{ "cells": [ { "cell_type": "markdown", "id": "847509ee-0208-4c2c-be1e-05c171775fd0", "metadata": {}, "source": [ "# Niche based PILOT trajectory inference\n", "\n", "**NicheSphere** is an sc-verse compatible Python library which allows the user to find differentially co-localized cellular niches and biological processes involved in their interactions based on cell type pairs co-localization probabilities in different conditions. Cell type pair co-localization probabilities are obtained in different ways: from deconvoluted Visium 10x / PIC-seq data (probabilities of finding each cell type in each spot / multiplet), or counting cell boundaries overlaps for each cell type pair in single cell spatial data (MERFISH , CODEX ...). This tutorial will use groups of cells that converge or split in disease (Ischemia) based on differential co-localization which were defined using NicheSphere.\n", "\n", "**PILOT** allows sample level trajectory analysis based on cell type proportions using optimal transport. \n", "\n", "In this tutorial we will **leverage PILOT trajectory inference** adding spatial information by **using NicheSphere resulting niches** to calculate distances between samples.\n" ] }, { "cell_type": "markdown", "id": "873ee639-6b4e-4103-b57a-f117052a55f2", "metadata": {}, "source": [ "## 1. Libraries and functions" ] }, { "cell_type": "code", "execution_count": 1, "id": "9d5aab80-bda1-44ea-bb0c-e8207be9f3ce", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "During startup - Warning messages:\n", "1: Setting LC_MONETARY failed, using \"C\" \n", "2: Setting LC_PAPER failed, using \"C\" \n", "3: Setting LC_MEASUREMENT failed, using \"C\" \n" ] } ], "source": [ "import pilotpy as pl\n", "import scanpy as sc\n", "import pandas as pd\n", "import scipy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "from PIL import Image\n", "import mudata as md" ] }, { "cell_type": "markdown", "id": "19d4de0c-14d7-4bb1-ac21-5a1401082487", "metadata": {}, "source": [ "## 2. Data at first glance" ] }, { "cell_type": "markdown", "id": "eab7e97a-3d46-4aec-807b-0e5e983550d8", "metadata": {}, "source": [ "In this example we will use the **Visium** data from the Myocardial Infarction atlas from Kuppe, C. et. Al., 2022" ] }, { "cell_type": "code", "execution_count": 2, "id": "1fd98ae6-15e7-4e4a-88d4-d7c1665a05a2", "metadata": {}, "outputs": [], "source": [ "mudata=md.read('heart_MI_ST_SC_23samples.h5mu')" ] }, { "cell_type": "markdown", "id": "b9b3b92c-7be5-4b8d-8bf8-1384957b22e5", "metadata": {}, "source": [ "**Conditions**\n", "\n", "We will need the following metadata to subset the samples in different conditions. This table contains a **sample** column with sample names , and a **sampleType** column with the corresponding conditions. " ] }, { "cell_type": "code", "execution_count": 3, "id": "8457a65f-5cda-4b71-9951-abb39e65727d", "metadata": {}, "outputs": [], "source": [ "sampleTypesDF=pd.read_csv('./MI_sampleTypesDF.csv', index_col=0)" ] }, { "cell_type": "markdown", "id": "85888e49-f6d2-426b-8e72-75d4e333a19e", "metadata": {}, "source": [ "For the **coloc tutorial** we did cell type deconvolution on the visium slices using the associated scRNA-seq data, obtaining a cell types x spots matrix of probabilities of each cell type for each spot." ] }, { "cell_type": "code", "execution_count": 4, "id": "f5193b54-4c98-4495-bac7-5527a180051d", "metadata": {}, "outputs": [], "source": [ "CTprops=pd.read_csv('./CTprops.csv', index_col=0)" ] }, { "cell_type": "markdown", "id": "8d849bc9-5d02-4816-8919-4aee952f3b8f", "metadata": {}, "source": [ "Then, we computed cell type pair co-localization probabilities per sample from these cell type probabilities." ] }, { "cell_type": "code", "execution_count": 5, "id": "1ae994d6-c7ba-4379-b976-539bb30d1ace", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Fib1_SCARA5-Fib1_SCARA5Fib1_SCARA5-damaged_CMFib1_SCARA5-Capillary_EndoFib1_SCARA5-LYVE_FOLR_MacrophagesFib1_SCARA5-Fib3_C7Fib1_SCARA5-healthy_CMFib1_SCARA5-Fib2_MyofibFib1_SCARA5-Endocardial_EndoFib1_SCARA5-Arterial_EndoFib1_SCARA5-Neuronal...NK_T-CCL18_MacrophagesNK_T-perivascular_fibroblastsNK_T-CD_4NK_T-vSMCs_2NK_T-Lymphatic_EndoNK_T-NKNK_T-CD_8NK_T-Purkinje_fibersNK_T-AdipoNK_T-NK_T
control_P170.0176030.0003080.0009920.0002510.0070620.0025860.0047240.0009430.0004120.000351...2.290066e-150.03.915381e-050.00.04.538656e-084.556003e-080.00.000000e+000.000268
RZ_P90.0093070.0004290.0007380.0000030.0052040.0014390.0016250.0000650.0001680.000046...0.000000e+000.04.640548e-050.00.09.954633e-051.643486e-050.00.000000e+000.000784
IZ_P150.0303510.0000000.0000270.0001860.0012000.0000000.0031120.0000720.0000620.000000...0.000000e+000.00.000000e+000.00.00.000000e+000.000000e+000.00.000000e+000.000000
RZ_P60.0404700.0004410.0027520.0003610.0086870.0029280.0078780.0001760.0010220.001170...0.000000e+000.07.998369e-250.00.08.593925e-280.000000e+000.00.000000e+000.000438
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" ], "text/plain": [ " Fib1_SCARA5-Fib1_SCARA5 Fib1_SCARA5-damaged_CM \\\n", "control_P17 0.017603 0.000308 \n", "RZ_P9 0.009307 0.000429 \n", "IZ_P15 0.030351 0.000000 \n", "RZ_P6 0.040470 0.000441 \n", "RZ_BZ_P3 0.021508 0.000292 \n", "\n", " Fib1_SCARA5-Capillary_Endo Fib1_SCARA5-LYVE_FOLR_Macrophages \\\n", "control_P17 0.000992 0.000251 \n", "RZ_P9 0.000738 0.000003 \n", "IZ_P15 0.000027 0.000186 \n", "RZ_P6 0.002752 0.000361 \n", "RZ_BZ_P3 0.000567 0.000057 \n", "\n", " Fib1_SCARA5-Fib3_C7 Fib1_SCARA5-healthy_CM \\\n", "control_P17 0.007062 0.002586 \n", "RZ_P9 0.005204 0.001439 \n", "IZ_P15 0.001200 0.000000 \n", "RZ_P6 0.008687 0.002928 \n", "RZ_BZ_P3 0.002408 0.000483 \n", "\n", " Fib1_SCARA5-Fib2_Myofib Fib1_SCARA5-Endocardial_Endo \\\n", "control_P17 0.004724 0.000943 \n", "RZ_P9 0.001625 0.000065 \n", "IZ_P15 0.003112 0.000072 \n", "RZ_P6 0.007878 0.000176 \n", "RZ_BZ_P3 0.006635 0.000123 \n", "\n", " Fib1_SCARA5-Arterial_Endo Fib1_SCARA5-Neuronal ... \\\n", "control_P17 0.000412 0.000351 ... \n", "RZ_P9 0.000168 0.000046 ... \n", "IZ_P15 0.000062 0.000000 ... \n", "RZ_P6 0.001022 0.001170 ... \n", "RZ_BZ_P3 0.000052 0.000052 ... \n", "\n", " NK_T-CCL18_Macrophages NK_T-perivascular_fibroblasts \\\n", "control_P17 2.290066e-15 0.0 \n", "RZ_P9 0.000000e+00 0.0 \n", "IZ_P15 0.000000e+00 0.0 \n", "RZ_P6 0.000000e+00 0.0 \n", "RZ_BZ_P3 0.000000e+00 0.0 \n", "\n", " NK_T-CD_4 NK_T-vSMCs_2 NK_T-Lymphatic_Endo NK_T-NK \\\n", "control_P17 3.915381e-05 0.0 0.0 4.538656e-08 \n", "RZ_P9 4.640548e-05 0.0 0.0 9.954633e-05 \n", "IZ_P15 0.000000e+00 0.0 0.0 0.000000e+00 \n", "RZ_P6 7.998369e-25 0.0 0.0 8.593925e-28 \n", "RZ_BZ_P3 0.000000e+00 0.0 0.0 8.585311e-06 \n", "\n", " NK_T-CD_8 NK_T-Purkinje_fibers NK_T-Adipo NK_T-NK_T \n", "control_P17 4.556003e-08 0.0 0.000000e+00 0.000268 \n", "RZ_P9 1.643486e-05 0.0 0.000000e+00 0.000784 \n", "IZ_P15 0.000000e+00 0.0 0.000000e+00 0.000000 \n", "RZ_P6 0.000000e+00 0.0 0.000000e+00 0.000438 \n", "RZ_BZ_P3 0.000000e+00 0.0 7.294563e-35 0.000897 \n", "\n", "[5 rows x 1089 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coloc=pd.read_csv('./colocPerSample.csv', index_col=0)\n", "coloc.head()" ] }, { "cell_type": "markdown", "id": "a5b15971-0f3f-47da-88e7-f4da2908d17b", "metadata": {}, "source": [ "We have some duplicated columns; as co-localization between cellType_A-cellType_B is the same as between cellType_B-cellType_A , the corresponding columns have the same values. To avoid using values twice, we remove duplicated columns and multiply the values of the equivalent columns *2." ] }, { "cell_type": "code", "execution_count": 6, "id": "07126190-5c73-4bab-986e-60cbcc061f11", "metadata": {}, "outputs": [], "source": [ "cell_types=CTprops.columns\n", "oneCTints=cell_types+'-'+cell_types ## same cell type interactions" ] }, { "cell_type": "code", "execution_count": 7, "id": "3ed9c472-ed91-4564-b14f-cf98a03f15b8", "metadata": {}, "outputs": [], "source": [ "coloc=coloc.T.drop_duplicates()\n", "coloc=coloc.T\n", "coloc[np.setdiff1d(coloc.columns, oneCTints)]=coloc[np.setdiff1d(coloc.columns, oneCTints)]*2" ] }, { "cell_type": "markdown", "id": "a5927589-78cd-446a-a325-26c06f916091", "metadata": {}, "source": [ "In the **coloc tutorial** , we compared co-localization probabilities of cell type pairs between **myogenic** and **ischemic** samples. We found 4 differential co-localization niches of cell types that get together or separate in ischemic heart disease compared to control samples." ] }, { "cell_type": "code", "execution_count": 8, "id": "b5f1877e-4d40-49d3-983d-756f7ff9e4cf", "metadata": {}, "outputs": [], "source": [ "niches_df=pd.read_csv('./niches_df_MIvisium_louvain.csv')" ] }, { "cell_type": "code", "execution_count": 9, "id": "d59021f4-7ea9-424c-b7eb-53d8582c566d", "metadata": {}, "outputs": [], "source": [ "# we need categorical data\n", "niches_df['niche']=niches_df['niche'].astype('category')" ] }, { "cell_type": "markdown", "id": "0090ca44-6ece-43ae-9239-f1b1d425dffa", "metadata": {}, "source": [ "Now, we would like to use PILOT to compute a myogenic to ischemic **disease trajectory** and find out how the **niche proportions** and other features, like the **cell type pair co-localization probabilities**, change along disease progression" ] }, { "cell_type": "markdown", "id": "4909053c-38b0-4888-ad37-1aaf9ffb77c2", "metadata": {}, "source": [ "## 3. Prepare data for PILOT" ] }, { "cell_type": "markdown", "id": "6db0500c-f9b1-461e-903a-3c540be02750", "metadata": {}, "source": [ "To apply PILOT, we need data of **niche** , **sample** and **condition** for each Visium spot. So we'll make a data frame where the niches , as well as condition and sample name for each spot will be stored" ] }, { "cell_type": "code", "execution_count": 10, "id": "2620c86c-81f0-4348-82ac-a7c2d114515b", "metadata": {}, "outputs": [], "source": [ "all_niches=pd.DataFrame()\n", "for smpl in sampleTypesDF['sample'].unique():\n", " tmp=mudata['visium'][mudata['visium'].obs.patient_region_id==smpl].copy()\n", " tmp.obs['status']=list(sampleTypesDF.sampleType[sampleTypesDF['sample']==smpl])[0]\n", " ## we'll get the main niche for each spot according to its cell type proportions \n", " ## get niche probabilities per spot\n", " for niche in list(niches_df.niche.cat.categories):\n", " tmp.obs[niche]=CTprops[list(niches_df.cell[niches_df.niche==niche])].sum(axis=1)\n", " niche_props=tmp.obs[list(niches_df.niche.cat.categories)]\n", " ## assigned niche is the one with the highest proportion\n", " tmp.obs['niche']= [niche_props.columns[np.argmax(niche_props.loc[idx])] for idx in niche_props.index]\n", " tmp.obs.niche=tmp.obs.niche.astype('category')\n", " for c in np.setdiff1d(list(niches_df.niche.cat.categories),tmp.obs.niche.cat.categories):\n", " tmp.obs.niche = tmp.obs.niche.cat.add_categories(c)\n", " tmp.obs.niche=tmp.obs.niche.cat.reorder_categories(list(niches_df.niche.cat.categories))\n", " ## fill data frame\n", " all_niches=pd.concat([all_niches, tmp.obs[['niche', 'patient_region_id', 'status']]])" ] }, { "cell_type": "markdown", "id": "80031b0a-1714-4415-a5eb-1296ac4606d1", "metadata": {}, "source": [ "As remote samples are usually healthy tissue from a diseased patient, we will simplify the annotation and call remote samples myogenic, such as the controls" ] }, { "cell_type": "code", "execution_count": 11, "id": "1759cb1c-dc1a-4b63-b3b9-218c8b23c298", "metadata": {}, "outputs": [], "source": [ "all_niches['status']=['myogenic' if x=='remote' else x for x in all_niches['status']]" ] }, { "cell_type": "markdown", "id": "49b94965-cff5-4c95-b776-fdfb9c330c1b", "metadata": {}, "source": [ "This will be the obs of the anndata we'll use as input for PILOT. " ] }, { "cell_type": "code", "execution_count": 12, "id": "9a374ddb-8567-4550-b703-655d43b53c74", "metadata": {}, "outputs": [], "source": [ "adata=mudata['visium'].copy()\n", "adata.obs=all_niches" ] }, { "cell_type": "markdown", "id": "02176c03-6fde-4e5c-92f4-083dbc2c2bdb", "metadata": {}, "source": [ "We'll add the cell type proportions to the obsm slot as well, as we'll use them to calculate niche to niche distances (cost matrix) with PILOT" ] }, { "cell_type": "code", "execution_count": 13, "id": "c6f493af-4b16-463c-b740-a127296e7a2a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 73904 × 11704\n", " obs: 'niche', 'patient_region_id', 'status'\n", " var: 'features'\n", " obsm: 'X_pca', 'X_spatial', 'X_umap', 'CTprops'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obsm['CTprops']=CTprops.loc[all_niches.index]\n", "adata.obsm['CTprops']=adata.obsm['CTprops'].fillna(0) ## no NAs\n", "adata" ] }, { "cell_type": "markdown", "id": "af36e99d-df63-4150-966f-eeaeb18e86bd", "metadata": {}, "source": [ "## 4. PILOT \n", "We will use PILOT to compute a **disease trajectory** based on niche proportions per sample." ] }, { "cell_type": "markdown", "id": "82563f4d-197e-47ac-84ee-e5fbbdfad6ee", "metadata": {}, "source": [ "Let's start by calculating **distances between samples** using niche proportions with PILOT's **wasserstein_distance** function (slightly modified, see above). These distances are calculated using a cost matrix based on niche to niche distances, will be computed on the cell type proportions per niche." ] }, { "cell_type": "code", "execution_count": 14, "id": "f0c35a50-bfa1-41be-ab97-8ca17e8c7af3", "metadata": {}, "outputs": [], "source": [ "pl.tl.wasserstein_distance(\n", " adata,\n", " emb_matrix = 'CTprops', ## embedding matrix to calculate group to group distances/costs\n", " clusters_col = 'niche',\n", " sample_col = 'patient_region_id',\n", " status = 'status',\n", " use_centroids=False\n", " )" ] }, { "cell_type": "markdown", "id": "746cbded-e395-4c58-bfde-b816f07d8b1f", "metadata": {}, "source": [ "**Trajectory of disease progression**\n", "\n", "The next step to get our disease progression trajectory is computing a **Diffusion map** on the **Wasserstein distances** calculated before. Now we can show our samples in this embedding. Different conditions are shown in different colors. " ] }, { "cell_type": "code", "execution_count": 15, "id": "79ea4f3b-c69f-4132-abab-4b113aa22c29", "metadata": {}, "outputs": [], "source": [ "## conditions color list\n", "clist=['#ffadad', '#9bf6ff', '#caffbf', '#bdb2ff']" ] }, { "cell_type": "code", "execution_count": 16, "id": "bf15d59d-14fb-445a-86cc-c2aa83a7fdc5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.pl.trajectory(adata, \n", " colors=clist, \n", " font_size=14, \n", " location_labels='center', \n", " fontsize_legend=18, \n", " knn=8) ## number of nearest neighbors considered when the kernel (for the diffusion map) is computed" ] }, { "cell_type": "markdown", "id": "0e9aaafe-9e96-4a96-b498-3029298fc217", "metadata": {}, "source": [ "**Principal graph** \n", "\n", "The difussion map creates an embedding that potentially reveals a trajectory in the data. Next, PILOT explores EIPLGraph to **find the structure of the trajectory**. For this, we need to pick a source node. This will also compute a **pseudotime** and order samples along it" ] }, { "cell_type": "code", "execution_count": 17, "id": "2c9198b9-01dc-4b6f-8add-e59251cc3baa", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.pl.fit_pricipla_graph(adata, source_node = 0)" ] }, { "cell_type": "code", "execution_count": 18, "id": "c34ebfe9-9adc-4e2a-b6fd-4784744e0e35", "metadata": {}, "outputs": [], "source": [ "## Samples sorted by pseudotime\n", "PT=pd.Series(adata.uns['pseudotime'], index=list(adata.uns['proportions'].keys())).sort_values()" ] }, { "cell_type": "markdown", "id": "7b8adcc0-efe2-48e3-91d6-3a480a2a9bb2", "metadata": {}, "source": [ "## 5. Interpretability" ] }, { "cell_type": "markdown", "id": "cc9f1a0f-405b-44da-bdbb-8e6788f2fe4e", "metadata": {}, "source": [ "## 5.1 Niche changes along trajectory" ] }, { "cell_type": "markdown", "id": "466cc9ec-fcc3-4577-8ca6-9b512ee708f0", "metadata": {}, "source": [ "Now we have a niche proportions based disease trajectory and pseudotime, and can sort the samples along it. From here, we can ask different questions, like **how do individual niche proportions change along the trajectory?** and **which niches could be disease-related?** \n", "\n", "To have a look into this, we can apply the robust regression model to find niches whose proportions change linearly or non-linearly with disease progression using the **cell_importance** function from PILOT." ] }, { "cell_type": "code", "execution_count": 19, "id": "694eb2ce-70b8-4afd-adc8-f21e3e0047eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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vvPKKfvjhB02dOlUDBgzQnXfeKUkKCgpSUFCQ6tevr6ioKAUHByswMLDY93vppZd0zz336LPPPjNm6Vzbbj45OVlPP/20oqOjVatWLc2fP1+PP/647OzstHfvXo0YMUIRERHq37+/7rjjDrVo0aKMf+2yub4Q4+PjY5w/9dRTql27tqKjoxUYGKi5c+fq0UcflaOjo5KTk7Vo0SJ9/PHHcnBw0KxZs8o/uKSvvvqq3MekiAQAAAAAQBEyMzPzbeXu7OwsZ2fnfG2vXLmiUaNGyWw2q1OnTtq8eXOeYpGTk5M6deqkTp06Gdd27NihVatWSZJmz56t4cOHG/f8/Py0cOFCJSYmatWqVRo/frwCAwPl4uKSb+yEhAT9+uuv6tq1q3Gtdu3aWrFihRo2bKhz587p+++/17hx40r/x5BUpUoVbdq0SZUqVTKu3XXXXZKkuXPn6vTp03J0dNQvv/yiZs2aGW1atGihDRs2qHnz5oqMjNS4ceP0448/lilLWc2dO9c4b9eunXHu5uamn376ST179tTJkyfVvXt32dnZycPDQ4mJibKzs9NDDz2k8ePHq3PnzraIrsGDB5f7mKyJBAAAAABAEaZNmyYvL688x7Rp0wpsu2XLFmOB408//TRPAakwISEhkq4WfIYNG1ZgmylTpkiS4uLitHHjxgLbdOzYMU8B6RpnZ2d169ZNkrRv375i8xRn5MiReQpI17v2Ln369MlTQLrGw8PD2FXs559/VmJiYpnz3KiMjAzt3btX/fr107p16yRJXbt2NT4tvObee+/Vb7/9pkcffVTS1bWPruXNzc1VSkqKLl68WK7ZbY0iEgAAAAAARRg7dqwSExPzHGPHji2w7fbt2yVdnUFU2ILM/7R7925JVwsZdnYF/2f63XffrVq1auVp/0/3339/oWPUrFlT0tWt68uqY8eOBV7PysoyilSPPPJIof2vL8r8+eefZc5TEl27djUWBnd1dVXLli317bffSpJatWplnF9v6dKluuOOO7Rz507NmjVLJ0+eVGpqqvbv369XX31VO3fuVJ8+fQotKN6K+JwNAAAAAIAiFPbpWkFiYmIkSfXq1Svx8y9cuCBJRpGoMLVr19bZs2eN9v/k4eFRaF8Hh6v/+Z+dnV3iXIWpXr16gdfj4+OVk5Mjqeh3uX4x68LexdK8vb2NWWEODg7y8vJS06ZN9cwzzyggICDf4uA7d+7UoEGDJF1d4+qhhx4y7jVr1kyfffaZfHx8NGXKFE2YMEG9evVS48aNy+VdCmM2m5WQkKDU1FSZzeZC29WtW7fUY1BEAgAAAADAQsq6+9XNwN7e3tYRbtjq1asL3GGtMP/5z39kNpvVunXrPAWk6wUFBWnKlCm6cuWKwsLCjM/0ytuPP/6o//u//9P//vc/paWlFdnWZDLpypUrpR6Lz9kAAAAAALAQPz8/SVJUVFSJ+1yb2RMdHV1ku2v3C5sJZGs+Pj5Ggamod7n+XkV9l0OHDkmSGjVqVGgbT09P+fr6SpKxDlZ5GzNmjJ555hlt2rTJmIFU1JGbm1um8SgiAQAAAABgIR06dJB09bO2wtYu+qdraydt2bKl0P/IP3LkiM6ePStJatu2rQWS/j/X1mEq6hOoknByclLz5s0lSZs3by603aZNm4xxW7duXaYxreXa36SoYmBmZqYuX74sqehPCa3ll19+0YwZM+Tg4KAZM2bo4MGDkqRq1arpxIkT2rZtm95//335+PioatWq+uGHH8pc7KKIBAAAAACAhXTt2lUNGzaUJL3xxhvKysoqts9zzz0nSTp79qwWLFhQYJsJEyZIkqpWrVrkotWl4enpKUlGQaQsrr3LypUrdeDAgXz3U1JSNH36dEnSk08+KS8vrzKPaQ3Xilt//PGHdu7cWWCbr776SpmZmZKk9u3bl1u2a+bNmyeTyaTx48frzTff1N133y3p6ueGDRs2VIcOHfT+++/rr7/+kpeXl1544YUSr+1VGIpIAAAAAABYiL29vT777DOZTCZt27ZNDz/8sLZt22bMMMrKylJ4eLgGDBhgfDJ13333qXfv3pKkUaNG6bPPPjPWtomJidGLL76oFStWSJKmTJkiFxcXi2Zu1qyZpKuFn4SEhDI96+WXX1aDBg2UnZ2tJ554Qj///LPx7vv371e3bt10+vRpOTs7a+rUqWXObi2vvvqqTCaTcnJy1LNnT4WEhBj/TOLi4jRlyhSNHj1aknTXXXfp6aefLveM14pbL774Yp7r/5xRVrt2bX322We6cOGCPv744zKNSREJAAAAAAALeuKJJ7R48WI5Oztr27ZteuCBB+Tm5qaqVavK3d1dXbt21bJly/LMUlq4cKEefPBBZWVladSoUfLy8pKPj49q1qxpzE4KCgrSiBEjLJ53+PDhMplM2r59u6pVq6aaNWuqfv36ql+//g0/y8PDQ2vXrlWtWrUUHR2tJ598Uu7u7vLy8lLz5s21fft2OTs7a+nSpWrRooXF38VS2rRpoy+++EKOjo46d+6cnnvuOVWqVEmenp6qVq2aJkyYoKysLNWtW1dhYWHG7nfl6dKlS3JzczPWZZKuFjELWlz70UcflYuLi9atW1emMSkiAQAAAABgYYMGDdKRI0f0+uuvq2nTpnJwcFB6errq1asnf39/LVmyxPj8SJK8vLy0efNmLVy4UF26dJGHh4dSUlLk5+en3r17a8uWLfrkk0+skrVz585at26dHnnkEVWuXFmxsbGKioq6ocXBr9esWTMdPHhQEydOVMuWLeXg4KDMzEw1atRII0aM0MGDB9WnTx8Lv4XlDR8+XHv37tXIkSPVrFkzubu7Ky0tTd7e3urYsaM+/vhj7d+/X02aNLFJPk9PTzk6Oua55uXlpZSUFKWmpua5bmdnJwcHB2NdrdIymcu6chZwG1rx1zlbRwBs5qMfjto6AmAziYkZto4A2MzGd7raOgJgMw2qWvbzMcASWrVqpf379yslJcX4xLFDhw7asWOHfv75Zz322GNG2+PHj6tx48by8PBQYmJiqcdkJhIAAAAAAMBNpnnz5jKbzdqzZ49x7dFHH5XZbNa7776rmJgYSdLFixf14osvymQyGTsBlhZFJAAAAAAAgJvM448/LrPZrDVr1hjXXn31VVWuXFl79uxR3bp1VatWLdWoUUNbt26VJL311ltlGpMiEgAAAAAAwE3G399fX331lTp27Ghcq169utatW6c6deroypUrOn/+vHJzc+Xm5qa5c+fq8ccfL9OY5b98OAAAAAAAQAnMmDFDM2bMuKE+QUFBCgoKslKiisPV1VWDBw/Od719+/Y6efKk/ve//+nMmTPy8vJSp06d5OnpWeYxKSIBAAAAAIAKKSUlRbGxsTfc53Znb2+vTp06Wfy57M4GlEL40XhbRwBs5sNNx2wdAbCZyY/bZgtfoCJYfeTG/iMOuJVM797Y1hGAfLKyshQTEyMnJyf5+fnluZeSkqKJEydq48aNsrOz01NPPaV3331Xrq6uZRqTmUgAAAAAAAA3mQULFmjUqFEaPHiwFi1alOde9+7dtW3bNl2bN7Rv3z5t3bpVW7ZskclkKvWYLKwNAAAAAABwk1m/fr0kqV+/fnmur127Vlu3bpXJZFL//v01bNgwOTo6auvWrVqyZEmZxqSIBAAAAAAAcJM5fPiwJOlf//pXnuvLly+XyWTS22+/rSVLlmj+/PmaNWuWzGazli9fXqYxKSIBAAAAAADcZC5evCg3Nzd5e3vnub5lyxZJ0rBhw4xrAwcOlCTt3bu3TGNSRAIAAAAAALjJpKamys4ub1knMjJSFy9eVJ06ddSgQQPjuru7uypXrqz4+LJtEkURCQAAAAAA4Cbj4+OjlJQUXb582bj266+/SpI6dOiQr/2VK1dUqVKlMo1JEQkAAAAAAOAm07p1a0nSwoULJUm5ublauHChTCaTunbtmqftxYsXlZKSIj8/vzKNSREJAAAAAAALmjhxokwmU4kO6eonSCVt/88jPDzcotk3bdqkV155RS1atFC1atXk6OgoLy8vNW7cWH379tX8+fN18eLFUr3rP4/69euXOmdhfzN7e3v5+Pioffv2mjx5suLi4kr8zISEBNWsWdN41sSJE0udrzwMHjxYZrNZ77zzjp544gndd999+t///qdKlSrp2WefzdN269atkqS77767TGM6lKk3AAAAAAAolK+vb7Ft7O3tS9TumosXLyo3N1eS5OLiUups1zt27JgGDhyonTt3Gtfs7Ozk5eWljIwMHTt2TMeOHdOKFSs0evRojRo1StOnT1elSpUKzR4bGyvp6no8BX1GVa1aNYtk9/T0lKurqyQpKytLCQkJioiIUEREhObMmaN169apTZs2xT7njTfe0Pnz5y2SqTwEBARo/fr1Wrx4sdavXy/p6r8PX3zxhSpXrpynbUhISIEzlG4URSQAAAAAAKwkJiam2DZ16tQpUTtJWrVqlfr06SPp6o5b7dq1K1M+SYqIiFC3bt2UlJQkd3d3vfLKKwoICFDLli1lb28vSbp8+bK2bdum77//XiEhIfrmm280ffp0BQUFKSgoqMDnXptpFRQUZNVZPcHBwQoMDDR+JyQkaO7cuZo0aZIuXLigXr166dixY0UW3NavX6+vv/5aHTp00Pbt262W1dIWLVqkF154Qdu3b1flypX18MMPq2HDhnnaZGVlycvLS4MGDdKTTz5ZpvEoIgEAAAAAcBM4cOCAUSxp06aN5s+fX+ZnXiuyJCUlqU6dOlq/fn2BnzxVrlxZTz31lJ566ilNnTpVkyZNKvPY1uLt7a1x48YpIyNDU6dO1ZkzZxQWFqaAgIAC2ycnJ2v48OFycnLSl19+qXvuuaecE5dNx44d1bFjx0LvOzk5WeTfFYk1kQAAAAAAqPASEhLk7++vlJQU+fr6KjQ01CKfsk2fPl3nz5+XyWTS999/X6I1c+rWrWss5lyRDRw40DjftWtXoe3efvtt/f3333rnnXfUtGn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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 18})\n", "pl.tl.cell_importance(adata,\n", " height=3, ## for the individual group scatter plots below\n", " width=20, ## for the individual group scatter plots below\n", " fontsize=16,)" ] }, { "cell_type": "markdown", "id": "ee99cfc7-3864-41e6-9dab-1739000d14b4", "metadata": {}, "source": [ "## 5.2 Visium slices along trajectory" ] }, { "cell_type": "markdown", "id": "8636ceed-8c5e-4d98-9777-fc6f9a470c21", "metadata": {}, "source": [ "To visualize the niche changes in the Visium slices along the trajectory, we can also plot the niches in the visium slices , save the images and plot them on a grid, sorted by pseudotime using the **create_sample_grid** function." ] }, { "cell_type": "code", "execution_count": 20, "id": "12f168c6-8977-49d1-8000-9d4923925c27", "metadata": {}, "outputs": [], "source": [ "## assign niche colors\n", "col_list=['#4daf4a', '#0072B5', '#BC3C29', '#ffff33']\n", "adata.uns['niche_colors']=col_list" ] }, { "cell_type": "code", "execution_count": 21, "id": "73da6571-439c-4343-b96e-54e3e6291fbe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/show_control_P17_niches.png\n", "WARNING: saving figure to file figures/show_RZ_P9_niches.png\n", "WARNING: saving figure to file figures/show_IZ_P15_niches.png\n", "WARNING: saving figure to file figures/show_RZ_P6_niches.png\n", "WARNING: saving figure to file figures/show_RZ_BZ_P3_niches.png\n", "WARNING: saving figure to file figures/show_FZ_P14_niches.png\n", "WARNING: saving figure to file figures/show_RZ_BZ_P12_niches.png\n", "WARNING: saving figure to file figures/show_FZ_GT_P4_niches.png\n", "WARNING: saving figure to file figures/show_GT_IZ_P13_niches.png\n", "WARNING: saving figure to file figures/show_GT_IZ_P15_niches.png\n", "WARNING: saving figure to file figures/show_FZ_P20_niches.png\n", "WARNING: saving figure to file figures/show_RZ_FZ_P5_niches.png\n", "WARNING: saving figure to file figures/show_GT_IZ_P9_niches.png\n", "WARNING: saving figure to file figures/show_RZ_P3_niches.png\n", "WARNING: saving figure to file figures/show_FZ_GT_P19_niches.png\n", "WARNING: saving figure to file figures/show_FZ_P18_niches.png\n", "WARNING: saving figure to file figures/show_IZ_P10_niches.png\n", "WARNING: saving figure to file figures/show_control_P7_niches.png\n", "WARNING: saving figure to file figures/show_RZ_P11_niches.png\n", "WARNING: saving figure to file figures/show_control_P1_niches.png\n", "WARNING: saving figure to file figures/show_RZ_BZ_P2_niches.png\n", "WARNING: saving figure to file figures/show_control_P8_niches.png\n", "WARNING: saving figure to file figures/show_RZ_GT_P2_niches.png\n" ] } ], "source": [ "## niches on slices images\n", "for smpl in list(sampleTypesDF['sample']): \n", " sc.pl.spatial(adata=adata[adata.obs.patient_region_id==smpl].copy(), \n", " color='niche', \n", " img_key=None, \n", " library_id=None,\n", " spot_size=0.015, \n", " title='', \n", " frameon=False, \n", " legend_loc=None, \n", " save='_'+smpl+'_niches'+'.png', \n", " legend_fontsize=6, \n", " size=1.5,\n", " show=False) ## plots as simple as possible (no background , title , frame, etc)" ] }, { "cell_type": "markdown", "id": "a18884c7-a4eb-4db6-a8cf-ce2dd3f16fc9", "metadata": {}, "source": [ "The niches will be plotted in the following colors:" ] }, { "cell_type": "code", "execution_count": 22, "id": "569de1c2-06df-4cec-90cb-39ac657c868c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 1.0, 0.0, 1.0)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "legend_elements1=[plt.Line2D([0], [0], marker=\"o\" ,color='w', markerfacecolor=col_list[i], lw=4, label=list(adata.obs.niche.cat.categories)[i], ms=10) for i in range(len(list(adata.obs.niche.cat.categories)))]\n", "fig, ax = plt.subplots(figsize=(5,3))\n", "plt.gca().add_artist(plt.legend(handles=legend_elements1,loc='upper left', fontsize=13, title='Niches', alignment='left'))\n", "ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 23, "id": "e238ac85-a1b2-4087-a0a8-dad40741f357", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saved grid to ./Results_PILOT/Cores_niches.pdf\n" ] } ], "source": [ "## Put on grid sorted by pseudotime\n", "pl.pl.create_sample_grid(df=adata.uns['orders'][::3], ## dataframe with a sampleID and a Time_score column (created by PILOT)\n", " pattern = 'niches', ## slice plots are stored as 'show_{sample}_{pattern}.png'\n", " image_dir='./figures/', ## where the slice plots are stored\n", " output_path='./Results_PILOT/Cores_niches.pdf', \n", " zoom=0.27, \n", " num_rows=2) ## number of rows in the grid" ] }, { "cell_type": "markdown", "id": "a01827a3-8b43-42a4-9261-11aceb4cfa53", "metadata": {}, "source": [ "## 5.3 Pairwise cell-cell co-localization along trajectory" ] }, { "cell_type": "markdown", "id": "fe52eb89-c120-4537-81be-02b6a52e3940", "metadata": {}, "source": [ "We can also ask if **other features** are relevant for disease progression. In this case, a relevant question is which **cell type pairs coloc probability** is relevant for disease progression. As there are too many cell type pairs to plot all of them, we'll select some of them based on their correlation with pseudotime." ] }, { "cell_type": "code", "execution_count": 24, "id": "8a031296-efa8-4084-ad76-832ba9b00bbc", "metadata": {}, "outputs": [], "source": [ "### correlation of colocs with pseudotime\n", "pvals=[scipy.stats.spearmanr(coloc[c][PT.index], PT).pvalue for c in coloc.columns]\n", "stat=[scipy.stats.spearmanr(coloc[c][PT.index], PT).statistic for c in coloc.columns]\n", "## make data frame\n", "df=pd.DataFrame([coloc.columns, stat, pvals], index=['pairs', 'statistic', 'p-value']).T\n", "df.index=df.pairs" ] }, { "cell_type": "code", "execution_count": 25, "id": "908d7a3c-dfe6-47d4-b20d-17ff01ce68fb", "metadata": {}, "outputs": [], "source": [ "df=df.sort_values(by='p-value')\n", "df=df[['statistic', 'p-value']].reset_index()" ] }, { "cell_type": "markdown", "id": "2d9672a3-50f0-4e5e-8ce9-6e105584d4b8", "metadata": {}, "source": [ "Now we can subset the coloc matrix according to trajectory correlation statistics. This data, as well as the cell pair names, will be stored in the anndata uns slot ." ] }, { "cell_type": "code", "execution_count": 26, "id": "d36aea23-cbba-4a95-9b64-660ca8560310", "metadata": {}, "outputs": [], "source": [ "## top cell type pairs positively correlated with trajectory\n", "pairs_to_plot_pos=list(df[(df['p-value']<0.05)&(df.statistic>0.6)]['pairs'])\n", "pairs_to_plot_pos=list(np.setdiff1d(pairs_to_plot_pos, oneCTints)[0:4])" ] }, { "cell_type": "code", "execution_count": 27, "id": "4cbda6c2-5115-4016-b8cf-449e0190deda", "metadata": {}, "outputs": [], "source": [ "## top cell type pairs negatively correlated with trajectory\n", "pairs_to_plot_neg=list(df[(df['p-value']<0.05)&(df.statistic<(-0.6))]['pairs'])\n", "pairs_to_plot_neg=list(np.setdiff1d(pairs_to_plot_neg, oneCTints)[0:4])" ] }, { "cell_type": "code", "execution_count": 28, "id": "a51e8884-0097-4f50-b930-f13bf1bff455", "metadata": {}, "outputs": [], "source": [ "## subset coloc matrix\n", "coloc_sub_=coloc[pairs_to_plot_pos+pairs_to_plot_neg]\n", "## store selected pairs in anndata uns\n", "adata.uns['coloc_names']=list(coloc_sub_.columns)" ] }, { "cell_type": "markdown", "id": "4aa88fca-26d2-49ac-ab59-16a21fb2ef18", "metadata": {}, "source": [ "Coloc probabilities must be stored as a dictionary with cell pairs as keys to apply the **feature_importance** function (a modified version of the **cell_importance** function of PILOT to plot any sample feature along the trajectory)" ] }, { "cell_type": "code", "execution_count": 29, "id": "cab2a7a1-a8ce-4af2-b6ac-97ed0c63d2dc", "metadata": {}, "outputs": [], "source": [ "## convert selected coloc probabilities data frame into a dictionary and store it in the anndata uns\n", "coloc_dict = dict(zip(coloc_sub_.index, coloc_sub_.values))\n", "adata.uns['proportions_coloc']=coloc_dict" ] }, { "cell_type": "markdown", "id": "720a2e37-d9d0-4398-9330-8a2c11561874", "metadata": {}, "source": [ "We can use the robust regression model to find features which change linearly or non-linearly with disease progression using the **feature_importance** function" ] }, { "cell_type": "code", "execution_count": 30, "id": "73570b47-13e6-4f3e-818d-8056aee97069", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.tl.feature_importance(adata, \n", " feature_matrix='proportions_coloc', ## anndata slot where our dictionary with features of interest per sample is\n", " feature_names='coloc_names', ## anndata slot where these features' names are stored\n", " height=15,width=30, ## image dimensions\n", " fontsize = 20,\n", " figsize=(6,6))\n", "plt.savefig('./figures/cell_pairs_scatter.pdf')" ] }, { "cell_type": "code", "execution_count": null, "id": "d716982f-f44c-4bce-8347-214a5b476c88", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }