{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3693f6db",
   "metadata": {},
   "source": [
    "---\n",
    "title: scFAST-seq 突变分析：数据合并、UMAP 展示与整合\n",
    "author: SeekGene\n",
    "date: 2026-01-29\n",
    "tags:\n",
    "  - 全序列转录组\n",
    "  - Notebooks\n",
    "  - 突变分析\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbe86927-8ac9-4741-9ec1-830f8008fe93",
   "metadata": {},
   "source": [
    "# scFAST-seq 突变分析：数据合并、UMAP 展示与整合"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e85cd1e5-d9a6-414a-bd9d-9b44e6891f73",
   "metadata": {},
   "source": [
    "## 右上角选择 R 环境"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ab2154bd-a6cf-4a5f-a457-f5aac20a3540",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The legacy packages maptools, rgdal, and rgeos, underpinning this package\n",
      "will retire shortly. Please refer to R-spatial evolution reports on\n",
      "https://r-spatial.org/r/2023/05/15/evolution4.html for details.\n",
      "This package is now running under evolution status 0 \n",
      "\n",
      "rgeos version: 0.6-3, (SVN revision 696)\n",
      " GEOS runtime version: 3.11.2-CAPI-1.17.2 \n",
      " Please note that rgeos will be retired during October 2023,\n",
      "plan transition to sf or terra functions using GEOS at your earliest convenience.\n",
      "See https://r-spatial.org/r/2023/05/15/evolution4.html for details.\n",
      " GEOS using OverlayNG\n",
      " Linking to sp version: 1.6-0 \n",
      " Polygon checking: TRUE \n",
      "\n",
      "\n",
      "Attaching SeuratObject\n",
      "\n",
      "Attaching sp\n",
      "\n",
      "\n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(Seurat)\n",
    "library(dplyr)\n",
    "library(Matrix)\n",
    "library(stringr)\n",
    "library(ggplot2)\n",
    "options(repr.plot.width = 12, repr.plot.height = 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4788afa-0c0e-4c2d-8280-9b45f215537a",
   "metadata": {},
   "source": [
    "## 将突变数据合并到单样本 rds 里\n",
    "### 输入数据\n",
    "1. 单样本 rds（可以选择对应分析流程的 rds）\n",
    "2. 该样本的两个突变矩阵（all/alt，可联系客户经理申请释放，仅限于全序列数据）\n",
    "\n",
    "\n",
    "矩阵文件可以在左上角的 upload 处点击上传\n",
    "\n",
    "<div align=\"center\">\n",
    "  <img src=\"./scfast-seq-mutation-data-visualization.src/bd52b248-0e7c-428c-b280-a94b2d157a23.png\" width=\"40%\" />\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47efd581-9e14-4a97-9d15-984780302b5f",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 需要修改的内容\n",
    "\n",
    "修改下方的 rds 路径，相对目录为../data/，绝对目录为/home/mambauser/data/\n",
    "\n",
    "修改下方的矩阵文件名\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fb920a98-a621-4b6b-8797-c1b72ed245bc",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "#load rds and matrix\n",
    "obj = readRDS(\"data/AY1732591902625/input.rds\") # AY1732591902625为流程ID\n",
    "# AY1732591902625为流程ID\n",
    "meta = read.table(\"data/AY1732591902625/meta.tsv\", header = T, sep = \"\\t\", check.names = F)\n",
    "rownames(meta) = meta$barcode\n",
    "obj = AddMetaData(object = obj,metadata =  meta)\n",
    "\n",
    "snv_cover_mat = read.delim(\"PBMC.snp_indel.all_UMI.matrix\", header = T, row.names = 1)\n",
    "snv_mut_mat = read.delim(\"PBMC.snp_indel.alt_UMI.matrix\", header = T, row.names = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa074bb2-0ab1-4721-8887-b679d08b91eb",
   "metadata": {},
   "source": [
    "#### 查看矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cda91864-4082-470d-a70d-d2dc560c2813",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 3 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>AAGTTCGTACTGGTTCT</th><th scope=col>CTGCAGGTACGGAGTAG</th><th scope=col>TAACGACCGACTGCGCA</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>SDF4:chr1-1223263:T&gt;G</th><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><th scope=row>SLC35E2B:chr1-1668373:C&gt;T</th><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><th scope=row>CDK11A:chr1-1709071:C&gt;T</th><td>0</td><td>0</td><td>0</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 3 × 3\n",
       "\\begin{tabular}{r|lll}\n",
       "  & AAGTTCGTACTGGTTCT & CTGCAGGTACGGAGTAG & TAACGACCGACTGCGCA\\\\\n",
       "  & <int> & <int> & <int>\\\\\n",
       "\\hline\n",
       "\tSDF4:chr1-1223263:T>G & 0 & 0 & 0\\\\\n",
       "\tSLC35E2B:chr1-1668373:C>T & 0 & 0 & 0\\\\\n",
       "\tCDK11A:chr1-1709071:C>T & 0 & 0 & 0\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 3 × 3\n",
       "\n",
       "| <!--/--> | AAGTTCGTACTGGTTCT &lt;int&gt; | CTGCAGGTACGGAGTAG &lt;int&gt; | TAACGACCGACTGCGCA &lt;int&gt; |\n",
       "|---|---|---|---|\n",
       "| SDF4:chr1-1223263:T&gt;G | 0 | 0 | 0 |\n",
       "| SLC35E2B:chr1-1668373:C&gt;T | 0 | 0 | 0 |\n",
       "| CDK11A:chr1-1709071:C&gt;T | 0 | 0 | 0 |\n",
       "\n"
      ],
      "text/plain": [
       "                          AAGTTCGTACTGGTTCT CTGCAGGTACGGAGTAG TAACGACCGACTGCGCA\n",
       "SDF4:chr1-1223263:T>G     0                 0                 0                \n",
       "SLC35E2B:chr1-1668373:C>T 0                 0                 0                \n",
       "CDK11A:chr1-1709071:C>T   0                 0                 0                "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 3 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>AAGTTCGTACTGGTTCT</th><th scope=col>CTGCAGGTACGGAGTAG</th><th scope=col>TAACGACCGACTGCGCA</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>SDF4:chr1-1223263:T&gt;G</th><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><th scope=row>SLC35E2B:chr1-1668373:C&gt;T</th><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><th scope=row>CDK11A:chr1-1709071:C&gt;T</th><td>0</td><td>0</td><td>0</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 3 × 3\n",
       "\\begin{tabular}{r|lll}\n",
       "  & AAGTTCGTACTGGTTCT & CTGCAGGTACGGAGTAG & TAACGACCGACTGCGCA\\\\\n",
       "  & <int> & <int> & <int>\\\\\n",
       "\\hline\n",
       "\tSDF4:chr1-1223263:T>G & 0 & 0 & 0\\\\\n",
       "\tSLC35E2B:chr1-1668373:C>T & 0 & 0 & 0\\\\\n",
       "\tCDK11A:chr1-1709071:C>T & 0 & 0 & 0\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 3 × 3\n",
       "\n",
       "| <!--/--> | AAGTTCGTACTGGTTCT &lt;int&gt; | CTGCAGGTACGGAGTAG &lt;int&gt; | TAACGACCGACTGCGCA &lt;int&gt; |\n",
       "|---|---|---|---|\n",
       "| SDF4:chr1-1223263:T&gt;G | 0 | 0 | 0 |\n",
       "| SLC35E2B:chr1-1668373:C&gt;T | 0 | 0 | 0 |\n",
       "| CDK11A:chr1-1709071:C&gt;T | 0 | 0 | 0 |\n",
       "\n"
      ],
      "text/plain": [
       "                          AAGTTCGTACTGGTTCT CTGCAGGTACGGAGTAG TAACGACCGACTGCGCA\n",
       "SDF4:chr1-1223263:T>G     0                 0                 0                \n",
       "SLC35E2B:chr1-1668373:C>T 0                 0                 0                \n",
       "CDK11A:chr1-1709071:C>T   0                 0                 0                "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "snv_cover_mat[1:3, 1:3]\n",
    "snv_mut_mat[1:3, 1:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "59589979-631e-48fc-9ad9-8967ff1b6647",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "# Function：process cover/mut matrix\n",
    "## object : Seurat object\n",
    "## mat : matrix or dgCMatrix or data.frame\n",
    "## assay_name: specified new assay name for matrix\n",
    "generate_mat = function(object, mat, assay_name) {\n",
    "    #make sure consistent of barcodes\n",
    "    diff_barcode = setdiff(colnames(object), colnames(mat))\n",
    "    if (length(diff_barcode) == ncol(object)) {\n",
    "            stop(\"no common barcodes between matrix and seurat object\")  \n",
    "    }\n",
    "    if (length(diff_barcode) != 0) {\n",
    "        diff_matrix = matrix(0,\n",
    "                         nrow = nrow(mat),\n",
    "                         ncol = length(diff_barcode),\n",
    "                         dimnames = list(rownames(mat), diff_barcode))\n",
    "        mat = cbind(mat, diff_matrix)\n",
    "    }\n",
    "    mat = as(as.matrix(mat), 'dgCMatrix')\n",
    "    #reorder barcode according rds\n",
    "    mat = mat[, colnames(object)]\n",
    "    #add new assay into rds\n",
    "    object[[assay_name]] = CreateAssayObject(mat)\n",
    "    return(object)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f34fe10-3072-4151-85d2-aa7672360d72",
   "metadata": {},
   "source": [
    "#### 运行该命令，分别将突变矩阵和覆盖矩阵加入到 obj 中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2685d467-93c1-4aa4-9a0d-f22283a2ea00",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“Keys should be one or more alphanumeric characters followed by an underscore, setting key from snv_all_ to snvall_”\n"
     ]
    }
   ],
   "source": [
    "#cover matrix\n",
    "obj = generate_mat(object = obj, mat = snv_cover_mat, assay_name = \"SNV_all\")\n",
    "\n",
    "#mutation matrix\n",
    "obj = generate_mat(object = obj, mat = snv_mut_mat, assay_name = \"SNV\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d787c3c3-0e5b-472e-9727-10e4ec56d2f4",
   "metadata": {},
   "source": [
    "#### obj 有三个 assay,添加成功"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ca6575f2-3a33-47fb-9fd9-55a97b5ffbbe",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'RNA'</li><li>'SNV_all'</li><li>'SNV'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'RNA'\n",
       "\\item 'SNV\\_all'\n",
       "\\item 'SNV'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'RNA'\n",
       "2. 'SNV_all'\n",
       "3. 'SNV'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"RNA\"     \"SNV_all\" \"SNV\"    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#result\n",
    "Assays(obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "866bd786-4f87-472d-a856-f591707e8620",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3 x 3 sparse Matrix of class \"dgCMatrix\"\n",
       "                          AAGTTCGTACTGGTTCT CTGCAGGTACGGAGTAG CCTCTAGATGTAATTCC\n",
       "SDF4:chr1-1223263:T>G                     .                 .                 .\n",
       "SLC35E2B:chr1-1668373:C>T                 .                 .                 .\n",
       "CDK11A:chr1-1709071:C>T                   .                 .                 ."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#check value\n",
    "obj@assays$SNV[1:3,1:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62868f14-a7d6-407f-9abc-e6d5faf80707",
   "metadata": {},
   "source": [
    "#### 保存 rds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "01e73e6e-8c7b-42dd-aab3-5c797688a1fb",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "saveRDS(obj, file = \"add_snv.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a419c223-6ee0-467a-8078-9f75db9659e1",
   "metadata": {},
   "source": [
    "## 展示突变的发生情况\n",
    "\n",
    "### 展示单个突变在细胞群上的发生情况\n",
    "\n",
    "指定 assay 为 SNV，即指定突变矩阵，展示发生该突变的细胞\n",
    "\n",
    "\n",
    "例如指定突变：SLC35E2B:chr1-1668373:C>T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6a7ae164-1938-432c-a2fa-8c395e863031",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DefaultAssay(obj) = \"SNV\"\n",
    "FeaturePlot(obj, features = \"SLC35E2B:chr1-1668373:C>T\",ncol = 2) +\n",
    "DimPlot(obj, group.by = \"resolution.0.8\", label = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df883ad5-5a38-409e-a854-2ad77adb5eb3",
   "metadata": {},
   "source": [
    "#### 保存图片\n",
    "\n",
    "图片文件名为 SLC35E2B_C_to_T_mut.png，保存在当前目录下，可在左侧下载图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d090728a-0bf4-4aa3-98b4-2494ac14d329",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "p = FeaturePlot(obj, features = \"SLC35E2B:chr1-1668373:C>T\",ncol = 2) +\n",
    "DimPlot(obj, group.by = \"resolution.0.8\", label = T)\n",
    "ggsave(p, file = \"SLC35E2B_C_to_T_mut.png\", width = 12, height = 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "692afd79-e5ec-4dad-91d0-acd2c74c82b2",
   "metadata": {
    "tags": []
   },
   "source": [
    "\n",
    "### 展示多个突变在细胞群上的发生情况\n",
    "\n",
    "指定 assay 为 SNV，即指定突变矩阵，展示发生该突变的细胞\n",
    "\n",
    "\n",
    "例如指定前 5 个突变"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ab98a797-671e-42ff-86e8-b6adc345fea4",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'SDF4:chr1-1223263:T&gt;G'</li><li>'SLC35E2B:chr1-1668373:C&gt;T'</li><li>'CDK11A:chr1-1709071:C&gt;T'</li><li>'RPL22:chr1-6197724:C&gt;T'</li><li>'DNAJC11:chr1-6667742:TTC&gt;-'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'SDF4:chr1-1223263:T>G'\n",
       "\\item 'SLC35E2B:chr1-1668373:C>T'\n",
       "\\item 'CDK11A:chr1-1709071:C>T'\n",
       "\\item 'RPL22:chr1-6197724:C>T'\n",
       "\\item 'DNAJC11:chr1-6667742:TTC>-'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'SDF4:chr1-1223263:T&gt;G'\n",
       "2. 'SLC35E2B:chr1-1668373:C&gt;T'\n",
       "3. 'CDK11A:chr1-1709071:C&gt;T'\n",
       "4. 'RPL22:chr1-6197724:C&gt;T'\n",
       "5. 'DNAJC11:chr1-6667742:TTC&gt;-'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"SDF4:chr1-1223263:T>G\"      \"SLC35E2B:chr1-1668373:C>T\" \n",
       "[3] \"CDK11A:chr1-1709071:C>T\"    \"RPL22:chr1-6197724:C>T\"    \n",
       "[5] \"DNAJC11:chr1-6667742:TTC>-\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DefaultAssay(obj) = \"SNV\"\n",
    "head5_mut = head(rownames(obj), 5)\n",
    "head5_mut"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21af6537-83cd-4d10-a15f-ce92db61fb22",
   "metadata": {},
   "source": [
    "#### 批量保存图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8b2b256a-c6f4-4c1f-a888-81b6ec39aaaf",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "for ( i in head5_mut) {\n",
    "    p = FeaturePlot(obj, features = i, ncol = 2)\n",
    "    filename = stringr::str_replace_all(i, \"[:>]\", \"_\")\n",
    "    ggsave(p, file = paste0(filename, \".png\"), width = 6, height = 6) #保存在当前目录下\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b75052f-6d56-4454-96da-24f726db8ef8",
   "metadata": {},
   "source": [
    "### 展示覆盖到该位点的细胞群\n",
    "\n",
    "指定 assay 为 SNV_all，即指定覆盖矩阵，展示覆盖到该突变所在位点的细胞\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "405f70b0-39d2-47ad-bdb5-acdd6fba2ea8",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aLBZh/JHwB3QQEBCwZcuWhhzCcZzdbh8+fLjLwoK33nrL5afw/tJ16a677hLK79u3z12xep3F5RXVwO+pzWbbvXv3zJkzXc5xU6lU3ifpQA4OAAAvef6lfvvtt4W3OnfuvHr16vT09Ly8vPXr13fu3Fl4i//pFz9omTFjxqlTpyorK0tLS48fP/7NN98MGzYsKipKOO9TTz0lFO7WrdvWrVtLSkrOnj0rTv8UHh5eXV3Nl3eZg0PI6X7rrbc6f7SwsDD+XXFiMh+Wia1vU33oL7kknvzy2GOPORd48cUXhQJHjhzxXFtD+iEA4D0EONqOvLw853QSgk6dOi1btszhzsT7AMfixYuFkp9++qlvLXR3//bAAw84lPRmbuSXX37p7rN4MGvWLM+NLCoqEk9d2bx5sw9ncY6/uLwdtVgskZGR/H5/f/8zZ844t2f//v18ai6u9g/2mDFjxMXOnTsnvPXCCy8I+8WHDB06tM5b02sf4PByRpW/v//Zs2d9PoRXXl7uYfGdzp07C30jB95fus7KysqEKEynTp08lKzXWVxeUY3yPeU4zmg0/vjjjxMmTHAZP4qKinrqqac8xwoR4AAA8JKHX2qr1Sr0SXr16qXT6cQHlpWVCSPv7rrrLo7jPv74Y6EqvV7vfK5z587xG3q9XkhTFRUVVVpaKi720EMPCfV8/vnn/M7mCnD40FQf+ksuiSeKPv/8884F3n33XaHAnj17PNfGNaAfAgDewxSVtiMmJubw4cMPPPCAyzVE09PTH3744VGjRvk2zlw8Ub+xslEKVq9e/euvvzrsDAgIePjhh7ds2ZKVlWU0GjUazaZNmwYOHCgUeOaZZ7RabeO2RK/X33nnnfxankT0wAMPjB49ur6V+Pv733jjjQ47P//8c34IiXg2ysGDB4WZC4899ljXrl2daxswYIDzZB8iEq8DSkSpqanJycn8tpB908HLL7/cFOvLNpCQPk3w5JNPXrx40WQyHTp06OabbxaKCaum+XAI75dffvn777/dteTcuXOTJk2y2WzeN97lpetcRlie2SG9aEPO4vKKaqzvqUKhmDRp0s8//1xYWLhs2bJBgwaJs/zwSTpuuOGGnj17Nu7oZQCA65zDL/WxY8eEPsncuXOrqqoKRcxms7Ag/R9//EFE4tkfr7zyinNe89TUVH6Df3zCbz/xxBNCJIL3+uuvC83Yvn17Y3063zSwqT70lwTipGkuI/7inUKGbw8avR8CAM4Q4GhTwsPDly9ffvny5U8++WTSpEnx8fEOBXbu3Ckezuc98WoUPk/Ff+ONN06dOnXq1KmDBw/++OOPkyZN4u+aLBbLtGnT+IyJvOjo6Ly8vKVLl44aNSoxMVGhUISEhIwZMyYtLe22227jy5SXl//888++tcQls9l855137tu3j3/Zu3dvIdF3vVRXV48ZM0ZIEsEbMWLEhAkTJkyYIJ6BKX4yMHbsWO9PwbIsn2xcrF27dvyG8wxe/hBxeMhnZ8+e/dOVgoIC3yp0yBo7ceLE//73v/Hx8XK5vF+/fps2bRLStf766698SMuHQ4ho3759s2fP5ifcRkdHf/755ydPnjxz5sw333wjPB/bsmXLRx995NxI7y9dZ99++y2/wbLs/fff76Fkvc7i8opqlO+pWEhIyEMPPfTHH3/k5OS88847Ds+dTp06tXnz5oafBQAAyNUv9eHDh4XtRx55JNqJ0FEpKSkxm83Dhg0TbrkXLVoUHR3ds2fPuXPnfv/99w4ppcXj7G6//XaHlkRFRQn/4YuXOW8WDWmqD/0lMXF/w2QyORcQ71SpVJ5ra0g/BAC8hwBHGxQdHf3oo4/++OOPFy9eLC4uXrNmjfj3cvXq1efPn69vncKPARFdunTJt4bFxMR07969e/fu/fv3nzRp0o8//rhs2TL+LZ1O98EHHwglFQqFy2ELUqlUPBl17969Lk/kYbrNl19+6fIQq9V6zz33CLH/1NTUbdu2qdVqDx9HfBaTyXTu3Ln58+fzb5lMpvvvv7/OGLx4wTAPS7o4CwkJcX6SIDzBsFqtzocEBgYqFArvT+HOs88+O8iV//3vf75V6PAP7TBvNigoSAgK2O32Q4cO+XYI33L+X0SpVO7Zs2fOnDk9evTo2rXrjBkz/vzzT6HORYsWcU65V72/dB2cOXNG6J4OHTrUIYtnY51F0CjfU5fCw8MTExMTExNdrlADAAAN5/xL7c0y5AKdThcdHb148WLhP2qO406dOrVs2bIpU6ZERkbOnz9fGAKp0WiEA2NiYpxrE9JUi0s2i4Y01Yf+kpi4v+EyGiLe6bLjKtaQfggAeA9d1TauXbt2U6ZM2bt3rzDwgeM451XQ69SnTx9he//+/Y3VvDlz5giLZolTe3rZEuexl76x2WzTpk1bv349/7JDhw47d+6MiIjwvga5XJ6amrpo0SIhD3ZGRsaePXs8HyUe9t/UP2YtcHIKT6VSif/UzqvPiPfw2Td8OKS8vFwYmzN8+HCHNdji4+PHjx/PbxcWFoqTirnj5aW7fPlyYXvGjBl1VuvbWQSN/j212Wzbtm27//77IyMjp06dunHjRnHO+Xbt2jXKsCAAACBXv9Ti/3Lj4uISPOLjGnPnzv3zzz//+c9/OtzYGwyGDz/8cOjQofysSXEPxOViIsJOccn6apS+zbVpqktxcXHCP4owV0hMvLNDhw4eqmr0fggAuIMAx3WBZVnx5P/8/Pz61tCpU6fo6Gh+Oy0tLTMz03N5q9UqHp7ggVCtl+XFUxzdraBRL3a7Xby8fGxs7K5duzw/afdgyJAhwvaJEyc8FxbfpXuTV7WtEg8fdR4CKt4jrIVc30MKCgqEbpbLf1zxCBovc7vUeenabLbvvvuO3w4MDBSCX/VSry9II35PDx069OSTT8bGxo4aNWrlypXiCS9KpfLuu+/esGFDfn7+7NmzvfoYAABQf+JxeRs2bMjxKCQkhC950003rV+/vry8fNeuXW+++eatt94qjOk4cODAypUriUicycLzrXt4eLiHFgq/y86jVg0GQ3l5eb0+r0uN1VQfKBSKlJQUfvv48ePOBY4cOcJvREdHC39/l5qiHwIALiHA0UZUVFTk5uZ6Wdi37IPCnQzHcY8//riHqHxFRcW4ceOOHTtWZ50Gg0HI8OSQNcqdbdu2Cdv1mtbhEsdxc+bMERbXjIiI2LlzZ1JSks8VivNf1jn0UZyLVBg/0sJt3LjR5dyfxx57zOc6hRzsRHTmzBmHd0+fPi1sC32C+h4inm2UlZXl3AZxLMBzH4XnzaW7bds2ITXJ5MmTHVKHeMOHL0gDv6cZGRmvv/56p06dbrzxxsWLF4sHSTEMM3jw4C+++KKwsPCHH34YN26c0K8FAICm0L9/f2FbeBLjJZVKNWTIkAULFuzZs2f//v1CjCMtLY2IbrjhBqGk88De3NxcYbURcUlnwrLizqm4Dh8+7PI3qL5THRurqb4Rsn7k5uY6xDguXLggnNo5OYiDRu+HAIA7CHC0EQUFBSkpKfxaEs7v6vV6cb7MLl26+HCKefPmCdm5t2zZct999zkkrOL99ttvffr02bp1q7Dntttu27Vrl3NJu93+1FNPCZWI7/YnTZrE5wN3kJGR8fTTTwsvhw0b5sMHEXvssce+/vprfjs0NHTnzp3iVeXry2w2r1mzRngpXrV3xYoVn3zyySeffLJ06VJhZ+/evYUBjUuXLj1w4IBznZs3b66oqPC5Sa3CPffcIwwrfe+998QDULOzs4VBEGq1Wujq1feQmJgYoRO2c+dO4ZEL7++//xYCTEFBQUKEy4dLV0w8P8XD+im+ncXlFUUN+J4WFBQMHDiwY8eOr732msPg2NTU1Lfeeis7O/v333+fPXu28JcEAIAm1bdvX6Gf8NFHH/3555/OZWw229q1a/ll7FeuXLlhwwbnsELfvn2FG2yLxUJE/fv3F8Y7LFmyJC8vT1z++eefF35YPS8nJ/SaMjMzxdlArVarw0JmAqElNptNvEyJO43VVM8qKio+uUKcP/uuu+4SthcsWCD+2y5YsEDYnjRpkueqfOuHAIAP8Pyt7TCZTIsXL16yZMmQIUOGDBnStWvX4ODg6urqkydPfvnll0JgODQ0dMSIEc6HHz58WKlUuqw5KCjo9ttvDw8P/+abb4Rh9t999922bdsmT548cODAsLAwnU6Xnp6+ceNG57v0/fv3Dxs2rFOnTmPHju3SpUtISIjJZEpPT//pp5+EZ+8Mw4jHuu/cufN///tf586d77jjji5dugQHB+t0ur/++uu7774Thkh07tzZ3S+Zh89CRIMHD+ZX2Xj66af/7//+T9j/yCOPZGZmOo/qv+GGG8ShCsHp06eFJwlmszk7O3v58uXCtBSlUjl8+HCh8CuvvMLHnhQKhbCQDcuyL7300pw5c4jIZDINGTLk3//+99ixY0NDQ3Nzc0+ePLlixQp+ibgmvaU8cOCA8OBF/HRi//79wiCUDh069O7du4kqTE5OnjZtGj+OZv/+/SNHjpw3b15UVNTJkyffeOMNYb7Jww8/LExKqu8hUql04sSJfP/PZrPdfvvtzzzzzE033SSRSA4ePPjee+8Jh9x9993ChFsfLl2BVqvdsGEDv92xY0dh8Vpnvp3F5RVFRD5/T8vKyhx2hoeHT5ky5b777nMXwQEAgCbFsuyrr7764IMPEpHRaBw2bNgjjzwyfvz4uLg4o9GYnZ2dlpa2Zs2a3Nzc5557johOnDjxwQcfpKSkTJ06ddCgQQkJCRKJ5PLly0uWLBHSYfJzPOVy+aOPPvr6668TkUajGTRo0FtvvdW3b9/S0tIlS5Z8//33fOH27dvfc889Hlo4YsQIYR3WUaNGvf322126dLl06dLixYvdZYIXVmkloiVLlkyYMIEf4SiRSIRZlmKN1VTPSkpKHn/8cX57/PjxY8aM4beHDRvWv39/PmH5pk2bJkyY8Pjjj0skkmXLlgljarp16yZk0HBXlW/9EAD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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DefaultAssay(obj) = \"SNV_all\"\n",
    "FeaturePlot(obj, features = \"SLC35E2B:chr1-1668373:C>T\",ncol = 2) +\n",
    "DimPlot(obj, group.by = \"resolution.0.8\", label = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dc78242-c483-4c1a-9531-dbae369faf93",
   "metadata": {},
   "source": [
    "#### 展示该突变所在基因的表达情况\n",
    "\n",
    "指定 assay 为 RNA，即指定表达数据，展示该突变所在基因的表达情况\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0271baa7-25c8-4a1c-8c12-32502e4f9045",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DefaultAssay(obj) = \"RNA\"\n",
    "FeaturePlot(obj, features = \"SLC35E2B\",ncol = 2) +\n",
    "DimPlot(obj, group.by = \"resolution.0.8\", label = T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5412215d-4a37-4183-b1bc-63d683d8803d",
   "metadata": {},
   "source": [
    "#### 将是否发生突变添加为新的标签\n",
    "\n",
    "将细胞分类为两类：发生该突变/未发生该突变，并作为新的标签进行展示；\n",
    "\n",
    "<font color=black size=3 face=雅黑>**同时，将这列标签导出表格，上传到云平台，可以在分析流程中展示。**</font>\n",
    "\n",
    "例如指定突变为\"SLC35E2B:chr1-1668373:C>T\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "124fa9c5-da7f-4f79-98ed-53ba503d247a",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mut_label\n",
       "negative positive \n",
       "    1909       12 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interest_mut = \"SLC35E2B:chr1-1668373:C>T\"\n",
    "DefaultAssay(obj) = \"SNV\"\n",
    "mut_label = FetchData(obj, interest_mut)\n",
    "mut_label = ifelse(mut_label == 0, \"negative\", \"positive\")\n",
    "table(mut_label)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a85970a-ba3e-4d78-b143-98edae71a983",
   "metadata": {},
   "source": [
    "##### 添加标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8b3515ed-e299-4d02-ae8a-258cfe11301f",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "obj = AddMetaData(obj, metadata = mut_label, col.name = \"SLC35E2B_C_to_T\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2964ad65-fd81-4c02-be0b-29dfdb2a3551",
   "metadata": {},
   "source": [
    "##### 展示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "934a15ae-9be7-4981-bfed-8dd2b169a8b7",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DefaultAssay(obj) = \"RNA\"\n",
    "FeaturePlot(obj, features = \"SLC35E2B\",ncol = 2) +\n",
    "DimPlot(obj, group.by = \"SLC35E2B_C_to_T\", cols = c(\"grey\",\"red\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88b969ca-883c-4eaa-9322-83db94facbc4",
   "metadata": {},
   "source": [
    "##### 导出表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "42b6b2a7-9b0f-467e-a8b5-d6f06a405f91",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>barcode</th><th scope=col>SLC35E2B.chr1.1668373.C.T</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AAGTTCGTACTGGTTCT</th><td>AAGTTCGTACTGGTTCT</td><td>negative</td></tr>\n",
       "\t<tr><th scope=row>CTGCAGGTACGGAGTAG</th><td>CTGCAGGTACGGAGTAG</td><td>negative</td></tr>\n",
       "\t<tr><th scope=row>CCTCTAGATGTAATTCC</th><td>CCTCTAGATGTAATTCC</td><td>negative</td></tr>\n",
       "\t<tr><th scope=row>TAACGACCGACTGCGCA</th><td>TAACGACCGACTGCGCA</td><td>negative</td></tr>\n",
       "\t<tr><th scope=row>ATCAGGTGCTTTCAGAC</th><td>ATCAGGTGCTTTCAGAC</td><td>negative</td></tr>\n",
       "\t<tr><th scope=row>GACCCTTTACGTGTTCC</th><td>GACCCTTTACGTGTTCC</td><td>negative</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 2\n",
       "\\begin{tabular}{r|ll}\n",
       "  & barcode & SLC35E2B.chr1.1668373.C.T\\\\\n",
       "  & <chr> & <chr>\\\\\n",
       "\\hline\n",
       "\tAAGTTCGTACTGGTTCT & AAGTTCGTACTGGTTCT & negative\\\\\n",
       "\tCTGCAGGTACGGAGTAG & CTGCAGGTACGGAGTAG & negative\\\\\n",
       "\tCCTCTAGATGTAATTCC & CCTCTAGATGTAATTCC & negative\\\\\n",
       "\tTAACGACCGACTGCGCA & TAACGACCGACTGCGCA & negative\\\\\n",
       "\tATCAGGTGCTTTCAGAC & ATCAGGTGCTTTCAGAC & negative\\\\\n",
       "\tGACCCTTTACGTGTTCC & GACCCTTTACGTGTTCC & negative\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 2\n",
       "\n",
       "| <!--/--> | barcode &lt;chr&gt; | SLC35E2B.chr1.1668373.C.T &lt;chr&gt; |\n",
       "|---|---|---|\n",
       "| AAGTTCGTACTGGTTCT | AAGTTCGTACTGGTTCT | negative |\n",
       "| CTGCAGGTACGGAGTAG | CTGCAGGTACGGAGTAG | negative |\n",
       "| CCTCTAGATGTAATTCC | CCTCTAGATGTAATTCC | negative |\n",
       "| TAACGACCGACTGCGCA | TAACGACCGACTGCGCA | negative |\n",
       "| ATCAGGTGCTTTCAGAC | ATCAGGTGCTTTCAGAC | negative |\n",
       "| GACCCTTTACGTGTTCC | GACCCTTTACGTGTTCC | negative |\n",
       "\n"
      ],
      "text/plain": [
       "                  barcode           SLC35E2B.chr1.1668373.C.T\n",
       "AAGTTCGTACTGGTTCT AAGTTCGTACTGGTTCT negative                 \n",
       "CTGCAGGTACGGAGTAG CTGCAGGTACGGAGTAG negative                 \n",
       "CCTCTAGATGTAATTCC CCTCTAGATGTAATTCC negative                 \n",
       "TAACGACCGACTGCGCA TAACGACCGACTGCGCA negative                 \n",
       "ATCAGGTGCTTTCAGAC ATCAGGTGCTTTCAGAC negative                 \n",
       "GACCCTTTACGTGTTCC GACCCTTTACGTGTTCC negative                 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = data.frame(barcode = colnames(obj),\n",
    "                SLC35E2B_C_to_T = mut_label)\n",
    "head(df)\n",
    "write.csv(df, file=\"SLC35E2B_C_to_T_mut_meta.csv\", quote=F, row.names = F)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd2b1fbe-e451-487d-8581-7cb2f7cd4f9d",
   "metadata": {
    "tags": []
   },
   "source": [
    "##### 上传表格到云平台\n",
    "\n",
    "表格保存到当前路径下，在左侧点击下载，进入云平台\n",
    "\n",
    "云平台-选择分析流程-辅助信息-标签管理-新增标签-上传合并 meta-点击上传\n",
    "\n",
    "\n",
    "\n",
    "<div align=\"center\">\n",
    "  <img src=\"./scfast-seq-mutation-data-visualization.src/1f2c3b84-8028-4a31-96d3-508721d5e917.png\" width=\"40%\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02054e30-4a88-4ed9-8636-e11f71f5a3ec",
   "metadata": {},
   "source": [
    "## 全序列突变数据的多样本整合\n",
    "将多个样本的突变矩阵与整合后 rds 进行合并，从而可以在样本间进行突变的相关分析。\n",
    "\n",
    "### 输入数据\n",
    "1. 整合后 rds。（可以选择对应分析流程）\n",
    "2. 各个样本的突变发生矩阵，覆盖矩阵（all/alt，可联系客户经理申请释放，仅限于全序列数据）\n",
    "\n",
    "<font color=black size=2 face=雅黑>**要求 ：整合 rds 里 SAMple 列中的样本名，和突变矩阵文件名前缀保持一致**</font>\n",
    "\n",
    "\n",
    "例如：整合 rds 中 SAMple 列为\"PBMC\", 突变矩阵文件名为\n",
    "\"PBMC.snp_indel.all_UMI.matrix\", \"PBMC.snp_indel.alt_UMI.matrix\"\n",
    "\n",
    "矩阵文件可以在左上角的 upload 处点击上传\n",
    "\n",
    "\n",
    "\n",
    "<div align=\"center\">\n",
    "  <img src=\"./scfast-seq-mutation-data-visualization.src/8af0751e-e692-4b74-af67-2e30c213e43c.png\" width=\"40%\" />\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c024c9a3-6803-44dd-af9e-9978096b4d1d",
   "metadata": {},
   "source": [
    "### 需要修改的内容\n",
    "\n",
    "修改下方的 rds 路径，相对目录为../data/，绝对目录为/home/mambauser/data/\n",
    "\n",
    "修改下方的矩阵文件名\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "40b67d6b-43ac-44a0-977b-860dca078941",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'PBMC'</li><li>'cellline'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'PBMC'\n",
       "\\item 'cellline'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'PBMC'\n",
       "2. 'cellline'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"PBMC\"     \"cellline\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##read integrated rds\n",
    "integrate_obj = readRDS(\"integrated_seurat.rds\") #或 integrate_obj = readRDS(\"data/流程ID/input.rds\")\n",
    "unique(integrate_obj$Sample)\n",
    "\n",
    "#snv_cover_mat&snv_mut_mat的矩阵文件需放在当前工作目录下，您可以通过setwd()来更改工作目录\n",
    "snv_cover_mat = c(\"PBMC.snp_indel.all_UMI.matrix\", \"cellline.snp_indel.all_UMI.matrix\")\n",
    "snv_mut_mat = c(\"PBMC.snp_indel.alt_UMI.matrix\", \"cellline.snp_indel.alt_UMI.matrix\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "db0810c8-9690-4173-81b2-a3016d353e3d",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "# Function：process cover/mut matrix\n",
    "## object : Seurat object\n",
    "## mat : matrix or dgCMatrix or data.frame\n",
    "## assay_name: specified new assay name for matrix\n",
    "generate_mat = function(object, mat, assay_name) {\n",
    "    #make sure consistent of barcodes\n",
    "    diff_barcode = setdiff(colnames(object), colnames(mat))\n",
    "    if (length(diff_barcode) == ncol(object)) {\n",
    "            stop(\"no common barcodes between matrix and seurat object\")  \n",
    "    }\n",
    "    if (length(diff_barcode) != 0) {\n",
    "        diff_matrix = matrix(0,\n",
    "                         nrow = nrow(mat),\n",
    "                         ncol = length(diff_barcode),\n",
    "                         dimnames = list(rownames(mat), diff_barcode))\n",
    "        mat = cbind(mat, diff_matrix)\n",
    "    }\n",
    "    mat = as(as.matrix(mat), 'dgCMatrix')\n",
    "    #reorder barcode according rds\n",
    "    mat = mat[, colnames(object)]\n",
    "    #add new assay into rds\n",
    "    object[[assay_name]] = CreateAssayObject(mat)\n",
    "    return(object)\n",
    "}\n",
    "\n",
    "# Function：process cover/mut matrix for integrated rds\n",
    "## object: Seurat object\n",
    "## snv_cover_mat: vector, cover matrix for each sample\n",
    "## snv_mut_mat:vector, mut matrix for each sample\n",
    "## meta_name: column name in meta.data, contains samples' name, same as marix filename's prefix\n",
    "## cover_assay_name : new assay name for cover matrix\n",
    "## mut_assay_name : new assay name for mut matrix\n",
    "generate_mat_integrated = function(object,\n",
    "                                   snv_cover_mat,\n",
    "                                   snv_mut_mat,\n",
    "                                   meta_name = \"Sample\",\n",
    "                                   cover_assay_name = \"SNV_all\",\n",
    "                                   mut_assay_name = \"SNV\") {\n",
    "\n",
    "    #get barcode suffix for each sample\n",
    "    suffix = as.data.frame(object@meta.data) %>%\n",
    "        select(sym(meta_name)) %>%\n",
    "        unique()\n",
    "    suffix$barcode = rownames(suffix)\n",
    "    suffix$suffix = stringr::str_replace_all(suffix$barcode,\n",
    "                                             \"[A-Z]{17}\", \"\")\n",
    "\n",
    "    #check sample name\n",
    "    cover_sample = stringr::str_replace_all(snv_cover_mat,\n",
    "                                            \".snp_indel.all_UMI.matrix\",\"\")\n",
    "    mut_sample = stringr::str_replace_all(snv_mut_mat,\n",
    "                                          \".snp_indel.alt_UMI.matrix\",\"\")\n",
    "    \n",
    "    if(! identical(cover_sample, mut_sample)) {\n",
    "        stop(\"filenames are not same for snv_cover_mat and snv_mut_mat\")\n",
    "    }\n",
    "    \n",
    "    if(! all(suffix[[meta_name]] %in% cover_sample)) {\n",
    "        stop(\"some samples do not have corresponding matrix files\")\n",
    "    }\n",
    "\n",
    "    #get all matrix, add suffix\n",
    "    cover_mat_list = lapply(1:nrow(suffix), function(e) {\n",
    "        mat = read.delim(paste0(suffix[[meta_name]][e], \".snp_indel.all_UMI.matrix\"),\n",
    "                         header = T, row.names = 1)\n",
    "        colnames(mat) = paste0(colnames(mat), suffix[[\"suffix\"]][e])\n",
    "        as.matrix(mat)\n",
    "    })\n",
    "\n",
    "    mut_mat_list = lapply(1:nrow(suffix), function(e) {\n",
    "        mat = read.delim(paste0(suffix[[meta_name]][e], \".snp_indel.alt_UMI.matrix\"),\n",
    "                         header = T, row.names = 1)\n",
    "        colnames(mat) = paste0(colnames(mat), suffix[[\"suffix\"]][e])\n",
    "        as.matrix(mat)\n",
    "    })\n",
    "\n",
    "    ##define two matrix\n",
    "    all_muts = unique(unlist(lapply(cover_mat_list, rownames)))\n",
    "    all_barcodes = unlist(lapply(cover_mat_list, colnames))\n",
    "    \n",
    "    all_cover_mat = Matrix::Matrix(0,\n",
    "                               nrow = length(all_muts),\n",
    "                               ncol = length(all_barcodes),\n",
    "                               dimnames = list(all_muts, all_barcodes))\n",
    "    all_mut_mat = Matrix::Matrix(0,\n",
    "                               nrow = length(all_muts),\n",
    "                               ncol = length(all_barcodes),\n",
    "                               dimnames = list(all_muts, all_barcodes))\n",
    "\n",
    "    #fill in value\n",
    "    for (i in seq.int(cover_mat_list)) {\n",
    "        mat = cover_mat_list[[i]]\n",
    "        all_cover_mat[rownames(mat), colnames(mat)] = mat\n",
    "        \n",
    "        mat = mut_mat_list[[i]]\n",
    "        all_mut_mat[rownames(mat), colnames(mat)] = mat\n",
    "    }                      \n",
    "\n",
    "    #add new assay, function is from top-line in this file\n",
    "    object = generate_mat(object,\n",
    "                          mat = all_cover_mat,\n",
    "                          assay_name = cover_assay_name)\n",
    "    \n",
    "    object = generate_mat(object,\n",
    "                          mat = all_mut_mat,\n",
    "                          assay_name = mut_assay_name)\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c10a9ca5-c02d-4efb-b647-06df7be9561a",
   "metadata": {},
   "source": [
    "#### 运行命令，合并数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "27e3dcbf-b4fd-4cfc-8dd4-0a344b2a1c51",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“Keys should be one or more alphanumeric characters followed by an underscore, setting key from snv_all_ to snvall_”\n"
     ]
    }
   ],
   "source": [
    "integrate_obj = generate_mat_integrated(integrate_obj,\n",
    "                                        snv_cover_mat,\n",
    "                                        snv_mut_mat,\n",
    "                                        meta_name = \"Sample\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "853e53c1-a11b-4dcb-9c3e-2c228c09029b",
   "metadata": {},
   "source": [
    "#### 新对象有三个 assay，添加成功"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "698cf2a9-dc99-4972-9929-07d03e306047",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'RNA'</li><li>'SNV_all'</li><li>'SNV'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'RNA'\n",
       "\\item 'SNV\\_all'\n",
       "\\item 'SNV'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'RNA'\n",
       "2. 'SNV_all'\n",
       "3. 'SNV'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"RNA\"     \"SNV_all\" \"SNV\"    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Assays(integrate_obj)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ade08283-8587-4344-8f0f-faba193798cf",
   "metadata": {},
   "source": [
    "#### 保存数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cce4d960-8842-47b7-a0ea-e37ead33bee4",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "saveRDS(integrate_obj, file = \"integrate_add_snv.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e70ca1ad-a35f-41d2-85a8-0f1aa83afffb",
   "metadata": {},
   "source": [
    "### 也可以先合并数据，再做整合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "db98d191-5a51-467b-a6d2-3340052d11d5",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“Keys should be one or more alphanumeric characters followed by an underscore, setting key from snv_all_ to snvall_”\n"
     ]
    }
   ],
   "source": [
    "#PBMC data\n",
    "obj1 = readRDS(\"PBMC_seurat.rds\")\n",
    "snv_cover_mat1 = read.delim(\"PBMC.snp_indel.all_UMI.matrix\", header = T, row.names = 1)\n",
    "snv_mut_mat1 = read.delim(\"PBMC.snp_indel.alt_UMI.matrix\", header = T, row.names = 1)\n",
    "#cover matrix\n",
    "obj1 = generate_mat(object = obj1, mat = snv_cover_mat1, assay_name = \"SNV_all\")\n",
    "#mutation matrix\n",
    "obj1 = generate_mat(object = obj1, mat = snv_mut_mat1, assay_name = \"SNV\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4db9c784-f917-4abc-85f0-0707ead969c5",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“Keys should be one or more alphanumeric characters followed by an underscore, setting key from snv_all_ to snvall_”\n"
     ]
    }
   ],
   "source": [
    "#cellline data\n",
    "obj2 = readRDS(\"cellline_seurat.rds\")\n",
    "snv_cover_mat2 = read.delim(\"cellline.snp_indel.all_UMI.matrix\", header = T, row.names = 1)\n",
    "snv_mut_mat2 = read.delim(\"cellline.snp_indel.alt_UMI.matrix\", header = T, row.names = 1)\n",
    "#cover matrix\n",
    "obj2 = generate_mat(object = obj2, mat = snv_cover_mat2, assay_name = \"SNV_all\")\n",
    "#mutation matrix\n",
    "obj2 = generate_mat(object = obj2, mat = snv_mut_mat2, assay_name = \"SNV\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "70655986-6a49-45e2-a294-4f09cf83daa6",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in CheckDuplicateCellNames(object.list = objects):\n",
      "“Some cell names are duplicated across objects provided. Renaming to enforce unique cell names.”\n"
     ]
    }
   ],
   "source": [
    "integrate_obj = merge(obj1, obj2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca16e99e-07b6-4b55-a095-db2a20809019",
   "metadata": {},
   "source": [
    "### 新对象有三个 assay，添加成功"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "42ecc092-43d8-4bbd-bafa-3ba748965951",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'RNA'</li><li>'SNV_all'</li><li>'SNV'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'RNA'\n",
       "\\item 'SNV\\_all'\n",
       "\\item 'SNV'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'RNA'\n",
       "2. 'SNV_all'\n",
       "3. 'SNV'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"RNA\"     \"SNV_all\" \"SNV\"    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Assays(integrate_obj)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6409e01-12bd-43f0-83a5-54fa32e530d3",
   "metadata": {},
   "source": [
    "### 保存数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "623fa102-09d0-4cbb-bc38-fcbd05539239",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "saveRDS(integrate_obj, file = \"integrate_add_snv.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6293bcf7-05f5-43be-b231-15eeb5ae9cf5",
   "metadata": {},
   "source": [
    "\n",
    "## END"
   ]
  }
 ],
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