{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "1a8ddfeb-0bb3-4398-aacd-e83b5ed42065", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/louvain/__init__.py:54: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", " from pkg_resources import get_distribution, DistributionNotFound\n", "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/numba/core/decorators.py:282: RuntimeWarning: nopython is set for njit and is ignored\n", " warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n", "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/stlearn/tl/cci/het.py:206: NumbaDeprecationWarning: The keyword argument 'nopython=False' was supplied. From Numba 0.59.0 the default is being changed to True and use of 'nopython=False' will raise a warning as the argument will have no effect. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @jit(parallel=True, nopython=False)\n" ] } ], "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 scipy.cluster.hierarchy import linkage, dendrogram, ClusterNode, to_tree" ] }, { "cell_type": "code", "execution_count": 2, "id": "df570c67-f885-4016-9f40-b7e280ecc4bf", "metadata": {}, "outputs": [], "source": [ "#!mkdir tutorial_data\n", "#!mkdir tutorial_data/xenium_data\n", "#!wget -P tutorial_data/xenium_data/ https://cf.10xgenomics.com/samples/xenium/preview/Xenium_FFPE_Human_Breast_Cancer_Rep1/Xenium_FFPE_Human_Breast_Cancer_Rep1_cell_feature_matrix.h5\n", "#!wget -P tutorial_data/xenium_data/ https://cf.10xgenomics.com/samples/xenium/preview/Xenium_FFPE_Human_Breast_Cancer_Rep1/Xenium_FFPE_Human_Breast_Cancer_Rep1_cells.csv.gz" ] }, { "cell_type": "code", "execution_count": 3, "id": "32d550cc-bec8-4fd4-b262-ad7317c69619", "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": 4, "id": "df948da7-ff01-4d3f-9ac1-ef87a845c1e4", "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": 5, "id": "4366fc9f-3a0a-49a5-81ea-1e1c0bc8970f", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.skny_calc_distance import calculate_distance" ] }, { "cell_type": "code", "execution_count": 6, "id": "781598ac-97cf-497c-9b49-bc3394bb8835", "metadata": {}, "outputs": [], "source": [ "## apply SKNY\n", "grid = calculate_distance(\n", " grid, pos_marker_ls=['CDH1',\"EPCAM\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "id": "4598b7ca-d6fb-4695-953f-88e0bda2bc70", "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": 8, "id": "8b7bb431-9eb9-4331-8a96-4b397906df3a", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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": 9, "id": "0078f868-fa91-4b5e-9bf8-5d815f5bd986", "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": 10, "id": "3b3b1060-2df9-4c8d-839c-677bc5d1a75a", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.choose_roi import extract_roi, contour_regions" ] }, { "cell_type": "code", "execution_count": 11, "id": "d3817826-2da4-4210-aba0-a38f6f1c9bc7", "metadata": {}, "outputs": [], "source": [ "# select ROI\n", "roi = (2400, 3400, 2400, 3800)\n", "\n", "subset_grid, filtered_shortest, xy_list = extract_roi(\n", " grid=grid,\n", " roi=roi,\n", " bin_size=10,\n", " region_col=\"region_10\",\n", ")\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "589705d7-3843-4066-ba6f-b42b5e3bae8c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g_x_cont, g_y_cont, g_x_inside, g_y_inside = contour_regions(\n", " filtered_shortest, adata,\n", " min_x=0, max_x=4000, min_y=0, max_y=4000,\n", " #out_dir_base=\"./roi_plots\",\n", " show=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "f16f8f8f-a8c8-4573-8310-def76f00e6a9", "metadata": {}, "outputs": [], "source": [ "from scomv.preparation.scomv_calc_vector import compute_min_vectors_polar" ] }, { "cell_type": "code", "execution_count": 14, "id": "7e538eb5-7df1-4ef7-a6b3-a7224ea836a0", "metadata": {}, "outputs": [], "source": [ "outline_points = list(zip(g_x_cont, g_y_cont))\n", "inside_points = list(zip(g_x_inside, g_y_inside))\n", "\n", "min_vector_df = compute_min_vectors_polar(\n", " xy_list=xy_list,\n", " outline_points=outline_points,\n", " inside_points=inside_points,\n", " invert_y=True,\n", " make_inside_negative=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "ef03d7b1-b3a6-4546-bf81-9f24d6337d20", "metadata": {}, "outputs": [], "source": [ "from scomv.gene_view_tool import plot_gene_polar_hist2d, plot_2d_expression" ] }, { "cell_type": "code", "execution_count": 16, "id": "a4fa876b-a1b7-4379-ae58-002e3c10b0e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CD3E: n=3431\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Draw polar maps\n", "genes = list(subset_grid.var.index)\n", "A_counts, total_n, idx = plot_gene_polar_hist2d(\n", " subset_grid=subset_grid,\n", " min_vector_df=min_vector_df,\n", " gene=\"CD3E\",\n", ")\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "99bb6a63-f046-4bfb-858c-fa6f4478a2f7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Draw 2D pictures\n", "g = [\"CD3E\"] # the genes you want to draw\n", "for g in [\"CD3E\"]:\n", " plot_2d_expression(g, subset_grid)" ] }, { "cell_type": "code", "execution_count": 18, "id": "51be77dd-fa65-4ad8-99a7-761f49e40fd5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nomura/miniconda3/envs/sc-test310/lib/python3.10/site-packages/scanpy/metrics/_morans_i.py:105: UserWarning:\n", "\n", "1 variables were constant, will return nan for these.\n", "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "74d41827cb1745cc95c727a0dfbfa4f6", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/100 [00:00 \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.io as pio\n", "gene_pipe.plot_pcoa_plotly(gene_pipe.coords, gene_pipe.selected_genes)" ] }, { "cell_type": "code", "execution_count": 20, "id": "7c4a0064-9979-455d-ae00-a3b33303a199", "metadata": {}, "outputs": [ { "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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qqqpMZ1TFktZ/xRVXuNYJojPf9Frph6c+B3pPVbWlH6EKn3TGk37AptdnCwAAAACQfnTyoPbPVKkTDQVEqpLRciKtnAqkfUbt83oqVKjguz579mzf9bRWFJ155pm+8Enhkjq7+Hcm0ePa1/Uqr9588013TEEns6pLi/+YSvHsiSeecEGb3l9dNCbVe++9F1aomNb3EkDWRviErNVqz1U8pYHmL1g+YVrwPfPMM75wQMHAU089lSRE0RkyColUxq4qlSFDhrh2da1atQq6PAUzOvtF1UDt27f33a8AqEOHDu4MIf2IVHik2wokUuO1ths8eLDvPv+QIxgFT6eeeqq98847SX4oKdR5/vnnfT8uVTkUGD6pOssLnhRaaVBO/17Tcsstt7iydYVtqlJ67bXX7L777rNYUMjmBU/+7Qf96T25/vrrXes+BVAKw2IdPmnAVS94atq0qfuR7f/DWj+2hw8f7n60yrPPPutCMrXUS4/PFgAAAAAg/XiVRuG2lQvkzedfsRSt7777zrX/86jlu2hf2Wu5J7Vr107TegLn176pf/ikfVh18/A/UfKXX35xFx370Emq2l/WpX79+pY3b16LR3pOOh6j/Xb/1vjaVweA9BTd/yhAZqQxnrxWe1E7+u9yMj9V2Hz55Ze+wTb1IyRY9Y7G5nnxxRd9PyRVpZKSW2+9NUnw5NG4UGqFJ6pk8g+TYk0/AlVKHuwMndtvv933PNWz2b+tnoIc/6oqPdfA4Eny5MnjwhW9NqLKJ1VWpZV+pI8bN85d13r1Wgaj7dfAoR7/H9+xoCoktdMTVY8pXAt2RpcGdvXGztIZYt4ZaOn12QIAAAAApA/tD8fDcnQSpDp8+AdP3jjBqqxSRxWPxmROC1V5+bf0Cxxv2hu7SSeFBraJ14m12gfWiZrqiOKNc62TXdXuP97oZFx1f/FoP91/LC0ASA+ET8gadq4z274y9PhO4dL8Wo6Wl8npTCJVCEmXLl18FSvBqKpGZ/SIzvAJ9QNFP9pSGn+oe/fuvr7A/n2aY03bGqrvs8ZnqlKliruu56/xkzwLFy70lfa3bNnSFy6Feq7eWUI6+yrYuEiRUkCj8Omzzz5zvaTV5i8U/7YDCvNi6aeffnI/pEXPUW0GQrntttvs3nvvdaFd9erV0+2zBQAAAABIP9FWPKV1OQqrdDKn9gd1Eukll1zixo7y9pH79OnjmzbwpM9YtL1Tq33Pnj17gk6jriTq1qE29KFoH1rdSdRtRS35VDEVbBznjKL3RR1JvGMyCvKefvrpjN4sAAmOtnvIGv6aY5Yte9rDJ9FytLyCqbeMi2dz5871Xd+6dauv4iYUhTaeX3/91c4666xk0zRs2DDJdMHOKqpRo4YLeVavXu3Wmx79g7WOlPj/QN2/f3/Q10Q/gFN7TfzbCWgMo2AVX5HS6xHqNVGVls4C0+ungMj//liaN2+e77rO3kqJ3nNd0vuzBQAAAABIP163Cu0LRxNEeRVPwbpeqKIopeAm1PYoyFE3DY/Xot6/K0la+VdS+V8PpH1jtelXSKYTLidNmpRkXKrA1+Lbb7+1yZMnu04iGjsqHug9UOt7r+vI6NGj7cILL6T9PYB0Q/iErGH7itgET/7VT5mcfxl4pO3OFCgEU7ly5VTnLVu2rAtPZPPmzekSPhUsWDDFx/3L5f1bAmzYsMF3XYFJaqGJv1hX7GiQ1gkTJtiCBQtc4KSwTj/YvYokfyn9QI6G//sbzrhcx+OzBQAAAABIP9qPVocPjbXkXw0ULgVDmj+1/fHUKPhS5ZBa5geObRy4XWoZH4t971DLD6ZBgwbuooosHUOYMWOGzZw506ZNm5bkmILs2rXLPQ91N0ntJNnjRd1Lvv/+e1/7/scff9wFZdG85wCQGsInZA17Nsd4eZsss0vLj7RQ86ZU9eTRWEqx2IaUpNSuLiX6YRitWD0XBUkKbN55550kA6z6U79r/dgdMWKEpQf/VoT+71dGfrYAAAAAAOlH7dg0hpJOfFSIFDjGUWr7sWoHX7FiRV9bN39aXseOHUPuv+tYQqFChaxatWpuXCJ1TQmmdOnSMT0JVG38/DuapNR6P9T2XHzxxe7ijSut8Y81hrLXHl/79RozetCgQRYPVFH25JNPumER9L7p5NFXXnnFHn300YzeNAAJiPAJiU+VSkdj25bMLU/LVQu+TMo/VBgzZoxvAM+08G9hF4p/mXyoH5Tx8Jr07dvXunbtety3QWcdDR8+3F3Xj3398NZF74/GqlLLAf0o1w5BeoVP/q9DNONJpcdnCwAAAACQvjTerzqU6MTMSCqYNL0CplDjBWvfv1+/fmnePi2nVKlStnHjRndbnUJatGgR9fLU9t1fWquTtL+uiqirrrrKrr/+eluxYoW7X2NEK+SJNNxKL40bN7YrrrjCPv30U3d76NCh1qFDh2Qt9QEgrTLvkXMgXAqIsuWI8TJzZOrgSUqUKOG7vmlTbCq5AkvMg1mzZo3vun40xutr4v2YPZ40bpQXPClg0nWV5z/yyCMuCDvttNPc/cEGWo0lne3mSW2AVAWOai+gMMxrCZgeny0AAAAAQPpSgKTqJZ0IqXZ0qbV41+OaTtNrPs2f3s444wzfdbW7S4tZs2b5rpcvX94qVKjgu63299off/PNN+2TTz6JaLlqX6+xnvyrxxYtWmTx5N577/Udk9FwBDru4F8FBgCxkLmPngPhylcixssraZldvXr1fNfVozg1L7zwgjuDZ8CAAW7soWDmzp2bZAylQFu2bLHly5e767Vr1w6rTV88vyZfffWV3XPPPa5Efc6cOWlev8Z48qgE3n97Avn/cI31mE916tTxXU/teSkwu/baa+3cc8+1p59+Ot0+WwAAAACA9KfqJXXdUDs8jcmr1uiB+/m6rfv1uKbT9KGqnmLtvPPOS7K/6VUXRUpBy8iRI323tU/r77///a9rRacQKdKxjKVmzZoukAvWBSYe6HiMOr54dKzmrbfeytBtApB4CJ+QNRSuHLtKJS2ncCXL7Nq2beu7rgqblHolK+j44IMP3A8z/RgJNRClKp9++OGHkMsZPHiwHT58rAViu3btItpe/zOGUgq40kIl5l7Vzi+//JLiWVTq2/zSSy/Z6NGj7e23304ySGm0tm3b5rue0mCfqjb6+OOPfbcPHTpksdSyZUtfn+6vv/46xXGYFMB5mjdvnm6fLQAAAADA8aEgyQtPcuTI4fZVFTR5F93W/Xpc0x2v4EnUZq9SpUq+EzEVDkVDreZ0gqxkz57drrzyyiSPK1DzqBXhwoUL0zQetX+HkXhx9tlnJwnzNPb0kiVLMnSbACQWwidkDWUbHRujKRa0HC0vk1Mv4tatW7vr+uF42223BQ0J1Je4Z8+evuqayy+/3AoXLhxyuTpzRoNsBho7dqwLGUQBT+APu9T4l++nV8s5Dbypvsye3r17ux7Swc6Quuuuu9wPUNGP7VatWqV5/Srz9w91go23tH37drvzzjuT/CAMZ6ytSKj03hsMVj/GVY4fbFv0nmowVTnppJN8n6f0+mwBAAAAAI4P7YNrH1VdS7TPW7lyZRc26V/d1v16/Hi02vOnoEj76v77pZ9//nlEy/j9999dBxPPpZde6vZp/Wns5WLFivluq/1eJHRy7sqVK931PHnyJOkwEk/Ubs/bD1cr/ddffz2jNwlAAvl/BA8ksoLljlUr7VidthBKVU+FTjq2vASgNmmXXHKJCwFU6aNqpM6dO7sfkfrRoR9kX3zxha88XGf+9OrVK8XqJIUNl112mXXp0sUaNGjggpFJkybZjz/+6KbR2VEKqAoUKBDRtpYuXdp3XS3aLrroIhdanH/++RZLV199tRvDaPLkyS54USDSvn17a9asmZ1wwgnux6NeE71mkjdvXtc2Tj+A00qBz8CBA13Qo3DpggsucD+C9YNe1Uc602rMmDFuMFd/KVUmReuhhx5ybQY0RtfEiRPd66zPhj4Del30Gul+UZWUPkt6b9PrswUAAAAAOP60v+cfwiSjziQx2B+OhPYvO3ToYN9++627/fjjj7sOKdp/T828efPs5ptv9p3EqfGZ/MMs/6qlq666yvr37+9ujxs3znU/0bSp7f9rn1fHPbwuJdrXj7dhB/wrsh544AF3nEX27NmT0ZsEIIEQPiHrqHWJ2fRX07iQbMeWkyD0A1Jt0VTFo4BAreMGDRoUdNpGjRq5M2BS+sGktnUKSkaNGuUG5AwclFPz6uyiaKqEFMQMGzbMBU4KPXRR2KVlxbJVm35EKgDq16+fjRgxwv1YVGs9XQKVKVPGXn31VVfpEwta3nPPPWf333+/q65S8ON/NpZHZ5Y9+OCDrupI75vOqFLoV6RIEYsVhYNqQ3DHHXe4H+cai+mNN95INl2hQoVc+Na0adN0/WwBAAAAAOLA3LlmH35oNmWK+qgraVFCZVarlnrimV17rQ4OpPtmPPXUU25fWOMUq73/Y4895sZRVqcQnfQYSCdGqhuL9nO9UEj7s9r/D9WB47rrrnMnXnot+d99912bNWuWW4dOUPVvqycKwPS49uM1PrIXbsX7iZY6UfSbb75xzxUAYonwCVnHicXNancxWzA8+mVofi0ngajFmkKd8ePHu6oaBQ3q4awfbwoQVBqus3Q0+Kb/uEvBqPJFQYT6Bit4Uvs9VfGoNF/39ejRwzemUqQaN27sxgTS+EqqCtJy1Vf6r7/+surVq1us2+/ph2y3bt1c+b5+POpHrcZ5KliwoNWoUcPOOecc9wMt1mMUqd+ylv/hhx+69eoHsgI3rVfVQWeccYarhtLruGnTJhfs6AeuwjG9vrFUsmRJ99n47rvv3Bllv/76q2ufpzPf1GpBwV/37t1DngUXy88WAAAAACADLVtmpjb1kyfb0Zw5LZv/2MMKoObPt6MLF1q2AQM0kLDZFVek6+bopMz33nvPVexon1XUdUUXBT7ar9YJmuoUsnr16mTDA+g4hYKnlI4n6NiA2u2pQ4rXkl+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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pcoa_two_dims = gene_out[\"coords\"][[\"PC1\", \"PC2\"]]\n", "df = pcoa_two_dims\n", "\n", "# --- Gene sets ---\n", "t_cells = {\"CD3D\", \"CD3E\", \"CD4\", \"CD247\", \"CD8A\", \"GZMA\", \"TRAC\"}\n", "micro_f = [\"CD68\", \"CD80\", \"CD86\", \"CD163\"]\n", "b_cells = [\"CD19\", \"BANK1\", \"MS4A1\", \"TCL1A\", \"CD79A\"]\n", "mono = [\"CD14\"]\n", "epi = [\"CDH1\", \"EPCAM\", \"KRT8\"]\n", "smooth = [\"ACTA2\", \"MYH11\", \"ACTG2\"]\n", "endo = [\"CD93\", \"PECAM1\", \"VWF\"]\n", "fib = [\"POSTN\", \"LUM\", \"MMP2\"]\n", "focus = [\"PLVAP\", \"RHOA\", \"SMAD6\", \"TP53\", \"VEGFA\", \"MKI67\", \"ADGRL4\", \"RGS5\",\n", " \"PI3\", \"CAV1\", \"EGFR\", \"AQP3\", \"C15orf48\"]\n", "\n", "# --- Others (everything except T-cell set) ---\n", "others = sorted(list(set(df.index) - set(t_cells)))\n", "\n", "# --- Styling config (keeps your colors/labels/sizes) ---\n", "groups = [\n", " (\"T cell\", t_cells, \"#1f77b4\", 200, True),\n", " (\"B cell\", b_cells, \"cyan\", 200, True),\n", " (\"epithelial cell\", epi, \"#ffbb78\", 200, True),\n", " (\"macrophage\", micro_f, \"#2ca02c\", 200, True),\n", " (\"monocyte\", mono, \"#ff9896\", 200, True),\n", " (\"smooth muscle\", smooth, \"#aec7e8\", 200, True),\n", " (\"endotherial\", endo, \"#8B4513\", 200, True), \n", " (\"fibroblast\", fib, \"red\", 200, True),\n", " (None, focus, \"black\", 200, True), # no legend label\n", "]\n", "\n", "# --- Plot ---\n", "plt.figure(figsize=(20, 15))\n", "sns.set_theme(style=\"white\")\n", "texts = []\n", "\n", "# Others: gray points (no labels)\n", "for g in others:\n", " if g in df.index:\n", " plt.scatter(df.loc[g, \"PC1\"], df.loc[g, \"PC2\"], color=\"gray\", alpha=0.3, s=150)\n", "\n", "# Highlighted groups\n", "for label, gene_list, color, s, add_text in groups:\n", " for g in gene_list:\n", " if g in df.index:\n", " if label is None:\n", " plt.scatter(df.loc[g, \"PC1\"], df.loc[g, \"PC2\"], color=color, s=s)\n", " else:\n", " plt.scatter(df.loc[g, \"PC1\"], df.loc[g, \"PC2\"], color=color, label=label, s=s)\n", " if add_text:\n", " texts.append(plt.text(df.loc[g, \"PC1\"], df.loc[g, \"PC2\"], g, fontsize=25))\n", "\n", "plt.xlabel(\"PCoA1\", fontsize=30)\n", "plt.ylabel(\"PCoA2\", fontsize=30)\n", "plt.xticks(fontsize=25)\n", "plt.yticks(fontsize=25)\n", "plt.title(\"PCoA Plot\", fontsize=40)\n", "\n", "# Legend (remove duplicates)\n", "handles, labels = plt.gca().get_legend_handles_labels()\n", "by_label = dict(zip(labels, handles))\n", "plt.legend(by_label.values(), by_label.keys(), loc=\"best\", prop={\"size\": 23}, ncol=1)\n", "\n", "adjust_text(\n", " texts,\n", " arrowprops=dict(arrowstyle=\"->\", color=\"gray\", lw=0.5),\n", " only_move={\"points\": \"xy\", \"text\": \"xy\"},\n", " force_text=1.5,\n", " force_points=1.0,\n", " expand_text=(1.2, 1.2),\n", " expand_points=(1.2, 1.2),\n", " lim=200,\n", " precision=0.01,\n", " autoalign=\"y\",\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "id": "5a7d9e37-cd49-4e79-9120-3ac09da1e75f", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scomv.plot_3d import plot_3d\n", "import plotly.io as pio\n", "\n", "fig = plot_3d(\n", " adata=gene_out[\"subset_grid\"],\n", " genes=(\"POSTN\", \"CD3E\"),\n", " anchor_gene=\"CDH1\",\n", " bin_size=10,\n", " x_range=(2400, 3100),\n", " y_range=(2400, 3400),\n", " height_scale=3,\n", " anchor_scale=1,\n", " threshold=4,\n", " sigma=1.0,\n", ")\n", "pio.renderers.default = \"notebook_connected\"\n", "fig.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "725147a3-78d1-4180-af57-3f0f6fcd76da", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/h5/02yhm93d3kn1__fczqjdr9cw0000gp/T/ipykernel_63534/1097620655.py:2: ClusterWarning:\n", "\n", "scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n", "\n" ] } ], "source": [ "from scomv.dendrogram import dendrogram2newick\n", "z = linkage(gene_out[\"dist_df\"], metric='euclidean', method='ward')\n", "tree= to_tree(z)\n", "newick = dendrogram2newick(tree, tree.dist, gene_out[\"selected_genes\"])" ] }, { "cell_type": "code", "execution_count": 23, "id": "60b91e31-3bed-4287-8762-4f22c03d90c1", "metadata": {}, "outputs": [], "source": [ "# The Newick output can be used to visualize a dendrogram in iTOL(https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://itol.embl.de/&ved=2ahUKEwiY7vnzxoOSAxWRrlYBHUuiHisQFnoECBoQAQ&usg=AOvVaw2ipidUpg8SauabV53lQ6Jh).\n", "#newick" ] } ], "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 }