{ "cells": [ { "cell_type": "markdown", "id": "e88e8919", "metadata": {}, "source": [ "# 3. 3D reconstruction of ST mouse brain" ] }, { "cell_type": "markdown", "id": "15eb2652-0972-42e1-9e6c-671a392a57be", "metadata": {}, "source": [ "Next, we use the same steps as in the previous section to perform _de novo_ 3D reconstruction of the ST mouse brain." ] }, { "cell_type": "code", "execution_count": 1, "id": "6ab3455b", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import anndata as ad\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "\n", "from STAIR.emb_alignment import Emb_Align\n", "from STAIR.loc_alignment import Loc_Align\n", "from STAIR.loc_prediction import sort_slices\n", "from STAIR.loc_prediction import loc_predict_z\n", "from STAIR.utils import *" ] }, { "cell_type": "markdown", "id": "389a1434", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 2, "id": "404d9ccd", "metadata": {}, "outputs": [], "source": [ "adata = sc.read('./data/st_brain.h5ad')\n", "\n", "result_path = construct_folder('st_brain')\n", "\n", "keys_use = ['01A', '02A', '03A', '04A', '05A', '06A', '07A', '08A',\n", " '09A', '10B', '11A', '12A', '13A', '14A', '15B', '16A',\n", " '17A', '18A', '19A', '20B', '21A', '22A', '23A', '24A',\n", " '25A', '26B', '27A', '28A', '29A', '30A', '31A', '32A',\n", " '33A', '34A', '35A', '36B', '37A', '38B', '39A', '40A']" ] }, { "cell_type": "markdown", "id": "c88fd4a9", "metadata": {}, "source": [ "## Spatial embedding alignment" ] }, { "cell_type": "code", "execution_count": 3, "id": "ec493ab8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████| 100/100 [04:09<00:00, 2.49s/it]\n" ] } ], "source": [ "emb_align = Emb_Align(adata, batch_key='section_index', hvg=3000, result_path=result_path, device = 'cuda:0')\n", "emb_align.prepare()\n", "emb_align.preprocess()\n", "emb_align.latent()" ] }, { "cell_type": "code", "execution_count": 4, "id": "5ff808c5-8fc5-4b44-adfe-0bc58e3873b4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████| 150/150 [07:20<00:00, 2.94s/it]\n" ] } ], "source": [ "emb_align.prepare_hgat( spatial_key = 'spatial',\n", " slice_order = keys_use, \n", " n_neigh_hom = 8, \n", " c_neigh_het = 0.9)\n", "emb_align.train_hgat(gamma = 0.8,\n", " epoch_hgat = 150)\n", "\n", "adata, atte = emb_align.predict_hgat()\n", "\n", "atte.to_csv(f'{result_path}/embedding/attention.csv')" ] }, { "cell_type": "code", "execution_count": 5, "id": "e39bfbc4-72a4-48e6-89b5-ee5233401990", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: __ __ \n", " ____ ___ _____/ /_ _______/ /_\n", " / __ `__ \\/ ___/ / / / / ___/ __/\n", " / / / / / / /__/ / /_/ (__ ) /_ \n", "/_/ /_/ /_/\\___/_/\\__,_/____/\\__/ version 6.0.0\n", "Type 'citation(\"mclust\")' for citing this R package in publications.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "fitting ...\n", " |======================================================================| 100%\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# clustering of spatial embedding\n", "cluster_func(adata, clustering='mclust', use_rep='STAIR', cluster_num=14, key_add='STAIR')\n", "\n", "sc.pp.neighbors(adata, use_rep='STAIR')\n", "sc.tl.umap(adata, min_dist=0.2)\n", "\n", "from matplotlib.pyplot import rc_context\n", "with rc_context({'figure.figsize': (3,3)}):\n", " sc.pl.umap(adata, color=['animal', 'STAIR', 'ABA_parent'], frameon=False, ncols=2, show=True)" ] }, { "cell_type": "code", "execution_count": 6, "id": "8ed7cb11-3fe7-479a-9694-4ed4e13e2369", "metadata": {}, "outputs": [], "source": [ "adata.obs['Domain'] = adata.obs['STAIR'].replace({'1.0':'Layer 1-3', '2.0':'Hippocampus', '3.0':'Olfactory area', '4.0':'Midbrain', '5.0':'Layer 4-5',\n", " '6.0':'Fiber tracts', '7.0':'Striatum', '8.0':'Cortical subplate', '9.0':'Pallidum', '10.0':'Thalamus',\n", " '11.0':'Hindbrain', '12.0':'Layer 6', '13.0':'Retrohippocampus', '14.0':'Hypothalamus'})" ] }, { "cell_type": "markdown", "id": "b09c139b", "metadata": {}, "source": [ "## Reconstruction in z-axis" ] }, { "cell_type": "code", "execution_count": 7, "id": "6f5b3cc6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# attention heatmap\n", "import seaborn as sns\n", "\n", "vmax = atte[atte!=1].max().max()\n", "vmin = atte[atte!=1].min().min()\n", "plt.figure(figsize=(5.8,5))\n", "sns.heatmap(atte, vmax=vmax, vmin=vmin)\n", "plt.show()\n", "plt.close()\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "0734d431", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# attention-spatial consistency\n", "from scipy.stats import spearmanr\n", "\n", "use = adata.obs[['section_index', 'stereo_AP']].drop_duplicates()\n", "use.index = use['section_index']\n", "use = use['stereo_AP']\n", "\n", "attes = []\n", "dists = []\n", "for i in keys_use:\n", " for j in keys_use:\n", " if (i != j) & (i < j):\n", " atte_tmp = (atte.loc[i,j] + atte.loc[j,i]) / 2\n", " dist_tmp = abs(use[i] - use[j])\n", " attes.append(atte_tmp)\n", " dists.append(dist_tmp)\n", "\n", "\n", "plt.figure(figsize=(3,3))\n", "plt.scatter(dists, attes, s=5)\n", "plt.xlabel('Physical distance', fontsize=13)\n", "plt.ylabel('Attention score', fontsize=13)\n", "plt.text(4, 0.25, 'Spearman: ' + str(round(spearmanr(attes, dists)[0], 2)))\n", "# plt.savefig(f'./{result_path}/atte-dist.pdf', bbox_inches='tight')\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 9, "id": "853ef93d-ca14-44cb-99cb-23aede2aff5b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'40A': 0.0,\n", " '38B': 0.760415375,\n", " '39A': 0.04691155749999998,\n", " '35A': 1.610285013,\n", " '37A': 1.4979991725000001,\n", " '32A': 2.4965745779999997,\n", " '34A': 2.492195527,\n", " '36B': 0.851979199,\n", " '31A': 3.3616935329999995,\n", " '33A': 1.6244032879999997,\n", " '30A': 4.218250467999999,\n", " '29A': 5.086691825999999,\n", " '28A': 5.919059945999999,\n", " '26B': 6.771626910999999,\n", " '25A': 7.5651357809999995,\n", " '27A': 5.939053285999999,\n", " '23A': 8.495861136,\n", " '20B': 9.4064170935,\n", " '15B': 10.2982179735,\n", " '16A': 9.4061976985,\n", " '18A': 8.5420226585,\n", " '17A': 8.515853118499999,\n", " '19A': 7.6612188835,\n", " '21A': 6.7631627535000005,\n", " '22A': 6.759656231,\n", " '24A': 5.839298239500001,\n", " '12A': 11.191926668499999,\n", " '14A': 11.189227366499999,\n", " '11A': 12.131396181,\n", " '13A': 10.346695593499998,\n", " '10B': 11.281462848999999,\n", " '08A': 12.082449793999999,\n", " '09A': 12.1278575415,\n", " '06A': 12.988991791499998,\n", " '07A': 12.911634198999998,\n", " '05A': 13.848461131499999,\n", " '04A': 14.693740771499998,\n", " '03A': 15.613696377999998,\n", " '02A': 16.538712912999998,\n", " '01A': 17.470906248}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dists = sort_slices(atte, start='40A')\n", "dists" ] }, { "cell_type": "code", "execution_count": 10, "id": "d1fdfb5c-4f1a-48aa-a9c4-599d9a7ef723", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata.obs['z_rec'] = adata.obs['section_index'].replace(dists).astype(float)\n", "adata.obs['z_rec'] = (adata.obs['z_rec']- adata.obs['z_rec'].min()) / (adata.obs['z_rec'].max() - adata.obs['z_rec'].min())\n", "\n", "z_max, z_min = adata.obs['stereo_AP'].max(), adata.obs['stereo_AP'].min()\n", "adata.obs['z_rec'] = adata.obs['z_rec'] * (z_max - z_min) + z_min\n", "adata.obs['z_rec']\n", "data = adata.obs[['stereo_AP', 'z_rec']].drop_duplicates()\n", "\n", "from scipy.stats import pearsonr\n", "from sklearn.metrics import r2_score\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "vmin = np.array(data['z_rec'].tolist() + data['stereo_AP'].tolist()).min()\n", "vmax = np.array(data['z_rec'].tolist() + data['stereo_AP'].tolist()).max()\n", "\n", "plt.figure(figsize=(3,3))\n", "plt.plot([vmin, vmax],[vmin, vmax])\n", "plt.scatter(data['stereo_AP'], data['z_rec'], s=8)\n", "plt.text(-5,1.7,'Corr: ' + str(pearsonr(data['stereo_AP'], data['z_rec'])[0].round(2)) + '\\n' + \\\n", " \"R^2: \" + str(r2_score(data['stereo_AP'], data['z_rec']).round(2))\n", " )\n", "plt.xlim([vmin, vmax])\n", "plt.ylim([vmin, vmax])\n", "plt.xlabel('Coordinates (mm)')\n", "plt.ylabel('Reconstructed coordinates (mm)')\n", "# plt.savefig(f'loca_part.png', bbox_inches='tight', dpi=300)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "5b1dd533", "metadata": {}, "source": [ "## Spatial location alignment in x-axis and y-axis" ] }, { "cell_type": "code", "execution_count": 11, "id": "91579e56", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Performing initial alignment of the 1 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 17 pairs of similar spots!\n", "Performing initial alignment of the 2 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 57 pairs of similar spots!\n", "Performing initial alignment of the 3 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 70 pairs of similar spots!\n", "Performing initial alignment of the 4 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 77 pairs of similar spots!\n", "Performing initial alignment of the 5 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 98 pairs of similar spots!\n", "Performing initial alignment of the 6 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 120 pairs of similar spots!\n", "Performing initial alignment of the 7 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 135 pairs of similar spots!\n", "Performing initial alignment of the 8 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 92 pairs of similar spots!\n", "Performing initial alignment of the 9 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 123 pairs of similar spots!\n", "Performing initial alignment of the 10 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 77 pairs of similar spots!\n", "Performing initial alignment of the 11 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 90 pairs of similar spots!\n", "Performing initial alignment of the 12 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 165 pairs of similar spots!\n", "Performing initial alignment of the 13 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 119 pairs of similar spots!\n", "Performing initial alignment of the 14 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 182 pairs of similar spots!\n", "Performing initial alignment of the 15 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 168 pairs of similar spots!\n", "Performing initial alignment of the 16 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 199 pairs of similar spots!\n", "Performing initial alignment of the 17 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 196 pairs of similar spots!\n", "Performing initial alignment of the 18 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 219 pairs of similar spots!\n", "Performing initial alignment of the 19 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 145 pairs of similar spots!\n", "Performing initial alignment of the 20 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 170 pairs of similar spots!\n", "Performing initial alignment of the 21 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 196 pairs of similar spots!\n", "Performing initial alignment of the 22 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 170 pairs of similar spots!\n", "Performing initial alignment of the 23 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 167 pairs of similar spots!\n", "Performing initial alignment of the 24 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 110 pairs of similar spots!\n", "Performing initial alignment of the 25 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 137 pairs of similar spots!\n", "Performing initial alignment of the 26 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 128 pairs of similar spots!\n", "Performing initial alignment of the 27 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 130 pairs of similar spots!\n", "Performing initial alignment of the 28 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 143 pairs of similar spots!\n", "Performing initial alignment of the 29 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 122 pairs of similar spots!\n", "Performing initial alignment of the 30 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 200 pairs of similar spots!\n", "Performing initial alignment of the 31 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 114 pairs of similar spots!\n", "Performing initial alignment of the 32 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 94 pairs of similar spots!\n", "Performing initial alignment of the 33 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 119 pairs of similar spots!\n", "Performing initial alignment of the 34 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 94 pairs of similar spots!\n", "Performing initial alignment of the 35 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 51 pairs of similar spots!\n", "Performing initial alignment of the 36 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 34 pairs of similar spots!\n", "Performing initial alignment of the 37 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 47 pairs of similar spots!\n", "Performing initial alignment of the 38 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 51 pairs of similar spots!\n", "Performing initial alignment of the 39 pair of data...\n", "Finding similar pairs using STAIR...\n", "Aligning slices using 56 pairs of similar spots!\n", "Performing fine alignment of the 1 pair of data...\n", "Performing fine alignment of the 2 pair of data...\n", "Performing fine alignment of the 3 pair of data...\n", "Performing fine alignment of the 4 pair of data...\n", "Performing fine alignment of the 5 pair of data...\n", "Performing fine alignment of the 6 pair of data...\n", "Performing fine alignment of the 7 pair of data...\n", "Performing fine alignment of the 8 pair of data...\n", "Performing fine alignment of the 9 pair of data...\n", "Performing fine alignment of the 10 pair of data...\n", "Performing fine alignment of the 11 pair of data...\n", "Performing fine alignment of the 12 pair of data...\n", "Performing fine alignment of the 13 pair of data...\n", "Performing fine alignment of the 14 pair of data...\n", "Performing fine alignment of the 15 pair of data...\n", "Performing fine alignment of the 16 pair of data...\n", "Performing fine alignment of the 17 pair of data...\n", "Performing fine alignment of the 18 pair of data...\n", "Performing fine alignment of the 19 pair of data...\n", "Performing fine alignment of the 20 pair of data...\n", "Performing fine alignment of the 21 pair of data...\n", "Performing fine alignment of the 22 pair of data...\n", "Performing fine alignment of the 23 pair of data...\n", "Performing fine alignment of the 24 pair of data...\n", "Performing fine alignment of the 25 pair of data...\n", "Performing fine alignment of the 26 pair of data...\n", "Performing fine alignment of the 27 pair of data...\n", "Performing fine alignment of the 28 pair of data...\n", "Performing fine alignment of the 29 pair of data...\n", "Performing fine alignment of the 30 pair of data...\n", "Performing fine alignment of the 31 pair of data...\n", "Performing fine alignment of the 32 pair of data...\n", "Performing fine alignment of the 33 pair of data...\n", "Performing fine alignment of the 34 pair of data...\n", "Performing fine alignment of the 35 pair of data...\n", "Performing fine alignment of the 36 pair of data...\n", "Performing fine alignment of the 37 pair of data...\n", "Performing fine alignment of the 38 pair of data...\n", "Performing fine alignment of the 39 pair of data...\n" ] } ], "source": [ "adata.obs[['section_index', 'z_rec']].drop_duplicates()\n", "slice_order = adata.obs[['section_index', 'z_rec']].drop_duplicates().sort_values('z_rec', ascending=False)['section_index'].tolist()\n", "\n", "loc_align = Loc_Align(adata, batch_key='section_index', batch_order=keys_use, result_path=result_path)\n", "\n", "anchors = loc_align.init_align( emb_key = 'STAIR',\n", " spatial_key = 'spatial',\n", " num_mnn = 1,\n", " return_result = True)\n", "\n", "loc_align.detect_fine_points( domain_key = 'ABA_parent',\n", " slice_boundary = True, \n", " domain_boundary = True, \n", " num_domains = 1,\n", " alpha = 500,\n", " return_result = False)\n", "\n", "loc_align.plot_edge(spatial_key = 'transform_init',\n", " figsize = (6,6),\n", " s=2)\n", "\n", "adata = loc_align.fine_align()" ] }, { "cell_type": "markdown", "id": "e140e055", "metadata": {}, "source": [ "## 3D Visualization" ] }, { "cell_type": "code", "execution_count": 12, "id": "8b3a5a36", "metadata": 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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "import matplotlib\n", "\n", "hex_colors = [plt.matplotlib.colors.rgb2hex(color) for color in plt.cm.tab20.colors]\n", "\n", "### domain all\n", "adata.obs['Domain'] = adata.obs['Domain'].cat.set_categories(['Midbrain', 'Layer 4-5', 'Thalamus', 'Layer 6', \n", " 'Hypothalamus', 'Layer 1-3', 'Hindbrain', \n", " 'Olfactory area', 'Hippocampus', 'Pallidum', 'Retrohippocampus', 'Striatum',\n", " 'Cortical subplate', 'Fiber tracts'])\n", "domains = adata.obs['Domain'].cat.categories.tolist()\n", "df = adata.obs\n", "fig = px.scatter_3d(df, \n", " x='x_pred',\n", " y='y_pred',\n", " z='z_pred', \n", " color='Domain', \n", " opacity=1,\n", " color_discrete_map={domains[i]:matplotlib.colors.to_hex(plt.cm.get_cmap('tab20')(i)) for i in range(len(domains))}, \n", " )\n", "fig.update_traces(marker_size = 3) \n", "fig.update_layout(\n", " height=1000,\n", " width=1000,\n", " scene=dict(\n", " aspectratio=dict(x=1.1, y=1, z=1.3) #改变画布空间比例为1:1:1\n", " ),\n", " margin=dict(r=0, l=0, b=0, t=0))\n", "fig" ] }, { "cell_type": "markdown", "id": "77d5bf39", "metadata": {}, "source": [ "## Prediction in z-axis" ] }, { "cell_type": "markdown", "id": "2a46f808-9c1f-4589-a4db-761e08c2adec", "metadata": {}, "source": [ "In addition, we assessed the ability for predicting the z-axis of new slices by STAIR. By sequentially masking the known z-axis coordinates of slices, we predicted the masked value based on attention scores. " ] }, { "cell_type": "code", "execution_count": 13, "id": "26b9ccee", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# location prediction\n", "\n", "preds = []\n", "\n", "for query_tmp in keys_use:\n", " pred_tmp, loc_knowns = loc_predict_z( adata, \n", " atte, \n", " querys = [query_tmp], \n", " loc_key = 'stereo_AP', \n", " batch_key = 'section_index', \n", " knowns = None, \n", " num_mnn = 10)\n", " preds.append(pred_tmp[0])\n", "\n", "\n", "from scipy.stats import pearsonr\n", "from sklearn.metrics import r2_score\n", "\n", "use = adata.obs[['section_index', 'stereo_AP']].drop_duplicates()\n", "use.index = use['section_index']\n", "use['pred'] = preds\n", "\n", "trues = use['stereo_AP'].tolist()\n", "vmin = np.array(preds + trues).min()\n", "vmax = np.array(preds + trues).max()\n", "\n", "plt.figure(figsize=(3,3))\n", "plt.scatter(use['stereo_AP'], use['pred'], s=8)\n", "plt.plot([vmin, vmax],[vmin, vmax])\n", "plt.xlim([vmin, vmax])\n", "plt.ylim([vmin, vmax])\n", "plt.text(vmin+0.1*(vmax-vmin), vmax-0.15*(vmax-vmin), \n", " 'Corr: ' + str(pearsonr(use['stereo_AP'], use['pred'])[0].round(2)) + '\\n' + \\\n", " \"R^2: \" + str(r2_score(use['stereo_AP'], use['pred']).round(2))\n", " )\n", "plt.xlabel('Bregma')\n", "plt.ylabel('Predicted Bregma')\n", "# plt.savefig(f'./{result_path}/loc_pred.pdf', bbox_inches='tight')\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "304a09b4", "metadata": {}, "source": [ "## Save" ] }, { "cell_type": "code", "execution_count": 14, "id": "bc4256d2", "metadata": {}, "outputs": [], "source": [ "adata.write(f'{result_path}/adata.h5ad')" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }