{ "cells": [ { "cell_type": "markdown", "id": "e519fdc8", "metadata": {}, "source": [ "# Alignment Step 1: Downsampling" ] }, { "cell_type": "markdown", "id": "ba80588f", "metadata": {}, "source": [ "Alignment of downsmapled subslices" ] }, { "cell_type": "code", "execution_count": 1, "id": "fdd29e82-350b-49b6-ade6-b7e73168fb76", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/raftup/lib/python3.10/site-packages/dask/dataframe/__init__.py:31: FutureWarning: The legacy Dask DataFrame implementation is deprecated and will be removed in a future version. Set the configuration option `dataframe.query-planning` to `True` or None to enable the new Dask Dataframe implementation and silence this warning.\n", " warnings.warn(\n", "/opt/anaconda3/envs/raftup/lib/python3.10/site-packages/xarray_schema/__init__.py:1: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", " from pkg_resources import DistributionNotFound, get_distribution\n" ] } ], "source": [ "from scipy.spatial import distance\n", "from pathlib import Path\n", "from tqdm import tqdm\n", "import torch\n", "import pandas as pd\n", "import numpy as np\n", "from raftup import (\n", " _downsample,\n", " _fsgw_utils,\n", " _metrics_two_gpr,\n", " _load_data,\n", " _plot,\n", " _recoverfull_new_new_knn\n", ")" ] }, { "cell_type": "markdown", "id": "287e81a4", "metadata": {}, "source": [ "Choose tar_distance so that the two downsampled subslices each contain approximately 190–200 spots. In general, a larger number of retained spots leads to better downsampled alignment performance." ] }, { "cell_type": "code", "execution_count": 2, "id": "8f5b8e06-def9-4213-92f0-5a96db3f8673", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/salovjade/Library/CloudStorage/Dropbox/raftup_repo/src/raftup/_load_data.py:12: FutureWarning: Use `squidpy.read.visium` instead.\n", " ad = sc.read_visium(path=os.path.join(root_dir, section_id), count_file=section_id+'_filtered_feature_bc_matrix.h5')\n", "/opt/anaconda3/envs/raftup/lib/python3.10/site-packages/anndata/_core/anndata.py:1832: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "/Users/salovjade/Library/CloudStorage/Dropbox/raftup_repo/src/raftup/_load_data.py:12: FutureWarning: Use `squidpy.read.visium` instead.\n", " ad = sc.read_visium(path=os.path.join(root_dir, section_id), count_file=section_id+'_filtered_feature_bc_matrix.h5')\n", "/opt/anaconda3/envs/raftup/lib/python3.10/site-packages/anndata/_core/anndata.py:1832: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "section_ids_list = [['151508', '151509']]\n", "pair = \"151508_151509\"\n", "\n", "for section_ids in section_ids_list:\n", " dataset = section_ids[0] + '_' + section_ids[1]\n", "\n", " sliceA = _load_data.load_DLPFC(section_id=section_ids[0])\n", " sliceB = _load_data.load_DLPFC(section_id=section_ids[1])\n", "\n", "random_state = 23\n", "np.random.seed(random_state)\n", "tar_distance = 1020 # verify" ] }, { "cell_type": "code", "execution_count": 3, "id": "940bcf58-9774-45b2-b58d-f8ba56e13233", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "downsampled_sliceA,indices_dsa = _downsample.downsample_slice(sliceA, tar_distance)\n", "_downsample.visualize_downsampled_points(sliceA, downsampled_sliceA)" ] }, { "cell_type": "code", "execution_count": 4, "id": "f098a084-2656-48f7-8b77-560f91fde1df", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "downsampled_sliceB,indices_dsb = _downsample.downsample_slice(sliceB, tar_distance)\n", "_downsample.visualize_downsampled_points(sliceB, downsampled_sliceB)" ] }, { "cell_type": "code", "execution_count": 5, "id": "1c589fa1-b7f1-4763-a668-950e25116738", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After rescaling: min = 0.03457424913499871, max = 1.0.\n" ] } ], "source": [ "PT_PATH = f\"./results/gene_cost_matrix/{pair}_somde_cost_matrix.pt\"\n", "\n", "CSV_PATH = (f\"./results/align_data/{pair}_cost_matrix.csv\"\n", ")\n", "\n", "C = torch.load(PT_PATH, map_location=\"cpu\")\n", "df = pd.DataFrame(C.numpy())\n", "df.to_csv(CSV_PATH, index=False, header=False)\n", "\n", "M = _fsgw_utils.extract_feature_matrix(CSV_PATH, indices_dsa, indices_dsb)" ] }, { "cell_type": "code", "execution_count": 6, "id": "d5b64b02-0aa8-49ae-b34b-8212b96439e7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "137.00364958642524 279.0788419067271\n" ] } ], "source": [ "D_A_test = distance.cdist(downsampled_sliceA.obsm['spatial'], downsampled_sliceA.obsm['spatial'])\n", "D_B_test = distance.cdist(downsampled_sliceB.obsm['spatial'], downsampled_sliceB.obsm['spatial'])\n", "\n", "testA = D_A_test[D_A_test>0]\n", "testB = D_B_test[D_B_test>0]\n", "print(np.min(testA), np.min(testB))" ] }, { "cell_type": "markdown", "id": "32d3a2c2", "metadata": {}, "source": [ "For DLFPC data, 150 \\mu m physical distance = 206 unit distance. In general, for non-adjacent (physical distance of slices great than 200 \\mu or unknown distance), gene cutoff = 0.2 and spatial cutoff = 150 \\mu m is a good combo." ] }, { "cell_type": "code", "execution_count": 7, "id": "6d78e80b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Running different GW cutoffs for downsampled {pair}: 0%| | 0/1 [00:00