{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0404b830",
   "metadata": {},
   "source": [
    "---\n",
    "title: scFAST-seq 突变分析：拟时序轨迹上的突变动态展示\n",
    "author: SeekGene\n",
    "date: 2026-01-29\n",
    "tags:\n",
    "  - 全序列转录组\n",
    "  - Notebooks\n",
    "  - 拟时序分析\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bb9952f-441e-474e-ac28-9bd2aacd78c6",
   "metadata": {},
   "source": [
    "# scFAST-seq 突变分析：拟时序轨迹上的突变动态展示"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bdd1a32-e7fa-4428-a08e-8cda6fe86924",
   "metadata": {},
   "source": [
    "## 右上角选择 monocle2(R)环境\n",
    "\n",
    "### 确保已经完成了 monocle2 高级分析，这里直接读取 monocle2 的分析结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d35cedd6-53a6-49bc-8dd2-693aee96da45",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: Matrix\n",
      "\n",
      "Loading required package: Biobase\n",
      "\n",
      "Loading required package: BiocGenerics\n",
      "\n",
      "\n",
      "Attaching package: ‘BiocGenerics’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    IQR, mad, sd, var, xtabs\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    anyDuplicated, aperm, append, as.data.frame, basename, cbind,\n",
      "    colnames, dirname, do.call, duplicated, eval, evalq, Filter, Find,\n",
      "    get, grep, grepl, intersect, is.unsorted, lapply, Map, mapply,\n",
      "    match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,\n",
      "    Position, rank, rbind, Reduce, rownames, sapply, setdiff, sort,\n",
      "    table, tapply, union, unique, unsplit, which.max, which.min\n",
      "\n",
      "\n",
      "Welcome to Bioconductor\n",
      "\n",
      "    Vignettes contain introductory material; view with\n",
      "    'browseVignettes()'. To cite Bioconductor, see\n",
      "    'citation(\"Biobase\")', and for packages 'citation(\"pkgname\")'.\n",
      "\n",
      "\n",
      "Loading required package: ggplot2\n",
      "\n",
      "Loading required package: VGAM\n",
      "\n",
      "Loading required package: stats4\n",
      "\n",
      "Loading required package: splines\n",
      "\n",
      "Loading required package: DDRTree\n",
      "\n",
      "Loading required package: irlba\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(monocle)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61586b78-4f14-4278-9431-ceeaebc825f0",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 读取 monocle2 分析结果\n",
    "\n",
    "### 修改下方的 rds 路径\n",
    "\n",
    "路径为\"data/流程 ID/advanced_analysis/output_高级分析任务 ID/monocle2/monocle_final.rds\"\n",
    "\n",
    "相对目录为../data/，绝对目录为/home/mambauser/data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92e0e7fd-ef5e-4b73-96d6-31cefe5cde00",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "cds = readRDS(\"data/AY1732591902625/advanced_analysis/output_54833/monocle2/monocle_final.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b0b5ea2b-0d76-4365-b5d3-a099c2591bc8",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 20</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>orig.ident</th><th scope=col>nCount_RNA</th><th scope=col>nFeature_RNA</th><th scope=col>mito</th><th scope=col>resolution.0.2</th><th scope=col>resolution.0.5</th><th scope=col>resolution.0.8</th><th scope=col>resolution.1.1</th><th scope=col>resolution.1.4</th><th scope=col>Sample</th><th scope=col>raw_Sample</th><th scope=col>barcodes</th><th scope=col>CellAnnotation</th><th scope=col>singleR_blood</th><th scope=col>Neu_anno</th><th scope=col>singleR_human_all</th><th scope=col>Size_Factor</th><th scope=col>Pseudotime</th><th scope=col>State</th><th scope=col>barcode</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AAGTTCGTACTGGTTCT</th><td>PBMC</td><td>500</td><td>399</td><td>5.6   </td><td>0</td><td>1</td><td>0</td><td>0 </td><td>10</td><td>PBMC</td><td>PBMC</td><td>AAGTTCGTACTGGTTCT</td><td>T_cells</td><td>NK Cell</td><td>Unknown</td><td>NK_cell</td><td>0.4340618</td><td>16.367642</td><td>6</td><td>AAGTTCGTACTGGTTCT</td></tr>\n",
       "\t<tr><th scope=row>ATCAGGTGCTTTCAGAC</th><td>PBMC</td><td>526</td><td>364</td><td>0     </td><td>0</td><td>0</td><td>2</td><td>2 </td><td>12</td><td>PBMC</td><td>PBMC</td><td>ATCAGGTGCTTTCAGAC</td><td>T_cells</td><td>NK Cell</td><td>Unknown</td><td>T_cells</td><td>0.4143317</td><td> 9.843610</td><td>7</td><td>ATCAGGTGCTTTCAGAC</td></tr>\n",
       "\t<tr><th scope=row>GACCCTTTACGTGTTCC</th><td>PBMC</td><td>528</td><td>180</td><td>3.2197</td><td>0</td><td>0</td><td>2</td><td>2 </td><td>12</td><td>PBMC</td><td>PBMC</td><td>GACCCTTTACGTGTTCC</td><td>T_cells</td><td>NK Cell</td><td>Unknown</td><td>T_cells</td><td>0.1979931</td><td>13.107587</td><td>4</td><td>GACCCTTTACGTGTTCC</td></tr>\n",
       "\t<tr><th scope=row>CTGTATTCGACAGCATT</th><td>PBMC</td><td>552</td><td>426</td><td>0.7246</td><td>0</td><td>0</td><td>2</td><td>2 </td><td>12</td><td>PBMC</td><td>PBMC</td><td>CTGTATTCGACAGCATT</td><td>T_cells</td><td>NK Cell</td><td>Unknown</td><td>T_cells</td><td>0.4693683</td><td>11.759849</td><td>4</td><td>CTGTATTCGACAGCATT</td></tr>\n",
       "\t<tr><th scope=row>GTGTAACCGATGCGGTC</th><td>PBMC</td><td>564</td><td>429</td><td>3.0142</td><td>1</td><td>4</td><td>5</td><td>10</td><td>11</td><td>PBMC</td><td>PBMC</td><td>GTGTAACCGATGCGGTC</td><td>T_cells</td><td>T Cell </td><td>Unknown</td><td>T_cells</td><td>0.4721374</td><td> 0.646801</td><td>1</td><td>GTGTAACCGATGCGGTC</td></tr>\n",
       "\t<tr><th scope=row>AGGACTTCGAATCTCTT</th><td>PBMC</td><td>565</td><td>414</td><td>3.1858</td><td>1</td><td>4</td><td>5</td><td>10</td><td>11</td><td>PBMC</td><td>PBMC</td><td>AGGACTTCGAATCTCTT</td><td>T_cells</td><td>T Cell </td><td>Unknown</td><td>T_cells</td><td>0.4631377</td><td> 2.981440</td><td>1</td><td>AGGACTTCGAATCTCTT</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 20\n",
       "\\begin{tabular}{r|llllllllllllllllllll}\n",
       "  & orig.ident & nCount\\_RNA & nFeature\\_RNA & mito & resolution.0.2 & resolution.0.5 & resolution.0.8 & resolution.1.1 & resolution.1.4 & Sample & raw\\_Sample & barcodes & CellAnnotation & singleR\\_blood & Neu\\_anno & singleR\\_human\\_all & Size\\_Factor & Pseudotime & State & barcode\\\\\n",
       "  & <chr> & <dbl> & <int> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <dbl> & <dbl> & <fct> & <chr>\\\\\n",
       "\\hline\n",
       "\tAAGTTCGTACTGGTTCT & PBMC & 500 & 399 & 5.6    & 0 & 1 & 0 & 0  & 10 & PBMC & PBMC & AAGTTCGTACTGGTTCT & T\\_cells & NK Cell & Unknown & NK\\_cell & 0.4340618 & 16.367642 & 6 & AAGTTCGTACTGGTTCT\\\\\n",
       "\tATCAGGTGCTTTCAGAC & PBMC & 526 & 364 & 0      & 0 & 0 & 2 & 2  & 12 & PBMC & PBMC & ATCAGGTGCTTTCAGAC & T\\_cells & NK Cell & Unknown & T\\_cells & 0.4143317 &  9.843610 & 7 & ATCAGGTGCTTTCAGAC\\\\\n",
       "\tGACCCTTTACGTGTTCC & PBMC & 528 & 180 & 3.2197 & 0 & 0 & 2 & 2  & 12 & PBMC & PBMC & GACCCTTTACGTGTTCC & T\\_cells & NK Cell & Unknown & T\\_cells & 0.1979931 & 13.107587 & 4 & GACCCTTTACGTGTTCC\\\\\n",
       "\tCTGTATTCGACAGCATT & PBMC & 552 & 426 & 0.7246 & 0 & 0 & 2 & 2  & 12 & PBMC & PBMC & CTGTATTCGACAGCATT & T\\_cells & NK Cell & Unknown & T\\_cells & 0.4693683 & 11.759849 & 4 & CTGTATTCGACAGCATT\\\\\n",
       "\tGTGTAACCGATGCGGTC & PBMC & 564 & 429 & 3.0142 & 1 & 4 & 5 & 10 & 11 & PBMC & PBMC & GTGTAACCGATGCGGTC & T\\_cells & T Cell  & Unknown & T\\_cells & 0.4721374 &  0.646801 & 1 & GTGTAACCGATGCGGTC\\\\\n",
       "\tAGGACTTCGAATCTCTT & PBMC & 565 & 414 & 3.1858 & 1 & 4 & 5 & 10 & 11 & PBMC & PBMC & AGGACTTCGAATCTCTT & T\\_cells & T Cell  & Unknown & T\\_cells & 0.4631377 &  2.981440 & 1 & AGGACTTCGAATCTCTT\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 20\n",
       "\n",
       "| <!--/--> | orig.ident &lt;chr&gt; | nCount_RNA &lt;dbl&gt; | nFeature_RNA &lt;int&gt; | mito &lt;chr&gt; | resolution.0.2 &lt;chr&gt; | resolution.0.5 &lt;chr&gt; | resolution.0.8 &lt;chr&gt; | resolution.1.1 &lt;chr&gt; | resolution.1.4 &lt;chr&gt; | Sample &lt;chr&gt; | raw_Sample &lt;chr&gt; | barcodes &lt;chr&gt; | CellAnnotation &lt;chr&gt; | singleR_blood &lt;chr&gt; | Neu_anno &lt;chr&gt; | singleR_human_all &lt;chr&gt; | Size_Factor &lt;dbl&gt; | Pseudotime &lt;dbl&gt; | State &lt;fct&gt; | barcode &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| AAGTTCGTACTGGTTCT | PBMC | 500 | 399 | 5.6    | 0 | 1 | 0 | 0  | 10 | PBMC | PBMC | AAGTTCGTACTGGTTCT | T_cells | NK Cell | Unknown | NK_cell | 0.4340618 | 16.367642 | 6 | AAGTTCGTACTGGTTCT |\n",
       "| ATCAGGTGCTTTCAGAC | PBMC | 526 | 364 | 0      | 0 | 0 | 2 | 2  | 12 | PBMC | PBMC | ATCAGGTGCTTTCAGAC | T_cells | NK Cell | Unknown | T_cells | 0.4143317 |  9.843610 | 7 | ATCAGGTGCTTTCAGAC |\n",
       "| GACCCTTTACGTGTTCC | PBMC | 528 | 180 | 3.2197 | 0 | 0 | 2 | 2  | 12 | PBMC | PBMC | GACCCTTTACGTGTTCC | T_cells | NK Cell | Unknown | T_cells | 0.1979931 | 13.107587 | 4 | GACCCTTTACGTGTTCC |\n",
       "| CTGTATTCGACAGCATT | PBMC | 552 | 426 | 0.7246 | 0 | 0 | 2 | 2  | 12 | PBMC | PBMC | CTGTATTCGACAGCATT | T_cells | NK Cell | Unknown | T_cells | 0.4693683 | 11.759849 | 4 | CTGTATTCGACAGCATT |\n",
       "| GTGTAACCGATGCGGTC | PBMC | 564 | 429 | 3.0142 | 1 | 4 | 5 | 10 | 11 | PBMC | PBMC | GTGTAACCGATGCGGTC | T_cells | T Cell  | Unknown | T_cells | 0.4721374 |  0.646801 | 1 | GTGTAACCGATGCGGTC |\n",
       "| AGGACTTCGAATCTCTT | PBMC | 565 | 414 | 3.1858 | 1 | 4 | 5 | 10 | 11 | PBMC | PBMC | AGGACTTCGAATCTCTT | T_cells | T Cell  | Unknown | T_cells | 0.4631377 |  2.981440 | 1 | AGGACTTCGAATCTCTT |\n",
       "\n"
      ],
      "text/plain": [
       "                  orig.ident nCount_RNA nFeature_RNA mito   resolution.0.2\n",
       "AAGTTCGTACTGGTTCT PBMC       500        399          5.6    0             \n",
       "ATCAGGTGCTTTCAGAC PBMC       526        364          0      0             \n",
       "GACCCTTTACGTGTTCC PBMC       528        180          3.2197 0             \n",
       "CTGTATTCGACAGCATT PBMC       552        426          0.7246 0             \n",
       "GTGTAACCGATGCGGTC PBMC       564        429          3.0142 1             \n",
       "AGGACTTCGAATCTCTT PBMC       565        414          3.1858 1             \n",
       "                  resolution.0.5 resolution.0.8 resolution.1.1 resolution.1.4\n",
       "AAGTTCGTACTGGTTCT 1              0              0              10            \n",
       "ATCAGGTGCTTTCAGAC 0              2              2              12            \n",
       "GACCCTTTACGTGTTCC 0              2              2              12            \n",
       "CTGTATTCGACAGCATT 0              2              2              12            \n",
       "GTGTAACCGATGCGGTC 4              5              10             11            \n",
       "AGGACTTCGAATCTCTT 4              5              10             11            \n",
       "                  Sample raw_Sample barcodes          CellAnnotation\n",
       "AAGTTCGTACTGGTTCT PBMC   PBMC       AAGTTCGTACTGGTTCT T_cells       \n",
       "ATCAGGTGCTTTCAGAC PBMC   PBMC       ATCAGGTGCTTTCAGAC T_cells       \n",
       "GACCCTTTACGTGTTCC PBMC   PBMC       GACCCTTTACGTGTTCC T_cells       \n",
       "CTGTATTCGACAGCATT PBMC   PBMC       CTGTATTCGACAGCATT T_cells       \n",
       "GTGTAACCGATGCGGTC PBMC   PBMC       GTGTAACCGATGCGGTC T_cells       \n",
       "AGGACTTCGAATCTCTT PBMC   PBMC       AGGACTTCGAATCTCTT T_cells       \n",
       "                  singleR_blood Neu_anno singleR_human_all Size_Factor\n",
       "AAGTTCGTACTGGTTCT NK Cell       Unknown  NK_cell           0.4340618  \n",
       "ATCAGGTGCTTTCAGAC NK Cell       Unknown  T_cells           0.4143317  \n",
       "GACCCTTTACGTGTTCC NK Cell       Unknown  T_cells           0.1979931  \n",
       "CTGTATTCGACAGCATT NK Cell       Unknown  T_cells           0.4693683  \n",
       "GTGTAACCGATGCGGTC T Cell        Unknown  T_cells           0.4721374  \n",
       "AGGACTTCGAATCTCTT T Cell        Unknown  T_cells           0.4631377  \n",
       "                  Pseudotime State barcode          \n",
       "AAGTTCGTACTGGTTCT 16.367642  6     AAGTTCGTACTGGTTCT\n",
       "ATCAGGTGCTTTCAGAC  9.843610  7     ATCAGGTGCTTTCAGAC\n",
       "GACCCTTTACGTGTTCC 13.107587  4     GACCCTTTACGTGTTCC\n",
       "CTGTATTCGACAGCATT 11.759849  4     CTGTATTCGACAGCATT\n",
       "GTGTAACCGATGCGGTC  0.646801  1     GTGTAACCGATGCGGTC\n",
       "AGGACTTCGAATCTCTT  2.981440  1     AGGACTTCGAATCTCTT"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看meta信息\n",
    "head(pData(cds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "17cb22de-c0dd-4207-a008-74baec1c9ff2",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“\u001b[1m\u001b[22m`select_()` was deprecated in dplyr 0.7.0.\n",
      "\u001b[36mℹ\u001b[39m Please use `select()` instead.\n",
      "\u001b[36mℹ\u001b[39m The deprecated feature was likely used in the \u001b[34mmonocle\u001b[39m package.\n",
      "  Please report the issue to the authors.”\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看细胞的伪时间\n",
    "plot_cell_trajectory(cds, color_by = \"Pseudotime\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b5d0767f-9bc2-4eda-8d57-32a162144b21",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看细胞注释结果，本数据仅作为示例\n",
    "plot_cell_trajectory(cds, color_by = \"singleR_blood\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ee8d89d-54eb-45c9-8b99-3a6fc15fb723",
   "metadata": {},
   "source": [
    "## 读取突变数据\n",
    "### 修改下方的突变矩阵文件名\n",
    "\n",
    "对应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-pseudotime-visualization.src/35d2b8f3-751f-4de5-8081-4492dbd6976f.png\" width=\"40%\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c46c3f44-8c81-4cef-821c-35f4b62c5f04",
   "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 = read.delim(\"PBMC.snp_indel.all_UMI.matrix\", header = T, row.names = 1)\n",
    "snv_cover_mat[1:3, 1:3]\n",
    "\n",
    "snv_mut_mat = read.delim(\"PBMC.snp_indel.alt_UMI.matrix\", header = T, row.names = 1)\n",
    "snv_mut_mat[1:3, 1:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39414625-a238-40f9-adb7-4a5a8b51682a",
   "metadata": {},
   "source": [
    "### 可以从突变矩阵行名来选择突变"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "eda2f774-04e9-4c66-8e38-2903e89ac39c",
   "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></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",
       "\\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",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"SDF4:chr1-1223263:T>G\"     \"SLC35E2B:chr1-1668373:C>T\"\n",
       "[3] \"CDK11A:chr1-1709071:C>T\"  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_mut = rownames(snv_mut_mat)\n",
    "all_mut[1:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad72440-ffa2-4ecf-bda7-655d6a394735",
   "metadata": {},
   "source": [
    "### 指定感兴趣的突变\n",
    "例如 \"NPM1:chr5-171405326:G>A\", 将该突变的发生数作为新的标签添加到 cds 中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e46cb4fc-73b9-4fee-a7da-8931ccdcecc4",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "interest_mut = \"NPM1:chr5-171405326:G>A\"\n",
    "mut_num = as.numeric(snv_mut_mat[interest_mut,])\n",
    "names(mut_num) = colnames(snv_mut_mat)\n",
    "mut_num = mut_num[colnames(cds)]\n",
    "\n",
    "pData(cds)$mut_num = mut_num"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb718bf0-91c3-407d-a5e7-af4f6b8ca220",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### 在曲线上展示，mut_num 表示发生该突变的 UMI 数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "344abe57-04c7-49d6-8774-76bbfe8d9faf",
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cell_trajectory(cds, color_by = \"mut_num\") +\n",
    "scale_color_gradient(low = \"grey\", high = \"red\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a7e4f6d-227b-4d5f-82f6-36e80a10f2dc",
   "metadata": {},
   "source": [
    "### 保存图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "69d7b8cf-5f11-436f-9bac-815413c3ee55",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "p=plot_cell_trajectory(cds, color_by = \"mut_num\") +\n",
    "scale_color_gradient(low = \"grey\", high = \"red\")\n",
    "ggsave(p, file = \"NPM1_G_to_A.png\", width = 6, height = 6) #保存在当前目录下，可在左侧下载"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9117665e-271f-4052-94a8-f2ae20e77c54",
   "metadata": {},
   "source": [
    "\n",
    "## END"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "monocle2(R)",
   "language": "R",
   "name": "monocle2"
  },
  "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
}
