{ "cells": [ { "cell_type": "code", "execution_count": 9, "id": "a27b8097-fc82-43f7-a083-72805b1b3492", "metadata": {}, "outputs": [], "source": [ "import scomv\n", "import stlearn as st\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import cv2\n", "import pandas as pd\n", "import numpy as np\n", "import anndata\n", "import scanpy as sc\n", "import seaborn as sns\n", "from adjustText import adjust_text\n", "from tqdm import tqdm\n", "from scipy.cluster.hierarchy import linkage, dendrogram, ClusterNode, to_tree" ] }, { "cell_type": "code", "execution_count": 11, "id": "06930e35-ad5f-43b9-935e-cb121d2dd551", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: Using default pixel size of 0.2125 microns. Consider providing experiment_xenium_file for accurate pixel size.\n" ] } ], "source": [ "# Load Xenium data using stlearn\n", "adata = st.ReadXenium(\n", " feature_cell_matrix_file=\"../tutorial_data/xenium_data/cell_feature_matrix.h5\",\n", " cell_summary_file=\"../tutorial_data/xenium_data/cells.csv.gz\",\n", " library_id=\"example data\",\n", " image_path=None,\n", " scale=1,\n", " spot_diameter_fullres=10\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "6c2e2d76-327b-47ea-8f1b-e1323518d3b3", "metadata": {}, "outputs": [], "source": [ "# Gridding at 10μm interval using stlearn\n", "N_COL = int((adata.obs.imagecol.max() - adata.obs.imagecol.min()) / 10)\n", "N_ROW = int((adata.obs.imagerow.max() - adata.obs.imagerow.min()) / 10)\n", "grid = st.tl.cci.grid(adata, n_row=N_ROW, n_col=N_COL, n_cpus=10, verbose=False)" ] }, { "cell_type": "code", "execution_count": 15, "id": "5c3e7edb-95f1-4283-864d-9d3e8bccdae2", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.skny_calc_distance import calculate_distance" ] }, { "cell_type": "code", "execution_count": 17, "id": "8951b09f-b90e-45c3-8e2c-d3e9ae2c18d3", "metadata": {}, "outputs": [], "source": [ "## apply SKNY\n", "grid = calculate_distance(\n", " grid, pos_marker_ls=['CDH1',\"EPCAM\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "id": "8d067373-5ff0-4a9e-a499-1ef97d4dc5d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 2B\n", "fig, ax = plt.subplots(figsize=(8, 6), dpi=150)\n", "ax.imshow(cv2.cvtColor(grid.uns[\"marker_median_delineation\"], cv2.COLOR_BGR2RGB),\n", " interpolation=\"nearest\")\n", "ax.axis(\"off\")\n", "plt.show()\n", "\n", "#plt.savefig(\"Figure_2B.png\", dpi=300)" ] }, { "cell_type": "code", "execution_count": 21, "id": "f128baf4-3226-4e45-b2e9-1a33f84cfe2b", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 2B(Zooming and cropping)\n", "import plotly.express as px\n", "import plotly.io as pio\n", "import cv2\n", "import numpy as np\n", "\n", "# Convert BGR (OpenCV) image to RGB for Plotly display\n", "img = cv2.cvtColor(grid.uns[\"marker_median_delineation\"], cv2.COLOR_BGR2RGB)\n", "\n", "scale = 10 # spatial scaling factor\n", "\n", "fig = px.imshow(img)\n", "\n", "h, w = img.shape[:2]\n", "\n", "# ---- Scale axis tick labels by a factor of 10 ----\n", "step = 200\n", "fig.update_xaxes(\n", " tickmode=\"array\",\n", " tickvals=list(range(0, w, step)),\n", " ticktext=[str(v * scale) for v in range(0, w, step)]\n", ")\n", "fig.update_yaxes(\n", " tickmode=\"array\",\n", " tickvals=list(range(0, h, step)),\n", " ticktext=[str(v * scale) for v in range(0, h, step)]\n", ")\n", "\n", "# ---- Create a full-resolution coordinate grid for hover display ----\n", "# xx: scaled x-coordinates for each pixel (shape: h × w)\n", "# yy: scaled y-coordinates for each pixel (shape: h × w)\n", "xx = (np.arange(w)[None, :] * scale).repeat(h, axis=0)\n", "yy = (np.arange(h)[:, None] * scale).repeat(w, axis=1)\n", "\n", "# Stack into (h, w, 2) so hover can access scaled x and y\n", "custom = np.dstack([xx, yy])\n", "\n", "# ---- Override hover text to show scaled spatial coordinates ----\n", "fig.update_traces(\n", " customdata=custom,\n", " hovertemplate=\"x: %{customdata[0]}
y: %{customdata[1]}\"\n", ")\n", "\n", "fig.update_layout(\n", " title=\"Figure 2B\",\n", " xaxis_title=\"x\",\n", " yaxis_title=\"y\",\n", " height=700\n", ")\n", "\n", "# Use the notebook-connected renderer for interactive display\n", "pio.renderers.default = \"notebook_connected\"\n", "\n", "fig.show()\n", "\n", "# ↓↓ Zooming and cropping are supported interactively ↓↓" ] }, { "cell_type": "code", "execution_count": 23, "id": "ec17f6ad-f54f-49f6-828c-044cf4272215", "metadata": {}, "outputs": [], "source": [ "# annotation each section to obs object\n", "df_shotest = getattr(grid, \"shortest\")\n", "df_grid = grid.to_df()\n", "\n", "# extract grid info\n", "df_grid = pd.merge(\n", " pd.DataFrame(index=[\"grid_\" + str(i+1) for i in range(N_ROW * N_COL)]),\n", " df_grid, right_index=True, left_index=True, how=\"left\"\n", ").fillna(np.nan)\n", "\n", "# extract section info\n", "df_region = pd.DataFrame(\n", " np.array(df_shotest[\"region\"]).reshape(N_ROW, N_COL).T.reshape(N_ROW * N_COL),\n", " index=[\"grid_\" + str(i+1) for i in range(N_ROW * N_COL)], columns=[\"region\"]\n", ")\n", "\n", "# marge\n", "df_grid_region = pd.merge(\n", " df_grid, df_region,\n", " right_index=True, left_index=True, how=\"left\"\n", ")\n", "df_grid_region = df_grid_region.dropna()\n", "\n", "# add to obs\n", "grid.obs = pd.merge(\n", " grid.obs, df_grid_region[[\"region\"]],\n", " right_index=True, left_index=True, how=\"left\"\n", ")\n", "\n", "# shaping\n", "grid.obs[\"region_10\"] = [str(i*10) for i in grid.obs[\"region\"]]\n", "grid.obs[\"region_10\"] = [\"(\"+str(int(float(i.split(\", \")[0][1:])))+\", \"+str(int(float(i.split(\", \")[-1][:-1])))+\"]\" if i != \"nan\" else np.nan for i in grid.obs[\"region_10\"]]\n", "# exclude because of small number\n", "grid.obs[\"region_10\"] = grid.obs[\"region_10\"].replace(\n", " {\"(-150, -120]\": np.nan}\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "id": "cd2d7d6f-aa3d-49be-bc48-f0ce182e7c4e", "metadata": {}, "outputs": [], "source": [ "from scomv.gene import run_full_pipeline\n", "\n", "roi_list = [\n", " (4800, 5900, 950, 1900),\n", " (6920, 7570, 1910, 2390),\n", " (5300, 6400, 3050, 3900),\n", " (6050, 7050, 3910, 5100),\n", " (3900, 4500, 4600, 5200),\n", " (2400, 3400, 2400, 3800),\n", " (2700, 4000, 750, 1690),\n", " (1000, 2100, 1700, 2500),\n", " (400, 1500, 3600, 4200),\n", " (900, 1700, 4200, 5300),\n", " \n", "]" ] }, { "cell_type": "code", "execution_count": 27, "id": "d2c8fb1d-2df2-425c-9c78-0ccaa7b42a80", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Running ROI pipelines: 0%| | 0/10 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 4B\n", "import matplotlib.patheffects as pe\n", "\n", "df_features = pd.DataFrame(feature_matrix, index=keys)\n", "labels = [f\"ROI{annotation_dist[key]}\" for key in keys]\n", "new_dict = {i: g for i, g in enumerate(sorted(common_genes))}\n", "\n", "cg = sns.clustermap(\n", " df_features,\n", " method='ward',\n", " metric='euclidean',\n", " cmap='vlag_r',\n", " standard_scale=1,\n", " figsize=(15, 10),\n", " dendrogram_ratio=(0.2, 0.2),\n", " cbar_pos=(0.02, 0.8, 0.05, 0.18)\n", ")\n", "\n", "new_order = cg.dendrogram_row.reordered_ind\n", "ax = cg.ax_heatmap\n", "\n", "# ---------- Prepare row labels ----------\n", "yticklabels = [labels[i] for i in new_order]\n", "\n", "# Remove original y-axis tick labels\n", "ax.set_yticklabels([])\n", "\n", "# Get current y-tick positions (row centers)\n", "yticks = ax.get_yticks()\n", "\n", "# Define vertical offset for label positioning\n", "# Positive values shift labels downward\n", "dy = +0.1 # Try values such as -0.1, -0.2, -0.5 if needed\n", "\n", "for y, lab in zip(yticks, yticklabels):\n", "\n", " # ---- Color labels by DCIS / IDC ----\n", " if \"DCIS\" in lab:\n", " color = \"#5DADE2\"\n", " elif \"IDC\" in lab:\n", " color = \"#C0392B\"\n", " else:\n", " color = \"black\"\n", "\n", " ax.text(\n", " 1.01,\n", " y + dy,\n", " lab,\n", " transform=ax.get_yaxis_transform(), # x in axes coordinates, y in data coordinates\n", " ha='left',\n", " va='center',\n", " fontsize=32,\n", " fontweight='bold',\n", " color=color,\n", " path_effects=[pe.withStroke(linewidth=2, foreground=\"white\")],\n", " )\n", "\n", "# ---------- Column labels (same as before) ----------\n", "new_order_col = cg.dendrogram_col.reordered_ind\n", "xticklabels = [new_dict[i] for i in new_order_col]\n", "xticklabels_sparse = [\n", " label if (idx % 2 == 0) else ''\n", " for idx, label in enumerate(xticklabels)\n", "]\n", "\n", "ax.set_xticks(range(len(xticklabels_sparse)))\n", "ax.set_xticklabels(xticklabels_sparse, rotation=90, fontsize=9)\n", "\n", "# plt.savefig(\"heatmap_20251117.png\", dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "id": "ef35c5c7-76eb-4de7-b312-d04bd50f5b45", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 4C, D, F, H\n", "from scomv.spatial_deg import Spatial_DEG\n", "\n", "report = Spatial_DEG(n_components=5, standardize=True).fit(\n", " feature_matrix,\n", " feature_names=list(new_dict.values())\n", ")\n", "\n", "sns.set_theme(style=\"white\")\n", "\n", "# 1) Cumulative explained variance\n", "report.plot_explained_variance_bar(max_pc=10)\n", "\n", "# 2) Violin plots of loadings (PC1–PC3)\n", "report.plot_loading_violin(pcs=(0, 1, 2))\n", "\n", "# 3) Signed top contributing genes for PC1, PC2, and PC3 (bar plots)\n", "report.plot_signed_top_contributions_multi(pcs=(0, 1, 2), top_pos=10, top_neg=10)\n", "\n", "# Retrieve top positively and negatively contributing genes\n", "top_df = report.get_top_genes_signed(pcs=(0, 1, 2), top_pos=10, top_neg=10)\n", "\n", "# Extract unique genes from the top contributors\n", "top_pca_genes = top_df[\"gene\"].drop_duplicates().tolist()\n", "\n", "# Exclude PC1 and keep genes ranked within top 5\n", "top_df = top_df[(top_df[\"PC\"] != \"PC1\") & (top_df[\"rank\"] <= 5)]\n", "\n", "# Final list of top PCA-associated genes\n", "top_pca_genes = top_df[\"gene\"].drop_duplicates().tolist()" ] }, { "cell_type": "code", "execution_count": 35, "id": "c15be23f-209e-4d54-b4be-2dd17b998b28", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Looks like you are using a tranform that doesn't support FancyArrowPatch, using ax.annotate instead. The arrows might strike through texts. Increasing shrinkA in arrowprops might help.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Figure 4G\n", "\n", "annotation_path = \"../tutorial_data/breast_gene_annotate.csv\"\n", "annotate_df = pd.read_csv(annotation_path)\n", "\n", "# ここは列名が分かってるなら列名で取るのが安全\n", "# 例:gene列=0, clu_num列=1 と仮定(あなたのコードに合わせる)\n", "gene_col = annotate_df.columns[0]\n", "clu_col = annotate_df.columns[1]\n", "\n", "# clu_num を数値化(NaNはNaNのままにする)\n", "clu_num = pd.to_numeric(annotate_df[clu_col], errors=\"coerce\")\n", "genes = annotate_df[gene_col].astype(str)\n", "\n", "# 1–6 をラベル文字列へ(必要な分だけ)\n", "clu_to_anno = {\n", " 1: \"peripheral\",\n", " 2: \"internal\",\n", " 3: \"low\",\n", " 4: \"ubiquitous (include internal)\",\n", " 5: \"ubiquitous (not include internal)\",\n", " # 6 があるならここに追加\n", "}\n", "\n", "\n", "# gene -> annotation の辞書(common_genes に限定)\n", "anno_map = {}\n", "for g, c in zip(genes, clu_num):\n", " if pd.isna(c):\n", " continue\n", " c = int(c)\n", " if c in clu_to_anno and g in common_genes:\n", " anno_map[g] = clu_to_anno[c]\n", "\n", "loadings = report.loadings_\n", "\n", "pc_df = pd.DataFrame({\n", " \"PC2\": loadings[:, 1],\n", " \"PC3\": loadings[:, 2],\n", " \"feature\": report.feature_names_\n", "})\n", "\n", "fig = px.scatter(\n", " pc_df,\n", " x=\"PC2\",\n", " y=\"PC3\",\n", " hover_name=\"feature\",\n", " title=\"PC2 vs PC3\"\n", ")\n", "\n", "evr = report.pca_.explained_variance_ratio_\n", "pc2_value = round(evr[1] * 100, 2)\n", "pc3_value = round(evr[2] * 100, 2)\n", "\n", "fig.update_layout(\n", " xaxis_title=f\"PC2 loading ({pc2_value}%)\",\n", " yaxis_title=f\"PC3 loading ({pc3_value}%)\",\n", " height=600\n", ")\n", "\n", "fig.show()\n", "\n", "# Second figure(in the paper)\n", "pc_df[\"annotation\"] = pc_df[\"feature\"].map(anno_map).fillna(\"unknown\")\n", "palette = { \"peripheral\": \"tab:red\", \"internal\": \"tab:orange\", \"ubiquitous (include internal)\": \"tab:green\", \"ubiquitous (not include internal)\": \"tab:blue\" }\n", "plt.figure(figsize=(10, 10), facecolor=\"white\")\n", "\n", "sns.scatterplot(\n", " data=pc_df,\n", " x=\"PC2\",\n", " y=\"PC3\",\n", " hue=\"annotation\",\n", " palette=palette,\n", " s=80,\n", " alpha=0.85,\n", " edgecolor=None,\n", ")\n", "\n", "texts = []\n", "for _, row in pc_df.iterrows():\n", " gene = row[\"feature\"]\n", " pc2 = row[\"PC2\"]\n", "\n", " # ラベルを付ける条件\n", " label_top = gene in top_pca_genes\n", " label_pc2 = (pc2 > 0.12) or (pc2 < -0.1)\n", "\n", " if label_top or label_pc2:\n", "\n", " # フォント設定\n", " if label_top:\n", " fw = \"bold\" # もともとの遺伝子 → 太字\n", " else:\n", " fw = \"normal\" # PC2条件だけ → 通常\n", "\n", " texts.append(\n", " plt.text(\n", " row[\"PC2\"],\n", " row[\"PC3\"],\n", " gene,\n", " fontsize=20,\n", " fontweight=fw\n", " )\n", " )\n", "\n", "\n", "adjust_text(\n", " texts,\n", " only_move={'points': 'y', 'text': 'xy'},\n", " force_text=1.5,\n", " force_points=1.0,\n", " expand_text=(1.2, 1.3),\n", " expand_points=(1.2, 1.3),\n", " arrowprops=dict(arrowstyle=\"-\", lw=0.5, color=\"gray\")\n", ")\n", "\n", "plt.xlabel(f\"PC2 loading ({pc2_value}%)\", fontsize=22)\n", "plt.ylabel(f\"PC3 loading ({pc3_value}%)\", fontsize=22)\n", "plt.xticks(fontsize=20)\n", "plt.yticks(fontsize=20)\n", "plt.legend(fontsize=16, loc=\"lower right\")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "4fafb510-2d77-4893-9acb-30023953cd7e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" ] } ], "source": [ "# Figure 4E DEG analysis\n", "import scanpy as sc\n", "\n", "region1 = (grid.obs[\"imagecol\"].between(4800, 5900)) & (grid.obs[\"imagerow\"].between(950, 1900))\n", "region2 = (grid.obs[\"imagecol\"].between(6920, 7570)) & (grid.obs[\"imagerow\"].between(1910, 2390))\n", "region3 = (grid.obs[\"imagecol\"].between(5300, 6400)) & (grid.obs[\"imagerow\"].between(3050, 3900))\n", "region4 = (grid.obs[\"imagecol\"].between(6050, 7050)) & (grid.obs[\"imagerow\"].between(3910, 5100))\n", "region5 = (grid.obs[\"imagecol\"].between(3900, 4500)) & (grid.obs[\"imagerow\"].between(4600, 5200))\n", "region6 = (grid.obs[\"imagecol\"].between(2400, 3400)) & (grid.obs[\"imagerow\"].between(2400, 3800))\n", "\n", "region7 = (grid.obs[\"imagecol\"].between(2700, 4000)) & (grid.obs[\"imagerow\"].between(750, 1690))\n", "region8 = (grid.obs[\"imagecol\"].between(1000, 2100)) & (grid.obs[\"imagerow\"].between(750, 1690))\n", "region9 = (grid.obs[\"imagecol\"].between(400, 1500)) & (grid.obs[\"imagerow\"].between(3600, 4200))\n", "region10 = (grid.obs[\"imagecol\"].between(900, 1700)) & (grid.obs[\"imagerow\"].between(3600, 4200))\n", "\n", "\n", "grid.obs[\"deg_group\"] = None\n", "\n", "# Labeling\n", "grid.obs.loc[region1, \"deg_group\"] = 1\n", "grid.obs.loc[region2, \"deg_group\"] = 2\n", "grid.obs.loc[region3, \"deg_group\"] = 3\n", "grid.obs.loc[region4, \"deg_group\"] = 4\n", "grid.obs.loc[region5, \"deg_group\"] = 5\n", "grid.obs.loc[region6, \"deg_group\"] = 6\n", "\n", "grid.obs.loc[region7, \"deg_group\"] = 7\n", "grid.obs.loc[region8, \"deg_group\"] = 8\n", "grid.obs.loc[region9, \"deg_group\"] = 9\n", "grid.obs.loc[region10, \"deg_group\"] = 10\n", "\n", "grid.obs[\"deg_group_merged\"] = grid.obs[\"deg_group\"].map({\n", " 1: \"A\",\n", " 2: \"A\",\n", " 3: \"A\",\n", " 4: \"A\",\n", " 5: \"A\",\n", " 6: \"A\",\n", " \n", " 7: \"B\", \n", " 8: \"B\",\n", " 9: \"B\",\n", " 10: \"B\",\n", "})\n", "\n", "\n", "# Extract only valid cells\n", "grid_deg = grid[grid.obs[\"deg_group_merged\"].notna()].copy()\n", "\n", "\n", "sc.tl.rank_genes_groups(\n", " grid_deg,\n", " groupby=\"deg_group_merged\",\n", " groups=[\"B\"],\n", " reference=\"A\",\n", " method=\"wilcoxon\"\n", ")\n", "\n", "deg_df = sc.get.rank_genes_groups_df(grid_deg, group=\"B\")" ] }, { "cell_type": "code", "execution_count": 37, "id": "1d0d7e71-d02e-4b9d-bbf7-df8b267b14fd", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 4G\n", "\n", "adata_sub = grid_deg\n", "use_genes = ['PELI1', 'FOXA1', 'APOC1', 'NARS', 'CXCL12', 'HOOK2', 'ANKRD30A', 'CCND1', 'TCF4', 'OCIAD2', 'SCD', 'CD69', 'TRAC', 'LYPD3', 'AQP1', 'KARS', 'LUM', 'RAB30', 'TACSTD2', 'SH3YL1', 'IGF1', 'GLIPR1', 'EGFR', 'PDGFRB', 'ACTA2', 'KRT7', 'FAM107B', 'CD3E', 'CYTIP', 'POLR2J3', 'BACE2', 'PDK4', 'FBLN1', 'DSP', 'ENAH', 'VOPP1', 'SVIL', 'KLRB1', 'FSTL3', 'TRIB1', 'KRT8', 'CLDN4', 'ADGRE5', 'AKR1C1', 'EPCAM', 'HDC', 'PPARG', 'TRAPPC3', 'DUSP5', 'CCL5', 'CXCR4', 'IL7R', 'SERHL2', 'LYZ', 'TFAP2A', 'AIF1', 'FASN', 'ANKRD28', 'ITM2C', 'LDHB', 'ZEB2', 'C1QA', 'CD4', 'SEC24A', 'FCER1G', 'ERN1', 'SLAMF7', 'CTTN', 'MRC1', 'CCPG1', 'MLPH', 'RUNX1', 'ZNF562', 'CLEC14A', 'SMS', 'CEACAM6', 'ACTG2', 'PECAM1', 'PIM1', 'CCDC6', 'MMP2', 'DSC2', 'HAVCR2', 'TCIM', 'ITGAM', 'CD68', 'PTGDS', 'QARS', 'MYO5B', 'SDC4', 'IL2RG', 'PTPRC', 'WARS', 'MNDA', 'FLNB', 'ZEB1', 'DST', 'FGL2', 'PCLAF', 'AR', 'S100A14', 'TENT5C', 'LARS', 'BASP1', 'CD8A', 'FBLIM1', 'S100A4', 'HMGA1', 'JUP', 'ITGAX', 'CD3G', 'ERBB2', 'SEC11C', 'PTN', 'PRDM1', 'GPR183', 'MDM2', 'ELF3', 'EDNRB', 'CAV1', 'SERPINB9', 'DNTTIP1', 'MAP3K8', 'SLC5A6', 'CD9', 'CCDC80', 'SQLE', 'GATA3', 'BTNL9', 'PDE4A', 'SFRP1', 'RAMP2', 'PDGFRA', 'MYLK', 'CD14', 'IGSF6', 'VWF', 'CD93', 'DPT', 'POSTN', 'ADAM9', 'TOP2A', 'TPD52', 'HOXD8', 'CD247', 'SFRP4', 'SERPINA3', 'CD163', 'TRAF4', 'FCGR3A', 'KLF5', 'GZMA', 'C1QC', 'LPXN', 'CDH1', 'CRISPLD2', 'TOMM7', 'TUBA4A']\n", "\n", "# ===========================================\n", "# 0. Extract DE results and subset\n", "# ===========================================\n", "deg_df = sc.get.rank_genes_groups_df(adata_sub, group=\"B\")\n", "deg_df = deg_df[deg_df[\"names\"].isin(use_genes)].copy()\n", "deg = deg_df.copy()\n", "\n", "# ===========================================\n", "# 1. logFC and -log10(pval) (handle p=0)\n", "# ===========================================\n", "deg[\"logFC\"] = deg[\"logfoldchanges\"]\n", "\n", "eps = 1e-300\n", "deg[\"pvals_adj_clipped\"] = deg[\"pvals_adj\"].clip(lower=eps)\n", "deg[\"-log10(pval)\"] = -np.log10(deg[\"pvals_adj_clipped\"])\n", "\n", "# ===========================================\n", "# 2. Color labels: up / down / ns\n", "# ===========================================\n", "def classify_gene(row):\n", " if row[\"pvals_adj\"] < 0.05 and row[\"logFC\"] > 2:\n", " return \"up\"\n", " elif row[\"pvals_adj\"] < 0.05 and row[\"logFC\"] < -2:\n", " return \"down\"\n", " else:\n", " return \"ns\"\n", "\n", "deg[\"color\"] = deg.apply(classify_gene, axis=1)\n", "color_map = {\"up\": \"red\", \"down\": \"blue\", \"ns\": \"gray\"}\n", "\n", "# ===========================================\n", "# 3. Genes to label\n", "# ===========================================\n", "label_df = deg[\n", " (deg[\"color\"].isin([\"up\", \"down\"])) &\n", " (deg[\"-log10(pval)\"] >= 10)\n", "]\n", "\n", "force_labels = [\"SFRP1\"]\n", "force_df = deg[deg[\"names\"].isin(force_labels)]\n", "\n", "high_thr = label_df[\"-log10(pval)\"].quantile(0.8)\n", "\n", "# ===========================================\n", "# 4. Main plot\n", "# ===========================================\n", "fig, ax = plt.subplots(figsize=(15, 15))\n", "\n", "sns.scatterplot(\n", " data=deg,\n", " x=\"logFC\",\n", " y=\"-log10(pval)\",\n", " hue=\"color\",\n", " palette=color_map,\n", " edgecolor=None,\n", " s=300,\n", " alpha=0.8,\n", " legend=False,\n", " ax=ax\n", ")\n", "\n", "# ===========================================\n", "# 5. Place labels (store texts and original point coordinates)\n", "# ===========================================\n", "texts = []\n", "anchors_x = [] # point x coordinates (logFC)\n", "anchors_y = [] # point y coordinates (-log10p)\n", "\n", "# 5-1. Regular labels\n", "for _, row in label_df.iterrows():\n", " gene = row[\"names\"]\n", " x0 = row[\"logFC\"]\n", " y0 = row[\"-log10(pval)\"]\n", "\n", " # Initial label position\n", " x = x0\n", " y = y0 + 2\n", " if y0 >= high_thr:\n", " y = y0 - 20\n", "\n", " t = ax.text(\n", " x, y, gene,\n", " fontsize=30,\n", " ha='center',\n", " va='bottom'\n", " )\n", " texts.append(t)\n", " anchors_x.append(x0)\n", " anchors_y.append(y0)\n", "\n", "# 5-2. Forced labels\n", "already = set(label_df[\"names\"])\n", "for _, row in force_df.iterrows():\n", " gene = row[\"names\"]\n", " if gene in already:\n", " continue\n", "\n", " x0 = row[\"logFC\"]\n", " y0 = row[\"-log10(pval)\"]\n", "\n", " x = x0\n", " y = y0 + 2\n", " if y0 >= high_thr:\n", " y = y0 - 20\n", "\n", " t = ax.text(\n", " x, y, gene,\n", " fontsize=30,\n", " ha='center',\n", " va='bottom',\n", " color=\"black\"\n", " )\n", " texts.append(t)\n", " anchors_x.append(x0)\n", " anchors_y.append(y0)\n", "\n", "# ===========================================\n", "# 6. Set axis limits \n", "# ===========================================\n", "xmin = deg[\"logFC\"].min()\n", "xmax = deg[\"logFC\"].max()\n", "dx = (xmax - xmin) * 0.05 if xmax > xmin else 1.0\n", "ax.set_xlim(xmin - dx, xmax + dx)\n", "\n", "#ymax_data = deg[\"-log10(pval)\"].max()\n", "#ymax0 = max(ymax_data, max(anchors_y) if anchors_y else ymax_data)\n", "#ax.set_ylim(0, ymax0 + 40)\n", "\n", "ymax_data = deg[\"-log10(pval)\"].max()\n", "headroom = max(50, ymax_data * 0.1)\n", "ax.set_ylim(0, ymax_data + headroom)\n", "\n", "# ===========================================\n", "# 7. Move labels\n", "# ===========================================\n", "adjust_text(\n", " texts,\n", " ax=ax,\n", " only_move={'text': 'xy'},\n", " expand_text=(1.2, 1.2),\n", " expand_points=(1.1, 1.2),\n", " force_text=1.0,\n", " force_points=0.3,\n", " expand_axes=True,\n", " lim=500\n", ")\n", "\n", "# ===========================================\n", "# 8. Draw connector lines from points to final label positions\n", "# ===========================================\n", "for t, x0, y0 in zip(texts, anchors_x, anchors_y):\n", " tx, ty = t.get_position()\n", " ax.plot([x0, tx], [y0, ty], '-', color='gray', lw=1)\n", "\n", "# ===========================================\n", "# 9. Threshold lines and styling\n", "# ===========================================\n", "ax.axvline(x=2, color='black', linestyle='--', lw=0.5)\n", "ax.axvline(x=-2, color='black', linestyle='--', lw=0.5)\n", "ax.axhline(y=-np.log10(0.05), color='black', linestyle='--', lw=0.5)\n", "\n", "ax.set_xlabel(\"log2 Fold Change\", fontsize=30)\n", "ax.set_ylabel(\"-log10 Adjusted P-value\", fontsize=30)\n", "ax.tick_params(axis='both', labelsize=25)\n", "\n", "ax.set_title(\"Volcano Plot: IDC vs DCIS\", fontsize=40)\n", "fig.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python (scomv)", "language": "python", "name": "sc-test" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }