{ "cells": [ { "cell_type": "markdown", "id": "1279b583-de03-4996-ac0c-cdd6e8e5f9c7", "metadata": {}, "source": [ "# Ovarian cancer data analysis\n", "Train steamboat model on HGSC data." ] }, { "cell_type": "code", "execution_count": 27, "id": "5b9a56a3-2fe9-45e8-a795-aeee2c268a54", "metadata": {}, "outputs": [], "source": [ "import os\n", "import scanpy as sc\n", "import squidpy as sq\n", "import numpy as np\n", "import scipy as sp\n", "import seaborn as sns\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "4557a817-4ba3-463d-a28d-2de562f6dce1", "metadata": {}, "outputs": [], "source": [ "plt.rcParams['pdf.fonttype'] = 42\n", "plt.rcParams['mathtext.fontset'] = 'dejavuserif'\n", "plt.rcParams['font.family'] = 'arial'\n", "\n", "pltkw = dict(bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "dd27e048-d649-45c1-859a-31e0472ea50d", "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append(\"..\")\n", "import steamboat as sf\n", "import steamboat.tools\n", "import torch\n", "device = 'cuda'" ] }, { "cell_type": "code", "execution_count": 37, "id": "287d9f86-0a7c-44b5-aa4b-c7afd00e916d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import importlib\n", "importlib.reload(steamboat.tools)" ] }, { "cell_type": "code", "execution_count": 5, "id": "094c1daf-15c2-4868-a0d1-7203f4958575", "metadata": {}, "outputs": [], "source": [ "# https://www.nature.com/articles/s41590-024-01943-5" ] }, { "cell_type": "markdown", "id": "b2cca7a2-9c7b-4c20-8ae9-c9010be92609", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 6, "id": "2172ba4e-bd7d-4c47-b106-76001834d65c", "metadata": {}, "outputs": [], "source": [ "regenerate = False\n", "\n", "h5ad_file = \"../../../data/HGSC/ST_Discovery_so.h5ad\"\n", "if (not os.path.exists(h5ad_file)) or regenerate:\n", " adata = sc.read_mtx(\"G:/data/HGSC/Csv/ST_Discovery_so_counts.mtx\").T\n", " metadata = pd.read_csv(\"G:/data/HGSC/Csv/ST_Discovery_so_metadata.csv\", index_col=0)\n", " features = pd.read_csv(\"G:/data/HGSC/Csv/ST_Discovery_so_features.txt\", index_col=0, header=None)\n", " features.index = features.index.str.strip() # remove trailing white space in gene names\n", " features.index.name = 'gene_symbol'\n", " adata.obs = metadata\n", " adata.var = features\n", " adata.obsm['spatial'] = adata.obs[['x', 'y']].to_numpy()\n", " adata.write_h5ad(\"G:/data/HGSC/h5ad/ST_Discovery_so.h5ad\")\n", "else:\n", " adata = sc.read_h5ad(h5ad_file)" ] }, { "cell_type": "code", "execution_count": 7, "id": "4bb686a0-a2e6-4831-8862-de947060a93f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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orig.identnCount_RNAnFeature_RNAsamplespatientssites_binarycell.typescell.subtypesxy
SMI_T10_F001_c1017SMI848357SMI_T10_F001HGSC1AdnexaMalignantMalignant1493.35003151.233
SMI_T10_F001_c102SMI731319SMI_T10_F001HGSC1AdnexaMalignantMalignant2623.20003607.450
SMI_T10_F001_c1062SMI236155SMI_T10_F001HGSC1AdnexaMalignantMalignant850.56703143.833
SMI_T10_F001_c1064SMI609300SMI_T10_F001HGSC1AdnexaMalignantMalignant3222.73003152.586
SMI_T10_F001_c1075SMI310174SMI_T10_F001HGSC1AdnexaMalignantMalignant78.01253179.012
.................................
SMI_T14_F020_c5758SMI10063SMI_T14_F020HGSC89OmentumTNK.cellCD4.T.cell.DN5170.4400431.900
SMI_T14_F020_c734SMI14188SMI_T14_F020HGSC89OmentumFibroblastFibroblast768.70003188.400
SMI_T14_F020_c875SMI7860SMI_T14_F020HGSC89OmentumMalignantMalignant42.58333070.350
SMI_T14_F020_c3288SMI10458SMI_T14_F020HGSC89OmentumFibroblastFibroblast48.98891751.740
SMI_T14_F020_c2963SMI10254SMI_T14_F020HGSC89OmentumMonocyteMonocyte3696.30001917.450
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491792 rows × 10 columns

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" ], "text/plain": [ " orig.ident nCount_RNA nFeature_RNA samples \\\n", "SMI_T10_F001_c1017 SMI 848 357 SMI_T10_F001 \n", "SMI_T10_F001_c102 SMI 731 319 SMI_T10_F001 \n", "SMI_T10_F001_c1062 SMI 236 155 SMI_T10_F001 \n", "SMI_T10_F001_c1064 SMI 609 300 SMI_T10_F001 \n", "SMI_T10_F001_c1075 SMI 310 174 SMI_T10_F001 \n", "... ... ... ... ... \n", "SMI_T14_F020_c5758 SMI 100 63 SMI_T14_F020 \n", "SMI_T14_F020_c734 SMI 141 88 SMI_T14_F020 \n", "SMI_T14_F020_c875 SMI 78 60 SMI_T14_F020 \n", "SMI_T14_F020_c3288 SMI 104 58 SMI_T14_F020 \n", "SMI_T14_F020_c2963 SMI 102 54 SMI_T14_F020 \n", "\n", " patients sites_binary cell.types cell.subtypes \\\n", "SMI_T10_F001_c1017 HGSC1 Adnexa Malignant Malignant \n", "SMI_T10_F001_c102 HGSC1 Adnexa Malignant Malignant \n", "SMI_T10_F001_c1062 HGSC1 Adnexa Malignant Malignant \n", "SMI_T10_F001_c1064 HGSC1 Adnexa Malignant Malignant \n", "SMI_T10_F001_c1075 HGSC1 Adnexa Malignant Malignant \n", "... ... ... ... ... \n", "SMI_T14_F020_c5758 HGSC89 Omentum TNK.cell CD4.T.cell.DN \n", "SMI_T14_F020_c734 HGSC89 Omentum Fibroblast Fibroblast \n", "SMI_T14_F020_c875 HGSC89 Omentum Malignant Malignant \n", "SMI_T14_F020_c3288 HGSC89 Omentum Fibroblast Fibroblast \n", "SMI_T14_F020_c2963 HGSC89 Omentum Monocyte Monocyte \n", "\n", " x y \n", "SMI_T10_F001_c1017 1493.3500 3151.233 \n", "SMI_T10_F001_c102 2623.2000 3607.450 \n", "SMI_T10_F001_c1062 850.5670 3143.833 \n", "SMI_T10_F001_c1064 3222.7300 3152.586 \n", "SMI_T10_F001_c1075 78.0125 3179.012 \n", "... ... ... \n", "SMI_T14_F020_c5758 5170.4400 431.900 \n", "SMI_T14_F020_c734 768.7000 3188.400 \n", "SMI_T14_F020_c875 42.5833 3070.350 \n", "SMI_T14_F020_c3288 48.9889 1751.740 \n", "SMI_T14_F020_c2963 3696.3000 1917.450 \n", "\n", "[491792 rows x 10 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs" ] }, { "cell_type": "code", "execution_count": 8, "id": "92b13147", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datasetplatformn_cellsmedian_tpcmean_tpcTMApatientssites_binaryagestage...fu_time2outcomepfsBRCA1_SomaticBRCA2_SomaticTP53_SomaticBRCA1_GermlineBRCA2_GermlineTP53_Germlinetmb
profile
SMI_T10_F001DiscoverySMI5660205.0238.675618TMA 10HGSC1Adnexa58.0III...775.0Alive775.0WTPPUSUSUS6.80
SMI_T10_F002DiscoverySMI8821364.0393.318671TMA 10HGSC7Adnexa58.0III...1013.0Alive1013.0PWTLPUSUSUS0.53
SMI_T10_F003DiscoverySMI2881300.0445.154460TMA 10HGSC8Adnexa65.0IV...781.0Alive200.0WTWTPUSUSUS3.16
SMI_T10_F004DiscoverySMI3145286.0376.895390TMA 10HGSC13Omentum67.0III...840.0Dead (disease)161.0WTWTPUSUSUS2.63
SMI_T10_F005DiscoverySMI2187165.0267.202561TMA 10HGSC15Adnexa33.0IV...845.0Alive845.0WTWTPPUSUS2.63
..................................................................
SMI_T14_F016DiscoverySMI2744209.0288.211735TMA 14HGSC61Omentum70.0III...1955.0Alive1955.0WTWTPUSUSUS1.10
SMI_T14_F017DiscoverySMI3376276.0368.816647TMA 14HGSC63Omentum71.0III...407.0D/c to hospice (likely dead of disease)297.0WTWTPUSUSUS0.50
SMI_T14_F018DiscoverySMI9961189.0210.500452TMA 14HGSC89Adnexa53.0III...1729.0Dead (disease)412.0NaNNaNNaNNaNNaNNaNNaN
SMI_T14_F019DiscoverySMI3298205.0271.453305TMA 14HGSC91Adnexa67.0III...1925.0D/c to hospice (likely dead of disease)867.0WTWTPUSUSUS0.50
SMI_T14_F020DiscoverySMI6214381.0406.158191TMA 14HGSC89Omentum53.0III...1729.0Dead (disease)412.0NaNNaNNaNNaNNaNNaNNaN
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100 rows × 25 columns

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" ], "text/plain": [ " dataset platform n_cells median_tpc mean_tpc TMA \\\n", "profile \n", "SMI_T10_F001 Discovery SMI 5660 205.0 238.675618 TMA 10 \n", "SMI_T10_F002 Discovery SMI 8821 364.0 393.318671 TMA 10 \n", "SMI_T10_F003 Discovery SMI 2881 300.0 445.154460 TMA 10 \n", "SMI_T10_F004 Discovery SMI 3145 286.0 376.895390 TMA 10 \n", "SMI_T10_F005 Discovery SMI 2187 165.0 267.202561 TMA 10 \n", "... ... ... ... ... ... ... \n", "SMI_T14_F016 Discovery SMI 2744 209.0 288.211735 TMA 14 \n", "SMI_T14_F017 Discovery SMI 3376 276.0 368.816647 TMA 14 \n", "SMI_T14_F018 Discovery SMI 9961 189.0 210.500452 TMA 14 \n", "SMI_T14_F019 Discovery SMI 3298 205.0 271.453305 TMA 14 \n", "SMI_T14_F020 Discovery SMI 6214 381.0 406.158191 TMA 14 \n", "\n", " patients sites_binary age stage ... fu_time2 \\\n", "profile ... \n", "SMI_T10_F001 HGSC1 Adnexa 58.0 III ... 775.0 \n", "SMI_T10_F002 HGSC7 Adnexa 58.0 III ... 1013.0 \n", "SMI_T10_F003 HGSC8 Adnexa 65.0 IV ... 781.0 \n", "SMI_T10_F004 HGSC13 Omentum 67.0 III ... 840.0 \n", "SMI_T10_F005 HGSC15 Adnexa 33.0 IV ... 845.0 \n", "... ... ... ... ... ... ... \n", "SMI_T14_F016 HGSC61 Omentum 70.0 III ... 1955.0 \n", "SMI_T14_F017 HGSC63 Omentum 71.0 III ... 407.0 \n", "SMI_T14_F018 HGSC89 Adnexa 53.0 III ... 1729.0 \n", "SMI_T14_F019 HGSC91 Adnexa 67.0 III ... 1925.0 \n", "SMI_T14_F020 HGSC89 Omentum 53.0 III ... 1729.0 \n", "\n", " outcome pfs BRCA1_Somatic \\\n", "profile \n", "SMI_T10_F001 Alive 775.0 WT \n", "SMI_T10_F002 Alive 1013.0 P \n", "SMI_T10_F003 Alive 200.0 WT \n", "SMI_T10_F004 Dead (disease) 161.0 WT \n", "SMI_T10_F005 Alive 845.0 WT \n", "... ... ... ... \n", "SMI_T14_F016 Alive 1955.0 WT \n", "SMI_T14_F017 D/c to hospice (likely dead of disease) 297.0 WT \n", "SMI_T14_F018 Dead (disease) 412.0 NaN \n", "SMI_T14_F019 D/c to hospice (likely dead of disease) 867.0 WT \n", "SMI_T14_F020 Dead (disease) 412.0 NaN \n", "\n", " BRCA2_Somatic TP53_Somatic BRCA1_Germline BRCA2_Germline \\\n", "profile \n", "SMI_T10_F001 P P US US \n", "SMI_T10_F002 WT LP US US \n", "SMI_T10_F003 WT P US US \n", "SMI_T10_F004 WT P US US \n", "SMI_T10_F005 WT P P US \n", "... ... ... ... ... \n", "SMI_T14_F016 WT P US US \n", "SMI_T14_F017 WT P US US \n", "SMI_T14_F018 NaN NaN NaN NaN \n", "SMI_T14_F019 WT P US US \n", "SMI_T14_F020 NaN NaN NaN NaN \n", "\n", " TP53_Germline tmb \n", "profile \n", "SMI_T10_F001 US 6.80 \n", "SMI_T10_F002 US 0.53 \n", "SMI_T10_F003 US 3.16 \n", "SMI_T10_F004 US 2.63 \n", "SMI_T10_F005 US 2.63 \n", "... ... ... \n", "SMI_T14_F016 US 1.10 \n", "SMI_T14_F017 US 0.50 \n", "SMI_T14_F018 NaN NaN \n", "SMI_T14_F019 US 0.50 \n", "SMI_T14_F020 NaN NaN \n", "\n", "[100 rows x 25 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Metadata and gene sets\n", "\n", "sample_metadata = pd.read_excel(\"../../../data/HGSC/sample_metadata.xlsx\", index_col=0, sheet_name='Table 2b', skiprows=1)\n", "sample_metadata = sample_metadata[sample_metadata['dataset'] == 'Discovery']\n", "\n", "celltype_signatures = pd.read_excel(\"G:/data/HGSC/sample_metadata.xlsx\", sheet_name='Table 3a', skiprows=2)\n", "mtil_signautures = pd.read_excel(\"G:/data/HGSC/sample_metadata.xlsx\", sheet_name='Table 6a', skiprows=2)\n", "desmoplasia_signautures = pd.read_excel(\"G:/data/HGSC/sample_metadata.xlsx\", sheet_name='Table 5a', skiprows=2)\n", "\n", "def purge_gene_sets(df, prefix=''):\n", " res = {}\n", " for i in df.columns:\n", " res[prefix + i] = df[i].dropna().tolist()\n", " return res\n", "celltype_signatures = pd.read_excel(\"G:/data/HGSC/sample_metadata.xlsx\", index_col=0, sheet_name='Table 3b', skiprows=2).iloc[:, :-3]\n", "genesets = (purge_gene_sets(celltype_signatures, 'sig_') | \n", " purge_gene_sets(mtil_signautures, 'mtil_') | \n", " purge_gene_sets(mtil_signautures, 'mtil_'))\n", "genesets.keys()\n", "del genesets['sig_Mast.cell']\n", "\n", "sample_metadata" ] }, { "cell_type": "code", "execution_count": 9, "id": "52856cf1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Find untreated, adnexa samples\n", "\n", "columns_of_interest = ['sites_binary', 'stage', 'treatment']\n", "fig, axes = plt.subplots(1, len(columns_of_interest), figsize=(len(columns_of_interest) * 1.5, 3))\n", "for i, column in enumerate(columns_of_interest):\n", " sample_metadata[column].value_counts().plot(kind='bar', ax=axes[i])\n", " axes[i].set_title(column)\n", "plt.tight_layout()\n", "\n", "mask = (sample_metadata['sites_binary'] == 'Adnexa') & (sample_metadata['treatment'] == 'Untreated')\n", "samples_of_interest = sample_metadata.index[mask].tolist()\n", "\n", "all_adata = adata[adata.obs['samples'].isin(samples_of_interest)].copy()\n", "all_adata.obs['cell.types.nolc'] = all_adata.obs['cell.types'].str.replace('_LC', '')" ] }, { "cell_type": "code", "execution_count": 10, "id": "14b60136-cf01-415d-a6ad-f30961db0584", "metadata": {}, "outputs": [], "source": [ "### Have a look at the spatial distribution of cells" ] }, { "cell_type": "markdown", "id": "660e6131-5559-4d3d-914c-d758f2521a80", "metadata": {}, "source": [ "## Train a Steamboat model" ] }, { "cell_type": "markdown", "id": "87e84732-85c6-4587-9534-57b79c157b50", "metadata": {}, "source": [ "### Process data to create torch dataset" ] }, { "cell_type": "code", "execution_count": 12, "id": "a34e0cea", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "931863fc879141b4ae25140fe79a8742", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/27 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sq.pl.spatial_scatter(adatas[0], color=['cell.types.nolc'], shape=None, figsize=(3.5, 3.5), size=.5, \n", " legend_fontsize=10, cmap='Reds', ncols=3, colorbar=False, vmin=0., wspace=.0, outline=False, frameon=False, title=\"\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "5e79d90c-5c26-4962-b075-72f138448169", "metadata": {}, "outputs": [], "source": [ "# Move data into vmem\n", "\n", "cuda_dataset = None\n", "\n", "load_data_into_gpu = True # if you run into OOM on GPU, set this to False\n", "if device == 'cuda' and load_data_into_gpu:\n", " cuda_dataset = dataset.to('cuda')" ] }, { "cell_type": "markdown", "id": "a3bc4c97-b96a-4ed0-b85c-893da5c4d927", "metadata": {}, "source": [ "### Create model and train" ] }, { "cell_type": "code", "execution_count": 15, "id": "1a79fd9d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2025-03-02 16:34:31,571::train::INFO] Epoch 1: train_loss 108.29949\n", "[2025-03-02 16:34:52,082::train::INFO] Epoch 201: train_loss 65.23699\n", "[2025-03-02 16:35:13,249::train::INFO] Epoch 401: train_loss 64.43046\n", "[2025-03-02 16:35:35,547::train::INFO] Epoch 601: train_loss 64.02565\n", "[2025-03-02 16:35:58,622::train::INFO] Epoch 801: train_loss 63.11885\n", "[2025-03-02 16:36:21,533::train::INFO] Epoch 1001: train_loss 62.52837\n", "[2025-03-02 16:36:43,575::train::INFO] Epoch 1201: train_loss 61.90503\n", "[2025-03-02 16:37:05,656::train::INFO] Epoch 1401: train_loss 61.92073\n", "[2025-03-02 16:37:26,926::train::INFO] Epoch 1601: train_loss 61.44772\n", "[2025-03-02 16:37:48,203::train::INFO] Epoch 1801: train_loss 61.36187\n", "[2025-03-02 16:38:09,090::train::INFO] Epoch 2001: train_loss 61.31289\n", "[2025-03-02 16:38:31,168::train::INFO] Epoch 2201: train_loss 61.13449\n", "[2025-03-02 16:38:52,523::train::INFO] Epoch 2401: train_loss 61.05229\n", "[2025-03-02 16:39:13,759::train::INFO] Epoch 2601: train_loss 61.05418\n", "[2025-03-02 16:39:18,513::train::INFO] Epoch 2647: train_loss 61.26666\n", "[2025-03-02 16:39:18,513::train::INFO] Stopping criterion met.\n" ] }, { "data": { "text/plain": [ "Steamboat(\n", " (spatial_gather): BilinearAttention(\n", " (bias): NonNegBias(\n", " (elu): ELU(alpha=1.0)\n", " )\n", " (q): NonNegLinear(\n", " (elu): ELU(alpha=1.0)\n", " )\n", " (k_local): NonNegLinear(\n", " (elu): ELU(alpha=1.0)\n", " )\n", " (k_regionals): ModuleList(\n", " (0): NonNegLinear(\n", " (elu): ELU(alpha=1.0)\n", " )\n", " )\n", " (w_ego): NonNegScale(\n", " (elu): ELU(alpha=1.0)\n", " )\n", " (tanh): Tanh()\n", " (v): NonNegLinear(\n", " (elu): ELU(alpha=1.0)\n", " )\n", " (cosine_similarity): CosineSimilarity()\n", " )\n", ")" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_heads = 25\n", "\n", "sf.set_random_seed(0)\n", "model = sf.Steamboat(adata.var_names.tolist(), n_heads=n_heads, n_scales=3)\n", "model = model.to(device)\n", "\n", "use_dataset = cuda_dataset\n", "if use_dataset is None:\n", " use_dataset = dataset\n", "\n", "model.fit(cuda_dataset, entry_masking_rate=0.1, feature_masking_rate=0.1,\n", " max_epoch=10000, \n", " loss_fun=torch.nn.MSELoss(reduction='sum'),\n", " opt=torch.optim.Adam, opt_args=dict(lr=0.1), stop_eps=1e-3, report_per=200, stop_tol=200, device=device)" ] }, { "cell_type": "markdown", "id": "fb5d2ca0-9047-4a78-998e-700cb65bd581", "metadata": {}, "source": [ "### Save model" ] }, { "cell_type": "code", "execution_count": 16, "id": "bd35d9f7-2eef-4f68-8782-c1762446b7d4", "metadata": {}, "outputs": [], "source": [ "torch.save(model.state_dict(), 'saved_models/hgsc.pth')" ] }, { "cell_type": "markdown", "id": "1b25c35d-5e99-416b-99c4-691c8681e6ba", "metadata": {}, "source": [ "### Calculate attention scores and save AnnData" ] }, { "cell_type": "code", "execution_count": 17, "id": "a7b6f816", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b491c81fcd59459ab66e10dcbb34a3b7", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/27 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head_weights = sf.tools.calc_head_weights(adatas, model)\n", "sf.tools.plot_head_weights(head_weights)" ] }, { "cell_type": "markdown", "id": "9a8b6401-923b-4977-8d89-f268ded55578", "metadata": {}, "source": [ "## Metagene interpretation: cell types and states" ] }, { "cell_type": "code", "execution_count": 23, "id": "80150497-19f6-406d-bc7f-dda9bb7d43a4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gene_df = sf.tools.calc_var(model)\n", "sig_df = sf.tools.calc_geneset_auroc(gene_df, genesets)\n", "metagene_order = sf.tools.calc_geneset_auroc_order(sig_df)\n", "sf.tools.plot_geneset_auroc(sig_df, metagene_order)" ] }, { "cell_type": "code", "execution_count": 24, "id": "f6f1d8eb-ba47-465e-aaf2-9c35416f91ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sf.tools.plot_head_weights(head_weights, 100, metagene_order)" ] }, { "cell_type": "code", "execution_count": 25, "id": "66e2c448-d493-4947-8e7e-ab06472636a6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\AppData\\Local\\Temp\\ipykernel_18608\\3279536217.py:5: FutureWarning: The provided callable is currently using DataFrameGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"median\" instead.\n", " plt_df = pd.pivot_table(plt_df, index=[\"samples\"], columns=[\"cell.types.nolc\"], values=[f\"q_{i_head}\"], aggfunc=np.median)\n", "C:\\Users\\lshh\\AppData\\Local\\Temp\\ipykernel_18608\\3279536217.py:5: FutureWarning: The provided callable is currently using DataFrameGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"median\" instead.\n", " plt_df = pd.pivot_table(plt_df, index=[\"samples\"], columns=[\"cell.types.nolc\"], values=[f\"q_{i_head}\"], aggfunc=np.median)\n" ] }, { "data": { "image/png": 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TpuHBA1oVkjyl5224dPToUUilUqxduxZCoRA+Pj5aF1zThmEYeHp64rPPPoNSqcTKlSvh7++PixcvPrGejY0NfH19uWsvt2/fRnZ2NmbPns2VefDgAfbv34+4uDi4uLhAJBJh+fLlGDFiBL788kuu3LJly2Bvbw8LCwvMmzePC1z79u3DmDFjsHz5cohEIri4uCAuLg6ffvop1Go1kpKSsHjxYnh7e0MgEGDRokU4ffo0TE1NERERgYMHD3IrRyYlJWk9JizLYvfu3YiLi4OTkxNMTEywceNGqFSqDldI0PouSqtuK1ySfuJ5Gy6Vl5dDJpOBeeyN0kfrSHdm9erVOHToEFxdXSESiRAcHIzXXnsNhw4dwrlz53gXg2NjY3l1w8PDkZycDLVajcTERAQFBfGebKyuroZKpYKzszOvnpOTE29dbXt7e+6zUCjkrpeUlZVprdvU1ITy8nLcvXtXY5j38ssvw9TUFLNmzQLDMDh+/Diys7NRVFSEuXPnavz+iooKNDQ0ICAgAJaWlrC0tMTAgQNx7949Xh8fp+1dlK0Xfur4IJP+RyRuSwaqS0HG2dkZxcXFvIuZpaWlOtXdtm0b0tPTeXmPHk+Wy+W8i8Hr16/nlZsxYwZUKhXS09ORmJioMVSys7ODiYkJCgoKePkFBQUYPHhwp30bNmyY1rpisRhWVlaQyWS8YRcAbNiwAXl5eVzATE1NRWpqKubNm6f1grS1tTVMTExw6tQp1NTUcOnHH3/E4sWLtfYrKioKtbW1vLR24qhOfw/pR563MxlfX1+IxWJER0dDpVIhOzsbe/bs0anu7du3sWTJEty6dQutra1ISEhAZmYmwsLCOq1rbGyMkJAQrFq1ClZWVhgzZgz/RwgEiIiIwPr163Hz5k2oVCrs2LEDubm5CAoK6rT9oKAgXL9+HTt27IBKpUJBQQHWr1+P4OBgiEQihIeHY+/evcjKyoJarcbnn3+OTz75hLvwHBERgZMnT+Krr75CeHg4166JiQkaGxvR2toKgUCAhQsXYt26dSgtLeWGYSNHjuzwWRqxWIwBAwbwktjYqNPfQ/oPRmTCJUPVpSd+JRIJTp06hSVLlsDOzg5ubm6YPHkyysrKOq37/vvvQyAQQC6Xo6amBiNHjsSJEyfg4uKi077Dw8Oxffv2Di80f/DBB1AoFJgyZQru3buH0aNHIy0tDW5ubp22PWzYMKSlpSEqKgrR0dEwNTXF/Pnz8d577wEA5s+fj+rqaoSEhODu3bvw8PDAt99+CxsbGwDA2LFj8cILL6ChoQETJ07k2p00aRJsbW1haWmJ//znP9i2bRsUCgXkcjmqqqrg7OyMw4cPY9y4cTodA0I0GBvuGcwj3Z4ZT6FQICMjAxkZGT3Upb7pd7/7Hby8vLB27Vq97odmxqOZ8Xht5GRwnwWjfZ5YtrfQu0vdVFhYiKtXr+LMmTPYvXt3b3eH9DOGPEx6pEeCTHZ2NszMzDr8PiQkBPHx8T2xK4OjUCjw73//Gx999BE3Nwchz0wfGC51O8goFAooFIoe6Erf1P5pZEKeKaHh3rp+hIZLhPRlRob/Fzb8HhJCOkZBhhCiVxRkCCH6xAgM/y9s+D0khHTM2PD/wobfQ0JIx/rAmQythU0I0SuaSJwQolcUZAghekVBhhCiVxRkCCF6RUGGEKJXFGQIIXpFQYZ0W3V1Nd555x3IZDJIpVIMHjwYYWFhOs//3JMYhun3E6gZGgoypNsCAwNRWVmJrKwsNDQ04OrVq2hubsbUqVPR2tra290jvYyCDOm28+fPY86cOdySM3Z2dvjoo4/g5eWF6upq5OXlwc/PD0OGDIGpqSk8PDy4hf0erXn+xRdfYOjQoZBKpQgPD8f58+cxduxYmJmZYcqUKaisrAQAvPXWW1i4cCEmT54MqVQKd3d3HDlyRGu/6uvrsXTpUshkMtja2uL3v/89bz5qhUIBmUwGKysreHp64ptvvtHvgeqvWEK6KSIigh0wYAAbGRnJHjhwgC0qKuJ97+7uzq5bt45VqVRsc3Mzu2LFCtbR0ZFlWZYtLCxkAbCBgYFsQ0MDm5OTwxoZGbFjx45lS0tL2YqKCtbFxYXdvHkzy7IsGxYWxgoEAjY1NZVtaWlhk5KSWKFQyObl5bEsy7IA2O+//55lWZadO3cuO23aNLasrIytr69n//CHP7De3t6sWq1mv/vuO3bw4MGsUqlk1Wo1Gx8fz1pbW7MqlerZHbh+goIM6baHDx+yycnJrK+vL2thYcECYF944QU2JSWFZVmWvXXrFvvgwQP2wYMH7I0bN9jNmzezDMOwLNsWZLKysrj2HB0d2e3bt3PboaGhbHh4OMuyvwaZWbNm8fbv7e3NRkdHsyzbFmTKyspYAOzPP//MlWtoaGCNjY3Zy5cvs5mZmaxYLGYVCgV75coVtrW1lVWr1Xo5Pv0dDZdItwkEAoSEhODYsWOorq5Gbm4uAgICEBoaivT0dFy9ehUTJkyAo6MjFi1ahGvXroFt98rcoEFtqyIYGRlh4MCBvPYfX1DQ1dWVV3fIkCG4e/cuL+/RqpxeXl7cip0ODg4wNjZGYWEhvL29cfjwYWRmZkIul8Pe3h7vvfcebz+kZ1CQId2SlpYGMzMz3Lt3D8Cvd3c8PDwQFxeHcePG4cKFCwgICEBsbCwqKipw9uxZzJ8/X6MdRsuSIR25c+cOb7uwsBBDhvCXXHF0dAQA/Pzzz7wVO69cuQI/Pz+UlJTAzs4OaWlpqK6uRlJSEmJiYvDtt9929RCQTlCQId3y6quvws7ODuHh4cjJyUFLSwvq6+uxb98+5OfnY/bs2Xj48CG3dO/169exZcsWAIBKpXqqfX799dc4c+YMtxJpTk6ORuBycHCAr68vli9fjqqqKrS0tCAmJgaenp6oqalBVlYWXn/9dVy7dg0ikYhbaeLRqqCk51CQId1iamqK8+fPw97eHjNnzoSFhQVkMhlSUlJw+vRpjB07Fh988AGCg4NhYWGBgIAAREREQCgUIicn56n2KZfLsXXrVlhZWWHnzp04ceIEnJycNMolJyfD0tISL774IqytrXH8+HGkpaXB3t4e/v7++POf/4xZs2ZBKpUiICCAuyNGehbNJ0P6lLfeegsAkJiY2Kv9ILqjMxlCiF5RkCGE6BUNlwghekVnMoQQvaIgQwjRKwoyhBC9oiBDCNErCjKEEL2iIEMI0SsKMoQQvaIgQwjRq/8HKgyqd/hoa+0AAAAASUVORK5CYII=", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_helper(all_adata, i_head, celltypes):\n", " plt_df = all_adata.obs.copy()\n", " plt_df[f'q_{i_head}'] = all_adata.obsm['q'][:, i_head]\n", " plt_df = plt_df[plt_df['cell.types.nolc'].isin(celltypes)]\n", " plt_df = pd.pivot_table(plt_df, index=[\"samples\"], columns=[\"cell.types.nolc\"], values=[f\"q_{i_head}\"], aggfunc=np.median)\n", " plt_df = plt_df.sort_values(by=(f\"q_{i_head}\", celltypes[0]))\n", " \n", " fig, ax = plt.subplots(figsize=(2, 0.75))\n", " sns.heatmap((plt_df / plt_df.max()).T, ax=ax, cmap='Reds')\n", " ax.set_xticks([])\n", " ax.set_ylabel('')\n", " ax.set_xlabel('Samples')\n", "\n", "plot_helper(all_adata, 5, ['Malignant', 'Monocyte'])\n", "plot_helper(all_adata, 0, ['Malignant', 'TNK.cell'])" ] }, { "cell_type": "code", "execution_count": 28, "id": "eabe1202-948d-4303-83e8-a4d9db327644", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P-value: 2.824042372846463e-06\n" ] } ], "source": [ "# investigate the overlap between Mtil and Monocyte (Up)\n", "# This part is completely from the original publication.\n", "# It has nothing to do with Steamboat\n", "immune_til = pd.read_excel(\"G:/data/HGSC/sample_metadata.xlsx\", index_col=None, sheet_name='Table 4a', skiprows=1)\n", "immune_til = purge_gene_sets(immune_til)\n", "immune_genes = set()\n", "for k, v in immune_til.items():\n", " if 'Up' in k:\n", " immune_genes |= set(v)\n", "\n", "# Define the parameters of the test\n", "M = all_adata.shape[1] # Total population size\n", "n = len(set(genesets['mtil_UP'])) # Number of successes in the population\n", "N = len(immune_til['Monocyte (Up)']) # Sample size\n", "k = len(set(genesets['mtil_UP']) & set(immune_til['Monocyte (Up)'])) # Number of successes in the sample\n", "\n", "# Calculate the p-value\n", "p_value = sp.stats.hypergeom.sf(k-1, M, n, N)\n", "\n", "print(\"P-value:\", p_value)" ] }, { "cell_type": "markdown", "id": "21f90af7-29ee-4ef2-8242-c8beeec8c376", "metadata": {}, "source": [ "## Attention map interpretation: Cell-cell interaction" ] }, { "cell_type": "code", "execution_count": 38, "id": "051fda87-6147-4700-bcdf-30add36dd24c", "metadata": {}, "outputs": [], "source": [ "steamboat_cci = sf.tools.calc_interaction(adatas, model, 'samples', 'cell.types.nolc')\n", "adjacency_cci = sf.tools.calc_adjacency_freq(adatas, 'samples', 'cell.types.nolc')" ] }, { "cell_type": "code", "execution_count": 46, "id": "93c5aac5-b764-4325-b8f0-b4a54e021732", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../data/Ex1_hgsc/cellchat/SMI_T11_F011.csv all zero. Ignore.\n" ] }, { "data": { "text/html": [ "
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steamboat_rsteamboat_padjacency_radjacency_p
SMI_T10_F0010.7551353.632222e-100.4296992.061229e-03
SMI_T10_F0020.6708747.548447e-060.5756172.397048e-04
SMI_T10_F0060.8884151.658203e-170.5409675.991565e-05
SMI_T10_F0140.8385865.474576e-140.6582722.739395e-07
SMI_T11_F0010.7721958.180797e-110.5615022.698830e-05
SMI_T11_F0020.8275732.270243e-130.7290062.858394e-09
SMI_T11_F0040.7877671.867813e-110.6434186.153603e-07
SMI_T11_F0080.6030959.896973e-050.1902742.663338e-01
SMI_T11_F0090.8840878.915730e-130.4328308.372754e-03
SMI_T11_F0200.8054712.977523e-120.5894908.326015e-06
SMI_T12_F0050.6049009.311499e-050.1822872.872978e-01
SMI_T12_F0070.7584402.747354e-100.5593222.944682e-05
SMI_T12_F0090.8506775.052671e-110.4858292.665902e-03
SMI_T12_F0130.7294244.499990e-070.6032829.834826e-05
SMI_T12_F0150.8618411.852292e-150.3522761.304941e-02
SMI_T12_F0180.8858272.759605e-170.7411501.129690e-09
SMI_T13_F0050.8207895.191639e-130.5268681.006035e-04
SMI_T13_F0090.8737602.548901e-160.7083751.241620e-08
SMI_T13_F0110.5027721.777324e-030.1547483.674999e-01
SMI_T13_F0180.5866341.697411e-040.4920092.304903e-03
SMI_T13_F0190.6185712.171170e-060.5129541.641370e-04
SMI_T14_F0020.7240496.002924e-070.2199031.975029e-01
SMI_T14_F0050.8621401.425636e-110.7209547.065192e-07
SMI_T14_F0150.6751876.266207e-060.5427806.256654e-04
SMI_T14_F0180.3474908.875412e-020.4841021.420283e-02
SMI_T14_F0190.8498945.487522e-110.4915102.332352e-03
\n", "
" ], "text/plain": [ " steamboat_r steamboat_p adjacency_r adjacency_p\n", "SMI_T10_F001 0.755135 3.632222e-10 0.429699 2.061229e-03\n", "SMI_T10_F002 0.670874 7.548447e-06 0.575617 2.397048e-04\n", "SMI_T10_F006 0.888415 1.658203e-17 0.540967 5.991565e-05\n", "SMI_T10_F014 0.838586 5.474576e-14 0.658272 2.739395e-07\n", "SMI_T11_F001 0.772195 8.180797e-11 0.561502 2.698830e-05\n", "SMI_T11_F002 0.827573 2.270243e-13 0.729006 2.858394e-09\n", "SMI_T11_F004 0.787767 1.867813e-11 0.643418 6.153603e-07\n", "SMI_T11_F008 0.603095 9.896973e-05 0.190274 2.663338e-01\n", "SMI_T11_F009 0.884087 8.915730e-13 0.432830 8.372754e-03\n", "SMI_T11_F020 0.805471 2.977523e-12 0.589490 8.326015e-06\n", "SMI_T12_F005 0.604900 9.311499e-05 0.182287 2.872978e-01\n", "SMI_T12_F007 0.758440 2.747354e-10 0.559322 2.944682e-05\n", "SMI_T12_F009 0.850677 5.052671e-11 0.485829 2.665902e-03\n", "SMI_T12_F013 0.729424 4.499990e-07 0.603282 9.834826e-05\n", "SMI_T12_F015 0.861841 1.852292e-15 0.352276 1.304941e-02\n", "SMI_T12_F018 0.885827 2.759605e-17 0.741150 1.129690e-09\n", "SMI_T13_F005 0.820789 5.191639e-13 0.526868 1.006035e-04\n", "SMI_T13_F009 0.873760 2.548901e-16 0.708375 1.241620e-08\n", "SMI_T13_F011 0.502772 1.777324e-03 0.154748 3.674999e-01\n", "SMI_T13_F018 0.586634 1.697411e-04 0.492009 2.304903e-03\n", "SMI_T13_F019 0.618571 2.171170e-06 0.512954 1.641370e-04\n", "SMI_T14_F002 0.724049 6.002924e-07 0.219903 1.975029e-01\n", "SMI_T14_F005 0.862140 1.425636e-11 0.720954 7.065192e-07\n", "SMI_T14_F015 0.675187 6.266207e-06 0.542780 6.256654e-04\n", "SMI_T14_F018 0.347490 8.875412e-02 0.484102 1.420283e-02\n", "SMI_T14_F019 0.849894 5.487522e-11 0.491510 2.332352e-03" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def melt_helper(x):\n", " x_melt = x.melt(ignore_index=False)\n", " x_melt['variable'] = x_melt.index + '_' + x_melt['variable']\n", " return x_melt\n", "\n", "cellchat_corr_dict = {}\n", "cellchat_melt_dict = {}\n", "\n", "cellchat_dict = {}\n", "\n", "for k, v in steamboat_cci.items():\n", " cellchat_res_path = f\"../data/Ex1_hgsc/cellchat/{k}.csv\"\n", " if os.path.isfile(cellchat_res_path):\n", " # print(cellchat_res_path)\n", " cellchat = pd.read_csv(cellchat_res_path, index_col=0)\n", " if (cellchat == 0).all().all():\n", " print(cellchat_res_path, 'all zero. Ignore.')\n", " continue\n", " \n", " cellchat_dict[k] = cellchat\n", " mine = v.copy()\n", " cellchat_melt = melt_helper(cellchat + cellchat.T)\n", " mine_melt = melt_helper(mine)\n", " \n", " adjacency_melt = melt_helper(adjacency_cci[k])\n", " adjacency_melt.columns = ['variable', 'value_adjacency']\n", " \n", " all_melt = pd.merge(cellchat_melt, mine_melt, on='variable', suffixes=['_cellchat', '_steamboat'])\n", " all_melt = pd.merge(all_melt, adjacency_melt, on='variable')\n", " \n", " corr_res = sp.stats.spearmanr(all_melt['value_cellchat'], all_melt['value_steamboat'])\n", " cellchat_melt_dict[k] = all_melt\n", " cellchat_corr_dict[k] = [corr_res.statistic, corr_res.pvalue]\n", " \n", " corr_res = sp.stats.spearmanr(all_melt['value_cellchat'], all_melt['value_adjacency'])\n", " cellchat_corr_dict[k].extend([corr_res.statistic, corr_res.pvalue])\n", " else:\n", " print(cellchat_res_path, 'not found!')\n", "\n", "cellchat_corr_df = pd.DataFrame(cellchat_corr_dict, index=['steamboat_r', 'steamboat_p', \n", " 'adjacency_r', 'adjacency_p'])\n", "\n", "cellchat_corr_df = cellchat_corr_df.T\n", "cellchat_corr_df" ] }, { "cell_type": "code", "execution_count": 47, "id": "f3a975c8-7b41-4012-bee4-4a7a4f6c7977", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9615384615384616" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4IWJjY7Fs2TJdm9vs0LimqKiowKuvvor8/Hxcv34dHA4HcXFx6Nq1qz7sY9GCxnrI6m5q1tiUkZqaGhw5cgTR0dGIjY3VqZ3NFY1F4eXlhcLCQri5uSEnJwfV1dWwsrJq1vOI2hqN9ZBZmCk6COq6kSUSCbhcLk6dOgULCwujRBUyBhq7TxERERgyZAiePXuGAQMGYNasWViwYIHa7dNZDE9Do+HK298AqruRz5w5g86dOyMzMxOWlpZtRhCAFqL49NNPMX36dHC5XGzbtg1FRUW4d+8eduzYoQ/7WLRA3Wh47fY3uy9ky4+pGpe4fPkyxowZgy5dusDbW7tdvlsyGrtP5ubm8sVAVVVVSExMbHDBOIvhqDsu4WBlji8mviTvcrXimuL641KF7W9UTRm5desWRo4ciR49euDo0aOtcq1KY2j8bZZIJFi5ciV27NgBsVgMCwsLTJs2DV9//TXjCD4suqehVXq1Xa5u9pZ4xc9JbTeyRCLB2LFj0aFDhxa9SKipaOw+rVu3DmfPnsWRI0eQlpaGH3/8EVevXpXPXWqNCCokeFAgQurD57iXJ8Cj4nKdzYbVBUxn7jbWjczlcnHo0CEkJSW16fjiGtcUBw8exB9//IEOHToAALp06YKuXbsiLCwMGzdu1LmBxiavVIyVP92WL98EXvjmiwcFwNfJulmMYDd1lV5BQQG++uorrFmzBn379tWXmU2mdu5TpVD1tHddobEonj9/Xm+auI+PT72FQ60BQYWkniAAyNcijOrugZHBbkYduBNUSPC8kVqroZm7JSUlGDZsGJ49e4aFCxc260HYi9ti5H9zTExRU9P4tv/aoLH71L17d8THxysci4+PR7du3XRmVHOhqExSTxC1XMwohqudhc7WT2hD7QpAobjhwTp1M3fLysoQERGB3Nxc/PHHH81aEADw6pw1GPLBTvR7dyNIVqOzrXOU0bimWLduHYYNG4YDBw6gQ4cOyMzMxL1795CUlKQP+4wKk5FhXa6f0IS67YiXvHkI9Ve9mk7dVPCqqiqMGzcOd+/eRXJyMoKCggxhdpNQnvukLzSuKfr374+bN29i+PDhsLe3lz9YdTtotGSYjAzrev0EU+q2I3ZfyMbboe0RqhRlqKFVemZmZujatSsSExNb7P5M+kKrAYbOnTtjwYIFyM3NhZ+fX5N3b2iuNLQYJ9TfGYWiKvTyZb6VpC6pW4tVSGqw5PsbmNWvPWaFtkeVVAY/Z2t48qzqCUImkyEtLQ3dunXD1q1bDW12i0DjmqKgoABDhgyBp6cnevfuDVdXV7z55putcu5T7ciwqnBWiwcFYGAnF6M1spVrsQpJDbYlZ2D23r+x8OB1WJiZ1rONiLB48WL06dMH+fn1wwmzvECr9RS2trZIT0+Hj48PMjMzsWLFCixbtgy7du3Sh41GxYNnhW2TQ1AoqoJAXA1rrilsuGbg1YnXYAy0WVK6atUqbN++Hd9++2297YJY/g+NRXH27FlkZWXB1vbFKGlgYCAOHjyIzp0769y45oI+1kk3FU1iRADAhg0b8Nlnn2HTpk2YM2eOoc1tUWgsCj6fj9LSUrkogBfbnajabYNFvzBdASgUCvHNN9/go48+wvLly41kbcuBsShSUlIAAGPHjsXo0aOxdu1a+Pn5IS8vD7GxsWr3bWLRL43VYrXhCm7cuKHXrX9aE4xFER4ervC/cuyyv/76q82szGop/Prrr9i4cSNOnjzZansI9QHj3ieZTNbgR19D7izacebMGfn+u60lgE15SSEqSgp1vs9TPUgLHj9+TOfPn6c///xT/klJSWF8fUFBAY0ZM4YcHBzI2dmZli5dStXV1SrTjhgxgiwsLMjGxkb++e233+TnN2zYQJ6enmRtbU0DBgyg9PR0xnYIBAICQAKBQOF4aXkVZRSI6Pqj55RRKKLS8irGeTYHrly5QjY2NjR8+HCqrKw0tjlNpvY91f048ByppKREL+VpLIp169YRh8Op9zExMWGcR3h4OE2dOpXKy8spMzOTgoKCaOPGjSrT8vl8OnfunMpz3333HXl6etLdu3dJLBZTTEwMBQUFkUwmY2SHKlHkllTQtJ1XyHflCfln+s4rlFtSwfj+jElRURE5OjpSaGgolZWVGdscnVBXFH/99Rfl5OToTRBEWojC2dmZjh8/zviLp8yDBw8IAOXm5sqPHT58mHx8fOqlzcrKIhMTExIKhSrzCg0NpfXr18v/l0gkZGdnR8nJyYxsURZFaXlVPUHUFUZLqTEOHz5MpaWlxjZDZ9QVRU5Ojt7L03hE28zMDBEREVovZG8sklFdUlNTYWdnh6ioKLi4uCA4OBi7d+9WyKvu7Fxzc3MEBATg1q1bKsuuqqqCUChU+NTFUDuK64OcnBz54GlUVFSLXiTU2HvSNxqLYtGiRVi1apXWhjYWyaguVVVV6Nu3L9avX4+8vDxs2bIFS5culW/OrC4v5Xxq+eyzz+Dg4CD/KC/KN+SO4rqksLAQQ4YMwdq1ayESiYxtTpNp7D3pG41F0aVLF2zevBmOjo4wNTVV+DBBk0hG06dPx2+//YaQkBCYm5tj2LBheOutt/DDDz80mJe6iEiNRcgx9I7iuqC0tBTDhw+HUCjE6dOn1d57S8LYkYw0HtGOiYnBihUrMHToUK0WedSNZNSuXTsA6iMZ7d69G3Z2dpg4caL8WN1IRcHBwUhLS8OoUaMAANXV1Xjw4AGCg4NVlm1hYdHg5gpN3aLe0JSXlyMiIgKPHj3Cn3/+CX9/f2ObpBMae096R9NGiL29fZMbMv369aNJkyaRUCikrKwsCgoKotjY2HrptmzZQq6urnT9+nWqqamhEydOkJWVlbz7d+fOneTp6Uk3b96U9z75+/uTRCJhZIe63qfpKnqf8pph71NJSQmNGDGCrl69amxT9IqhG9oai2LGjBn0888/N6nQ/Px8mjBhAjk7O5OLiwstX76cpFIpERHZ2NjQgQMHiIhIJpPR2rVrydfXl6ysrCgoKIiOHDkiz0cmk9GmTZuoffv2ZGtrSwMHDqT79+8ztqOxcYobj55TRkHzG6eorq6mJ0+eGNsMg2FoUWgcnyIqKgpHjx5FYGAgnJ2dFXqhkpOTdViH6R9t41MYE5lMhlmzZuHcuXNIT09vExMx6wZtycnJ0ftaco3bFIGBgQgMDNSHLSyNQESIjo7Gvn37cOjQoTYhCGOgsSjYSX/G4+OPP8bXX3+NhIQETJo0ydjmtFo0FkVxcTG2bt2qMryXukEzlqaTlZWFTZs24YsvvsDcuXONbU6rRmNRzJw5Ew8ePICLiwuEQiF8fX1x6tQpLFq0SB/2sfyPDh064J9//oGfn5+xTTEeHBODzMbWePAuJSUFycnJ2Lx5Mzp27Ihff/0Vu3fvRnp6uj7sa/N8//33eOedd1BTU9O2BQEAJNPbBmh10VgU5ubm8PDwQKdOnXD79m0AwKRJk3D9+nWdG9fWSUxMxPTp0yGVSttU0BRjo7Eo/Pz8cO3aNfB4PIhEIhQVFaGsrAxisVgf9rVZzp49i4kTJ2LMmDHYuXMnTEw0flUsWqJxm2LhwoUIDw9HWloapkyZgoEDB8Lc3BwDBgzQh31tkvT0dERGRiIsLAyHDh1ig+IYGK2Cy6empqJ79+4wMTHBli1bIBQKsWLFCjg6Gme3PG1proN3NTU12Lx5M959991Ws5S0KRh68E4rUQAvtnDPyspCSEgIpFJpiwwD1dxEkZGRgdzcXLbWVcLQotDYUS0rK8OUKVPg7OyMsLAwPHjwAB07dsT9+/f1YV+b4cmTJxgyZAiWLl0qH/9hMQ4ai+K9995DeXk50tPTweVy0aFDB4wePRpLly7Vh31tgmfPnmHo0KEgIiQmJjJuVAsqJMgsLMONxyXIfFbWrEKOtWQ0bsElJibizp07cHR0BIfDgbm5OTZv3gxPT0992NfqEQgEGD58OEpKSnD+/HnGq8waCvzo0QxCjrVkNK4pampq5AtAapsjMpmMjYyqJYWFhZBKpfj9998REBDA6BqmgR9ZtENjUQwePBjvvvsuKioq5ANKq1evrreDIEvDVFVVoby8HAEBAbh58ya6d+/O+NqWvMFCS0Bj92nLli2IjIyEo6MjpFIp7OzsEBAQgMTERH3Y1yqRSqWYOnUqnj9/jjNnzmg8MNdSN1hoKvYOPIWNvfWFxqJwdXXF5cuXkZqaikePHsHLywuvvPKKQeaktAZkMhnmzJmDY8eO4eeff9Zq+kZL3GBBF9y5fQs8Hk/v5WjsPoWEhIDD4eCVV17BxIkT0bdvX5iamrKT1RhARFi2bBn27t2Lffv21dukmim1GyyoojlusKArDCEIgGFNkZmZifXr1wN4sfPGrFmzFM4LBAJ27hMDzp8/j61bt+Lf//43pkyZonU+mgZsYdEMRqLo2LEj+Hw+nj17Bnqx2YHCeVdXV/leTCzqCQsLw7Vr19CjR48m58U0YAuL5jBuU2zcuBE1NTXo2LEjVq9eDeDFRgU3b95EREREqw7v1VR27tyJqqoqvPvuuzoRRC3NMexYa4BxmyI3Nxfdu3dHVlYWAODQoUMYNmwYDh06hD59+uDvv//Wm5EtmR9++AFz587FvXv3jG0KC1OY7oUzY8YMmjRpEhUUFBARkb+/P3344YdERHTgwAEaOXKk7jbeMRDq9n3SFSdOnCAzMzOaNm0a1dTU6KWMtoC+35MyjEXh4eFBhYWFRET06NEj4nA49M8//xARkUgkIkdHR/1YqEf0+bAvXbpElpaWNGbMGLUBaViYYWhRMHafhEIhXFxcAABXr14Fj8dDly5dAACWlpaQSJiPohYWFmLs2LHg8Xjg8/mIjo6GVCpVmTY+Ph6dO3eGnZ0dOnXqhO3bt8vPyWQy2NrawsbGBra2tvJPeXk5Y1v0RZcuXbBw4UIcPnyYXSTU0mCqHm9vb3lNsXDhQho9erT83J07d8jPz4+xEplGMvrll1+Ix+PR5cuXSSaT0aVLl4jH49FPP/0kL5fL5VJVlXbbWurjFygtLY2ys7N1lh9LM3afFi5cSFFRUXT48GFycHCggwcPEtGLTX7Hjh1L8+fPZ5SPJpGMvvnmG/r8888Vjo0bN46WLFlCRES7d++mXr16Mb2Feuj6YWdmZpK7u3uLbF81Z5qtKEpKSmjo0KFkbW1Ns2fPlh+3tbUlf39/ys/PZ5TPsWPHyMnJSeHY7du3CUCjccwKCgrI2dmZ9u7dS0RECxYsoKCgIOrVqxfx+Xzq378/Xbx4Ue31lZWVJBAI5J+cnBydPewnT56Qn58fderUifGzYFGNPt8TE7SKjlqXpKQkEovFjNPv37+fvL29FY5lZGQ0uqP006dPqUePHjRs2DB5wzUmJoZmzZpFT548oYqKCvriiy/I1taWsrKyVOYRGxtbL8qmLh52YWEhde3alby9venRo0dNyotFf++JKU0Whab8/PPP5OzsrHCstqZQF7zw8uXL5OXlRZMnT240BG5gYCB9/fXXKs/p6xfo9OnT5Ovrq1EYABb1GLumMPhmQnUjGdWiLpIR8CKa0eDBgxEdHY1Dhw4pLGZatWoVbty4oZC+bqQjZSwsLGBvb6/waQpVVVUgIgwePBj3799Hp06dmpQfywt0/Z40xiDSU4JpJKOffvqJuFwunTp1SmU+kZGR1L9/f3r69ClVVlbSJ598Qi4uLlRcXMzIjqY04KqqqmjEiBG0dOlSja9l0Yxm29DWJUwjGXXr1o1MTEzIxsZG4TNv3jwiIiouLqaZM2eSq6sr2djY0MCBA+nWrVuM7dD2YUulUpowYQJxuVz6448/NLqWRXPahCiaC9o87JqaGpo1axaZmprSsWPH9Gid5nTp0oWsrKwUfkDu3btXL11KSkq9Hxoul1uvq1wTpFIprVixglxdXcnW1pYiIyMpLy+PiF5MA1Iuz9zcnLhcLqO8WVEYEG0e9p49ewgA7d+/X4+WaY5AICAOh0MPHz7U+FqhUEiBgYG0du1arcuPi4uj7t270+PHj0kgEFBUVJTa8ZonT56Qu7s742fIisKAaPOwq6ur6fTp0xqXlZ2dTQBo69at1K5dO7K3t6dp06apLXvEiBH1fl1tbGwoMDBQZfrk5GTi8/ka20X0YrLn0KFDFY5du3aNwsPDicfjkb+/P23ZsoVkMpnaPLy8vOQDukQvXGQOh0OZmZkK6WQyGQ0cOJDeeecdxvaxojAgmjzsbdu20Z9//ql1WbWiGDBgABUWFtLTp0+pT58+NG3aNK3zrMuGDRvIx8eHwsLCyNnZmXr27EmJiYmNXpeSkkKWlpYKNUxubi45ODjQtm3bSCKRUFpaGvn7+1N8fLzKPEpLSwkA3b59W+G4k5MT/fLLLwrH9u3bR66uriQUChnfGysKA8L0Ye/atYsA0OrVq7Uuq1YU169flx9LSkoiCwuLRsdemLBx40YaP348/fe//6Wqqio6cOAAcblcunz5coPXDRo0iJYtW6ZwbMOGDfTqq68qHEtISKDg4GCVedSOIyjXCl5eXgouUk1NDQUEBNBXX32lya2xojAkTB72jz/+SCYmJrRgwYIG3YfGqBWFSCSSH/vnn38IgLxBWpeIiAhycHCo9+nWrRvjMkeOHEnLly9Xez4jI4NMTEzqTWBcsGABmZubK5RrZ2dHPB6PiF4MkNZ1554/f04A6M6dOwr5ODk5KXRGnD59mmxtbamsrIzxPRAZXhTsnOYGOHXqFKZOnYrJkydj27ZtOokmlJubK1+6m52dDWtra/D59XfmOHHihEb5btq0CSEhIRg8eLD8WEMDmQBw9OhRhIaG1tuJxcvLC4MGDcKpU6fkx4qLiyESiQAAaWlp9fLy9PREWloagoODAQD5+fl4/vy5/P/a8saNG9f8wwsYRHrNlMZ+ge7evUtz5swhiUTS5LJqa4qxY8eSQCCg3Nxc6tWrF+PZxY2xZMkS6ty5M2VmZlJ1dTXt2rWLrKys6MGDB2qvGT16NK1atare8YcPH5K9vT0dOHCAqqurKS8vj1599VUaN26c2rxWr15NwcHBlJWVRUKhkKKiomjAgAEKabp160Y7duzQ+N5Y98mAqHvYaWlpGlfxjVErihUrVpC3tzc5OTnR4sWLNZpM2RCVlZUUHR1NHh4eZG1tTb1796azZ8/Kz69fv75ez1VQUBBt375dZX6XLl2i/v37k6OjI7m4uNDbb7/d4JdSIpHQypUrydPTk+zt7WnMmDHypcu12NjY0H/+8x+N740VhQFR9bDT0tLI2dmZFi1apNOyakXBLkDSnGa7HLUtkJ2djaFDh8LDwwOffPKJsc1hMRKsKP5HXl4ehgwZAmtra/z+++9wcnIytkksRoLtffofiYmJkEgkuHDhAtzc3HSev5+fX72dFVmaJ1oHgmwNKAeCLC0tNdgmvizMMXTAzjZdU9T+HiQkJGDevHkwMTGBUCg0slUstdjZ2elkbEhT2nRN8eTJE8Yx5lgMT23NYOiaok2LQiaTIS8vT2e/SEKhEN7e3sjJyTH4Ekpjlq2v8mvfCxFBJBIZrOZo0+6TiYmJXgKVG2VdcTMoW1/lczgcg94T2yXLwqIEKwoWFiVYUegQCwsLxMbGGiWmuDHLbg7l65I23dBmYVEFW1OwsCjBioKFRQlWFCwsSrCiaARjRl3SpOzXX38dlpaWCnnXXU66ceNGeHl5wcbGBuHh4bh//77O7v31119XKNfW1hYcDgfz5s3T+t6NikFWbbRgjBl1iWnZRER8Pp/OnTun8tx3331Hnp6edPfuXRKLxRQTE0NBQUGNbsSgSfl12bVrF3l7e8s3ZGhqxClDw4qiAYwZdUmTsrOyssjExETtXkqhoaG0fv16+f8SiYTs7OwoOTlZJ+XXJT09naysrCglJUV+rKkRpwwN6z41QFpaGpycnODh4SE/FhgYiMePH6O0tFQh7cKFC7Fy5Ur5/4WFhUhJSUHPnj0BAKmpqRCLxejduzdcXFwQFhaGS5cu6aTs1NRU2NnZISoqCi4uLggODsbu3bsV8urWrZv8f3NzcwQEBODWrVs6KV/5OcyYMQP9+/dXsE+Tezc2rCgaQCQS1duOxdraGgBQVlam9rr8/Hy8/vrr6NmzJ6ZMmQIAsLKyQp8+fXDs2DE8fvwYkZGRGD58OLKzs5tcdlVVFfr27Yv169cjLy8PW7ZswdKlS3HkyJEG82roHrS59wsXLuDKlSuIjY1VOK7pvRsdY1dVzRljRl3Spuy6LFy4kMaPH09ERPb29vW20OzRowf961//Unu9NuVPmzaNZs6c2ahtRA3fu7Fha4oGMGbUJU3K3r17t7xWUJV3cHCwwgZm1dXVePDggcJGZU29d6lUiuPHj2P69On1zml670bH2Kps7hgz6hLTsrds2UKurq50/fp1qqmpoRMnTig0dnfu3Emenp508+ZNee+Tv79/o5u8MS2f6MUu5WZmZir3sWpqxClDw4qiEYwZdYlp2TKZjNauXUu+vr5kZWVFQUFBdOTIEXk+MpmMNm3aRO3btydbW1saOHAgo6CVTMsnIjpy5Ai5urqqzKepEacMDTshkIVFCbZNwcKiBCsKFhYlWFGwsCjBioKFRQlWFCwsSrCiYGFRghUFC4sSrChY9MrTp0+b72IiNbR4UXA4HERERNTb5v67776rF+BQHQcPHkRQUBCjtHFxcQgPD1d7Pjw8HHFxcYzyYsL8+fMxf/58neWnC+o+g4aec0FBAQICAvDs2TPDGacDWrwoAOA///kPvvjiC62vnzp1qsqIn82B+Ph4xMfHG9sMrRCLxS2ulgBaiSgWL16M1atXN7hwJTMzE6NHjwafz4evry9WrVoFiUQCoP6v3enTpxESEgJ7e3uEhoZi5cqVCrVDWVkZ5syZA3d3d/D5fKxatapeWeHh4XB0dERoaChSU1Pl5x49eoSoqCi4urrCzc0NU6dOxdOnTwEA586dg7e3N6ZMmQIej4cNGzZg5syZmDlzJoAXv9ATJkzAtGnTwOPx4OXlhQ8++ECet1gsxoIFC+Dk5ARvb2989NFHaN++Pc6dO6fymVy/fh3h4eGws7ODh4cHPv74Y3mNe/36dQwcOBCOjo4ICAjAl19+qVHQmZqaGnntGxQUhL1798LR0RGHDh2Sp5FIJHB2dkZycjLi4uIwduxYjB8/HjY2Nmjfvj2+/fZbeVqRSIRFixbB29sbrq6umDRpksIM3ri4OHh7e8PJyQm9e/fGr7/+ytjWehh15pUOAEBnz56lRYsWkbe3t3zm5Z49e8jX15eIiMrKysjX15fef/99EovF9PjxY3rllVfo/fffr5c2OzubLC0tKSEhgaqrqyklJYUcHBzk4W9jY2OJw+HQ/v37SSaTUXJyMnE4HLp06RIREQ0YMIDs7Ozozz//JIlEQuvWrSMnJycqKSkhiURCAQEBNHnyZCotLaWSkhKaPHky9ezZk6qrq+ns2bMEgNasWUMSiYSEQiHNmDGDZsyYoVD23r17SSqV0smTJ4nD4dDly5eJiGjevHnUs2dPevz4MYlEIpo+fbr8+ShTXFxMTk5OFBcXR5WVlZSRkUFeXl4UHx9Pubm55ODgQNu2bSOJREJpaWnk7+9P8fHxcjtqn0fdZ6eMcvDLBQsW0IgRI+Tnf/rpJ/Lz8yOZTEaxsbEEgDZv3kwSiYSSkpKIy+XS6dOniYhowoQJNGzYMCooKCCRSERz5syhvn37yt+Bu7s75eXlkUwmo/j4eOLz+VqHem41oqisrKQePXrQqFGjSCaTKbysH374gdzd3RUW6iclJZGdnR0RKb7YdevW0auvvqpQxnvvvacgiuDgYIXz7u7utH//fiJ6IYro6Gj5OZlMRp6ennTw4EE6c+YMmZqaKkT5FAqFZGpqSpcvX5aL4smTJ/LzyqLo3LmzQtkeHh60d+9ekkgkZG1trTB1vTZvVaKo3cyg7jNJT0+nnJwc2rBhQ71nkJCQIL9vbUWRmppKpqam9PTpUyJ6Ecc7Li5Onmf37t0Vrp88eTLNmDGDCgoKCAClp6fLz5WXl5OZmRn9/fffdOnSJbKwsKC4uDi6du0aSaXSRjdlaIhW4T4BL/Yy/fHHH5GSkoLNmzcrnHv48CEKCwvh6OgIHo8HHo+HiRMnQiKRoLCwUCFtTk5OvYZjhw4dFP53dnZW+J/L5Sps/dK+fXv53xwOB15eXsjNzUVBQQH4fL7CtvJ2dnZwdnbGw4cP5cfqrotWRjken7m5OWQyGYqLi1FRUaFgu52dHfh8vsp8nj59Cm9vb4V4D507d4aXlxcePnyIa9euyZ8Vj8fDihUr8OTJE7V2MaFXr14IDAzE999/j8LCQiQlJWHGjBny8wEBAQrpfXx88PTpU/mz6dOnj9weDw8PmJmZITs7G3379sXRo0dx6dIl9O/fH25ubli3bh1kMplWdraq+BQdO3bEjh07MG3aNMyaNUt+3MvLC/7+/khPT5cfE4lEKCgogIuLi0Ievr6+SExMVDj26NEjjezIy8uT/y2TyfDo0SP4+fnBy8sLRUVFEAqFcmEIBAIUFRXB3d1d7rNrE5jE1dUVVlZWePToETp37gwAKC8vR1FRkcr0tQFWiEhe3vHjxyEUCuHl5YVBgwYp7BtVXFwMkUiksV3KvP322zh8+DAsLCzQv39/BRHn5uYqpM3OzoaPj488hkh6errCj8K9e/fQoUMHPH78GO3atUNSUhIkEglOnz6NN954Az169EBERITGNraamqKWN998E7Nnz0ZCQoL82KhRoyASifDFF1+gqqoKpaWleOuttxAVFVXvCzh9+nTcvHkT+/btQ01NDa5evarQ4GPCrl27cPXqVUgkEsTFxcHc3BwjR45E7969ERQUhPnz50MgEEAgEGDBggXw9/dHaGhok+7bxMQEs2fPRmxsLPLy8lBRUYFly5ahpqZGZfqIiAhUV1fj008/hUQiQWZmJqKjoyEWizF16lRcvnwZBw8ehFQqxdOnTzFq1CjExMRoZJOlpSWAF8KvZdq0abh16xZ27NiBt99+WyH9lStXcODAAdTU1OC3337D8ePHMWvWLHh4eCAiIgJLly5FcXExqqursX79evTu3RulpaVITU3FiBEjcOvWLXC5XLRr1w4A1NaSjdHqRAEAX375JV5++WX5//b29jh9+jTOnj0LLy8vdOjQASYmJip7KLy8vHD06FFs2LABDg4OWLFiBUaMGAEul8u4/PHjx2P+/Png8/m4cOECkpKSYGNjAzMzM5w4cQJSqRSdOnWCr68vJBIJ/vjjD5iZNb3S/vzzz9GlSxd07doVnTp1gre3N0xMTFTazuPxkJSUhDNnzsDNzQ3h4eGYN28e5s6dC19fX5w6dQoJCQlwdXXFSy+9hK5du+K7777TyJ527dph3Lhx6Nu3r7xb2cXFBSNHjkR2djbeeOMNhfQvv/wyjh8/Dj6fj5iYGBw4cAB9+/YFAOzfvx88Hg8vv/wy+Hw+Tp48iaSkJLi5uWH8+PFYvnw5IiMjYWNjg4kTJ+Jf//oX+vTpo9VzZFfeKZGTk4OioiKEhITIjy1fvhz5+fk4ePCgES1rnJSUFHTv3l0e9lgkEsHe3h7//e9/6/nrxiQmJgZisRj//ve/5cfi4uJw7tw5td3HhqRV1hRNoaioCP369cO1a9cAALdv38aBAwcwatQoI1vWOJs3b8bSpUshFotRWVmJjz/+GJ07d242gsjJyUFycjL27t0r32e2OcKKQomQkBB89dVXmDRpEmxtbfHGG2/ggw8+wOTJk41tWqNs374dAoEAXl5ecHNzw4MHD3Dy5EljmyVnx44diIyMRHR0tIJ729xg3ScWFiXYmoKFRQlWFCwsSrCiYGFRghUFC4sSrChYWJRgRcHCogQrChYWJVhRsLAowYqChUWJ/w9gWdBXTbzRTQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fig, ax = plt.subplots(figsize=(2, 2))\n", "# cellchat_corr_df.plot(kind='scatter', x='normneigh_r', y='steamboat_r', ax=ax)\n", "g = sns.jointplot(\n", " data=cellchat_corr_df,\n", " x=\"adjacency_r\", y=\"steamboat_r\",\n", " kind=\"scatter\",\n", " height=2,\n", " xlim=[0.1, .9],\n", " ylim=[0.1, .9]\n", ")\n", "\n", "ax = g.ax_joint\n", "\n", "ax.set_xlabel('Neighboring cell types')\n", "ax.set_ylabel('Steamboat')\n", "ax.plot([.0, 1.], [.0, 1.], ls='--', lw=1., c='k')\n", "\n", "test_res = sp.stats.wilcoxon(cellchat_corr_df['adjacency_r'], cellchat_corr_df['steamboat_r'])\n", "\n", "ax.text(0.3, 0.15, f'p = {test_res.pvalue:.1e}')\n", "(cellchat_corr_df['adjacency_r'] < cellchat_corr_df['steamboat_r']).sum() / cellchat_corr_df.shape[0]\n", "\n", "# for pos in ['right', 'top']:\n", "# ax.spines[pos].set_visible(False)\n", "\n", "# g.savefig(\"C:/Users/lshh/OneDrive/Publications/Steamboat/pub/fig-hgsc-elements/steamboat_vs_adjacency.pdf\", **pltkw)" ] }, { "cell_type": "code", "execution_count": 48, "id": "1ff03d87-00e2-4c19-9913-798921bb002c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample = 'SMI_T10_F001'\n", "fig, ax = plt.subplots(figsize=(1., 1.))\n", "cellchat_melt_dict[sample].plot(kind='scatter', x='value_cellchat', y='value_steamboat', ax=ax, title=sample, s=5.)\n", "\n", "ax.set_xlabel('CellChat')\n", "ax.set_ylabel('Steamboat')\n", "for pos in ['right', 'top']:\n", " plt.gca().spines[pos].set_visible(False)\n", "fig.savefig(f\"C:/Users/lshh/OneDrive/Publications/Steamboat/pub/fig-hgsc-elements/steamboat_{sample}.pdf\", **pltkw)\n", "\n", "fig, ax = plt.subplots(figsize=(1., 1.))\n", "cellchat_melt_dict[sample].plot(kind='scatter', x='value_cellchat', y='value_adjacency', ax=ax, title=sample, s=5.)\n", "\n", "ax.set_xlabel('CellChat')\n", "ax.set_ylabel('Baseline\\n(adjacency)')\n", "for pos in ['right', 'top']:\n", " plt.gca().spines[pos].set_visible(False)\n", "fig.savefig(f\"C:/Users/lshh/OneDrive/Publications/Steamboat/pub/fig-hgsc-elements/adjacency_{sample}.pdf\", **pltkw)" ] }, { "cell_type": "markdown", "id": "d2b1c2b0-4378-40b5-8691-c3e4afeaf025", "metadata": {}, "source": [ "## Misc visuals " ] }, { "cell_type": "markdown", "id": "ccd01d12-39a5-455e-b868-141a3a932fa7", "metadata": {}, "source": [ "### Visualize cell scores from head #0, #5, #15" ] }, { "cell_type": "code", "execution_count": 54, "id": "633ad2f7-c0cc-4a5c-a207-6c580a176d45", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n", "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n", "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i_head in [0, 5, 15]:\n", " adatas[0].obs[f'q_{i_head}'] = adatas[0].obsm['q'][:, i_head]\n", " adatas[0].obs[f'local_k_{i_head}'] = adatas[0].obsm['local_k'][:, i_head]\n", " adatas[0].obs[f'global_k_0_{i_head}'] = adatas[0].obsm['global_k_0'][:, i_head]\n", " sq.pl.spatial_scatter(adatas[0], color=[f'q_score_{i_head}', f'local_k_{i_head}', f'global_k_0_{i_head}'], shape=None, figsize=(2, 2), size=.5, \n", " legend_fontsize=10, cmap='Reds', ncols=3, colorbar=False, vmin=0., wspace=.0, outline=False, frameon=False, title=\"\")" ] }, { "cell_type": "markdown", "id": "cd3f178f-f52b-48eb-92e6-247eff44b465", "metadata": {}, "source": [ "### Print top ranked genes in head #15" ] }, { "cell_type": "code", "execution_count": 55, "id": "9de25679-0432-4865-88f8-af8330dbcb9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AGR2 GDF15 COL9A1 CEACAM6 PGR PLAC8 MMP8 KRT5 DDIT3 PROK2 COL5A3 MMP7 IFIH1 DDR2 MAML2 ITGAV NLRP2 TUBB4B LAMP3 INHBA\n" ] } ], "source": [ "k15 = pd.Series(model.spatial_gather.k_regionals[0].weight[15, :].detach().cpu().numpy().tolist(), index=model.features).sort_values(ascending=False)\n", "print(*k15[:20].index, sep=' ')" ] }, { "cell_type": "markdown", "id": "418f42d9-b5f2-45ad-9a15-1b4fdd62d285", "metadata": {}, "source": [ "### UMAP of cell embeddings" ] }, { "cell_type": "code", "execution_count": 57, "id": "069445d8-4af2-4101-bfdf-8da2264c4739", "metadata": {}, "outputs": [], "source": [ "adata = all_adata[~all_adata.obs['cell.types'].str.contains('_LC')]\n", "adata.obsm['std_attn'] = adata.obsm['attn'] / adata.obsm['attn'].std(axis=0, keepdims=True)\n", "sc.pp.neighbors(adata, use_rep='std_attn', key_added='sf', metric='cosine')\n", "sc.tl.umap(adata, neighbors_key='sf')" ] }, { "cell_type": "code", "execution_count": 59, "id": "bf69921d-f1e2-41be-bd0b-f667c39c117b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", " color_vector = pd.Categorical(values.map(color_map))\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:1251: FutureWarning: The default value of 'ignore' for the `na_action` parameter in pandas.Categorical.map is deprecated and will be changed to 'None' in a future version. Please set na_action to the desired value to avoid seeing this warning\n", " color_vector = pd.Categorical(values.map(color_map))\n", "C:\\Users\\lshh\\miniconda3\\envs\\py311_torch211_cuda121\\Lib\\site-packages\\scanpy\\plotting\\_tools\\scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", 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