{ "cells": [ { "cell_type": "markdown", "id": "9fd646e6-91d3-4c74-beea-75ad257739df", "metadata": {}, "source": [ "# Tutorial 9: Spatial alignment" ] }, { "cell_type": "markdown", "id": "40d9829a-228a-4843-b3d3-93b714bba62e", "metadata": {}, "source": [ "This tutorial demonstrates the visualization of alignment results generated by stGCL. The slices are colored according to whether each spatial region is correctly aligned (“Region Match”) or misaligned (“Region Mismatch”), where spots are shown in green if correctly matched to the expert annotation and in red if mismatched. Here, we use the mouse hypothalamic preoptic area dataset generated by MERFISH. The processed data can be downloaded from https://zenodo.org/records/8137326/files/Mouse_hypothalamus.rar?download=1." ] }, { "cell_type": "markdown", "id": "28904677-ced6-47ab-8d2e-14a9fd41f44b", "metadata": {}, "source": [ "## Preparation" ] }, { "cell_type": "code", "execution_count": 2, "id": "3d963ba2-d684-43d5-9fe6-bae3a8f2bede", "metadata": { "scrolled": true }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import pandas as pd\n", "import numpy as np\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import os\n", "import sys\n", "from sklearn.metrics.cluster import adjusted_rand_score\n", "from datetime import datetime\n", "from stGCL.process import prefilter_genes,prefilter_specialgenes,set_seed,vertical_list_alignment\n", "import anndata as ad" ] }, { "cell_type": "code", "execution_count": 3, "id": "f6120176-a300-48e8-a0de-8563b7c541cd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.04 (155, 5488) (5488, 5)\n", "-0.09 (155, 5557) (5557, 5)\n", "-0.14 (155, 5926) (5926, 5)\n", "-0.19 (155, 5803) (5803, 5)\n", "-0.24 (155, 5543) (5543, 5)\n" ] } ], "source": [ "bregma = [-0.04, -0.09,-0.14,-0.19,-0.24]\n", "ARIlist = []\n", "rfARIlist = []\n", "list_z=[40,90,140,190,240]\n", "list_adata=[]\n", "dataset_batch=[]\n", "\n", "for section_id in bregma:\n", " # section_id=-0.14\n", " k = 8\n", " rad_cutoff = 130\n", " H = [100, 30]\n", " epoch =1200\n", " top_genes = 3000\n", " load = False\n", " use_image = False\n", " alph = 0.04\n", " radius=60\n", "\n", "\n", " counts_file = os.path.join('/home/dell/GB/stGCL/stGCL/Data/Mouse_hippocampus_MERFISH/{} _cnts.csv'.format(section_id))\n", " coor_file = os.path.join('/home/dell/GB/stGCL/stGCL/Data/Mouse_hippocampus_MERFISH/{} _info.csv'.format(section_id))\n", " counts = pd.read_csv(counts_file,header=0, index_col=0, sep=',')\n", " coor_df = pd.read_csv(coor_file,header=0, index_col=0, sep=',')\n", " print(section_id,counts.shape, coor_df.shape)\n", " #\n", " counts=counts.T\n", " counts.index = coor_df.index\n", "\n", " coor_df.columns = ['x','y',\"ct\",\"ct2\",\"ground_truth\"]\n", " coor_df['z']=section_id\n", "\n", " adata_temp = sc.AnnData(counts)\n", " adata_temp.var_names_make_unique()\n", " adata_temp.obs = coor_df\n", "\n", " adata_temp.obs[\"x_pixel\"] = coor_df[\"x\"]\n", " adata_temp.obs[\"y_pixel\"] = coor_df[\"y\"]\n", " adata_temp.obs[\"z_pixel\"] = coor_df[\"z\"]\n", "\n", " adata_temp.obsm[\"spatial\"] = coor_df.loc[adata_temp.obs_names, [\"x\", \"y\",\"z\"]].to_numpy()\n", "\n", " list_adata.append(adata_temp)\n", " dataset_batch.append(\"merish\"+str(section_id))" ] }, { "cell_type": "markdown", "id": "38656b91-e652-43f4-ad5e-f2a16fb4e9d3", "metadata": {}, "source": [ "## Alignment" ] }, { "cell_type": "code", "execution_count": 4, "id": "98936c3f-dfee-4810-9ad4-6ad2d8e76548", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-2148.001710696611 3729.2713008903065\n" ] } ], "source": [ "adata=vertical_list_alignment(list_adata,list_z=list_z,batch_categories=dataset_batch,rad_cutoff=rad_cutoff)" ] }, { "cell_type": "code", "execution_count": 5, "id": "05b849f1-451e-41d0-8866-f1ec242f3f57", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline \n", "section_colors = ['#02899A', '#0E994D', '#86C049', '#FBB21F', '#F48022', '#DA5326', '#BA3326']\n", "ax1 = plt.axes(projection='3d')\n", "for section in dataset_batch:\n", " temp_Coor = adata.obs[adata.obs[\"dataset_batch\"]==section]\n", " temp_xd = temp_Coor[\"x_pixel\"]\n", " temp_yd = temp_Coor[\"y_pixel\"]\n", " temp_zd = temp_Coor[\"z_pixel\"]\n", " ax1.scatter3D(temp_xd, temp_yd, temp_zd, s=0.2, marker=\"o\", label=section)\n", "\n", "ax1.set_xlabel('')\n", "ax1.set_ylabel('')\n", "ax1.set_zlabel('')\n", "\n", "ax1.set_xticklabels([])\n", "ax1.set_yticklabels([])\n", "ax1.set_zticklabels([])\n", "plt.legend(bbox_to_anchor=(1,0.8), markerscale=10, frameon=False)\n", "\n", "ax1.elev = 45\n", "ax1.azim = -20\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9ed07a61-8fff-4441-8257-edd0b6451451", "metadata": {}, "source": [ "## Alignment quality evaluation" ] }, { "cell_type": "code", "execution_count": 8, "id": "1efd4693-f505-471b-bc54-2242f9dcd27a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Region acc:0.7377 (correct 4281/5803)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import re\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.neighbors import NearestNeighbors\n", "\n", "\n", "SRC_BATCH = \"merish-0.19\" \n", "DST_BATCH = \"merish-0.14\" #\n", "\n", "\n", "COORD_COLS = [\"x_pixel\", \"y_pixel\"] \n", "\n", "\n", "INVERT_Y = False \n", "POINT_SIZE = 6\n", "COLOR_MATCH = \"#2a9d8f\" \n", "COLOR_MISMATCH= \"#e76f51\" \n", "ALPHA_MATCH = 0.85\n", "ALPHA_MISMATCH= 0.70\n", "LEGEND_OUT = True \n", "DIST_THRESH = None \n", "DROP_NAN_REG = True \n", "\n", "\n", "\n", "\n", "A = adata[adata.obs[\"dataset_batch\"] == SRC_BATCH].copy()\n", "B = adata[adata.obs[\"dataset_batch\"] == DST_BATCH].copy()\n", "\n", "\n", "XA = A.obs[COORD_COLS].to_numpy()\n", "XB = B.obs[COORD_COLS].to_numpy()\n", "nn = NearestNeighbors(n_neighbors=1, algorithm=\"kd_tree\")\n", "nn.fit(XB)\n", "dist, idx = nn.kneighbors(XA)\n", "idx = idx[:, 0]\n", "dist = dist[:, 0]\n", "\n", "pairs = pd.DataFrame({\n", " \"cell_src\": A.obs_names.to_numpy(),\n", " \"cell_dst\": B.obs_names.to_numpy()[idx],\n", " \"distance\": dist\n", "}).set_index(\"cell_src\")\n", "\n", "\n", "pairs[\"region_src\"] = A.obs.loc[pairs.index, \"ground_truth\"].to_numpy()\n", "pairs[\"region_dst\"] = B.obs.loc[pairs[\"cell_dst\"], \"ground_truth\"].to_numpy()\n", "pairs[\"ct_src\"] = A.obs.loc[pairs.index, \"ct\"].to_numpy()\n", "pairs[\"ct_dst\"] = B.obs.loc[pairs[\"cell_dst\"], \"ct\"].to_numpy()\n", "\n", "\n", "if DIST_THRESH is not None:\n", " pairs = pairs[pairs[\"distance\"] <= float(DIST_THRESH)]\n", "\n", "\n", "if DROP_NAN_REG:\n", " df_stat = pairs[[\"region_src\", \"region_dst\"]].dropna()\n", "else:\n", " df_stat = pairs[[\"region_src\", \"region_dst\"]].copy()\n", "\n", "\n", "\n", "region_match = (df_stat[\"region_src\"] == df_stat[\"region_dst\"])\n", "region_acc = float(region_match.mean())\n", "print(f\"Region acc:{region_acc:.4f} (correct {int(region_match.sum())}/{len(region_match)})\")\n", "\n", "\n", "m = re.search(r'-(\\d+(?:\\.\\d+)?)', SRC_BATCH)\n", "suffix = m.group(0) if m else SRC_BATCH\n", "\n", "\n", "match_series = (pairs[\"region_src\"] == pairs[\"region_dst\"]).reindex(A.obs_names)\n", "if DROP_NAN_REG:\n", " valid = pairs[[\"region_src\", \"region_dst\"]].notna().all(axis=1).reindex(A.obs_names, fill_value=False).to_numpy()\n", "else:\n", " valid = np.ones(A.n_obs, dtype=bool)\n", "\n", "is_match = match_series.fillna(False).to_numpy()\n", "\n", "x = A.obs[COORD_COLS[0]].to_numpy()\n", "y = A.obs[COORD_COLS[1]].to_numpy()\n", "\n", "xm, ym = x[valid & is_match], y[valid & is_match]\n", "xu, yu = x[valid & ~is_match], y[valid & ~is_match]\n", "\n", "fig, ax = plt.subplots(figsize=(6.3, 5.2))\n", "ax.scatter(xu, yu, s=POINT_SIZE, alpha=ALPHA_MISMATCH, label=\"Region Mismatch\",\n", " color=COLOR_MISMATCH, linewidths=0, zorder=1)\n", "ax.scatter(xm, ym, s=POINT_SIZE, alpha=ALPHA_MATCH, label=\"Region Match\",\n", " color=COLOR_MATCH, linewidths=0, zorder=2)\n", "\n", "ax.set_aspect(\"equal\", adjustable=\"box\")\n", "if INVERT_Y:\n", " ax.invert_yaxis()\n", "\n", "\n", "ax.spines[\"top\"].set_visible(False)\n", "ax.spines[\"right\"].set_visible(False)\n", "\n", "\n", "title_txt = f\"{suffix} acc={region_acc:.2f}\" if np.isfinite(region_acc) else f\"{suffix} acc=NA\"\n", "ax.set_title(title_txt)\n", "ax.set_xlabel(COORD_COLS[0])\n", "ax.set_ylabel(COORD_COLS[1])\n", "\n", "\n", "if LEGEND_OUT:\n", " ax.legend(loc=\"center left\", bbox_to_anchor=(1.02, 0.5), frameon=False)\n", " fig.tight_layout()\n", "else:\n", " ax.legend(frameon=False)\n", " fig.tight_layout()\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d8ee03de-c2d1-47ba-8ad1-7a8967ed39e2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (st312)", "language": "python", "name": "st312" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }