooks/idr0062_prediction.ipynb)\n", "\n", "\n", "The notebook shows how to load an IDR image with labels.\n", "\n", "The image is referenced in the paper \"NesSys: a novel method for accurate nuclear segmentation in 3D\" published August 2019 in PLOS Biology: https://doi.org/10.1371/journal.pbio.3000388 and can be viewed online in the [Image Data Resource](https://idr.openmicroscopy.org/webclient/?show=image-6001247).\n", "\n", "\n", "In this notebook, the image is loaded together with the labels and analyzed using [Cellpose](https://www.cellpose.org/). The Cellpose analysis produces a segmentation, which is then viewed side-by-side with the original segmentations produced by the authors of the paper obtained via the loaded labels.\n", "\n", "If you wish to run the notebook locally or run the corresponding [Python script](../scripts/idr0062_prediction.py), please read instruction in [README](https://github.com/ome/omero-guide-python/blob/master/README.md)." ] }, { "cell_type": "markdown", "id": "chronic-surgeon", "metadata": {}, "source": [ "### Install dependencies if required\n", "\n", "The cell below will install dependencies if you choose to run the notebook in [Google Colab](https://colab.research.google.com/notebooks/intro.ipynb#recent=true). " ] }, { "cell_type": "code", "execution_count": 2, "id": "hydraulic-security", "metadata": {}, "outputs": [], "source": [ "# Ice Python binding\n", "%pip install https://github.com/glencoesoftware/zeroc-ice-py-linux-x86_64/releases/download/20240202/zeroc_ice-3.6.5-cp311-cp311-manylinux_2_28_x86_64.whl\n", "%pip install omero-py==5.21.0 cellpose==3.1.1.2 geojson==3.1.0 omero-cli-zarr==0.5.5" ] }, { "cell_type": "markdown", "id": "vocational-spending", "metadata": {}, "source": [ "### Import " ] }, { "cell_type": "code", "execution_count": 1, "id": "intermediate-portland", "metadata": {}, "outputs": [], "source": [ "from omero.gateway import BlitzGateway\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import numpy" ] }, { "cell_type": "markdown", "id": "seventh-conditioning", "metadata": {}, "source": [ "### Create a connection to IDR" ] }, { "cell_type": "code", "execution_count": 2, "id": "stupid-captain", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n" ] } ], "source": [ "HOST = 'ws://idr.openmicroscopy.org/omero-ws'\n", "conn = BlitzGateway('public', 'public',\n", " host=HOST, secure=True)\n", "print(conn.connect())\n", "conn.c.enableKeepAlive(60)" ] }, { "cell_type": "markdown", "id": "resident-cambodia", "metadata": {}, "source": [ "### IDR image to analyze" ] }, { "cell_type": "code", "execution_count": 3, "id": "urban-refund", "metadata": {}, "outputs": [], "source": [ "image_id = 6001247" ] }, { "cell_type": "code", "execution_count": 4, "id": "secondary-surname", "metadata": {}, "outputs": [], "source": [ "image = conn.getObject(\"Image\", image_id)" ] }, { "cell_type": "markdown", "id": "stretch-importance", "metadata": {}, "source": [ "### Helper method to load the 5D image\n", "To access the binary data, we need to load the ``pixels`` object from the image and retrieve the plane(s).\n", "When using the API, you can selectively load only the planes you need for your analysis. \n", "\n", "The image is loaded a TCZYX numpy array." ] }, { "cell_type": "code", "execution_count": 5, "id": "massive-semester", "metadata": {}, "outputs": [], "source": [ "def load_numpy_array(image):\n", " pixels = image.getPrimaryPixels()\n", " size_z = image.getSizeZ()\n", " size_c = image.getSizeC()\n", " size_t = image.getSizeT()\n", " size_y = image.getSizeY()\n", " size_x = image.getSizeX()\n", " z, t, c = 0, 0, 0 # first plane of the image\n", "\n", " zct_list = []\n", " for t in range(size_t):\n", " for c in range(size_c): # all channels\n", " for z in range(size_z): # get the Z-stack\n", " zct_list.append((z, c, t))\n", "\n", " values = []\n", " # Load all the planes as YX numpy array\n", " planes = pixels.getPlanes(zct_list)\n", " s = \"t:%s c:%s z:%s y:%s x:%s\" % (size_t, size_c, size_z, size_y, size_x)\n", " print(s)\n", " print(\"Downloading image %s\" % image.getName())\n", " all_planes = numpy.stack(list(planes))\n", " shape = (size_t, size_c, size_z, size_y, size_x)\n", " return numpy.reshape(all_planes, newshape=shape)" ] }, { "cell_type": "markdown", "id": "taken-butler", "metadata": {}, "source": [ "### Load the binary data\n", "Load the binary data as a numpy array" ] }, { "cell_type": "code", "execution_count": 6, "id": "focused-smith", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t:1 c:2 z:257 y:210 x:253\n", "Downloading image B4_C3.tif\n" ] } ], "source": [ "data = load_numpy_array(image)" ] }, { "cell_type": "markdown", "id": "certain-dating", "metadata": {}, "source": [ "## Load Cellpose trained model\n", "\n", "We use an existing trained model from Cellpose. The cytoplasm model in cellpose is trained on two-channel images, where the first channel is the channel to segment, and the second channel is an optional nuclear channel. Please check Cellpose documentation and examples to load your own model." ] }, { "cell_type": "code", "execution_count": 7, "id": "headed-approach", "metadata": {}, "outputs": [], "source": [ "from cellpose import models\n", "model = models.Cellpose(gpu=False, model_type='cyto')" ] }, { "cell_type": "markdown", "id": "reported-output", "metadata": {}, "source": [ "## Prediction based on a default Cellpose model" ] }, { "cell_type": "code", "execution_count": 8, "id": "cultural-sacrifice", "metadata": {}, "outputs": [], "source": [ "channels = [[0, 1]]\n", "t = 0\n", "z = int(image.getPrimaryPixels().getSizeZ() / 2)\n", "cellpose_masks, flows, styles, diams = model.eval(data[t, :, z, :, :], diameter=None, channels=channels)" ] }, { "cell_type": "markdown", "id": "5ddfa3f8", "metadata": {}, "source": [ "## Load the original labels\n", "Load the original labels in order to compare them with the Cellpose ones\n", "Original labels have been saved as mask." ] }, { "cell_type": "code", "execution_count": 9, "id": "f65541a2", "metadata": {}, "outputs": [], "source": [ "roi_service = conn.getRoiService()\n", "result = roi_service.findByImage(image_id, None)\n", "\n", "shapes = []\n", "for roi in result.rois:\n", " shapes.append(roi.copyShapes())" ] }, { "cell_type": "markdown", "id": "cfd73e8d-f2b4-48a6-815d-13d03cb609c2", "metadata": {}, "source": [ "To compare the labels, we need to convert the masks into a NumPy array." ] }, { "cell_type": "code", "execution_count": 10, "id": "a20f6add-22f1-4530-8b05-c53ca5184819", "metadata": {}, "outputs": [], "source": [ "from omero_zarr import masks\n", "dims = (image.getSizeT(), image.getSizeC(), image.getSizeZ(), image.getSizeY(), image.getSizeX())\n", "saver = masks.MaskSaver(None, image, numpy.int64)\n", "labels, fillColors, properties = saver.masks_to_labels(shapes, mask_shape=dims)" ] }, { "cell_type": "code", "execution_count": 11, "id": "d4eb85b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 2, 257, 210, 253)\n" ] } ], "source": [ "print(labels.shape)" ] }, { "cell_type": "markdown", "id": "requested-parking", "metadata": {}, "source": [ "## Display the labels\n", "Display the original labels and the labels based on Cellpose prediction side-by-side" ] }, { "cell_type": "code", "execution_count": 13, "id": "cooked-puppy", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "c = 1\n", "t = 0\n", "fig = plt.figure(figsize=(10, 10))\n", "# Show the original labels from IDR\n", "sub1 = plt.subplot(121)\n", "sub1.title.set_text('Original labels IDR')\n", "plt.imshow(labels[t, c, z, :, :], cmap='gray', alpha=0.5)\n", "# Show the Cellpose labels\n", "sub2 = plt.subplot(122)\n", "sub2.title.set_text('Cellpose labels this notebook')\n", "plt.imshow(cellpose_masks, cmap='jet', alpha=0.5)\n", "fig2 = plt.figure(figsize=(8.5, 8.5))\n", "# Show the original image\n", "sub3 = plt.subplot(121)\n", "sub3.title.set_text(\"Original unsegmented image\")\n", "plt.imshow(data[t, c, z, :, :], cmap='jet')\n", "# Show the Cellpose labels\n", "sub4 = plt.subplot(122)\n", "sub4.title.set_text('Cellpose labels this notebook')\n", "plt.imshow(cellpose_masks, cmap='jet', alpha=0.5)\n", "plt.tight_layout()\n", "fig.canvas.flush_events()" ] }, { "cell_type": "markdown", "id": "fundamental-raise", "metadata": {}, "source": [ "### Close the connection " ] }, { "cell_type": "code", "execution_count": 14, "id": "interior-summit", "metadata": {}, "outputs": [], "source": [ "conn.close()" ] }, { "cell_type": "markdown", "id": "4d4fac89", "metadata": {}, "source": [ "## Save the Cellpose labels\n", "\n", "Below we show how to save the segmentation represented as polygon details locally in a machine- and human-readable format: **geojson**.\n", "\n", "* Save the Cellpose outlines to a text file\n", "* Convert the Cellpose polygon coordinates into geojson Polygons\n", "* Save the output in the `notebooks` folder in a `.geojson` file." ] }, { "cell_type": "code", "execution_count": 15, "id": "4f275784-a447-4f8a-abd1-71fe9d66a594", "metadata": {}, "outputs": [], "source": [ "from cellpose import io, utils\n", "outlines = utils.outlines_list(cellpose_masks)\n", "io.outlines_to_text(str(image_id), outlines)" ] }, { "cell_type": "code", "execution_count": 23, "id": "fc918964", "metadata": {}, "outputs": [], "source": [ "# Convert into Polygon and add to Geometry Collection\n", "import re\n", "from geojson import Feature, FeatureCollection, Polygon\n", "shapes = []\n", "with open(str(image_id) + \"_cp_outlines.txt\", \"r\") as text_file:\n", " for line in text_file:\n", " points = re.sub(r',([^,]*),', r',\\1, ', line)\n", " splited = re.split('\\s+', points)\n", " coordinates = []\n", " for value in splited:\n", " point = re.split(',', value)\n", " if len(point) > 1:\n", " coordinates.append((float(point[0]), float(point[1])))\n", " # append the first coordinate to close the polygon\n", " coordinates.append(coordinates[0])\n", " shape = Polygon(coordinates)\n", " properties = {\n", " \"stroke-width\": 1,\n", " \"z\": z,\n", " }\n", " shapes.append(Feature(geometry=shape, properties=properties))\n", " \n", "gc = FeatureCollection(shapes) " ] }, { "cell_type": "code", "execution_count": 25, "id": "fcd89454", "metadata": {}, "outputs": [], "source": [ "# Save the shapes as geojson\n", "import geojson\n", "geojson_file = \"cellpose_shapes_%s.geojson\" % image_id\n", "geojson_dump = geojson.dumps(gc, sort_keys=True)\n", "with open(geojson_file, 'w') as out:\n", " out.write(geojson_dump)" ] }, { "cell_type": "markdown", "id": "d2b111fe", "metadata": {}, "source": [ "## Exercises\n", "\n", "**Exercise 1:**\n", " - Using the json library, read the geojson file into a variable in this notebook\n", " - Display the shapes for the middle z-section.\n", "See [Solutions](Solution_Exercises.ipynb)\n", "\n", "**Exercise 2:**\n", " - Convert the Cellpose labels into OMERO polygons.\n", " - Save the converted labels to an OMERO.server if possible.\n", " - \n", "See [idr0062_prediction_save](idr0062_prediction_save.ipynb) \n" ] }, { "cell_type": "markdown", "id": "computational-brain", "metadata": {}, "source": [ "### License (BSD 2-Clause)\n", "Copyright (C) 2022-2024 University of Dundee. All Rights Reserved.\n", "\n", "Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:\n", "\n", "Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.\n", "Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.\n", "THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. " ] } ], "metadata": { "kernelspec": { "display_name": "omero-guide-python", "language": "python", "name": "omero-guide-python" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }