{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using FISSA with SIMA\n", "\n", "[SIMA](http://www.losonczylab.org/sima/) is a toolbox for motion correction and cell detection.\n", "Here we illustrate how to create a workflow which uses SIMA to detect cells and FISSA to extract decontaminated signals from those cells.\n", "\n", "**Reference:**\n", "Kaifosh, P., Zaremba, J. D., Danielson, N. B., Losonczy, A. SIMA: Python software for analysis of dynamic fluorescence imaging data. *Frontiers in neuroinformatics*, **8**(80), 2014. doi: [10.3389/fninf.2014.00080](https://doi.org/10.3389/fninf.2014.00080).\n", "\n", "Please note that SIMA only supports Python 3.6 and below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# FISSA toolbox\n", "import fissa\n", "\n", "# SIMA toolbox\n", "import sima\n", "import sima.segment\n", "\n", "# File operations\n", "import glob\n", "\n", "# For plotting our results, use numpy and matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detecting cells with SIMA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Define folder where tiffs are present\n", "tiff_folder = \"exampleData/20150529/\"\n", "\n", "# Find tiffs in folder\n", "tiffs = sorted(glob.glob(tiff_folder + \"/*.tif*\"))\n", "\n", "# define motion correction method\n", "mc_approach = sima.motion.DiscreteFourier2D()\n", "\n", "# Define SIMA dataset\n", "sequences = [sima.Sequence.create(\"TIFF\", tiff) for tiff in tiffs[:1]]\n", "try:\n", " dataset = sima.ImagingDataset(sequences, \"example.sima\")\n", "except BaseException:\n", " dataset = sima.ImagingDataset.load(\"example.sima\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run SIMA segmentation algorithm" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:242: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for polygon in self.polygons:\n", "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:655: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the number of parts of a multi-part geometry.\n", " if len(polygons) == 0:\n", "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:660: ShapelyDeprecationWarning: __getitem__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " elif isinstance(polygons[0], Polygon):\n", "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:679: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for poly in polygons:\n", "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:557: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for poly in polygons:\n" ] } ], "source": [ "stica_approach = sima.segment.STICA(components=2)\n", "stica_approach.append(sima.segment.SparseROIsFromMasks())\n", "stica_approach.append(sima.segment.SmoothROIBoundaries())\n", "stica_approach.append(sima.segment.MergeOverlapping(threshold=0.5))\n", "rois = dataset.segment(stica_approach, \"auto_ROIs\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot detected cells" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:242: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for polygon in self.polygons:\n", "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:242: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for polygon in self.polygons:\n", "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:242: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for polygon in self.polygons:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting lines surrounding each of the ROIs\n", "plt.figure(figsize=(7, 6))\n", "\n", "for roi in rois:\n", " # Plot border around cell\n", " plt.plot(roi.coords[0][:, 0], roi.coords[0][:, 1])\n", "\n", "# Invert the y-axis because image co-ordinates are labelled from top-left\n", "plt.gca().invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract decontaminated signals with FISSA\n", "\n", "FISSA needs either ImageJ ROIs or numpy arrays as inputs for the ROIs. \n", "\n", "SIMA outputs ROIs as numpy arrays, and can be directly read into FISSA.\n", "\n", "A given roi is given as\n", "```python\n", "rois[i].coords[0][:, :2]\n", "```\n", "\n", "FISSA expects rois to be provided as a list of lists\n", "```python\n", "[[roiA1, roiA2, roiA3, ...]]\n", "```\n", "So some formatting will need to be done first." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.6.15/x64/lib/python3.6/site-packages/sima/ROI.py:242: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", " for polygon in self.polygons:\n" ] } ], "source": [ "rois_fissa = [roi.coords[0][:, :2] for roi in rois]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(26, 2)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rois[0].coords[0][:, :2].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then run FISSA on the data using the ROIs supplied by SIMA having converted them to a FISSA-compatible format, `rois_fissa`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "477d562c99d544429d18b52b26a40d63", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Extracting traces: 0%| | 0/3 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Select which trial (TIFF index) to plot\n", "trial = 0\n", "\n", "# Plot the mean image and ROIs from the FISSA experiment\n", "plt.figure(figsize=(7, 7))\n", "plt.imshow(experiment.means[trial], cmap=\"gray\")\n", "\n", "for i_roi in range(len(experiment.roi_polys)):\n", " # Plot border around ROI\n", " for contour in experiment.roi_polys[i_roi, trial][0]:\n", " plt.plot(\n", " contour[:, 1],\n", " contour[:, 0],\n", " color=cmap((i_roi * 2 + 1) % cmap.N),\n", " )\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot all ROIs and trials\n", "\n", "# Get the number of ROIs and trials\n", "n_roi = experiment.result.shape[0]\n", "n_trial = experiment.result.shape[1]\n", "\n", "# Find the maximum signal intensities for each ROI\n", "roi_max_raw = [\n", " np.max([np.max(experiment.raw[i_roi, i_trial][0]) for i_trial in range(n_trial)])\n", " for i_roi in range(n_roi)\n", "]\n", "roi_max_result = [\n", " np.max([np.max(experiment.result[i_roi, i_trial][0]) for i_trial in range(n_trial)])\n", " for i_roi in range(n_roi)\n", "]\n", "roi_max = np.maximum(roi_max_raw, roi_max_result)\n", "\n", "# Plot our figure using subplot panels\n", "plt.figure(figsize=(16, 10))\n", "for i_roi in range(n_roi):\n", " for i_trial in range(n_trial):\n", " # Make subplot axes\n", " i_subplot = 1 + i_trial * n_roi + i_roi\n", " plt.subplot(n_trial, n_roi, i_subplot)\n", " # Plot the data\n", " plt.plot(\n", " experiment.raw[i_roi][i_trial][0, :],\n", " label=\"Raw (SIMA)\",\n", " color=cmap((i_roi * 2) % cmap.N),\n", " )\n", " plt.plot(\n", " experiment.result[i_roi][i_trial][0, :],\n", " label=\"FISSA\",\n", " color=cmap((i_roi * 2 + 1) % cmap.N),\n", " )\n", " # Labels and boiler plate\n", " plt.ylim([-0.05 * roi_max[i_roi], roi_max[i_roi] * 1.05])\n", " if i_roi == 0:\n", " plt.ylabel(\n", " \"Trial {}\\n\\nSignal intensity\\n(candela per unit area)\".format(\n", " i_trial + 1\n", " )\n", " )\n", " if i_trial == 0:\n", " plt.legend()\n", " plt.title(\"ROI {}\".format(i_roi))\n", " if i_trial == n_trial - 1:\n", " plt.xlabel(\"Time (frame number)\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure shows the raw signal from the ROI identified by SIMA (pale), and after decontaminating with FISSA (dark).\n", "The hues match the ROI locations drawn above.\n", "Each column shows the results from one of the ROIs detected by SIMA.\n", "Each row shows the results from one of the three trials." ] } ], "metadata": { "keep_count": true, "keep_output": true, "kernelspec": { "display_name": "Python", "language": "python", "name": "python" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 1 }