{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f8b0045",
   "metadata": {},
   "source": [
    "---\n",
    "title: CellCharter 空间转录组分析：空间域识别与细胞微环境解析\n",
    "author: SeekGene\n",
    "date: 2026-01-29\n",
    "tags:\n",
    "  - 空间转录组\n",
    "  - 分析指南\n",
    "  - Notebooks\n",
    "  - 细胞通讯分析\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fb67ed5-7aa9-4f38-ba0d-1b1812458c87",
   "metadata": {},
   "source": [
    "# CellCharter 空间转录组分析：空间域识别与细胞微环境解析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee5e0758-d95a-4d08-b231-c984787991e5",
   "metadata": {},
   "source": [
    "## 背景介绍\n",
    "算法原理如下：\n",
    "- CellCharter 首先根据细胞或斑点的空间坐标构建一个空间网络。在这个网络中，每个细胞或斑点被视为一个节点，节点之间的连接基于它们的空间邻近性。\n",
    "- 邻域富集分析：CellCharter 计算两个细胞群之间的连接数，并与随机预期进行比较。\n",
    "\n",
    "  - 观察值（Observed）：两个细胞群之间的实际连接数。\n",
    "\n",
    "  - 预期值（Expected）：基于节点度数的随机预期连接数。\n",
    "\n",
    "  - 邻域富集分数（NE）为观察值与预期值的比值：NE = Observed/Expected\n",
    "- 差异邻域富集分析\n",
    "\n",
    "    \n",
    "- CellCharter 还可以比较不同条件下（如健康与疾病）的邻域富集分析结果，计算差异邻域富集分数（Differential NE）。\n",
    "\n",
    "    - 差异邻域富集分数为两个条件下的邻域富集分数之差。为了评估差异的显著性，CellCharter 可以通过随机采样条件标签来计算 P 值。\n",
    " \n",
    "CellCharter 的邻域富集分析通过构建空间网络，计算细胞群之间的空间邻近性，并与随机预期进行比较，从而揭示细胞在组织中的空间相互作用。其非对称邻域富集分析进一步揭示了细胞群之间的偏好性连接，而差异邻域富集分析则用于比较不同条件下的空间相互作用变化。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bacae2f-cd97-4c8f-971f-ae18a7b9377c",
   "metadata": {},
   "source": [
    "## CellCharter 的计算结果"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c91a07d-db32-4a42-a66d-6ff03aba95a6",
   "metadata": {},
   "source": [
    "### 加载分析需要的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fbefeeea-245d-46d1-a826-08e6ab680dde",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:28:43.658288Z",
     "iopub.status.busy": "2025-08-29T03:28:43.657952Z",
     "iopub.status.idle": "2025-08-29T03:32:54.328534Z",
     "shell.execute_reply": "2025-08-29T03:32:54.327957Z",
     "shell.execute_reply.started": "2025-08-29T03:28:43.658270Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/PROJ2/FLOAT/jinwen/apps/miniconda3/envs/cellcharter-env/lib/python3.9/site-packages/numba/core/decorators.py:246: RuntimeWarning: nopython is set for njit and is ignored\n",
      "  warnings.warn('nopython is set for njit and is ignored', RuntimeWarning)\n",
      "/PROJ2/FLOAT/jinwen/apps/miniconda3/envs/cellcharter-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"
     ]
    }
   ],
   "source": [
    "import squidpy as sq\n",
    "import cellcharter as cc\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from itertools import combinations\n",
    "import matplotlib.image as mpimg\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bbc3b0d5-7dd9-4572-90b1-3ecad1f1c33f",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:33:41.575739Z",
     "iopub.status.busy": "2025-08-29T03:33:41.575358Z",
     "iopub.status.idle": "2025-08-29T03:33:41.578579Z",
     "shell.execute_reply": "2025-08-29T03:33:41.578119Z",
     "shell.execute_reply.started": "2025-08-29T03:33:41.575720Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "meta_path=\"../../data/AY1748480899609/meta.tsv\"\n",
    "col_sam=\"Sample\"\n",
    "sample_name=\"N1_expression,N2_expression\"\n",
    "col_celltype=\"CellAnnotation\"\n",
    "col_group=\"Sample\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b675a6a6-4179-44ae-9b74-aba071aefb85",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:33:44.230918Z",
     "iopub.status.busy": "2025-08-29T03:33:44.230579Z",
     "iopub.status.idle": "2025-08-29T03:33:44.233405Z",
     "shell.execute_reply": "2025-08-29T03:33:44.232977Z",
     "shell.execute_reply.started": "2025-08-29T03:33:44.230901Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "sample_name=sample_name.strip().split(\",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75640bb5-b7bd-4356-a098-62b5ad5f7dbc",
   "metadata": {},
   "source": [
    "### 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cb90bbf5-716e-485f-adea-aee3ce20e8ef",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:33:59.394158Z",
     "iopub.status.busy": "2025-08-29T03:33:59.393786Z",
     "iopub.status.idle": "2025-08-29T03:34:13.136509Z",
     "shell.execute_reply": "2025-08-29T03:34:13.135938Z",
     "shell.execute_reply.started": "2025-08-29T03:33:59.394140Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "adata = sc.read_10x_mtx(\"filtered_feature_bc_matrix/\",cache=False) \n",
    "\n",
    "## 添加坐标信息\n",
    "spatial_df = pd.read_csv(\"filtered_feature_bc_matrix/cell_locations.tsv\",index_col=0,sep='\\t')\n",
    "spatial_df1 = spatial_df[spatial_df.index.isin(adata.obs_names)]\n",
    "adata.obsm[\"spatial\"] = spatial_df1.values\n",
    "meta_df = pd.read_csv(meta_path,index_col=0,sep='\\t')\n",
    "meta_df = meta_df.reindex(adata.obs_names)\n",
    "adata.obs = pd.concat([adata.obs, meta_df], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6a52e02-dce2-4e96-bc3c-c20bdfcf4dc5",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:34:19.681902Z",
     "iopub.status.busy": "2025-08-29T03:34:19.681574Z",
     "iopub.status.idle": "2025-08-29T03:34:19.712613Z",
     "shell.execute_reply": "2025-08-29T03:34:19.712107Z",
     "shell.execute_reply.started": "2025-08-29T03:34:19.681885Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "adata.obs[col_sam] = adata.obs[col_sam].astype('category')\n",
    "adata.obs[col_celltype] = adata.obs[col_celltype].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e291371c-961e-4369-af3f-6422e2d04ec0",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:34:22.747042Z",
     "iopub.status.busy": "2025-08-29T03:34:22.746698Z",
     "iopub.status.idle": "2025-08-29T03:34:30.423534Z",
     "shell.execute_reply": "2025-08-29T03:34:30.422988Z",
     "shell.execute_reply.started": "2025-08-29T03:34:22.747025Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "sq.gr.spatial_neighbors(adata, library_key=col_sam, coord_type='generic', delaunay=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a186f03-8100-45ea-a5f0-0ac27038bb52",
   "metadata": {},
   "source": [
    "### 单样本细胞类型共定位\n",
    "评估两个细胞群（或细胞状态）之间的空间邻近性是否高于随机预期。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "238e98a2-a07a-4c0d-93b5-f8ab1fa5c2b4",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:39:38.789949Z",
     "iopub.status.busy": "2025-08-29T03:39:38.789639Z",
     "iopub.status.idle": "2025-08-29T03:39:41.070816Z",
     "shell.execute_reply": "2025-08-29T03:39:41.070343Z",
     "shell.execute_reply.started": "2025-08-29T03:39:38.789933Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/PROJ2/FLOAT/jinwen/apps/miniconda3/envs/cellcharter-env/lib/python3.9/site-packages/cellcharter/gr/_nhood.py:236: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.\n",
      "  adata.uns[f\"{cluster_key}_nhood_enrichment\"] = result\n",
      "/PROJ2/FLOAT/jinwen/apps/miniconda3/envs/cellcharter-env/lib/python3.9/site-packages/cellcharter/gr/_nhood.py:236: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.\n",
      "  adata.uns[f\"{cluster_key}_nhood_enrichment\"] = result\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Figure size 500x500 with 4 Axes"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Figure size 500x500 with 4 Axes"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for i in range(len(sample_name)):\n",
    "    adata1 = adata[adata.obs[col_sam] == sample_name[i]]\n",
    "    cc.gr.nhood_enrichment(\n",
    "        adata1,\n",
    "        cluster_key=col_celltype,\n",
    "    )\n",
    "\n",
    "    cc.pl.nhood_enrichment(\n",
    "        adata1,\n",
    "        cluster_key=col_celltype,\n",
    "        annotate=True,\n",
    "        vmin=-0.1,\n",
    "        vmax=0.1,\n",
    "        figsize=(5,5),\n",
    "        fontsize=7,\n",
    "        title=sample_name[i]+\" Neighborhood enrichment\",\n",
    "        save=\"./\"+sample_name[i]+\"_\"+col_celltype+\"_enrichment_heatmap.png\"\n",
    "    )\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20facdbe-3bb9-4431-a5e5-6209035ed541",
   "metadata": {},
   "source": [
    "```{note}\n",
    "- 行：源细胞类型 Ci；列：目标细胞类型 Cj。\n",
    "- 正数（Observed > Expected）：表示细胞群 Ci 与细胞群 Cj 在空间上倾向于**富集**，即更有可能相邻。Ci 倾向于靠近 Cj\n",
    "- 负数（Observed < Expected）：表示细胞群 Ci 与细胞群 Cj 在空间上倾向于**排斥**，即更有可能分离。Ci 倾向于远离 Cj\n",
    "- 零（Observed = Expected）：表示细胞群 Ci 与细胞群 Cj 的连接数与随机预期一致，没有明显的富集或排斥。\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ba9133e-211a-49ae-ab70-c67f164af47a",
   "metadata": {},
   "source": [
    "### 多样本比较细胞类型共定位\n",
    "比较不同条件（样本/组）邻域富集情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "38fd957b-f05b-4dc3-81c3-e081fb8b26a0",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:34:58.232192Z",
     "iopub.status.busy": "2025-08-29T03:34:58.231837Z",
     "iopub.status.idle": "2025-08-29T03:35:00.232667Z",
     "shell.execute_reply": "2025-08-29T03:35:00.232026Z",
     "shell.execute_reply.started": "2025-08-29T03:34:58.232173Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "00%|██████████| 100/100 [00:01<00:00, 55.62it/s]"
     ]
    }
   ],
   "source": [
    "cc.gr.diff_nhood_enrichment(\n",
    "    adata,\n",
    "    cluster_key=col_celltype,\n",
    "    condition_key=col_sam,\n",
    "    library_key=col_group,\n",
    "    pvalues=True,\n",
    "    n_jobs=15,\n",
    "    n_perms=100\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b594d468-c64a-4d76-8484-4bd8b98cfeb9",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2025-08-29T03:35:03.563599Z",
     "iopub.status.busy": "2025-08-29T03:35:03.563191Z",
     "iopub.status.idle": "2025-08-29T03:35:04.332441Z",
     "shell.execute_reply": "2025-08-29T03:35:04.331972Z",
     "shell.execute_reply.started": "2025-08-29T03:35:03.563580Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Figure size 585x500 with 4 Axes"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "combinations_list = list(combinations(sample_name, 2))\n",
    "for i in range(len(combinations_list)):\n",
    "    cc.pl.diff_nhood_enrichment(\n",
    "        adata,\n",
    "        cluster_key=col_celltype,\n",
    "        condition_key=col_group,\n",
    "        condition_groups=list(combinations_list[i]),\n",
    "        annotate=True,\n",
    "        figsize=(5,5),\n",
    "        #significance=0.05,\n",
    "        fontsize=5,\n",
    "        save=\"./\"+list(combinations_list[i])[0]+\"vs\"+list(combinations_list[i])[1]+\"_\"+col_celltype+\"_enrichment_heatmap.png\"\n",
    "    )\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35fb0cdf-5477-419e-b12f-401dc14735e0",
   "metadata": {},
   "source": [
    "```{note}\n",
    "- 行：源细胞类型 Ci；列：目标细胞类型 Cj。\n",
    "- 正数（Observed > Expected）：表示在实验组(vs 前)中细胞群 Ci 与细胞群 Cj 在空间上倾向于**富集**，即更有可能相邻。\n",
    "- 负数（Observed < Expected）：表示在实验组(vs 前)中细胞群 Ci 与细胞群 Cj 在空间上倾向于**排斥**，即更有可能分离。\n",
    "- 零（Observed = Expected）：表示细胞群 Ci 与细胞群 Cj 的连接数与随机预期一致，没有明显的富集或排斥。\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1fc4cc0-7830-40d5-84e5-8556e4bfad41",
   "metadata": {},
   "source": [
    "## 结果文件\n",
    "\n",
    "- *_enrichment_heatmap.png/pdf 细胞类型共定位图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "638fe4f1-b5fd-4004-b0ba-6b80fd7ad0d2",
   "metadata": {},
   "source": [
    "## 参考资料\n",
    "[1] Varrone M, Tavernari D, Santamaria-Martínez A et al. CellCharter reveals spatial cell niches associated with tissue remodeling and cell plasticity[J]. Nat Genet, 2024, 56: 74–84.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a80fe76-5e41-414c-a4e6-776152852b06",
   "metadata": {},
   "source": [
    "## 附录\n",
    ".xls,.txt ：结果数据表格文件，文件以制表符（Tab）分隔。unix/Linux/Mac 用户使用 less 或 more 命令查看；windows 用户使用高级文本编辑器 Notepad++ 等查看，也可以用 Microsoft Excel 打开。\n",
    "\n",
    ".png：结果图像文件，位图，无损压缩。\n",
    "\n",
    ".pdf：结果图像文件，矢量图，可以放大和缩小而不失真，方便用户查看和编辑处理，可使用 Adobe Illustrator 进行图片编辑，用于文章发表等。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cellcharter-env",
   "language": "python",
   "name": "cellcharter-env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
