diff --git a/day_1/practical_1/3D Nucleus Segmentation with Cellpose.ipynb b/day_1/practical_1/3D Nucleus Segmentation with Cellpose.ipynb new file mode 100644 index 0000000..00b9958 --- /dev/null +++ b/day_1/practical_1/3D Nucleus Segmentation with Cellpose.ipynb @@ -0,0 +1,257 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Introduction\n", + "Provide an overview of the objective: Segmenting nuclei in a 3D image stack.\n", + "Briefly describe Cellpose and why it’s used for segmentation.\n", + "Link to any relevant resources, including the 10x Genomics guide." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Import Libraries\n", + "python\n", + "Copy code\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "A module that was compiled using NumPy 1.x cannot be run in\n", + "NumPy 2.0.2 as it may crash. To support both 1.x and 2.x\n", + "versions of NumPy, modules must be compiled with NumPy 2.0.\n", + "Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.\n", + "\n", + "If you are a user of the module, the easiest solution will be to\n", + "downgrade to 'numpy<2' or try to upgrade the affected module.\n", + "We expect that some modules will need time to support NumPy 2.\n", + "\n", + "Traceback (most recent call last): File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/runpy.py\", line 197, in _run_module_as_main\n", + " return _run_code(code, main_globals, None,\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/runpy.py\", line 87, in _run_code\n", + " exec(code, run_globals)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel_launcher.py\", line 18, in \n", + " app.launch_new_instance()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/traitlets/config/application.py\", line 1075, in launch_instance\n", + " app.start()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/kernelapp.py\", line 739, in start\n", + " self.io_loop.start()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/tornado/platform/asyncio.py\", line 205, in start\n", + " self.asyncio_loop.run_forever()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/asyncio/base_events.py\", line 601, in run_forever\n", + " self._run_once()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/asyncio/base_events.py\", line 1905, in _run_once\n", + " handle._run()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/asyncio/events.py\", line 80, in _run\n", + " self._context.run(self._callback, *self._args)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 545, in dispatch_queue\n", + " await self.process_one()\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 534, in process_one\n", + " await dispatch(*args)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 437, in dispatch_shell\n", + " await result\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/ipkernel.py\", line 362, in execute_request\n", + " await super().execute_request(stream, ident, parent)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/kernelbase.py\", line 778, in execute_request\n", + " reply_content = await reply_content\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/ipkernel.py\", line 449, in do_execute\n", + " res = shell.run_cell(\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/ipykernel/zmqshell.py\", line 549, in run_cell\n", + " return super().run_cell(*args, **kwargs)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3006, in run_cell\n", + " result = self._run_cell(\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3061, in _run_cell\n", + " result = runner(coro)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/IPython/core/async_helpers.py\", line 129, in _pseudo_sync_runner\n", + " coro.send(None)\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3266, in run_cell_async\n", + " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3445, in run_ast_nodes\n", + " if await self.run_code(code, result, async_=asy):\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/IPython/core/interactiveshell.py\", line 3505, in run_code\n", + " exec(code_obj, self.user_global_ns, self.user_ns)\n", + " File \"/var/folders/8l/yj6nz8296zd7wwj0xy6pw3880000gn/T/ipykernel_94482/3112621286.py\", line 3, in \n", + " from cellpose import models, io\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/cellpose/__init__.py\", line 1, in \n", + " from cellpose.version import version, version_str\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/cellpose/version.py\", line 8, in \n", + " import torch\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/torch/__init__.py\", line 1477, in \n", + " from .functional import * # noqa: F403\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/torch/functional.py\", line 9, in \n", + " import torch.nn.functional as F\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/torch/nn/__init__.py\", line 1, in \n", + " from .modules import * # noqa: F403\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/torch/nn/modules/__init__.py\", line 35, in \n", + " from .transformer import TransformerEncoder, TransformerDecoder, \\\n", + " File \"/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/torch/nn/modules/transformer.py\", line 20, in \n", + " device: torch.device = torch.device(torch._C._get_default_device()), # torch.device('cpu'),\n", + "/Users/rasools/miniconda3/envs/cellpose_env/lib/python3.9/site-packages/torch/nn/modules/transformer.py:20: UserWarning: Failed to initialize NumPy: _ARRAY_API not found (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/torch/csrc/utils/tensor_numpy.cpp:84.)\n", + " device: torch.device = torch.device(torch._C._get_default_device()), # torch.device('cpu'),\n" + ] + } + ], + "source": [ + "import tifffile\n", + "import matplotlib.pyplot as plt\n", + "from cellpose import models, io\n", + "import numpy as np\n", + "from skimage.transform import rescale" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load and Explore the 3D Image Data\n", + "Load the .tif image stack and visualize a few slices to understand the structure of the data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the 3D image\n", + "image_path = 'data/xenium_2.0.0_io/morphology.ome.tif'\n", + "image_stack = tifffile.imread(image_path)\n", + "\n", + "# Display the original dimensions of the image stack\n", + "print(\"Original image stack dimensions (slices, height, width):\", image_stack.shape)\n", + "\n", + "# Display a few slices to explore the data\n", + "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", + "for i, slice_idx in enumerate([0, len(image_stack)//2, -1]):\n", + " axes[i].imshow(image_stack[slice_idx], cmap='gray')\n", + " axes[i].set_title(f'Slice {slice_idx}')\n", + " axes[i].axis('off')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Select a Smaller Volume of Interest\n", + "Choose a subset of slices and a specific region within each slice." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected volume dimensions (slices, height, width): (1, 5000, 5000)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define parameters for volume of interest\n", + "start_slice = 10 # Starting slice index\n", + "end_slice = 20 # Ending slice index\n", + "\n", + "# Calculate the center coordinates and define a region around the center\n", + "height, width = image_stack.shape[1], image_stack.shape[2]\n", + "center_y, center_x = height // 2, width // 2\n", + "crop_size = 500 # Size of the square region to extract (adjust as needed)\n", + "\n", + "# Define the cropping boundaries around the center\n", + "y_start = center_y - crop_size // 2\n", + "y_end = center_y + crop_size // 2\n", + "x_start = center_x - crop_size // 2\n", + "x_end = center_x + crop_size // 2\n", + "\n", + "# Select the smaller volume of interest from the center of each slice\n", + "volume_of_interest = image_stack[start_slice:end_slice, y_start:y_end, x_start:x_end]\n", + "print(\"Selected volume dimensions (slices, height, width):\", volume_of_interest.shape)\n", + "\n", + "# Display a few slices of the selected volume\n", + "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", + "for i, slice_idx in enumerate([0, len(volume_of_interest)//2, -1]):\n", + " axes[i].imshow(volume_of_interest[slice_idx], cmap='gray')\n", + " axes[i].set_title(f\"Slice {slice_idx + start_slice} (Center Region)\")\n", + " axes[i].axis('off')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set Up the Cellpose Model for Segmentation\n", + "Load the Cellpose model for nucleus segmentation and define parameters." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load Cellpose model for nuclei segmentation\n", + "model = models.Cellpose(gpu=False, model_type='nuclei') # Use gpu=False if no GPU available\n", + "\n", + "# Define segmentation parameters\n", + "diameter = 10 # Adjust based on the size of the nuclei\n", + "channels = [0, 0] # Grayscale images typically use [0, 0]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Perform Segmentation on the Selected Volume\n", + "Run Cellpose segmentation on the selected volume of interest." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cellpose_env", + "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": "3.9.20" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/day_1/practical_1/cellpose_env.yml b/day_1/practical_1/cellpose_env.yml new file mode 100644 index 0000000..58bcc72 --- /dev/null +++ b/day_1/practical_1/cellpose_env.yml @@ -0,0 +1,13 @@ +name: cellpose_env +channels: + - conda-forge + - defaults +dependencies: + - python=3.9 + - pip + - tifffile + - matplotlib + - numpy + - scikit-image + - pip: + - cellpose diff --git a/day_1/practical_1/custom/__pycache__/tenx_method_nb_helper_functions.cpython-39.pyc b/day_1/practical_1/custom/__pycache__/tenx_method_nb_helper_functions.cpython-39.pyc new file mode 100644 index 0000000..073a26a Binary files /dev/null and b/day_1/practical_1/custom/__pycache__/tenx_method_nb_helper_functions.cpython-39.pyc differ diff --git a/day_1/practical_1/custom/tenx_method_nb_helper_functions.py b/day_1/practical_1/custom/tenx_method_nb_helper_functions.py new file mode 100644 index 0000000..b429df8 --- /dev/null +++ b/day_1/practical_1/custom/tenx_method_nb_helper_functions.py @@ -0,0 +1,380 @@ +import numpy as np +import pandas as pd +import os +import matplotlib.pyplot as plt +import seaborn as sns +import scanpy as sc +import squidpy as sq +import scipy.sparse as sp +from scipy.stats import gaussian_kde +from scipy.signal import find_peaks, argrelextrema +from scipy.sparse import issparse, csr_matrix +from diptest import diptest +import statsmodels.api as sm +from shapely.geometry import Point, Polygon, MultiPoint +from scipy.spatial import ConvexHull +import re + +####################### Helper functions#################### +def create_adata(sample_path, nucleus_genes_only=False): + """ + Create an AnnData object from the 10x data files. + + Parameters: + - sample_path: Path to the sample data folder. + - nucleus_genes_only: Boolean indicating whether to only consider transcripts within the nucleolus. + + Returns: + - adata: AnnData object created using the provided sample data. + """ + # Construct the necessary file paths + cell_feature_matrix_path = os.path.join(sample_path, "cell_feature_matrix.h5") + cells_csv_path = os.path.join(sample_path, "cells.csv") + cells_df = pd.read_csv(cells_csv_path) + + if nucleus_genes_only: + # Construct the necessary file paths + transcripts_csv_path = os.path.join(sample_path, "transcripts.csv") + features_gz_path = os.path.join(sample_path, "cell_feature_matrix","features.tsv.gz") + + # Load additional file for nucleus consideration + features_df = pd.read_csv(features_gz_path, sep='\t', compression='gzip', header=None) + transcripts_df = pd.read_csv(transcripts_csv_path) + + # Filter for real genes in the assay + genes = features_df[features_df[2] == "Gene Expression"][1].values + + # Remove transcripts that are not genes and not in the gene list + transcripts_df_genes = transcripts_df[transcripts_df["feature_name"].isin(genes)] + + # Remove transcripts with qz<20 + transcripts_df_qv = transcripts_df_genes[transcripts_df_genes["qv"]>=20] + + # Remove unassigned transcripts + transcripts_df_assigned = transcripts_df_qv[transcripts_df_qv["cell_id"] != "UNASSIGNED"] + + # Only keep transcripts that overlaps_nucleus is 1 + new_transcripts_df = transcripts_df_assigned[transcripts_df_assigned["overlaps_nucleus"] == 1] + + # Group by cell_id and count number of transcripts + transcripts_df_assigned_overlaps_nucleus_grouped = new_transcripts_df.groupby("cell_id").size().reset_index(name="transcripts_count_nucleus") + + # Merge cells_df with transcripts_df_assigned_overlaps_nucleus_grouped + cells_df_merged = pd.merge(cells_df, transcripts_df_assigned_overlaps_nucleus_grouped, on="cell_id", how="left") + + # Remove transcript_counts column and rename transcripts_count_nucleus as transcript_counts + new_cells_df = cells_df_merged.drop(columns=["transcript_counts"]) + new_cells_df = new_cells_df.rename(columns={"transcripts_count_nucleus": "transcript_counts"}) + + # Create a count matrix based on the new_transcripts_df + count_matrix = new_transcripts_df.pivot_table(index='cell_id', columns='feature_name', aggfunc='size', fill_value=0) + + # Align cells_df with the count matrix by setting index and reindexing + new_cells_df = new_cells_df.set_index('cell_id').reindex(count_matrix.index) + + # Create AnnData object + adata = sc.AnnData(X=count_matrix.values, obs=new_cells_df, var=pd.DataFrame(index=count_matrix.columns)) + + adata.obsm['spatial'] = adata.obs[['x_centroid', 'y_centroid']].to_numpy() + else: + adata = sc.read_10x_h5(cell_feature_matrix_path) + cells_df.set_index(adata.obs_names, inplace=True) + adata.obs = cells_df.copy() + adata.obsm['spatial'] = adata.obs[['x_centroid', 'y_centroid']].to_numpy() + + return adata + +# Function to convert shapely polygons to a format storable in AnnData +def polygon_to_coords(polygon): + if polygon.is_empty: + return None + else: + return list(polygon.exterior.coords) + +def calculate_cell_boundaries(adata, transcripts_df): + """ + Calculates cell boundaries from transcript data and updates the AnnData object. + + Parameters: + - adata: AnnData object to be updated. + - transcripts_df: pandas DataFrame containing transcript coordinates and cell IDs. + + Returns: + - Updated AnnData object with cell boundaries stored in adata.uns['cell_boundaries']. + """ + + # Group by cell_id and calculate the boundary + cell_boundaries = {} + grouped = transcripts_df.groupby('cell_id') + + for cell_id, group in grouped: + points = group[['x_location', 'y_location']].values + if len(points) < 3: + continue # We need at least 3 points to calculate a boundary + polygon = MultiPoint(points).convex_hull # Use convex_hull to get the outer boundary + cell_boundaries[cell_id] = polygon + + # Convert polygons to coordinate lists + cell_boundaries_coords = {k: polygon_to_coords(v) for k, v in cell_boundaries.items()} + + # Add cell boundaries to AnnData + adata.uns['cell_boundaries'] = cell_boundaries_coords + + return adata + +def calculate_nucleus_boundaries(adata, nucleus_df): + """ + Calculates nucleus boundaries from nucleus coordinates data and updates the AnnData object. + + Parameters: + - adata: AnnData object to be updated. + - nucleus_df: pandas DataFrame containing nucleus coordinates. + + Returns: + - Updated AnnData object with nucleus boundaries stored in adata.uns['nucleus_boundaries']. + """ + # Ensure that vertex_x and vertex_y are treated as numeric + nucleus_df['vertex_x'] = pd.to_numeric(nucleus_df['vertex_x']) + nucleus_df['vertex_y'] = pd.to_numeric(nucleus_df['vertex_y']) + + # Group by cell_id and create a Polygon for each nucleus + nucleus_polygons = nucleus_df.groupby('cell_id').apply( + lambda group: Polygon(zip(group['vertex_x'], group['vertex_y'])) + ).to_dict() + + # Convert polygons to coordinate lists + nucleus_boundaries_coords = {k: polygon_to_coords(v) for k, v in nucleus_polygons.items()} + + # Update adata with nucleus boundaries + adata.uns['nucleus_boundaries'] = nucleus_boundaries_coords + + return adata + + +# Function to calculate the bandwidth for kernel density estimation based on Silverman's rule of thumb +def calculate_bandwidth_silverman(data): + return 1.06 * data.std() * len(data) ** (-1 / 5.) + +def kde_cv(x, bandwidths): + scores = [] + for bandwidth in bandwidths: + # Compute cross validation score for each bandwidth + score = compute_loo_score(x, bandwidth) + scores.append(score) + best_bandwidth = bandwidths[np.argmin(scores)] + return best_bandwidth, scores + +def compute_loo_score(x, bandwidth): + scores = [] + for i in range(len(x)): + # Leave one out: use all data points except the ith point + training_data = np.delete(x, i) + validation_point = x[i] + + # Create KDE with given bandwidth + kde = gaussian_kde(training_data, bw_method=bandwidth) + + # Evaluate the KDE on the left out point + estimated_density = kde.evaluate([validation_point])[0] + + # Actual density if using all data for estimation (this is a bit tricky, usually we don't do this step in LOO) + kde_all = gaussian_kde(x, bw_method=bandwidth) + actual_density = kde_all.evaluate([validation_point])[0] + + # Compute a score (squared error in this case) + scores.append((estimated_density - actual_density) ** 2) + + # Return the mean of all squared errors + return np.mean(scores) + +# Function to perform Hartigans' Dip Test for unimodality +def perform_dip_test(data): + dip_statistic, p_value = diptest(data.values) + return dip_statistic, p_value + +def analyze_gene_expressions(adata, gene, bandwidth=0.3, plot=True, filter_zeros=False): + x = adata[:, gene].X.toarray().flatten() + if filter_zeros: + x = x[x > 0] + + if len(x) > 1: + density = gaussian_kde(x, bw_method=bandwidth) + xgrid = np.linspace(min(x), max(x), 1000) + + dip, p_value = perform_dip_test(pd.Series(x)) + modality = 'Unimodal' if p_value > 0.05 else 'Multimodal' + peaks, _ = find_peaks(density(xgrid), distance=20) + minima = argrelextrema(density(xgrid), np.less)[0] + + highest_peak_xpos = None + last_min_before_peak = None + + if peaks.size > 0: + highest_peak = np.argmax(density(xgrid[peaks])) + highest_peak_xpos = peaks[highest_peak] + + if highest_peak_xpos is not None and minima.size > 0: + relevant_minima = minima[minima < highest_peak_xpos] + if relevant_minima.size > 0: + last_min_before_peak = relevant_minima[-1] + + if plot: + plt.figure(figsize=(8, 4)) + plt.title(f'Expression Distribution for {gene}') + plt.plot(xgrid, density(xgrid), label='Density') + plt.hist(x, bins=50, alpha=0.3, density=True, label='Histogram') + if highest_peak_xpos is not None: + plt.axvline(x=xgrid[highest_peak_xpos], color='blue', linestyle=':', label='Highest Peak') + if last_min_before_peak is not None: + plt.axvline(x=xgrid[last_min_before_peak], color='red', linestyle='--', label='Minima before Peak') + plt.xlabel('Expression Level') + plt.ylabel('Density') + plt.legend(title=f"Modality: {modality} (p-value={p_value:.2f})") + plt.show() + print(f"{gene} has a {modality} modality (p-value={p_value:.2f})") + if modality == 'Multimodal': + if last_min_before_peak is not None: + print(f"Background threshold for {gene} is {xgrid[last_min_before_peak]:0.3f}") + + if modality == 'Multimodal' and last_min_before_peak is not None: + return xgrid[last_min_before_peak] + + return None + +def plot_spatial_genes(adata, genes, cell_boundaries=False, nucleus_boundaries=False, cmap='light_dark_red'): + """ + Plots the spatial distribution of transcripts and overlays cell and nucleus boundaries. + + Parameters: + - adata: AnnData object containing spatial coordinates. + - genes: List of genes to plot. + - show_all_transcripts: Whether to show all transcripts or only those associated with cells. + - cmap: Colormap to use for plotting (default is 'light_dark_blue'). + """ + plt.figure(figsize=(8, 6)) + plt.title('Spatial Distribution of Transcripts') + + if cell_boundaries: + for cell_id, boundary in adata.uns['cell_boundaries'].items(): + if boundary is not None: + coords = np.array(boundary) + plt.plot(coords[:, 0], -coords[:, 1], color='blue', alpha=0.1) + + if nucleus_boundaries: + for cell_id, boundary in adata.uns['nucleus_boundaries'].items(): + if boundary is not None: + coords = np.array(boundary) + plt.plot(coords[:, 0], -coords[:, 1], color='red', alpha=0.1) + + coordinates = adata.obsm['spatial'] + + for gene in genes: + if gene in adata.var_names: + gene_expression = adata[:, gene].X + if issparse(gene_expression): + gene_expression = gene_expression.toarray().flatten() # Ensure it's flattened + + gene_expression = gene_expression.flatten() # Ensure it's flattened + + x = coordinates[:, 0] + y = -coordinates[:, 1] + + # filter out zero expression values + mask = gene_expression > 0 + x = x[mask] + y = y[mask] + gene_expression = gene_expression[mask] + + # Plotting the spatial distribution of transcripts + plt.scatter(x, y, c=gene_expression, cmap=cmap, s=1, label=gene) # Use custom colormap + plt.colorbar(label='Gene Expression Level') + + else: + print(f"{gene} gene is not found in the dataset.") + + plt.xlabel('X Coordinate') + plt.ylabel('Y Coordinate') + plt.show() + +def plot_spatial_transcripts(adata, transcripts_df, genes, cell_boundaries=False, nucleus_boundaries=False): + """ + Plots the spatial distribution of transcripts and overlays cell and nucleus boundaries. + + Parameters: + - adata: AnnData object containing spatial coordinates. + - transcripts_df: DataFrame containing transcript information. + - genes: List of genes to plot. + - cell_boundaries: Whether to show cell boundaries. + - nucleus_boundaries: Whether to show nucleus boundaries. + """ + plt.figure(figsize=(8, 8)) + + # Plot cell boundaries + if cell_boundaries: + # check if cell boundaries are present in adata.uns + if 'cell_boundaries' not in adata.uns: + print('Cell boundaries not found in adata.uns. Please run calculate_cell_boundaries() function first.') + else: + for cell_id, boundary in adata.uns['cell_boundaries'].items(): + if boundary is not None: + coords = np.array(boundary) + plt.plot(coords[:, 0], -coords[:, 1], color='blue', alpha=0.1) + + # Plot nucleus boundaries + if nucleus_boundaries: + # check if nucleus boundaries are present in adata.uns + if 'nucleus_boundaries' not in adata.uns: + print('Nucleus boundaries not found in adata.uns. Please run calculate_nucleus_boundaries() function first.') + else: + for cell_id, boundary in adata.uns['nucleus_boundaries'].items(): + if boundary is not None: + coords = np.array(boundary) + plt.plot(coords[:, 0], -coords[:, 1], color='gray', alpha=0.1) + + # Subsetting the DataFrame for the selected genes + transcripts_df_4plot = transcripts_df[transcripts_df['feature_name'].isin(genes) & transcripts_df['cell_id'].isin(adata.obs_names)] + + # Get unique feature names + feature_names = transcripts_df_4plot['feature_name'].unique() + colors = plt.cm.jet(np.linspace(0, 1, len(feature_names))) + markers = ['o', 's', 'D', '^', 'v', '<', '>', 'p', '*', '+', 'x'] * (len(feature_names) // 11 + 1) + + # Map feature names to colors and shapes + feature_color_shape_map = {feature_name: (color, marker) for feature_name, color, marker in zip(feature_names, colors, markers[:len(feature_names)])} + + # Create the scatter plot for transcripts + for feature_name in feature_names: + subset = transcripts_df_4plot[transcripts_df_4plot['feature_name'] == feature_name] + plt.scatter( + subset['x_location'], + -subset['y_location'], + s=0.01, # Adjust size as needed + color=feature_color_shape_map[feature_name][0], # color + marker=feature_color_shape_map[feature_name][1], # shape + label=feature_name + ) + + # Set plot labels and title + plt.xlabel('x_location') + plt.ylabel('y_location') + plt.title('Spatial Distribution of Transcripts') + + # Create legend with unique entries + handles, labels = plt.gca().get_legend_handles_labels() + unique = [(h, l) for i, (h, l) in enumerate(zip(handles, labels)) if l not in labels[:i]] + plt.legend(*zip(*unique), markerscale=10) # Increase markerscale if needed + + # Show the plot + plt.show() + +def process_cells_link(link): + data = [] + match = re.search(r'&target=([\d._]+)&', link) + if match: + coordinates = match.group(1).split('_') + x_coord, y_coord = coordinates[0], coordinates[1] + data.append({'X_coordinate': x_coord, 'Y_coordinate': y_coord}) + else: + print('No X and Y coordinates found in link.') + cell_info = pd.DataFrame(data) + return cell_info \ No newline at end of file diff --git a/day_1/practical_1/extract_tiff.py b/day_1/practical_1/extract_tiff.py new file mode 100755 index 0000000..cea52e7 --- /dev/null +++ b/day_1/practical_1/extract_tiff.py @@ -0,0 +1,20 @@ +#!/usr/bin/env python + +import tifffile + +# Variable 'LEVEL' determines the level to extract. It ranges from 0 (highest +# resolution) to 6 (lowest resolution) for morphology.ome.tif +LEVEL = 2 + +with tifffile.TiffFile('data/xenium_2.0.0_io/morphology.ome.tif') as tif: + image = tif.series[0].levels[LEVEL].asarray() + +tifffile.imwrite( + 'level_'+str(LEVEL)+'_morphology.ome.tif', + image, + photometric='minisblack', + dtype='uint16', + tile=(1024, 1024), + compression='JPEG_2000_LOSSY', + metadata={'axes': 'ZYX'}, +) \ No newline at end of file diff --git a/day_1/practical_1/extract_tiff_metadata.py b/day_1/practical_1/extract_tiff_metadata.py new file mode 100755 index 0000000..913498e --- /dev/null +++ b/day_1/practical_1/extract_tiff_metadata.py @@ -0,0 +1,8 @@ +#!/usr/bin/env python + +import tifffile + +with tifffile.TiffFile('data/xenium_2.0.0_io/morphology.ome.tif') as tif: + for tag in tif.pages[0].tags.values(): + if tag.name == "ImageDescription": + print(tag.name+":", tag.value) \ No newline at end of file diff --git a/day_1/practical_1/imaging_based_data_analysis_env.yml b/day_1/practical_1/imaging_based_data_analysis_env.yml index 5e5dda3..7c3c62a 100644 --- a/day_1/practical_1/imaging_based_data_analysis_env.yml +++ b/day_1/practical_1/imaging_based_data_analysis_env.yml @@ -24,4 +24,5 @@ dependencies: - jupyterlab-system-monitor - jupyterlab-dash - pip - - spatialdata_plot \ No newline at end of file + - spatialdata_plot + - diptest \ No newline at end of file diff --git a/day_1/practical_1/practical_1_2.ipynb b/day_1/practical_1/practical_1_2.ipynb new file mode 100644 index 0000000..5c656e7 --- /dev/null +++ b/day_1/practical_1/practical_1_2.ipynb @@ -0,0 +1,1350 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading packages\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import LinearSegmentedColormap\n", + "import seaborn as sns\n", + "import scanpy as sc\n", + "import squidpy as sq\n", + "import scipy.sparse as sp\n", + "from scipy.stats import gaussian_kde\n", + "from scipy.signal import find_peaks, argrelextrema\n", + "from scipy.sparse import issparse, csr_matrix\n", + "from diptest import diptest\n", + "import statsmodels.api as sm\n", + "from shapely.geometry import Point, Polygon, MultiPoint\n", + "from scipy.spatial import ConvexHull\n", + "import sys\n", + "sys.path.append('/Users/rasools/Library/CloudStorage/OneDrive-Chalmers/Documents/github/ELIXIR-SCO-spatial-transcriptomics/day_1/practical_1/custom')\n", + "import tenx_method_nb_helper_functions as hf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data and primary inspections\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Making adata object considering the transcripts that should be used for the analysis.\n", + "Running analysis on the transcripts that are only in the nucleus. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sample_path = \"/Users/rasools/Library/CloudStorage/OneDrive-Chalmers/Documents/github/ELIXIR-SCO-spatial-transcriptomics/day_1/practical_1/data/xenium_2.0.0_io\"\n", + "transcripts_csv_path = os.path.join(sample_path, \"transcripts.csv\")\n", + "transcripts_df = pd.read_csv(transcripts_csv_path)\n", + "nucleus_boundaries_gz_path = os.path.join(sample_path, \"nucleus_boundaries.csv.gz\")\n", + "nucleus_df = pd.read_csv(nucleus_boundaries_gz_path, compression='gzip')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Making the adata object" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 162254 × 377\n", + " obs: 'cell_id', 'x_centroid', 'y_centroid', 'transcript_counts', 'control_probe_counts', 'control_codeword_counts', 'unassigned_codeword_counts', 'deprecated_codeword_counts', 'total_counts', 'cell_area', 'nucleus_area'\n", + " var: 'gene_ids', 'feature_types', 'genome'\n", + " obsm: 'spatial'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata = hf.create_adata(sample_path, nucleus_genes_only = False)\n", + "adata" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `AnnData` object, `adata`, contains a structured dataset with cells as observations (`n_obs = 162254`) and genes as variables (`n_vars = 377`). Here's a breakdown of the main components within `adata`:\n", + "\n", + "`obs` (Observations): This table contains metadata about each cell, where each row corresponds to a cell, and each column holds information about a specific attribute:\n", + "\n", + "- `cell_id`: Unique identifier for each cell.\n", + " \n", + "- `x_centroid` and `y_centroid`: Coordinates of each cell’s center in the spatial layout, indicating where each cell is located within the tissue.\n", + " \n", + "- `transcript_counts`: Total transcript counts for each cell, showing the overall gene expression level.\n", + "- `control_probe_counts` and `control_codeword_counts`: Counts related to control probes and codewords, which are often used for quality control in spatial transcriptomics.\n", + "- `unassigned_codeword_counts` and `deprecated_codeword_counts`: Counts of unassigned or deprecated codewords, indicating low-confidence or outdated identifiers.\n", + "- `total_counts`: Total counts across all measured attributes, representing the cell’s total signal.\n", + "- `cell_area` and `nucleus_area`: Physical measurements of the cell and its nucleus area, in pixels or micrometers.\n", + " \n", + "`var` (Variables): This table contains metadata about each gene, where each row is a gene and each column is an attribute:\n", + "\n", + "- `gene_ids`: Unique identifiers for each gene, often in Ensembl or another standardized format.\n", + " \n", + "- `feature_types`: Type of feature associated with each gene, such as \"gene\" or \"transcript.\"\n", + " \n", + "- `genome`: Information about the genome source of each gene, like \"human\" or \"mouse.\"\n", + "\n", + "`obsm` (Multi-dimensional Observations): This slot contains multi-dimensional data related to cells. Here, `spatial` stores spatial coordinates for each cell, allowing visualization and spatial analysis of cells in their tissue context." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "adata.obs['total_counts'] = adata.X.sum(axis=1)\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['total_counts'], kde=True, bins=50)\n", + "plt.xlabel(\"Total Transcript Counts per Cell\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Total Transcript Counts per Cell\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We calculate the total transcript counts for each cell by summing gene expression values across all genes and the number of genes detected in each cell. The resulting distributions gives us an overview of the data quality and cellular diversity in terms of RNA content.\n", + "\n", + "These provide a measure of each cell's transcriptional activity or RNA content. High total counts typically indicate cells with higher transcriptional activity, while very low total counts may suggest low-quality cells or empty spots with minimal RNA.\n", + "Examining this distribution helps us assess data quality and identify potential outliers:\n", + "\n", + "- Cells with Very Low Counts: These may represent low-quality cells or background noise, which could be filtered out in subsequent steps to improve analysis accuracy.\n", + "- Cells with Very High Counts: High total counts may indicate cell types with naturally high transcriptional activity or potential doublets (two cells counted as one).\n", + "\n", + "This plot provides a quick check of the dataset’s quality and helps inform any initial filtering steps. A typical goal is to ensure the data has a reasonable distribution of RNA counts per cell, without excessive noise or artifacts that might skew downstream analysis.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "adata.obs['n_genes'] = (adata.X > 0).sum(axis=1)\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['n_genes'], kde=True, bins=50)\n", + "plt.xlabel(\"Number of Genes Detected per Cell\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Genes Detected per Cell\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets find genes with the highest expression across the whole dataset. We calculate the mean expression level of each gene across all cells and identify the top 10 most highly expressed genes, then plot them to understand which genes dominate the transcriptional landscape. This helps us quickly identify genes with the highest abundance, which are often either essential housekeeping genes or specific markers that define particular cell types. Examining the top expressed genes serves both technical and biological purposes: it allows us to check for any potential technical artifacts (e.g., genes with unusually high background expression) and offers biological insight by highlighting key genes likely involved in core cellular functions or distinguishing cell types." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#calculate mean expression for each gene\n", + "mean_expression = adata.X.mean(axis=0).A1\n", + "top_genes_idx = mean_expression.argsort()[::-1][:10]\n", + "top_genes = adata.var_names[top_genes_idx]\n", + "top_expression = mean_expression[top_genes_idx]\n", + "plt.figure(figsize=(10, 5))\n", + "sns.barplot(x=top_genes, y=top_expression)\n", + "plt.xlabel(\"Genes\")\n", + "plt.ylabel(\"Mean Expression\")\n", + "plt.title(\"Top 10 Most Expressed Genes\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look into the distributions of cell and nucleus areas to assess segmentation quality and examine cell size diversity across the dataset. These distributions provide an overview of the range of cell and nucleus sizes, helping to identify segmentation artifacts or inconsistencies, such as unusually small areas (which may indicate partial cells or segmentation errors) or large areas (potentially indicating doublets or merged cells)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#distribution of cell and nucleus areas\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['cell_area'], kde=True, bins=50)\n", + "plt.xlabel(\"Cell Area\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Cell Areas\")\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['nucleus_area'], kde=True, bins=50)\n", + "plt.xlabel(\"Nucleus Area\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Nucleus Areas\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cell Area vs Nucleus Area" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(adata.obs['cell_area'], adata.obs['nucleus_area'], alpha=0.5)\n", + "plt.xlabel(\"Cell Area\")\n", + "plt.ylabel(\"Nucleus Area\")\n", + "plt.title(\"Cell Area vs Nucleus Area\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate cell-to-nucleus area ratio and plot it. This ratio provides a measure of the relative size of the nucleus compared to the whole cell, which can be informative for understanding cell morphology and the distribution of nuclear material within cells. A high ratio may indicate cells with large nuclei relative to their overall size, which could be relevant for cell type classification or biological interpretation. Examining this ratio helps identify potential outliers or unusual cell morphologies that may require further investigation or filtering." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "adata.obs['area_ratio'] = adata.obs['nucleus_area'] / adata.obs['cell_area']\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['area_ratio'], kde=True, bins=50)\n", + "plt.xlabel(\"Nucleus-to-Cell Area Ratio\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Nucleus-to-Cell Area Ratios\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Scatter plot of Cell Area vs Total Counts\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(adata.obs['cell_area'], adata.obs['total_counts'], alpha=0.5)\n", + "plt.xlabel(\"Cell Area\")\n", + "plt.ylabel(\"Total Transcript Counts\")\n", + "plt.title(\"Cell Area vs Total Transcript Counts\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Spatial plot of cell and nucleus areas. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Spatial plot of cell area\n", + "sc.pl.spatial(adata, color='cell_area', spot_size=10, title=\"Spatial Distribution of Cell Area\")\n", + "\n", + "# Spatial plot of nucleus area (if available)\n", + "sc.pl.spatial(adata, color='nucleus_area', spot_size=10, title=\"Spatial Distribution of Nucleus Area\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking to spatial distibution of one of the genes. For example the gene \"MALL\"" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sc.pl.spatial(adata, color=['MALL'], spot_size=10, title=\"MALL Gene Expression\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filtered out 6241 cells with nucleus_area < 5. Remaining cells: 156013\n" + ] + } + ], + "source": [ + "# Filter cells with nucleus area < 5\n", + "initial_cells_count = adata.n_obs\n", + "adata = adata[adata.obs['nucleus_area'] >= 5].copy()\n", + "filtered_cells_count = adata.n_obs\n", + "print(f\"Filtered out {initial_cells_count - filtered_cells_count} cells with nucleus_area < 5. Remaining cells: {filtered_cells_count}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot distribution of total transcript counts per cell and distribution of Nucleus area after filtering" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['total_counts'], kde=True, bins=50)\n", + "plt.xlabel(\"Total Transcript Counts per Cell\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Total Transcript Counts per Cell After Filtering\")\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['nucleus_area'], kde=True, bins=50)\n", + "plt.xlabel(\"Nucleus Area\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Nucleus Area After Filtering\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "we can also look into the control probe counts and their spatial distribution to assess background noise and technical quality in the dataset. First, we plot the distribution of control probe counts across cells to understand how frequently control probes are detected. This distribution provides insights into potential technical noise or background signals, as higher-than-expected control counts may suggest artifacts or contamination. Next, we create a spatial plot of control probe counts, which allows us to see if any regions in the tissue exhibit unexpectedly high control counts, possibly indicating localized technical issues." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot distribution of control probe counts\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['control_probe_counts'], kde=True, bins=50)\n", + "plt.xlabel(\"Control Probe Counts\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Control Probe Counts\")\n", + "plt.show()\n", + "\n", + "# Spatial plot of control probe counts\n", + "sc.pl.spatial(adata, color='control_probe_counts', spot_size=10, title=\"Spatial Distribution of Control Probe Counts\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Filtering, Normalizing and Cleaning data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Filter out the cells that have nuclei smaller than 7 microns." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What do you think could be a good cutoff for filtering out lowly expressed genes and cells with low transcript count?\n", + "Lets removes low-quality cells and genes from the dataset, which helps reduce noise and computational load in downstream analyses. This filtering step ensures that the dataset is focused on cells and genes with a minimum level of expression, which are more likely to be biologically relevant." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filtered 7137 (out of intial 156013 cells)\n", + "Filtered 0 (out of intial 377 genes)\n" + ] + } + ], + "source": [ + "# Cell and gene filtering\n", + "initial_cells_count = adata.n_obs\n", + "initial_genes_count = adata.n_vars\n", + "\n", + "sc.pp.filter_cells(adata, min_counts=10, inplace=True)\n", + "sc.pp.filter_genes(adata, min_cells=5, inplace=True)\n", + "\n", + "filtered_cells_count = adata.n_obs\n", + "filtered_genes_count = adata.n_vars\n", + "print(f\"Filtered {initial_cells_count - filtered_cells_count} (out of intial {initial_cells_count} cells)\")\n", + "print(f\"Filtered {initial_genes_count - filtered_genes_count} (out of intial {initial_genes_count} genes)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['total_counts'], kde=True, bins=50)\n", + "plt.xlabel(\"Total Transcript Counts per Cell\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Total Transcript Counts per Cell After Filtering\")\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(adata.obs['nucleus_area'], kde=True, bins=50)\n", + "plt.xlabel(\"Nucleus Area\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Distribution of Nucleus Area After Filtering\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Normaliation and scaling\n", + "Normalization adjusts for cell-specific technical differences, and log transformation makes the data easier to analyze by reducing the effects of extreme values.\n", + "This normalization and transformation make the dataset more appropriate for dimensionality reduction, clustering, and other analyses." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "adata.raw = adata.copy()\n", + "sc.pp.normalize_total(adata, target_sum=1e4)\n", + "sc.pp.log1p(adata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comparing the effect of normalization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "original_counts = adata.raw.X.sum(axis=1)\n", + "normalized_counts = adata.X.sum(axis=1)\n", + "#plt distributions\n", + "plt.figure(figsize=(10, 5))\n", + "sns.histplot(original_counts.A1, color=\"blue\", label=\"Before Normalization\", kde=True) \n", + "sns.histplot(normalized_counts.A1, color=\"orange\", label=\"After Normalization\", kde=True)\n", + "plt.xlabel(\"Total Transcript Counts per Cell\")\n", + "plt.ylabel(\"Number of Cells\")\n", + "plt.title(\"Effect of Normalization on Total Transcript Counts per Cell\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How the normalization and scaling of the data affects the distribution of gene expression values in the dataset. We can have a look at the distribution of gene expression values before and after normalization and scaling for MALL gene." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gene_name = \"MALL\"\n", + "if gene_name in adata.var_names:\n", + " # Extract MALL expression values before normalization\n", + " original_mall_expression = adata.raw[:, gene_name].X.toarray().flatten() # Use `.toarray()` for sparse matrices\n", + "\n", + " # Extract MALL expression values after normalization\n", + " normalized_mall_expression = adata[:, gene_name].X.toarray().flatten() # Use `.toarray()` for sparse matrices\n", + "\n", + " # Plot distributions\n", + " plt.figure(figsize=(10, 5))\n", + " sns.histplot(original_mall_expression, color=\"blue\", label=\"Before Normalization\", kde=True, bins=50)\n", + " sns.histplot(normalized_mall_expression, color=\"orange\", label=\"After Normalization\", kde=True, bins=50)\n", + " plt.xlabel(f\"{gene_name} Expression\")\n", + " plt.ylabel(\"Number of Cells\")\n", + " plt.title(f\"Effect of Normalization and Scaling on {gene_name} Expression\")\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dimensionality reduction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We use dimensionality reduction, clustering, and visualization techniques to analyze the structure of our dataset, group similar cells, and visualize their relationships. First, we apply Principal Component Analysis (PCA) to reduce the high-dimensional gene expression data into a smaller set of principal components, retaining the main patterns of variation while reducing noise. Then, we create a neighbors graph, which identifies connections between cells based on their similarity in the reduced PCA space, capturing local relationships essential for clustering. Using the Leiden clustering algorithm, we group cells into clusters based on these connections, allowing us to identify groups of similar cells that may represent distinct cell types or states. We then apply UMAP (Uniform Manifold Approximation and Projection), a technique that reduces the data to two dimensions for visualization, preserving both local and global structures in the data. Finally, we generate a UMAP plot with cells colored by their assigned clusters, providing an overview of the dataset's structure and making it easy to spot distinct cell populations or clusters. This visualization gives us an interpretable view of the relationships within our data, helping us understand its organization before further analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rasools/miniconda3/envs/imaging_based_data_analysis_env/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n", + "/var/folders/8l/yj6nz8296zd7wwj0xy6pw3880000gn/T/ipykernel_60411/2991834093.py:4: FutureWarning: In the future, the default backend for leiden will be igraph instead of leidenalg.\n", + "\n", + " To achieve the future defaults please pass: flavor=\"igraph\" and n_iterations=2. directed must also be False to work with igraph's implementation.\n", + " sc.tl.leiden(adata)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sc.pp.pca(adata)\n", + "sc.pp.neighbors(adata)\n", + "sc.tl.leiden(adata)\n", + "sc.tl.umap(adata)\n", + "sc.pl.umap(adata, color='leiden', title='UMAP before filtering suspected false positives')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Systematic Filtering of Suspected False Positives\n", + "In Xenium data, some genes may appear to be \"expressed\" across large areas or in many cells due to background noise or technical artifacts, rather than true biological expression. To address this, we are implementing a gene-specific filtering approach to identify and remove suspected false positives systematically. By filtering out these spurious signals, we can focus our analysis on more reliable gene expression patterns, improving the quality of downstream analyses." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1- Calculate the Mean Expression per Gene per Cluster\n", + "In the first step, we calculate the mean expression of each gene within each cluster. Clustering organizes cells into groups that likely share biological characteristics, and taking the average expression of each gene within clusters provides a baseline for typical expression levels. This allows us to identify clusters where a gene has unusually low expression, which might indicate noise rather than true expression." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/8l/yj6nz8296zd7wwj0xy6pw3880000gn/T/ipykernel_60411/2069805196.py:1: 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", + " mean_expression = adata.to_df().groupby(adata.obs['leiden']).mean()\n" + ] + } + ], + "source": [ + "mean_expression = adata.to_df().groupby(adata.obs['leiden']).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2- Determine the Maximum Expression Level of Each Gene Across Clusters\n", + "Then, we find the maximum expression level for each gene across all clusters. This maximum value serves as a reference point for each gene’s typical expression level in the dataset. The highest expression level of each gene is assumed to represent meaningful expression, while lower values may be more likely to represent noise or background." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "max_expression_levels = mean_expression.max(axis=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3- Calculate Spurious Expression Threshold for Each Gene\n", + "We define a threshold, here set at 5%, which will be used to identify potential false positives. This threshold means that if a gene's expression in a given cluster is below 5% of its highest expression level across all clusters, we will consider it to be a likely false positive. This step allows us to systematically identify clusters where the gene's expression is likely due to background noise rather than true biological signal. Then, we calculate a `spurious expression threshold` for each gene, which is 5% of its maximum expression level. This threshold provides a cut-off below which we consider expression values to be suspected false positives. By applying this threshold, we can filter out clusters where a gene’s expression level is unlikely to be biologically meaningful." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "threshold = 0.05\n", + "spurious_expression_threshold = max_expression_levels * threshold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4- Identify Suspected False Positives for Each Cluster and Gene\n", + "Next we creat a dictionary, `suspected_false_positives`, to store suspected false positive genes for each cluster.\n", + "For each cluster, it checks each gene’s mean expression level within that cluster. If the gene's mean expression is below the spurious expression threshold (5% of its maximum expression), the gene is flagged as a suspected false positive in that cluster." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "suspected_false_positives = {}\n", + "for cluster in mean_expression.index:\n", + " suspected_genes = []\n", + " for gene in adata.var_names:\n", + " if mean_expression.at[cluster, gene] < spurious_expression_threshold[gene]:\n", + " suspected_genes.append(gene)\n", + " suspected_false_positives[cluster] = suspected_genes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can see a quick summary of the suspected false positives across clusters" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 0 has 22 suspected false positive genes: ['ADGRL4', 'C1orf194', 'C20orf85', 'C6orf118', 'C7', 'CCDC39', 'CCL19', 'CD27', 'CD79A', 'CLEC14A']\n", + "Cluster 1 has 67 suspected false positive genes: ['ACKR1', 'ADGRL4', 'ANGPT2', 'ASPN', 'BTNL9', 'C1orf194', 'C20orf85', 'C6orf118', 'C7', 'CCDC39']\n", + "Cluster 2 has 27 suspected false positive genes: ['ACKR1', 'ADGRL4', 'ANGPT2', 'C1orf194', 'C20orf85', 'C6orf118', 'C7', 'CCDC39', 'CCL19', 'CD2']\n", + "Cluster 3 has 33 suspected false positive genes: ['ACE2', 'AGR3', 'AQP9', 'C1orf194', 'C20orf85', 'C6orf118', 'CCDC39', 'CCDC78', 'CFAP53', 'COL17A1']\n", + "Cluster 4 has 56 suspected false positive genes: ['ACE2', 'AGR3', 'ARFGEF3', 'BASP1', 'C1orf194', 'C20orf85', 'C6orf118', 'CAPN8', 'CCDC39', 'CCDC78']\n", + "Cluster 5 has 31 suspected false positive genes: ['BTNL9', 'C1orf194', 'C20orf85', 'C6orf118', 'CA4', 'CCDC39', 'CCDC78', 'CFAP53', 'CLEC14A', 'CLIC6']\n", + "Cluster 6 has 39 suspected false positive genes: ['ACE2', 'AGR3', 'ANPEP', 'C1orf194', 'C20orf85', 'C6orf118', 'CCDC39', 'CCDC78', 'CD27', 'CD79A']\n", + "Cluster 7 has 64 suspected false positive genes: ['ACE2', 'AGR3', 'ARFGEF3', 'C1orf194', 'C20orf85', 'C6orf118', 'CA4', 'CAPN8', 'CCDC39', 'CCDC78']\n", + "Cluster 8 has 61 suspected false positive genes: ['ACE2', 'AGR3', 'AQP9', 'BTNL9', 'C1orf194', 'C20orf85', 'C6orf118', 'CA4', 'CAPN8', 'CCDC39']\n", + "Cluster 9 has 30 suspected false positive genes: ['ADGRL4', 'ANGPT2', 'ASPN', 'C1orf194', 'C20orf85', 'C6orf118', 'C7', 'CA4', 'CCDC39', 'CCL19']\n", + "Cluster 10 has 49 suspected false positive genes: ['ACKR1', 'ADGRL4', 'ASPN', 'C7', 'CD163', 'CD27', 'CD68', 'CD70', 'CD79A', 'CLEC14A']\n", + "Cluster 11 has 71 suspected false positive genes: ['ACE2', 'ACKR1', 'ADH1C', 'AGR3', 'ANPEP', 'AQP9', 'ARFGEF3', 'BMX', 'BTNL9', 'C1orf194']\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/8l/yj6nz8296zd7wwj0xy6pw3880000gn/T/ipykernel_60411/3901056732.py:11: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(x=clusters, y=counts, palette='viridis')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Showing first 10 genes for brevity\n", + "for cluster, genes in suspected_false_positives.items():\n", + " print(f\"Cluster {cluster} has {len(genes)} suspected false positive genes: {genes[:10]}\")\n", + "\n", + "cluster_counts = {cluster: len(genes) for cluster, genes in suspected_false_positives.items()}\n", + "clusters = list(cluster_counts.keys())\n", + "counts = list(cluster_counts.values())\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(x=clusters, y=counts, palette='viridis')\n", + "plt.title('Count of Suspected False Positive Genes per Cluster')\n", + "plt.xlabel('Cluster')\n", + "plt.ylabel('Count of Suspected False Positive Genes')\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_suspected_fp_genes = set()\n", + "for genes in suspected_false_positives.values():\n", + " all_suspected_fp_genes.update(genes)\n", + "all_suspected_fp_genes_list = sorted(all_suspected_fp_genes)\n", + "clusters = list(suspected_false_positives.keys())\n", + "heatmap_data = pd.DataFrame(0, index=list(all_suspected_fp_genes_list), columns=clusters)\n", + "\n", + "for cluster, genes in suspected_false_positives.items():\n", + " heatmap_data.loc[genes, cluster] = 1\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(heatmap_data, cmap=\"viridis\", cbar_kws={'label': 'Presence of Suspected False Positives'})\n", + "plt.title(\"Heatmap of Suspected False Positive Genes Across Clusters\")\n", + "plt.xlabel(\"Cluster\")\n", + "plt.ylabel(\"Gene\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The gene with the highest background noise is 'C1orf194', detected below the threshold in 11 clusters.\n" + ] + } + ], + "source": [ + "background_noise_counts = {gene: 0 for gene in adata.var_names}\n", + "for gene in adata.var_names:\n", + " for cluster in mean_expression.index:\n", + " if mean_expression.at[cluster, gene] < spurious_expression_threshold[gene]:\n", + " background_noise_counts[gene] += 1\n", + "\n", + "# Find the gene with the highest background noise\n", + "highest_noise_gene = max(background_noise_counts, key=background_noise_counts.get)\n", + "highest_noise_count = background_noise_counts[highest_noise_gene]\n", + "\n", + "print(f\"The gene with the highest background noise is '{highest_noise_gene}', detected below the threshold in {highest_noise_count} clusters.\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5- Adjusting gene expression values across the dataset (background noise reduction)\n", + "Now, we aim to reduce background noise by adjusting gene expression levels across all cells based on suspected false positives. Specifically, if a gene has low expression (below the spurious expression threshold) in any cluster, we take the highest of those low expression levels and subtract it from all cells for that gene. This method removes unspecific, potentially spurious expression, which can help improve cluster separation and make biologically relevant expression patterns clearer." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "adata_app_1 = adata.copy()\n", + "\n", + "max_filtered_expression = {}\n", + "adata_df = adata_app_1.to_df()\n", + "\n", + "for gene in adata_app_1.var_names:\n", + " below_threshold_values = []\n", + " for cluster in mean_expression.index:\n", + " expression_level = mean_expression.at[cluster, gene]\n", + " if expression_level < spurious_expression_threshold[gene]:\n", + " below_threshold_values.append(expression_level)\n", + " \n", + " if below_threshold_values:\n", + " max_filtered_expression[gene] = max(below_threshold_values)\n", + " else:\n", + " max_filtered_expression[gene] = 0 \n", + " #no values below threshold = no subtraction needed\n", + "\n", + "#subtract the maximum filtered expression value from all cells for each gene\n", + "for gene in adata_app_1.var_names:\n", + " max_expr = max_filtered_expression[gene]\n", + " if max_expr > 0:\n", + " adata_df[gene] -= max_expr\n", + " #ensure that no negative values are introduced\n", + " adata_df[gene] = np.maximum(adata_df[gene], 0)\n", + "\n", + "#update AnnData object with adjusted gene expressions\n", + "adata_app_1 = sc.AnnData(X=adata_df.values, obs=adata_app_1.obs, var=adata_app_1.var, obsm=adata_app_1.obsm)\n", + "sc.pp.pca(adata_app_1)\n", + "sc.pp.neighbors(adata_app_1)\n", + "sc.tl.leiden(adata_app_1)\n", + "sc.tl.umap(adata_app_1)\n", + "sc.pl.umap(adata_app_1, color='leiden', title='UMAP after filtering suspected false positives')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gene_of_interest = \"C1orf194\"\n", + "sc.pl.spatial(adata, color=[gene_of_interest], spot_size=10, title=f'{gene_of_interest} Expression Before Adjustment')\n", + "sc.pl.spatial(adata_app_1, color=[gene_of_interest], spot_size=10, title=f'{gene_of_interest} Expression After Adjustment')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "original_expression = adata.to_df()[gene_of_interest]\n", + "adjusted_expression = adata_app_1.to_df()[gene_of_interest]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "sns.kdeplot(original_expression, label=\"Original\", color=\"blue\")\n", + "sns.kdeplot(adjusted_expression, label=\"Adjusted\", color=\"orange\")\n", + "plt.xlabel(f'Expression of {gene_of_interest}')\n", + "plt.ylabel('Density')\n", + "plt.title(f'Expression Distribution of {gene_of_interest} Before and After Adjustment')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate mean expression per gene\n", + "mean_expression_original = adata.to_df().mean(axis=0)\n", + "mean_expression_adjusted = adata_app_1.to_df().mean(axis=0)\n", + "\n", + "# Plot a scatter plot comparing mean expression before and after adjustment\n", + "plt.figure(figsize=(8, 8))\n", + "plt.scatter(mean_expression_original, mean_expression_adjusted, alpha=0.5)\n", + "plt.plot([0, max(mean_expression_original)], [0, max(mean_expression_adjusted)], color=\"red\", linestyle=\"--\")\n", + "plt.xlabel('Mean Expression (Original)')\n", + "plt.ylabel('Mean Expression (Adjusted)')\n", + "plt.title('Mean Gene Expression Before and After Adjustment')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Second approach\n", + "Check the histogram of the gene expression for every gene and if it has a multimodal expression distribution to set based on that histogram a thereshold below which we consider the expression to be background. And we could remove from all cells the expression below that therahold.\n", + "First making helper functions performing dip test and plotting the histogram of the gene expression.\n", + "I've used dip test to check if the distribution is multimodal or not. If the p-value is smaller than 0.05 we consider the distribution to be multimodal.\n", + "A question here would be that should we only consider non-zero expression values for this analysis or should we consider all expression values? If consider all values we might get a multimodal distribution all for genes, however if we only consider non-zero values we might miss some genes that are suspected to have multimodal distribution. What do you think?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "genes_to_analyze = adata.var_names[0:len(adata.var_names)]\n", + "thresholds = {}\n", + "for gene in genes_to_analyze:\n", + " threshold = hf.analyze_gene_expressions(adata, gene, bandwidth=0.05, plot=False, filter_zeros=False)\n", + " if threshold is not None:\n", + " thresholds[gene] = threshold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sort genes by threshold values in descending order and display the top genes with the highest thresholds\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_thresholds = sorted(thresholds.items(), key=lambda x: x[1], reverse=True)\n", + "print(\"Top genes with the highest thresholds:\")\n", + "for gene, threshold_value in sorted_thresholds[:10]:\n", + " print(f\"{gene}: {threshold_value}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gene_of_interest = \"CYP2B6\"\n", + "hf.analyze_gene_expressions(adata, gene_of_interest, bandwidth=0.05, plot=True, filter_zeros=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can do the subtraction of genes with a background expression from their original values in each cell." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. Reverse the log1p transformation on adata.X\n", + "adata_app_2 = adata.copy()\n", + "if sp.issparse(adata_app_2.X):\n", + " adata_app_2.X = sp.csr_matrix(np.expm1(adata_app_2.X.toarray()))\n", + "else:\n", + " adata_app_2.X = np.expm1(adata_app_2.X)\n", + "\n", + "# 2. Reverse the log1p transformation on thresholds\n", + "thresholds = {gene: np.expm1(thresh) for gene, thresh in thresholds.items()}\n", + "\n", + "# 3. Perform the subtraction and ensure non-negative values\n", + "for gene, threshold in thresholds.items():\n", + " if gene in adata_app_2.var_names: # Ensure the gene exists in adata\n", + " gene_index = adata_app_2.var_names.get_loc(gene)\n", + " \n", + " # Extract the column as a dense numpy array\n", + " gene_data = adata_app_2[:, gene].X\n", + " if sp.issparse(gene_data):\n", + " gene_data = gene_data.toarray().flatten()\n", + "\n", + " # Perform the subtraction and ensure non-negative values\n", + " updated_gene_data = np.maximum(gene_data - threshold, 0)\n", + "\n", + " # Update the AnnData object\n", + " if sp.issparse(adata_app_2.X):\n", + " adata_app_2[:, gene_index].X = sp.csr_matrix(updated_gene_data[:, np.newaxis])\n", + " else:\n", + " adata_app_2[:, gene_index].X = updated_gene_data[:, np.newaxis]\n", + "\n", + "# 4. Reapply the log1p transformation\n", + "sc.pp.log1p(adata_app_2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gene_of_interest = \"CYP2B6\"\n", + "\n", + "sc.pl.spatial(adata, color=[gene_of_interest], spot_size=10, title=f'{gene_of_interest} Expression Before Adjustment')\n", + "sc.pl.spatial(adata_app_2, color=[gene_of_interest], spot_size=10, title=f'{gene_of_interest} Expression After Adjustment')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "original_expression = adata.to_df()[gene_of_interest]\n", + "adjusted_expression = adata_app_2.to_df()[gene_of_interest]\n", + "\n", + "# Plot expression distributions\n", + "plt.figure(figsize=(10, 5))\n", + "sns.kdeplot(original_expression, label=\"Original\", color=\"blue\")\n", + "sns.kdeplot(adjusted_expression, label=\"Adjusted\", color=\"orange\")\n", + "plt.xlabel(f'Expression of {gene_of_interest}')\n", + "plt.ylabel('Density')\n", + "plt.title(f'Expression Distribution of {gene_of_interest} Before and After Adjustment')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Principal component analysis for dimension reduction\n", + "sc.pp.pca(adata_app_2)\n", + "sc.pp.neighbors(adata_app_2)\n", + "sc.tl.leiden(adata_app_2)\n", + "sc.tl.umap(adata_app_2)\n", + "sc.pl.umap(adata_app_2, color='leiden', title='UMAP after filtering suspected false positives (approach 2)')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "imaging_based_data_analysis_env", + "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": "3.9.20" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}