{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Prematch function in SLAT\n", "You have a lot of ways to take use of prior, such as:\n", "\n", "* Expert prior\n", "* H&E images\n", "\n", "In detail, if you have expert priors, you can rotate the slices so that they roughly align. If you have histological images of slices, you can be quickly aligned them via image registration tools such as [SimpleElastix](https://github.com/SuperElastix/SimpleElastix). Do not worry if you do not have above information, you always have cell locations in every dataset. SLAT provide a built-in method to do pre-match, which view cells in each slice as a point cloud and then the ICP (Iterative Closest Point) to register them.\n", "\n", "You need following files as input:\n", "\n", " * merfish_layer1_labeled.h5ad\n", " * merfish_layer2_labeled.h5ad\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cv2\n", "import numpy as np\n", "import scanpy as sc\n", "from matplotlib.pyplot import *\n", "import matplotlib.pyplot\n", "from matplotlib import pyplot as plt\n", "\n", "from scSLAT.model.prematch import icp, alpha_shape, rotate_via_numpy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "merfish1 = sc.read_h5ad('../../data/merfish/hypothalamic/merfish_layer1_labeled.h5ad')\n", "spatial_info1 = merfish1.obsm['spatial']\n", "plt.scatter(spatial_info1[:,0], spatial_info1[:,1], s=1)\n", "plt.show()\n", "\n", "merfish2 = sc.read_h5ad('../../data/merfish/hypothalamic/merfish_layer2_labeled.h5ad')\n", "spatial_info2 = merfish2.obsm['spatial']\n", "spatial_info2 = rotate_via_numpy(spatial_info2,0.7) # we rotate the cells coordinate in dataset 2\n", "plt.scatter(spatial_info2[:,0], spatial_info2[:,1], s=1)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**alpha** is an important parameter in ICP. It means the step size in every iteration. A smaller step size will result in a more accurate alignment, but may converge to a local optimal solution, while a larger step size will reduce computation time, but the alignment may be less accurate. You can try different values to see the effect." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3616393/3945006097.py:2: DeprecationWarning: Delaunay attribute 'vertices' is deprecated in favour of 'simplices' and will be removed in Scipy 1.11.0.\n", " boundary_1, edges_1, _ = alpha_shape(spatial_info1, alpha=alpha, only_outer=True)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3616393/3945006097.py:10: DeprecationWarning: Delaunay attribute 'vertices' is deprecated in favour of 'simplices' and will be removed in Scipy 1.11.0.\n", " boundary_2, edges_2, _ = alpha_shape(spatial_info2, alpha=alpha, only_outer=True)\n" ] }, { "data": { "text/plain": [ "Text(270.5, 459, 'alpha=25')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alpha = 25\n", "boundary_1, edges_1, _ = alpha_shape(spatial_info1, alpha=alpha, only_outer=True)\n", "plt.scatter(spatial_info1[:, 0], spatial_info1[:, 1], s = 0.5)\n", "for i, j in edges_1:\n", " plt.plot(spatial_info1[[i, j], 0], spatial_info1[[i, j], 1])\n", "\n", "plt.text(270.5,459, f\"alpha={alpha}\", size=18)\n", "plt.show()\n", "\n", "boundary_2, edges_2, _ = alpha_shape(spatial_info2, alpha=alpha, only_outer=True)\n", "plt.scatter(spatial_info2[:, 0], spatial_info2[:, 1], s = 0.5)\n", "for i, j in edges_2:\n", " plt.plot(spatial_info2[[i, j], 0], spatial_info2[[i, j], 1])\n", "\n", "plt.text(270.5,459, f\"alpha={alpha}\", size=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use ICP to register" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "src (1, 225, 2)\n", "Tr[0:2] (2, 3)\n", "T [[ 0.75988392 -0.65005879 3.17847926]\n", " [ 0.65005879 0.75988392 -13.56173822]\n", " [ 0. 0. 1. ]]\n", "error 37571.443135075606\n", "rotation° -40.54603416224576\n" ] } ], "source": [ "T, error = icp(spatial_info2[boundary_2,:].T,spatial_info1[boundary_1,:].T)\n", "dx = T[0,2]\n", "dy = T[1,2]\n", "rotation = np.arcsin(T[0,1]) * 360 / 2 / np.pi\n", "\n", "print(\"T\",T)\n", "print(\"error\",error)\n", "print(\"rotation°\",rotation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At last we adjust the coordinates of dataset2, so two datasets have been pre-matched now! " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trans = np.squeeze(cv2.transform(np.array([spatial_info2], copy=True).astype(np.float32), T))[:,:2]\n", "merfish2.obsm['spatial'] = trans\n", "plt.scatter(trans[:,0], trans[:,1],s=1)\n", "plt.show()" ] } ], "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": "3.8.13 | packaged by conda-forge | (default, Mar 25 2022, 06:04:18) \n[GCC 10.3.0]" }, "vscode": { "interpreter": { "hash": "88786030ea59a7c96004ff67a345d53abff4d58eacfbb401c324cb520462373b" } } }, "nbformat": 4, "nbformat_minor": 4 }