diff --git a/notebooks/03_image_registration/README.md b/notebooks/03_image_registration/README.md index 8ab622c..f59c595 100644 --- a/notebooks/03_image_registration/README.md +++ b/notebooks/03_image_registration/README.md @@ -1,4 +1,4 @@ -# Image registration +# H&E-DAPI registration For each sample, 1. Cut the DAPI via ```seperate_samples_LEVEL1.ipynb``` and save TIFF and anndata objects. @@ -8,7 +8,7 @@ For each sample, As for visualization, we need to read the anndata for each sample, then attach the corresponding registared H&E image to it as in ```plot_example.ipynb```. -# Phenocycler Registration +# Phenocycler-DAPI Registration 1. Cut the DAPI via ```seperate_samples_LEVEL1_slide.ipynb``` 2. Cut Phenocycler image ```Xenium Slide_Scan1.qptiff``` via Fiji. diff --git a/notebooks/03_image_registration/add_phenocycler_as_column.ipynb b/notebooks/03_image_registration/add_phenocycler_as_column.ipynb new file mode 100644 index 0000000..ca32256 --- /dev/null +++ b/notebooks/03_image_registration/add_phenocycler_as_column.ipynb @@ -0,0 +1,303 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "41f32fd4-3393-49ef-839a-100649382c42", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import scanpy as sc\n", + "import squidpy as sq\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b70c8c05-922d-46bb-af71-9d29b7398a7b", + "metadata": {}, + "outputs": [], + "source": [ + "adata_dir = \"data_level_1/adata/\"\n", + "he_image_dir = \"data_level_1/he_registered_old/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cf619637-9ced-4975-9d9e-788e1bf91409", + "metadata": {}, + "outputs": [], + "source": [ + "sample = 'X17'\n", + "adata = sc.read_h5ad(adata_dir + f'{sample}.h5ad')\n", + "he_image = plt.imread(he_image_dir + f'{sample}.tiff')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "56e014fb-93f0-40e6-be1f-44a2f980d00b", + "metadata": {}, + "outputs": [], + "source": [ + "slide_id = adata.obs['Slide_ID'][0]\n", + "adata.uns['spatial'][slide_id]['images']['he_downscaled_aligned'] = he_image \n", + "adata.uns['spatial'][slide_id]['scalefactors']['tissue_he_downscaled_aligned_scalef'] = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "170b0ddb-c9af-4218-9124-0338193340ee", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5))\n", + "\n", + "adata.obs['is_glom'] = ['Glom.' if i=='Glom.' else np.nan for i in adata.obs['nichepca_domain_tuned']]\n", + "\n", + "sc.pl.spatial(adata,\n", + " library_id = slide_id,\n", + " img_key = 'he_downscaled_aligned',\n", + " color = 'is_glom',\n", + " size = .2,\n", + " ax = ax,\n", + " show = True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b6a90df4-e463-4b2b-a8dd-2152578df2af", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de054d59-620c-4b6b-8826-0e11f25380d4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28107df7-9793-4e36-9354-083bc1332249", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e38d6302-ed2f-47da-8eb5-0b6a954bf155", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "4109be3c-0bb6-4057-8ea7-8671e69e924b", + "metadata": {}, + "outputs": [], + "source": [ + "## test" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "0001bff0-95ca-4ce5-b7c4-dfe1dd39649a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3751, 3215, 3)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "86da8e4d-f318-40de-8c45-0dc54611720c", + "metadata": {}, + "outputs": [], + "source": [ + "image = he_image[:,:,0]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "a9593698-43ef-4b99-b304-b92eb1126489", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3751, 3215)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "73b01cd7-ca9f-4e80-83f9-6d8a068e3180", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3674, 3215, 3)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "LEVEL = 1\n", + "ID = adata.obs.Slide_ID.unique()[0]\n", + "scale_factor = adata.uns[\"spatial\"][ID][\"scalefactors\"][f\"tissue_dapi_LEVEL{LEVEL}_scalef\"]\n", + "dapi = adata.uns[\"spatial\"][ID][\"images\"][f\"dapi_LEVEL{LEVEL}\"+\"_cropped\"]\n", + "dapi.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "395ecc23-004b-4bb7-84ab-eabc15533cb4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([350.00350317, 350.79202632]), array([3214.38127619, 3673.66131013]))" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata.obsm[\"spatial\"].min(axis=0), adata.obsm[\"spatial\"].max(axis=0) + 350" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "6785e69e-9a45-4e14-8723-bb95fa2a5a27", + "metadata": {}, + "outputs": [], + "source": [ + "adata.obs['dapi'] = [dapi[int(j), int(i), 0] for i, j in adata.obsm[\"spatial\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "c1d6edcb-3c92-44cd-adea-88d6d3bdb184", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5))\n", + "sc.pl.spatial(adata,\n", + " library_id = slide_id,\n", + " img_key = 'he_downscaled_aligned',\n", + " color = 'dapi',\n", + " size = .2,\n", + " ax = ax,\n", + " show = True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b321caa7-ab45-4d53-b1e4-8a63d96a9433", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "238fbd8c-e775-4233-b715-5e6bb9dc3ea5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ssc", + "language": "python", + "name": "ssc" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/03_image_registration/plot_example.ipynb b/notebooks/03_image_registration/plot_example.ipynb index b625531..ece8e9f 100644 --- a/notebooks/03_image_registration/plot_example.ipynb +++ b/notebooks/03_image_registration/plot_example.ipynb @@ -2,19 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 29, "id": "41f32fd4-3393-49ef-839a-100649382c42", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -31,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 30, "id": "b70c8c05-922d-46bb-af71-9d29b7398a7b", "metadata": {}, "outputs": [], @@ -42,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 31, "id": "cf619637-9ced-4975-9d9e-788e1bf91409", "metadata": {}, "outputs": [], @@ -54,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 72, "id": "56e014fb-93f0-40e6-be1f-44a2f980d00b", "metadata": {}, "outputs": [], @@ -142,6 +133,38 @@ "\n", " adata.write_h5ad(save_dir + f'{sample}.h5ad')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28107df7-9793-4e36-9354-083bc1332249", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e38d6302-ed2f-47da-8eb5-0b6a954bf155", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b321caa7-ab45-4d53-b1e4-8a63d96a9433", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "238fbd8c-e775-4233-b715-5e6bb9dc3ea5", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/notebooks/03_image_registration/registration_final_elastix_phenocycler.ipynb b/notebooks/03_image_registration/registration_final_elastix_phenocycler.ipynb index 94bbafd..1cebb3a 100644 --- a/notebooks/03_image_registration/registration_final_elastix_phenocycler.ipynb +++ b/notebooks/03_image_registration/registration_final_elastix_phenocycler.ipynb @@ -84,18 +84,18 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "he_dir = \"../Phenocycler/\"\n", - "dapi_dir = \"/data/projects/robin/robin_xenium_cgn_from_epyc/seperate_samples/imgs_LEVEL1_new/\"\n", + "moving_dapi_dir = \"data_level_1/phenocycler_croped/\"\n", + "fixed_dapi_dir = \"data_level_1/dapi/\"\n", "\n", - "save_dir = \"data/registered_phenocycler/\"\n", + "save_dir = \"data_level_1/phenocycler_registered/\"\n", "\n", "sample = 'X1'\n", - "he_image = he_dir + sample + '.tif'\n", - "dapi_image = dapi_dir + sample + '.tiff'\n", + "moving_dapi = moving_dapi_dir + sample + '_dapi.tif'\n", + "fixed_dapi = fixed_dapi_dir + sample + '.tiff'\n", "\n", "# dapi_image = \"/projectbig/jupyternotebook/xenium_cgn/robin_xenium_cgn_from_epyc/seperate_samples/imgs1/slide1_X1_Cntrl_0.tiff\"" ] @@ -117,7 +117,7 @@ } ], "source": [ - "fixed_image_original = imread(dapi_image)\n", + "fixed_image_original = imread(fixed_dapi)\n", "# fixed_image = rescale(fixed_image, 1, preserve_range=True)\n", "# rescale to 0-255\n", "# fixed_image = (fixed_image - fixed_image.min()) / (fixed_image.max() - fixed_image.min()) * 255\n", @@ -142,7 +142,7 @@ } ], "source": [ - "moving_image_all = imread(he_image)\n", + "moving_image_all = imread(moving_dapi)\n", "# moving_image = rescale(moving_image, 1, preserve_range=True)\n", "# rescale to 0-255\n", "# moving_image = (moving_image - moving_image.min()) / (moving_image.max() - moving_image.min()) * 255\n", @@ -412,90 +412,25 @@ } ], "source": [ - "# reg = np.zeros_like(moving_image_original)\n", + "n_phenocycler_channel = 5\n", "\n", - "for i in range(1): # Loop over the RGB channels\n", - " channel = moving_image_original\n", + "for i in range(n_phenocycler_channel): # phenocycler channel\n", + " \n", + " channel = moving_dapi_dir + sample + '_channel_{i}.tif'\n", " warped_channel_1 = warp_via_vectorfield(channel, field1)\n", " warped_channel_2 = warp_via_vectorfield(warped_channel_1, field2)\n", " reg = warped_channel_2\n", - "reg.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": {}, - "outputs": [], - "source": [ - "reg_image = save_dir + sample + '_reg.tiff'\n", - "imsave(reg_image, reg)" + " reg_image = save_dir + sample + '_reg_channel_{i}.tiff'\n", + " imsave(reg_image, reg)\n", + " " ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# imsave(f'reg_x21_level_1.tiff', reg)" - ] - }, - { - "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "reg_image = save_dir + sample + '_dapi.tiff'\n", - "imsave(reg_image, fixed_image_original)" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(6939, 5252)" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "moving_image_original.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0, 1, 0, ..., 0, 0, 0],\n", - " [0, 0, 0, ..., 0, 0, 0],\n", - " [1, 0, 0, ..., 0, 0, 0],\n", - " ...,\n", - " [1, 1, 1, ..., 1, 1, 1],\n", - " [0, 1, 1, ..., 1, 1, 1],\n", - " [1, 1, 1, ..., 1, 1, 1]], dtype=uint8)" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "moving_image_original" - ] + "source": [] }, { "cell_type": "markdown", diff --git a/notebooks/03_image_registration/seperate_samples.ipynb b/notebooks/03_image_registration/seperate_samples.ipynb index 57226e7..a9d7dfb 100644 --- a/notebooks/03_image_registration/seperate_samples.ipynb +++ b/notebooks/03_image_registration/seperate_samples.ipynb @@ -183,15 +183,15 @@ " #plt.clf()\n", "\n", " img = sub.uns[\"spatial\"][ID][\"images\"][f\"dapi_LEVEL{LEVEL}\"]\n", - " cur_coords = np.concatenate([xlim, ylim])\n", - " img_cropped = img[int(cur_coords[2]): int(np.ceil(cur_coords[3])),\\\n", - " int(cur_coords[0]): int(np.ceil(cur_coords[1]))]\n", + " cut_coords = np.concatenate([xlim, ylim])\n", + " img_cropped = img[int(cut_coords[2]): int(np.ceil(cut_coords[3])),\\\n", + " int(cut_coords[0]): int(np.ceil(cut_coords[1]))]\n", "\n", " sub.uns[\"spatial\"][ID][\"images\"][f\"dapi_LEVEL{LEVEL}\"+\"_cropped\"] = img_cropped\n", " sub.uns[\"spatial\"][ID][\"scalefactors\"][\"tissue_dapi_LEVEL{LEVEL}_cropped_scalef\"] = 1\n", "\n", - " sub.obsm[\"spatial\"][:,0] = sub.obsm[\"spatial\"][:,0]*scale_factor-int(cur_coords[0])\n", - " sub.obsm[\"spatial\"][:,1] = sub.obsm[\"spatial\"][:,1]*scale_factor-int(cur_coords[2])\n", + " sub.obsm[\"spatial\"][:,0] = sub.obsm[\"spatial\"][:,0]*scale_factor-int(cut_coords[0])\n", + " sub.obsm[\"spatial\"][:,1] = sub.obsm[\"spatial\"][:,1]*scale_factor-int(cut_coords[2])\n", "\n", " keys = list(sub.uns[\"spatial\"].keys())\n", " newdict = deepcopy(sub.uns[\"spatial\"])\n", diff --git a/notebooks/06_domain_identification/count_gloms.ipynb b/notebooks/06_domain_identification/count_gloms.ipynb new file mode 100644 index 0000000..d15beec --- /dev/null +++ b/notebooks/06_domain_identification/count_gloms.ipynb @@ -0,0 +1,1213 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "99c6e04f-8eca-46e9-b0b7-742819f39e18", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "import scanpy as sc\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "from anndata import AnnData\n", + "from tqdm import tqdm\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2697bd69-0e65-4a3a-8bad-d90b6ebb964b", + "metadata": {}, + "outputs": [], + "source": [ + "adata = sc.read_h5ad(\"adata/adata_nichepca_with_domain_tuned_v1.h5ad\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9e1f4862-a04c-4b64-9e9e-41ea447cea65", + "metadata": {}, + "outputs": [], + "source": [ + "adata.obs['is_glom'] = ['Glom.' if i=='Glom.' else np.nan for i in adata.obs['nichepca_domain_tuned']]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "285dd553-3004-479b-ba2a-e92528866c24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "cell_CRfb095a77d-1 0011695\n", + "cell_CRfb095a77d-2 0011695\n", + "cell_CRfb095a77d-3 0011695\n", + "cell_CRfb095a77d-5 0011695\n", + "cell_CRfb095a77d-6 0011695\n", + " ... \n", + "cell_CRc71d71060-597925 0011216\n", + "cell_CRc71d71060-598041 0011216\n", + "cell_CRc71d71060-598270 0011216\n", + "cell_CRc71d71060-598508 0011216\n", + "cell_CRc71d71060-598872 0011216\n", + "Name: Slide_ID, Length: 3222037, dtype: category\n", + "Categories (8, object): ['0011216', '0011284', '0011287', '0011546', '0011695', '0011707', '0011762', '0018775']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata.obs['Slide_ID']" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ee7237c1-4a6f-4b5e-bb27-f18133b93e68", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_98491/2997123660.py:2: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.\n", + " all_gloms.obs['glom_ID'] = [row['nichepca_glom_no'] + row['Slide_ID'] + row['Patient_Sample_ID'] for i, row in all_gloms.obs.iterrows()]\n" + ] + }, + { + "data": { + "text/html": [ + "
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141340 rows × 31 columns

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" + ], + "text/plain": [ + " x y z cluster \\\n", + "cell_CRfb095a77d-1465 2504.007072 1551.751303 31.988746 2 \n", + "cell_CRfb095a77d-1473 2530.357681 1529.008705 31.932661 2 \n", + "cell_CRfb095a77d-1482 2509.484387 1549.406793 32.318454 2 \n", + "cell_CRfb095a77d-1497 2502.056245 1560.918686 31.495602 2 \n", + "cell_CRfb095a77d-1515 2527.018834 1534.585156 33.000529 2 \n", + "... ... ... ... ... \n", + "cell_CRc71d71060-594172 5286.619054 9267.100173 22.943532 3 \n", + "cell_CRc71d71060-594658 1186.970570 8873.815019 32.418383 3 \n", + "cell_CRc71d71060-595416 8473.212887 6950.479947 19.003313 3 \n", + "cell_CRc71d71060-595616 7391.837700 9195.855568 22.866700 3 \n", + "cell_CRc71d71060-596401 1799.673138 7459.283635 26.777536 3 \n", + "\n", + " n_transcripts density elongation area \\\n", + "cell_CRfb095a77d-1465 36 1.489 2.566 24.18 \n", + "cell_CRfb095a77d-1473 110 1.974 2.139 55.72 \n", + "cell_CRfb095a77d-1482 60 1.803 1.170 33.27 \n", + "cell_CRfb095a77d-1497 85 1.422 2.697 59.76 \n", + "cell_CRfb095a77d-1515 113 1.930 1.290 58.55 \n", + "... ... ... ... ... \n", + "cell_CRc71d71060-594172 52 1.207 2.974 43.09 \n", + "cell_CRc71d71060-594658 53 1.174 2.055 45.15 \n", + "cell_CRc71d71060-595416 53 1.756 10.620 30.19 \n", + "cell_CRc71d71060-595616 37 1.716 2.998 21.56 \n", + "cell_CRc71d71060-596401 65 1.540 3.659 42.21 \n", + "\n", + " avg_confidence avg_assignment_confidence ... \\\n", + "cell_CRfb095a77d-1465 0.9967 0.7850 ... \n", + "cell_CRfb095a77d-1473 0.9975 0.9085 ... \n", + "cell_CRfb095a77d-1482 0.9966 0.8807 ... \n", + "cell_CRfb095a77d-1497 0.9951 0.7113 ... \n", + "cell_CRfb095a77d-1515 0.9974 0.8451 ... \n", + "... ... ... ... \n", + "cell_CRc71d71060-594172 0.9967 0.7250 ... \n", + "cell_CRc71d71060-594658 0.9965 0.5464 ... \n", + "cell_CRc71d71060-595416 0.9971 0.5804 ... \n", + "cell_CRc71d71060-595616 0.9973 0.7703 ... \n", + "cell_CRc71d71060-596401 0.9963 0.6945 ... \n", + "\n", + " celltype_l1_codes celltype_l1_prob Biopsy_ID \\\n", + "cell_CRfb095a77d-1465 8 0.491549 0011695 - X1 \n", + "cell_CRfb095a77d-1473 20 1.000000 0011695 - X1 \n", + "cell_CRfb095a77d-1482 25 0.999137 0011695 - X1 \n", + "cell_CRfb095a77d-1497 25 0.997602 0011695 - X1 \n", + "cell_CRfb095a77d-1515 25 0.999909 0011695 - X1 \n", + "... ... ... ... \n", + "cell_CRc71d71060-594172 6 0.999801 0011216 - X9 \n", + "cell_CRc71d71060-594658 25 0.680551 0011216 - X7 \n", + "cell_CRc71d71060-595416 20 1.000000 0011216 - X9 \n", + "cell_CRc71d71060-595616 29 0.999998 0011216 - X9 \n", + "cell_CRc71d71060-596401 24 1.000000 0011216 - X7 \n", + "\n", + " sample label nichepca_domain nichepca_domain_tuned \\\n", + "cell_CRfb095a77d-1465 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-1473 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-1482 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-1497 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-1515 X40 SLE Glom. Glom. \n", + "... ... ... ... ... \n", + "cell_CRc71d71060-594172 X21 GBM Glom. Glom. \n", + "cell_CRc71d71060-594658 X22 SLE Glom. Glom. \n", + "cell_CRc71d71060-595416 X21 GBM Glom. Glom. \n", + "cell_CRc71d71060-595616 X21 GBM Glom. Glom. \n", + "cell_CRc71d71060-596401 X22 SLE Glom. Glom. \n", + "\n", + " nichepca_glom_no is_glom glom_ID \n", + "cell_CRfb095a77d-1465 0 Glom. 00011695X40_SLE \n", + "cell_CRfb095a77d-1473 0 Glom. 00011695X40_SLE \n", + "cell_CRfb095a77d-1482 0 Glom. 00011695X40_SLE \n", + "cell_CRfb095a77d-1497 0 Glom. 00011695X40_SLE \n", + "cell_CRfb095a77d-1515 0 Glom. 00011695X40_SLE \n", + "... ... ... ... \n", + "cell_CRc71d71060-594172 15 Glom. 150011216X21_GBM \n", + "cell_CRc71d71060-594658 11 Glom. 110011216X22_SLE \n", + "cell_CRc71d71060-595416 30 Glom. 300011216X21_GBM \n", + "cell_CRc71d71060-595616 37 Glom. 370011216X21_GBM \n", + "cell_CRc71d71060-596401 2 Glom. 20011216X22_SLE \n", + "\n", + "[141340 rows x 31 columns]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_gloms = adata[adata.obs[\"is_glom\"] == 'Glom.']\n", + "all_gloms.obs['glom_ID'] = [row['nichepca_glom_no'] + row['Slide_ID'] + row['Patient_Sample_ID'] for i, row in all_gloms.obs.iterrows()]\n", + "all_gloms.obs" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "d93cf942-465b-40f1-bbe9-c0f0db55d60a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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xyzclustern_transcriptsdensityelongationareaavg_confidenceavg_assignment_confidence...celltype_l1_codescelltype_l1_probBiopsy_IDsamplelabelnichepca_domainnichepca_domain_tunednichepca_glom_nois_glomglom_ID
cell_CRfb095a77d-14652504.0070721551.75130331.9887462361.4892.56624.180.99670.7850...80.4915490011695 - X1X40SLEGlom.Glom.0Glom.00011695X40_SLE
cell_CRfb095a77d-41912153.0931282433.05504531.80389923232.1391.661151.000.99660.9136...291.0000000011695 - X1X40SLEGlom.Glom.1Glom.10011695X40_SLE
cell_CRfb095a77d-68512413.2650822659.75997831.9708174791.2751.41161.960.99610.8787...281.0000000011695 - X1X40SLEGlom.Glom.2Glom.20011695X40_SLE
cell_CRfb095a77d-124884311.2180421284.32557231.3683162531.3224.22340.090.99340.9275...61.0000000011695 - X2X40SLEGlom.Glom.3Glom.30011695X40_SLE
cell_CRfb095a77d-278536953.827426978.58134428.5000154191.0826.30517.560.99170.9147...160.9999170011695 - X3X39SLEGlom.Glom.0Glom.00011695X39_SLE
..................................................................
cell_CRc71d71060-4011076336.75096419792.24245218.15209341662.3292.88871.280.99790.9446...281.0000000011216 - X17X17ANCAGlom.Glom.14Glom.140011216X17_ANCA
cell_CRc71d71060-4017687355.94470618810.79422619.1327202532.0913.69225.350.99370.9132...80.9997240011216 - X18X17ANCAGlom.Glom.15Glom.150011216X17_ANCA
cell_CRc71d71060-4087947060.56330919652.48582618.56502631382.3352.11359.110.99720.8497...281.0000000011216 - X18X17ANCAGlom.Glom.16Glom.160011216X17_ANCA
cell_CRc71d71060-4100596288.36737520539.95405815.6691153521.5483.65433.590.99580.9738...291.0000000011216 - X17X17ANCAGlom.Glom.17Glom.170011216X17_ANCA
cell_CRc71d71060-4149737382.83211520104.10952618.7391992781.5453.58250.480.99630.8251...100.9999980011216 - X18X17ANCAGlom.Glom.18Glom.180011216X17_ANCA
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821 rows × 31 columns

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" + ], + "text/plain": [ + " x y z cluster \\\n", + "cell_CRfb095a77d-1465 2504.007072 1551.751303 31.988746 2 \n", + "cell_CRfb095a77d-4191 2153.093128 2433.055045 31.803899 2 \n", + "cell_CRfb095a77d-6851 2413.265082 2659.759978 31.970817 4 \n", + "cell_CRfb095a77d-12488 4311.218042 1284.325572 31.368316 2 \n", + "cell_CRfb095a77d-27853 6953.827426 978.581344 28.500015 4 \n", + "... ... ... ... ... \n", + "cell_CRc71d71060-401107 6336.750964 19792.242452 18.152093 4 \n", + "cell_CRc71d71060-401768 7355.944706 18810.794226 19.132720 2 \n", + "cell_CRc71d71060-408794 7060.563309 19652.485826 18.565026 3 \n", + "cell_CRc71d71060-410059 6288.367375 20539.954058 15.669115 3 \n", + "cell_CRc71d71060-414973 7382.832115 20104.109526 18.739199 2 \n", + "\n", + " n_transcripts density elongation area \\\n", + "cell_CRfb095a77d-1465 36 1.489 2.566 24.18 \n", + "cell_CRfb095a77d-4191 323 2.139 1.661 151.00 \n", + "cell_CRfb095a77d-6851 79 1.275 1.411 61.96 \n", + "cell_CRfb095a77d-12488 53 1.322 4.223 40.09 \n", + "cell_CRfb095a77d-27853 19 1.082 6.305 17.56 \n", + "... ... ... ... ... \n", + "cell_CRc71d71060-401107 166 2.329 2.888 71.28 \n", + "cell_CRc71d71060-401768 53 2.091 3.692 25.35 \n", + "cell_CRc71d71060-408794 138 2.335 2.113 59.11 \n", + "cell_CRc71d71060-410059 52 1.548 3.654 33.59 \n", + "cell_CRc71d71060-414973 78 1.545 3.582 50.48 \n", + "\n", + " avg_confidence avg_assignment_confidence ... \\\n", + "cell_CRfb095a77d-1465 0.9967 0.7850 ... \n", + "cell_CRfb095a77d-4191 0.9966 0.9136 ... \n", + "cell_CRfb095a77d-6851 0.9961 0.8787 ... \n", + "cell_CRfb095a77d-12488 0.9934 0.9275 ... \n", + "cell_CRfb095a77d-27853 0.9917 0.9147 ... \n", + "... ... ... ... \n", + "cell_CRc71d71060-401107 0.9979 0.9446 ... \n", + "cell_CRc71d71060-401768 0.9937 0.9132 ... \n", + "cell_CRc71d71060-408794 0.9972 0.8497 ... \n", + "cell_CRc71d71060-410059 0.9958 0.9738 ... \n", + "cell_CRc71d71060-414973 0.9963 0.8251 ... \n", + "\n", + " celltype_l1_codes celltype_l1_prob Biopsy_ID \\\n", + "cell_CRfb095a77d-1465 8 0.491549 0011695 - X1 \n", + "cell_CRfb095a77d-4191 29 1.000000 0011695 - X1 \n", + "cell_CRfb095a77d-6851 28 1.000000 0011695 - X1 \n", + "cell_CRfb095a77d-12488 6 1.000000 0011695 - X2 \n", + "cell_CRfb095a77d-27853 16 0.999917 0011695 - X3 \n", + "... ... ... ... \n", + "cell_CRc71d71060-401107 28 1.000000 0011216 - X17 \n", + "cell_CRc71d71060-401768 8 0.999724 0011216 - X18 \n", + "cell_CRc71d71060-408794 28 1.000000 0011216 - X18 \n", + "cell_CRc71d71060-410059 29 1.000000 0011216 - X17 \n", + "cell_CRc71d71060-414973 10 0.999998 0011216 - X18 \n", + "\n", + " sample label nichepca_domain nichepca_domain_tuned \\\n", + "cell_CRfb095a77d-1465 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-4191 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-6851 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-12488 X40 SLE Glom. Glom. \n", + "cell_CRfb095a77d-27853 X39 SLE Glom. Glom. \n", + "... ... ... ... ... \n", + "cell_CRc71d71060-401107 X17 ANCA Glom. Glom. \n", + "cell_CRc71d71060-401768 X17 ANCA Glom. Glom. \n", + "cell_CRc71d71060-408794 X17 ANCA Glom. Glom. \n", + "cell_CRc71d71060-410059 X17 ANCA Glom. Glom. \n", + "cell_CRc71d71060-414973 X17 ANCA Glom. Glom. \n", + "\n", + " nichepca_glom_no is_glom glom_ID \n", + "cell_CRfb095a77d-1465 0 Glom. 00011695X40_SLE \n", + "cell_CRfb095a77d-4191 1 Glom. 10011695X40_SLE \n", + "cell_CRfb095a77d-6851 2 Glom. 20011695X40_SLE \n", + "cell_CRfb095a77d-12488 3 Glom. 30011695X40_SLE \n", + "cell_CRfb095a77d-27853 0 Glom. 00011695X39_SLE \n", + "... ... ... ... \n", + "cell_CRc71d71060-401107 14 Glom. 140011216X17_ANCA \n", + "cell_CRc71d71060-401768 15 Glom. 150011216X17_ANCA \n", + "cell_CRc71d71060-408794 16 Glom. 160011216X17_ANCA \n", + "cell_CRc71d71060-410059 17 Glom. 170011216X17_ANCA \n", + "cell_CRc71d71060-414973 18 Glom. 180011216X17_ANCA \n", + "\n", + "[821 rows x 31 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop duplicates to only keep unique glom_annot values \n", + "unique_gloms = all_gloms.obs.drop_duplicates(subset=['glom_ID'])\n", + "unique_gloms" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "37a9d80e-6071-4532-bddc-ba00c9dd6390", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['x', 'y', 'z', 'cluster', 'n_transcripts', 'density', 'elongation',\n", + " 'area', 'avg_confidence', 'avg_assignment_confidence',\n", + " 'max_cluster_frac', 'lifespan', 'x_centroid', 'y_centroid', 'cell_area',\n", + " 'Slide_ID', 'batch', 'Patient_Sample_ID', 'Disease', 'n_genes',\n", + " 'celltype_l1', 'celltype_l1_codes', 'celltype_l1_prob', 'Biopsy_ID',\n", + " 'sample', 'label', 'nichepca_domain', 'nichepca_domain_tuned',\n", + " 'nichepca_glom_no', 'is_glom', 'glom_ID'],\n", + " dtype='object')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unique_gloms.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "96f607b8-8b81-4679-824b-3446a1a17997", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_98491/3713899442.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " unique_gloms['Disease'] = [i.split('_')[1] for i in unique_gloms['Patient_Sample_ID']]\n", + "/tmp/ipykernel_98491/3713899442.py:5: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " unique_gloms['Disease'] = pd.Categorical(unique_gloms['Disease'], categories=Disease_Order, ordered=True)\n" + ] + } + ], + "source": [ + "Disease_Order = ['Cntrl', 'SLE', 'ANCA', 'GBM']\n", + "SlideID_Order = ['0011762', '0011546', '0011216', '0011707', '0011695', '0011284', '0011287', '0018775']\n", + "\n", + "unique_gloms['Disease'] = [i.split('_')[1] for i in unique_gloms['Patient_Sample_ID']]\n", + "unique_gloms['Disease'] = pd.Categorical(unique_gloms['Disease'], categories=Disease_Order, ordered=True)\n", + "unique_gloms['Slide_ID'] = pd.Categorical(unique_gloms['Slide_ID'], categories=SlideID_Order, ordered=True)\n" + ] + }, + { + "cell_type": "markdown", + "id": "ee9478e3-092f-4f0a-a959-14ca2dd27f65", + "metadata": {}, + "source": [ + "### Visualize the unique gloms categorized on different variables" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "32532190-5bb1-4e69-9eaa-acb85b5520d1", + "metadata": {}, + "outputs": [], + "source": [ + "def viz_numGloms_per_variable(unique_gloms, variable, bar_width=1):\n", + " \n", + " #grouping by the variable of inteerest and counting the numb of rows that are in each group.reset_index returns df\n", + " glom_counts_per_variable = unique_gloms.groupby(variable).size().reset_index(name='num_gloms')\n", + " \n", + " plt.style.use('default') # this is sometimes needed if rcParams.update does not work on its own\n", + " plt.rcParams.update({'font.size': 18}) # Adjusts the default font size for all text\n", + " \n", + " num_items=len(glom_counts_per_variable[variable].unique())\n", + " \n", + " fig_width = max(10, num_items * bar_width)\n", + " \n", + " # Create a bar plot\n", + " plt.figure(figsize=(fig_width, 6))\n", + " ax = sns.barplot(x=variable, y='num_gloms', data=glom_counts_per_variable)\n", + " plt.title('Number of Glomeruli Identified per '+variable, fontsize=20)\n", + " plt.xlabel(variable, fontsize=20)\n", + " plt.ylabel('Number of Glomeruli',fontsize=20)\n", + " plt.xticks(rotation=45) \n", + " # Add text annotations at the top of the bars\n", + " for p in ax.patches:\n", + " ax.annotate(format(p.get_height(), '.0f'), # Formats the text to 0/1/2 decimal places (as needed)\n", + " (p.get_x() + p.get_width() / 2., p.get_height()), # Sets the position of the text\n", + " ha = 'center', # Horizontally centers the text\n", + " va = 'center', # Vertically centers the text\n", + " xytext = (0, 9), # Sets the text offset. How far to the right (from bar centres) and how far above the bar is the text being placed\n", + " textcoords = 'offset points') # Specifies the offset is in points\n", + " \n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "c957d760-ba23-4ad0-9374-6b5432b2a47a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_98491/205843452.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " glom_counts_per_variable = unique_gloms.groupby(variable).size().reset_index(name='num_gloms')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz_numGloms_per_variable(unique_gloms,'Slide_ID')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "7de913ce-a261-4f48-a86e-96ae51769bfa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_98491/205843452.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " glom_counts_per_variable = unique_gloms.groupby(variable).size().reset_index(name='num_gloms')\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz_numGloms_per_variable(unique_gloms,'sample')" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "2b9add3d-ef4f-41bd-8399-3c48824248ce", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_98491/205843452.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " glom_counts_per_variable = unique_gloms.groupby(variable).size().reset_index(name='num_gloms')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz_numGloms_per_variable(unique_gloms,'Disease')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7d480b5e-5af7-4959-9e7b-fb18f86a6d67", + "metadata": {}, + "outputs": [], + "source": [ + "## Visualize based on 2 variables" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "bbb1cf49-c514-48a5-bae7-7dbb67a7e342", + "metadata": {}, + "outputs": [], + "source": [ + "def numGloms_by_2variables(unique_gloms, variable, variable2):\n", + " \n", + " # Group by slide ID and disease type, then count the unique gloms\n", + " glom_counts_per_variable = unique_gloms.groupby([variable, variable2]).size().reset_index(name='num_gloms')\n", + " \n", + " # Adjust font size \n", + " plt.style.use('default')\n", + " plt.rcParams.update({'font.size': 18})\n", + " \n", + " # Calculate the number of unique slide IDs\n", + " num_items = len(glom_counts_per_variable[variable].unique())\n", + " \n", + " # Determine figure width based on the number of items\n", + " fig_width = max(10, num_items * 5) \n", + " \n", + " # Create a bar plot\n", + " plt.figure(figsize=(fig_width, 6))\n", + " ax = sns.barplot(x=variable, y='num_gloms', hue=variable2, data=glom_counts_per_variable)\n", + " plt.title('Number of Glomeruli Identified per ' + variable + ' and ' + variable2, fontsize=20)\n", + " plt.xlabel(variable, fontsize=20)\n", + " plt.ylabel('Number of Glomeruli', fontsize=20)\n", + " plt.xticks(rotation=45)\n", + " \n", + " # Add text annotations at the top of the bars\n", + " for p in ax.patches:\n", + " ax.annotate(format(p.get_height(), '.0f'),\n", + " (p.get_x() + p.get_width() / 2., p.get_height()),\n", + " ha='center', va='center',\n", + " xytext=(0, 9), textcoords='offset points')\n", + " \n", + " plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "9b0f7c5c-d327-48d9-925c-633190a811df", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_98491/3502692452.py:4: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " glom_counts_per_variable = unique_gloms.groupby([variable, variable2]).size().reset_index(name='num_gloms')\n" + ] + }, + { + "data": { + "image/png": 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