diff --git a/notebooks/Segmentation_QC.ipynb b/notebooks/Segmentation_QC.ipynb index ef92924b..dbd47f5d 100644 --- a/notebooks/Segmentation_QC.ipynb +++ b/notebooks/Segmentation_QC.ipynb @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "id": "ec076d57-f45b-4922-adb7-ba3aaac32040", "metadata": {}, "outputs": [ @@ -251,45 +251,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "T-cell specific genes: ['CD3D', 'CD3E', 'CD3G', 'CD4', 'CD8A', 'CD8B', 'TRAC', 'TRBC1', 'TRBC2', 'FOXP3', 'TBX21', 'GATA3', 'LCK', 'ZAP70', 'RORA', 'RUNX3', 'CCR7']\n", - "B-cell specific genes: ['CD19', 'MS4A1', 'CD79A', 'CD79B', 'PAX5', 'AICDA', 'BLIMP1', 'BCL6', 'CXCR5', 'IGHM', 'IGHG', 'IGHA', 'IGHE', 'IGHD', 'IGKC', 'IGLC']\n" + "T cell specific genes: ['CD3D', 'CD3E', 'CD3G', 'CD4', 'CD8A', 'CD8B', 'TRAC', 'TRBC1', 'TRBC2', 'FOXP3', 'TBX21', 'GATA3', 'LCK', 'ZAP70', 'RORA', 'RUNX3', 'CCR7']\n", + "B cell specific genes: ['CD19', 'MS4A1', 'CD79A', 'CD79B', 'PAX5', 'AICDA', 'BLIMP1', 'BCL6', 'CXCR5', 'IGHM', 'IGHG', 'IGHA', 'IGHE', 'IGHD', 'IGKC', 'IGLC']\n" ] } ], "source": [ "# Lists of genes\n", - "t_cell_specific_genes = [\n", + "cell_A_name = \"T cell\"\n", + "\n", + "cell_B_name = \"B cell\"\n", + "\n", + "cell_type_A_specific_genes = [\n", " \"CD3D\", \"CD3E\", \"CD3G\", \"CD4\", \"CD8A\", \"CD8B\", \n", " \"TRAC\", \"TRBC1\", \"TRBC2\", \"FOXP3\", \"TBX21\", \n", " \"GATA3\", \"LCK\", \"ZAP70\", \"RORA\", \"RUNX3\", \"CCR7\"\n", "]\n", "\n", - "b_cell_specific_genes = [\n", + "cell_type_B_specific_genes = [\n", " \"CD19\", \"MS4A1\", \"CD79A\", \"CD79B\", \"PAX5\", \n", " \"AICDA\", \"BLIMP1\", \"BCL6\", \"CXCR5\", \"IGHM\", \n", " \"IGHG\", \"IGHA\", \"IGHE\", \"IGHD\", \"IGKC\", \"IGLC\"\n", "]\n", "\n", - "print(\"T-cell specific genes:\", t_cell_specific_genes)\n", - "print(\"B-cell specific genes:\", b_cell_specific_genes)" + "print(f\"{cell_A_name} specific genes:\", cell_type_A_specific_genes)\n", + "print(f\"{cell_B_name} specific genes:\", cell_type_B_specific_genes)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "116e311c-1621-4236-90d9-c25ce62a0765", "metadata": {}, "outputs": [], "source": [ - "cbg_stp_cellpose2_file = \"data/segmentation_metrics_data/inputs/xenium_skin_cellpose2/cell_by_gene_matrix.parquet\"\n", - "cbg_stp_cellpose_default_file = \"data/segmentation_metrics_data/inputs/xenium_skin_cellpose_default/cell_by_gene_matrix.parquet\"\n", - "cbg_stp_instanseg_file =\"data/segmentation_metrics_data/inputs/xenium_skin_instanseg_default/cell_by_gene_matrix.parquet\"\n", - "cell_feature_matrix_tar_gz_xenium_file = \"data/segmentation_metrics_data/inputs/xenium_skin_xenium_default/cell_feature_matrix/\"" + "algorithm_names = segmentation_approaches[:3]\n", + "\n", + "default_segmentation_segmentation_name = \"Xenium-default\"\n", + "\n", + "algorithm_specific_cbg_files = [\"data/segmentation_metrics_data/inputs/xenium_skin_cellpose2/cell_by_gene_matrix.parquet\",\n", + " \"data/segmentation_metrics_data/inputs/xenium_skin_cellpose_default/cell_by_gene_matrix.parquet\",\n", + " \"data/segmentation_metrics_data/inputs/xenium_skin_instanseg_default/cell_by_gene_matrix.parquet\"]\n", + "\n", + "default_segmentation_cell_feature_matrix_path = \"data/segmentation_metrics_data/inputs/xenium_skin_xenium_default/cell_feature_matrix/\"" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "ded24b17-2525-4380-a551-9fdf2be19bdc", "metadata": {}, "outputs": [ @@ -310,7 +319,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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", "text/plain": [ "
" ] @@ -382,7 +391,7 @@ } ], "source": [ - "dega.qc.mixed_expression_calc(cell_feature_matrix_tar_gz_xenium_file, cbg_stp_cellpose_default_file, cbg_stp_instanseg_file, cbg_stp_cellpose2_file, t_cell_specific_genes, b_cell_specific_genes)" + "dega.qc.mixed_expression_calc(default_segmentation_segmentation_name, default_segmentation_cell_feature_matrix_path, algorithm_names, algorithm_specific_cbg_files, cell_type_A_specific_genes, cell_type_B_specific_genes, cell_A_name, cell_B_name)" ] }, { diff --git a/src/celldega/pre/boundary_tile.py b/src/celldega/pre/boundary_tile.py index fb251b6b..0c880fe3 100644 --- a/src/celldega/pre/boundary_tile.py +++ b/src/celldega/pre/boundary_tile.py @@ -59,7 +59,7 @@ def filter_and_save_fine_boundary(coarse_tile, fine_i, fine_j, fine_tile_x_min, filename = f"{path_output}/cell_tile_{fine_i}_{fine_j}.parquet" fine_tile_cells.to_parquet(filename) -def process_fine_boundaries(coarse_tile, i, j, coarse_tile_x_min, coarse_tile_x_max, coarse_tile_y_min, coarse_tile_y_max, tile_size, path_output, x_min, y_min, n_fine_tiles_x, n_fine_tiles_y): +def process_fine_boundaries(coarse_tile, i, j, coarse_tile_x_min, coarse_tile_x_max, coarse_tile_y_min, coarse_tile_y_max, tile_size, path_output, x_min, y_min, n_fine_tiles_x, n_fine_tiles_y, max_workers): with concurrent.futures.ThreadPoolExecutor(max_workers=max_workers) as executor: futures = [] for fine_i in range(n_fine_tiles_x): @@ -111,8 +111,6 @@ def get_cell_polygons(technology, path_cell_boundaries, transformation_matrix, p grouped["geometry"] = grouped.apply(lambda row: Polygon(zip(row["vertex_x"], row["vertex_y"])), axis=1) cells_orig = gpd.GeoDataFrame(grouped, geometry="geometry")[["geometry"]] - transformation_matrix = pd.read_csv(transformation_matrix).values[:3,:3] - elif technology == "custom": cells_orig = gpd.read_parquet(path_cell_boundaries) @@ -175,15 +173,15 @@ def make_cell_boundary_tiles( transformation_matrix = pd.read_csv(path_transformation_matrix, header=None, sep=" ").values - gdf_cells = get_cell_polygons(technology, path_output, path_cell_boundaries, transformation_matrix, image_scale, path_meta_cell_micron) - - gdf_cells["center_x"] = gdf_cells.geometry.centroid.x - gdf_cells["center_y"] = gdf_cells.geometry.centroid.y - # Ensure the output directory exists if not os.path.exists(path_output): os.makedirs(path_output) + gdf_cells = get_cell_polygons(technology, path_cell_boundaries, transformation_matrix, path_output, image_scale, path_meta_cell_micron) + + gdf_cells["center_x"] = gdf_cells.geometry.centroid.x + gdf_cells["center_y"] = gdf_cells.geometry.centroid.y + # Calculate tile bounds and fine/coarse tiles x_min, x_max = tile_bounds["x_min"], tile_bounds["x_max"] y_min, y_max = tile_bounds["y_min"], tile_bounds["y_max"] @@ -206,4 +204,4 @@ def make_cell_boundary_tiles( (gdf_cells["center_y"] >= coarse_tile_y_min) & (gdf_cells["center_y"] < coarse_tile_y_max) ] if not coarse_tile.empty: - process_fine_boundaries(coarse_tile, i, j, coarse_tile_x_min, coarse_tile_x_max, coarse_tile_y_min, coarse_tile_y_max, tile_size, path_output, x_min, y_min, n_fine_tiles_x, n_fine_tiles_y) + process_fine_boundaries(coarse_tile, i, j, coarse_tile_x_min, coarse_tile_x_max, coarse_tile_y_min, coarse_tile_y_max, tile_size, path_output, x_min, y_min, n_fine_tiles_x, n_fine_tiles_y, max_workers) diff --git a/src/celldega/pre/trx_tile.py b/src/celldega/pre/trx_tile.py index c3a1ea42..30e9bc81 100644 --- a/src/celldega/pre/trx_tile.py +++ b/src/celldega/pre/trx_tile.py @@ -71,8 +71,7 @@ def filter_and_save_fine_tile(coarse_tile, coarse_i, coarse_j, fine_i, fine_j, f def transform_transcript_coordinates(technology, path_trx, chunk_size, path_transformation_matrix, image_scale=1): - #transformation_matrix = np.loadtxt(path_transformation_matrix) - transformation_matrix = pd.read_csv(path_transformation_matrix).values[:3,:3] + transformation_matrix = np.loadtxt(path_transformation_matrix) # Load the transcript data based on the technology using Polars if technology == "MERSCOPE": diff --git a/src/celldega/qc/__init__.py b/src/celldega/qc/__init__.py index 495af708..9add4f2b 100644 --- a/src/celldega/qc/__init__.py +++ b/src/celldega/qc/__init__.py @@ -85,46 +85,42 @@ def qc_segmentation(transcript_metadata_file, transcript_data_file, cell_polygon print("segmentation metrics calculation completed") -def mixed_expression_calc(cell_feature_matrix_xenium_directory, cbg_stp_cellpose_default_file, cbg_stp_instanseg_file, cbg_stp_cellpose2_file, t_cell_specific_genes, b_cell_specific_genes): +def mixed_expression_calc(default_segmentation_segmentation_name, default_segmentation_cell_feature_matrix_path, algorithm_names, algorithm_specific_cbg_files, cell_type_A_specific_genes, cell_type_B_specific_genes, cell_A_name, cell_B_name): - cbg_stp_cellpose2 = pd.read_parquet(cbg_stp_cellpose2_file) - cbg_stp_cellpose_default = pd.read_parquet(cbg_stp_cellpose_default_file) - cbg_stp_instanseg = pd.read_parquet(cbg_stp_instanseg_file) + cbg_dict = {} - cbg_xenium = read_cbg_mtx(cell_feature_matrix_xenium_directory) + for cbg_file, algorithm_name in zip(algorithm_specific_cbg_files, algorithm_names): + cbg_dict[algorithm_name] = pd.read_parquet(cbg_file) - cbg_dict = {} - cbg_dict['xenium_default'] = cbg_xenium - cbg_dict['cellpose_default'] = cbg_stp_cellpose_default - cbg_dict['instanseg'] = cbg_stp_instanseg - cbg_dict['cellpose2'] = cbg_stp_cellpose2 + cbg_dict[default_segmentation_segmentation_name] = read_cbg_mtx(default_segmentation_cell_feature_matrix_path) for algorithm_name, cbg in cbg_dict.items(): - t_cell_overlap = [gene for gene in t_cell_specific_genes if gene in cbg.columns] - b_cell_overlap = [gene for gene in b_cell_specific_genes if gene in cbg.columns] + + A_cell_overlap = [gene for gene in cell_type_A_specific_genes if gene in cbg.columns] + B_cell_overlap = [gene for gene in cell_type_B_specific_genes if gene in cbg.columns] - cells_with_t_genes = cbg[t_cell_overlap].sum(axis=1) > 0 - cells_with_b_genes = cbg[b_cell_overlap].sum(axis=1) > 0 + cells_with_A_genes = cbg[A_cell_overlap].sum(axis=1) > 0 + cells_with_B_genes = cbg[B_cell_overlap].sum(axis=1) > 0 - cells_with_both = cbg[cells_with_t_genes & cells_with_b_genes] + cells_with_both = cbg[cells_with_A_genes & cells_with_B_genes] - t_cell_genes_expressed = cells_with_both[t_cell_overlap].apply( + A_cell_genes_expressed = cells_with_both[A_cell_overlap].apply( lambda row: {gene: int(row[gene]) for gene in row[row > 0].index}, axis=1 ) - b_cell_genes_expressed = cells_with_both[b_cell_overlap].apply( + B_cell_genes_expressed = cells_with_both[B_cell_overlap].apply( lambda row: {gene: int(row[gene]) for gene in row[row > 0].index}, axis=1 ) results = pd.DataFrame({ - "T-cell genes and transcripts": t_cell_genes_expressed, - "B-cell genes and transcripts": b_cell_genes_expressed + f"{cell_A_name} genes and transcripts": A_cell_genes_expressed, + f"{cell_B_name} genes and transcripts": B_cell_genes_expressed }, index=cells_with_both.index) - results["Total T-cell transcripts"] = t_cell_genes_expressed.apply(lambda x: sum(x.values())) - results["Total B-cell transcripts"] = b_cell_genes_expressed.apply(lambda x: sum(x.values())) + results[f"Total {cell_A_name} transcripts"] = A_cell_genes_expressed.apply(lambda x: sum(x.values())) + results[f"Total {cell_B_name} transcripts"] = B_cell_genes_expressed.apply(lambda x: sum(x.values())) - results["Total"] = t_cell_genes_expressed.apply(lambda x: sum(x.values())) + b_cell_genes_expressed.apply(lambda x: sum(x.values())) + results["Total"] = A_cell_genes_expressed.apply(lambda x: sum(x.values())) + B_cell_genes_expressed.apply(lambda x: sum(x.values())) results['Technology'] = algorithm_name sns.set(style='white', rc={'figure.dpi': 250, 'axes.facecolor': (0, 0, 0, 0), 'figure.facecolor': (0, 0, 0, 0)}) @@ -140,18 +136,18 @@ def mixed_expression_calc(cell_feature_matrix_xenium_directory, cbg_stp_cellpose g.map_dataframe( lambda data, **kwargs: sns.histplot( data=data, - x="Total T-cell transcripts", - y="Total B-cell transcripts", + x=f"Total {cell_A_name} transcripts", + y=f"Total {cell_B_name} transcripts", bins=15, cbar=True, cmap='coolwarm', vmin=1, - vmax=data["Total T-cell transcripts"].max(), + vmax=data[f"Total {cell_A_name} transcripts"].max(), **kwargs ) ) - g.set_axis_labels("Total T-cell transcripts", "Total B-cell transcripts") + g.set_axis_labels(f"Total {cell_A_name} transcripts", f"Total {cell_B_name} transcripts") for ax in g.axes.flat: ax.xaxis.set_major_locator(plt.MaxNLocator(integer=True)) ax.yaxis.set_major_locator(plt.MaxNLocator(integer=True))