{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a87844c8",
   "metadata": {},
   "source": [
    "---\n",
    "title: 细胞类型富集分析：基于卡方检验与 R.oe 值的热图绘制\n",
    "author: SeekGene\n",
    "date: 2026-01-29\n",
    "tags:\n",
    "  - 3' 转录组\n",
    "  - 5' + 免疫组库\n",
    "  - ATAC + RNA 双组学\n",
    "  - FFPE 单细胞转录组\n",
    "  - Notebooks\n",
    "  - 全序列转录组\n",
    "  - 分析指南\n",
    "  - 甲基化 + RNA 双组学\n",
    "  - 空间转录组\n",
    "  - 绘图\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5da0efc1-f3bb-45a4-9338-eebe433f797f",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 细胞类型富集分析：基于卡方检验与 R.oe 值的热图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "7d62be15-348f-46d2-822d-d96407b7ddf0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 加载必要的R包\n",
    "library(tidyverse) # 数据处理和可视化工具集\n",
    "library(pheatmap) # 绘图包\n",
    "\n",
    "#定义颜色，结合文献调研，以下4种颜色是文献中常见的，基本满足分析需求\n",
    "MYCOLOR<-c(\"#FEE8C8\", \"#FDBB84\", \"#FC8D59\", \"#EF6548\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "82d35d78-ac4c-47a0-aae6-57ca50f93ad2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 读取metadata信息\n",
    "metaData <- read.table(\"../data/AY1724664940471/meta.tsv\",header = T,sep=\"\\t\",check.names = F) \n",
    "# 筛选要分析的细胞类型\n",
    "celltypes <- c(\"CD8_C3_GZMK\",\"CD8_C5_CCL5\",\"CD8_C6_STMN1\",\"CD8_C7_TIGIT\",\"CD4_C6_FOXP3\",\"NK_C3_KLRC1\",\"CD8_C1_NKG7\",\"CD4_C3_CD40LG\",\"NK_C1_NCR3\",\"CD4_C1_CCR7\",\"CD4_C2_TCF7\",\"CD4_C5_STMN1\",\"CD8_C4_ZNF683\",\"CD4_C4_IFIT3\",\"CD8_C2_HSPA1A\")\n",
    "metaData <- metaData %>% filter(subtype %in% celltypes)\n",
    "# 筛选要分析的分组,支持2个及以上分组\n",
    "groups <- c(\"Tumor\",\"Adjacent\")\n",
    "metaData <- metaData %>% filter(Tissue %in% groups)\n",
    "# 卡方检验，计算R.oe值\n",
    "res.chisq <- chisq.test(table(metaData[[\"subtype\"]], metaData[[\"Tissue\"]]))\n",
    "R.oe <- (res.chisq$observed) / (res.chisq$expected) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "59764f7c-5421-4f42-b97a-1db3d6df7315",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "               \n",
       "                 Adjacent     Tumor\n",
       "  CD4_C1_CCR7   1.4147519 0.7236876\n",
       "  CD4_C2_TCF7   1.0647255 0.9568792\n",
       "  CD4_C3_CD40LG 1.1001861 0.9332549\n",
       "  CD4_C4_IFIT3  0.6986632 1.2007540\n",
       "  CD4_C5_STMN1  0.1876789 1.5411775\n",
       "  CD4_C6_FOXP3  0.6009658 1.2658411\n",
       "  CD8_C1_NKG7   1.6114391 0.5926524\n",
       "  CD8_C2_HSPA1A 1.5200622 0.6535287\n",
       "  CD8_C3_GZMK   1.1486219 0.9009864\n",
       "  CD8_C4_ZNF683 1.1129198 0.9247716\n",
       "  CD8_C5_CCL5   0.2918844 1.4717546\n",
       "  CD8_C6_STMN1  0.2521752 1.4982093\n",
       "  CD8_C7_TIGIT  0.4731300 1.3510067\n",
       "  NK_C1_NCR3    1.7911895 0.4729007\n",
       "  NK_C3_KLRC1   1.0136922 0.9908781"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R.oe    #展示 R.oe 值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5da09dd6-40a9-4f9c-bfb0-47af80d6dc23",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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WLn4eERExPT1IZ41q5dS40W3717FyN2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\nACAnEOwAAAAA5MT/AcJcBuHN1vzbAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p <- pheatmap(R.oe,\n",
    "  cluster_rows = FALSE,     #是否按行聚类\n",
    "  color = MYCOLOR,       #设置颜色\n",
    "  breaks = c(0, 0.5, 1, 1.5, max(R.oe)),   #设置颜色区间，可以根据 R.oe 最大值调整\n",
    "  cluster_cols = FALSE,      #是否按列聚类\n",
    "  angle_col = 45,            #设置列名倾斜度\n",
    "  fontsize = 18, border_color = \"white\",      #设置字体大小，边框颜色\n",
    "  display_numbers = matrix(ifelse(R.oe > 1.5, \"++\", ifelse(R.oe > 1, \"+\",\"+/-\")), nrow(R.oe)),    #设置热图数值展示符号\n",
    "  number_color = \"black\"\n",
    ")\n",
    "ggsave(\"Roe.pdf\",p,width = 6,height = 8)                #保存图片\n",
    "ggsave(\"Roe.png\",p,width = 6,height = 8,,bg = \"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "52b42796-4b8c-46b7-9772-16799b143d75",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "1.79118948167799"
      ],
      "text/latex": [
       "1.79118948167799"
      ],
      "text/markdown": [
       "1.79118948167799"
      ],
      "text/plain": [
       "[1] 1.791189"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "max(R.oe)   # 展示 R.oe 最大值"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "diffenrich",
   "language": "R",
   "name": "diffenrich"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
