{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a824fc12",
   "metadata": {},
   "source": [
    "---\n",
    "title: 拟时序相关基因筛选教程：探索基因表达随轨迹的动态变化\n",
    "author: SeekGene\n",
    "date: 2026-01-29\n",
    "tags:\n",
    "  - 3' 转录组\n",
    "  - 分析指南\n",
    "  - Notebooks\n",
    "  - 拟时序分析\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d75b1e30-8af2-4bdc-a2b6-67fed4eac9a6",
   "metadata": {},
   "source": [
    "# 拟时序相关基因筛选教程：探索基因表达随轨迹的动态变化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7717720",
   "metadata": {},
   "source": [
    "## 运行环境\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc1159be",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "##############################\n",
    "# 选择jupyter脚本执行环境为 monocle2(R) #\n",
    "##############################"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf6d6b74",
   "metadata": {},
   "source": [
    "## 加载依赖包\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "348f1b40-cd76-4330-bc40-6d1cd7cf845d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T02:44:38.588283Z",
     "iopub.status.busy": "2025-05-07T02:44:38.587107Z",
     "iopub.status.idle": "2025-05-07T02:44:49.128189Z",
     "shell.execute_reply": "2025-05-07T02:44:49.126678Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "suppressMessages({\n",
    "library(monocle)\n",
    "library(Seurat)\n",
    "library(dplyr)\n",
    "library(tidyverse)\n",
    "library(ggplot2)\n",
    "library(ggsci)\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e93cf60c",
   "metadata": {},
   "source": [
    "## 读取分析结果\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "556a9ea3-f2f0-4f0a-a235-542265644ff8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T02:44:49.131726Z",
     "iopub.status.busy": "2025-05-07T02:44:49.130254Z",
     "iopub.status.idle": "2025-05-07T02:44:51.847353Z",
     "shell.execute_reply": "2025-05-07T02:44:51.845852Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "#读取monocle2的分析结果\n",
    "monocle<-readRDS(\"demo_monocle2/output/monocle2/monocle_final.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9613dbec",
   "metadata": {},
   "source": [
    "## 方法说明：拟时序自然样条\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05edab35-7799-4f44-9b50-a0166fd653b6",
   "metadata": {},
   "source": [
    "sm.ns 函数的作用是指定软件通过拟合自然样条曲线来处理基因表达值。自然样条是一种数学函数，它能够平滑地连接数据点，形成一条连续的曲线。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31625acf",
   "metadata": {},
   "source": [
    "## 差异分析\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bbb342c6-ab12-4f9e-babd-91d2bd189e7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T02:44:51.850352Z",
     "iopub.status.busy": "2025-05-07T02:44:51.849322Z",
     "iopub.status.idle": "2025-05-07T03:15:41.404062Z",
     "shell.execute_reply": "2025-05-07T03:15:41.402510Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "diff_test_res = differentialGeneTest(monocle, fullModelFormulaStr = \"~sm.ns(Pseudotime)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e127aab3",
   "metadata": {},
   "source": [
    "## 结果预览\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1e619817-b991-4a0b-a6d8-5e4ac4ec95b6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:15:41.407204Z",
     "iopub.status.busy": "2025-05-07T03:15:41.406092Z",
     "iopub.status.idle": "2025-05-07T03:15:41.438223Z",
     "shell.execute_reply": "2025-05-07T03:15:41.436807Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>gene_short_name</th><th scope=col>pval</th><th scope=col>qval</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;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AL627309.1</th><td>AL627309.1</td><td>1.256879e-20</td><td>1.188652e-19</td></tr>\n",
       "\t<tr><th scope=row>AL627309.5</th><td>AL627309.5</td><td>1.474717e-32</td><td>2.049121e-31</td></tr>\n",
       "\t<tr><th scope=row>AP006222.2</th><td>AP006222.2</td><td>8.636056e-02</td><td>1.579091e-01</td></tr>\n",
       "\t<tr><th scope=row>AL732372.1</th><td>AL732372.1</td><td>1.647113e-01</td><td>2.657367e-01</td></tr>\n",
       "\t<tr><th scope=row>LINC01409</th><td>LINC01409 </td><td>2.159786e-01</td><td>3.301703e-01</td></tr>\n",
       "\t<tr><th scope=row>FAM87B</th><td>FAM87B    </td><td>8.604796e-02</td><td>1.574697e-01</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 3\n",
       "\\begin{tabular}{r|lll}\n",
       "  & gene\\_short\\_name & pval & qval\\\\\n",
       "  & <chr> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\tAL627309.1 & AL627309.1 & 1.256879e-20 & 1.188652e-19\\\\\n",
       "\tAL627309.5 & AL627309.5 & 1.474717e-32 & 2.049121e-31\\\\\n",
       "\tAP006222.2 & AP006222.2 & 8.636056e-02 & 1.579091e-01\\\\\n",
       "\tAL732372.1 & AL732372.1 & 1.647113e-01 & 2.657367e-01\\\\\n",
       "\tLINC01409 & LINC01409  & 2.159786e-01 & 3.301703e-01\\\\\n",
       "\tFAM87B & FAM87B     & 8.604796e-02 & 1.574697e-01\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 3\n",
       "\n",
       "| <!--/--> | gene_short_name &lt;chr&gt; | pval &lt;dbl&gt; | qval &lt;dbl&gt; |\n",
       "|---|---|---|---|\n",
       "| AL627309.1 | AL627309.1 | 1.256879e-20 | 1.188652e-19 |\n",
       "| AL627309.5 | AL627309.5 | 1.474717e-32 | 2.049121e-31 |\n",
       "| AP006222.2 | AP006222.2 | 8.636056e-02 | 1.579091e-01 |\n",
       "| AL732372.1 | AL732372.1 | 1.647113e-01 | 2.657367e-01 |\n",
       "| LINC01409 | LINC01409  | 2.159786e-01 | 3.301703e-01 |\n",
       "| FAM87B | FAM87B     | 8.604796e-02 | 1.574697e-01 |\n",
       "\n"
      ],
      "text/plain": [
       "           gene_short_name pval         qval        \n",
       "AL627309.1 AL627309.1      1.256879e-20 1.188652e-19\n",
       "AL627309.5 AL627309.5      1.474717e-32 2.049121e-31\n",
       "AP006222.2 AP006222.2      8.636056e-02 1.579091e-01\n",
       "AL732372.1 AL732372.1      1.647113e-01 2.657367e-01\n",
       "LINC01409  LINC01409       2.159786e-01 3.301703e-01\n",
       "FAM87B     FAM87B          8.604796e-02 1.574697e-01"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看前5行\n",
    "head(diff_test_res[,c(\"gene_short_name\", \"pval\", \"qval\")])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b79a759",
   "metadata": {},
   "source": [
    "## 选择示例基因\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b2369681-5a06-4746-8082-28eb135d35df",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:15:41.441239Z",
     "iopub.status.busy": "2025-05-07T03:15:41.440168Z",
     "iopub.status.idle": "2025-05-07T03:15:41.450495Z",
     "shell.execute_reply": "2025-05-07T03:15:41.449107Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "#这里选取的基因作为demo测试（选取自己的目标基因进行替换）\n",
    "marker_gene = c('LEPR','VCAM1','BGLAP','RUNX2','COL1A1','SPARC','NR4A1','NR4A2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e286699d",
   "metadata": {},
   "source": [
    "## 提取拟时相关基因\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b9c58f03-d558-4b61-b3e8-67d3267c8e6f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:15:41.453478Z",
     "iopub.status.busy": "2025-05-07T03:15:41.452399Z",
     "iopub.status.idle": "2025-05-07T03:15:41.464640Z",
     "shell.execute_reply": "2025-05-07T03:15:41.463298Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "gene_time <- diff_test_res[marker_gene,] %>% \n",
    "    na.omit() %>% \n",
    "    pull(gene_short_name) %>% \n",
    "    as.character()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44e03710",
   "metadata": {},
   "source": [
    "## 绘制拟时序表达曲线\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3475391e-89f5-4662-8631-937a7098e8eb",
   "metadata": {},
   "source": [
    "可以使用 plot_genes_in_pseudotime 函数来绘制这些基因的表达水平，这些基因的表达水平都随着分化过程（伪时间）显示出显著的变化。这个函数还提供了许多美化选项，你可以用来控制绘图的布局和外观。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2e83988d-e600-40ed-9763-978cdc0f1863",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:15:41.467618Z",
     "iopub.status.busy": "2025-05-07T03:15:41.466566Z",
     "iopub.status.idle": "2025-05-07T03:16:03.616920Z",
     "shell.execute_reply": "2025-05-07T03:16:03.615131Z"
    },
    "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": [
    "# 绘制基因表达轨迹图\n",
    "p = plot_genes_in_pseudotime(monocle[gene_time,], \n",
    "                             color_by = \"subtype\",\n",
    "                             ncol = 2)\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "40887a20-4b61-44f2-b1fa-b953447e1d12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:16:03.620178Z",
     "iopub.status.busy": "2025-05-07T03:16:03.619036Z",
     "iopub.status.idle": "2025-05-07T03:16:06.074911Z",
     "shell.execute_reply": "2025-05-07T03:16:06.073334Z"
    },
    "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": [
    "p1 = p + \n",
    "  facet_wrap(~gene_short_name, scales = \"free\", ncol = 2) +  \n",
    "  theme(strip.text = element_text(size = 15),  \n",
    "        axis.text.x = element_text(size = 10),   \n",
    "        axis.text.y = element_text(size = 10))+   \n",
    "guides(color = guide_legend(title = \"demo\"))    \n",
    "\n",
    "p1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd76a3ae-978d-469f-b931-3216ecb1ea0e",
   "metadata": {},
   "source": [
    "## 根据拟时表达模式对基因进行聚类\n",
    "Monocle 提供了一种方便的方式来可视化所有与拟时序相关的基因。plot_pseudotime_heatmap 函数接收一个 CellDataSet 对象（通常只包含显著基因的一个子集），并像 plot_genes_in_pseudotime 一样生成平滑的表达曲线。然后，它对这些基因进行聚类，并使用 pheatmap 包进行绘制。这使得你可以可视化在拟时序上共同变化的基因模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d8b51a46-8659-46c3-92d4-dc5f585b5e64",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:16:06.078090Z",
     "iopub.status.busy": "2025-05-07T03:16:06.076963Z",
     "iopub.status.idle": "2025-05-07T03:16:06.686294Z",
     "shell.execute_reply": "2025-05-07T03:16:06.684873Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94AAAgAElEQVR4nOzdeXyV1b0v/idCIhBRQBCVILOACopQResQJ6yICiqC47EQL3oqlqsCFaQyaK04tliPVsRznQIySetYFcF6FOuAUMAyK4JHSZyAAAJJ7h/7/vLLyQ64CTvZycr7/fL16t5rr+H7RIZP17P2Y1pxcXEEAEDNt1+qCwAAIDkEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABCIuqkuIIomTdzTp0NHlH739+i0yi0GqJW2Rg2SNVVBlJmsFcvtE9+YyFTlVpXIVAnWkBc1q9jA+Jb4UhOcKsqL67Qxflx53RJpSXz+RKaq7G6JiCu+OJHLqR7mpaXtVf/s3Tyyd/LkyS+//PKOHTvOOOOMYcOG1alTp0yHF154YcaMGXl5ea1atRo0aNDhhx9+zTXXXHjhhTfffHOipc6b16hRo+OOO26vCt4X1SDYAQBUuRYtWtx+++3p6ekjR46sU6fOsGHDSn9666233n///QceeGC3bt1ee+21L7/88r777ps/f36nTp0SX+KMM844/fTT582bl+TSd8+tWACgNjrvvPOOP/74Ll269OrVa8WKFaU/WrJkyf3339+8efNly5bNmzfvs88+u+eee0o+XbZsWXZ29qOPPhpF0XPPPZednf2Pf/yjsLDw7rvv7tOnT58+fW655ZYtW7YMHDgwiqJPPvkkOzv7P/7jP6IoWrly5b//+7+ff/75t9xyy8aNG6MoWrduXXZ29u9+97sxY8b0799/3y9KsAMAaqnx48efd955kydPvvHGG0u3z507N4qiq6++ukWLFlEUpaWlHX300SWfbtq0af78+WvXro2iaN26dfPnz//222+feeaZUaNGNWrUqHPnzu+///6mTZs6duwYRVFmZuYxxxxz2GGHbdiwoUePHrE9v6lTp55xxhk7duzYunXr/Pnz77jjjr///e/169ff9ysS7ACAmiRzL//Zg2uuuWb06NHt27ffsGFD6fYtW7ZEUdS4ceM9jE37n0f9du7cGUVR/fr1jz322Nzc3MMPP3zcuHFRFHXo0OHhhx/u27fvtGnTNm3aVLdu3UWLFqWnpy9btmzhwoWxsd27d583b95TTz1VgZ9GGc7YAQC1VOvWrVu3br3ffvuNGjXqnHPOKWnv0KFDFEXvvvtuuaNika64uDiKou3bt8car7766rVr177++uvPPvvsrl275s2bd/LJJ5ce9d1330VRdOqpp5ac0mvevHlseJcuXZJ1RXbsAIDaaNu2bbEXS5cubdSoUemP+vTpc8QRR7z00ks333zzm2++OWXKlNtuu63k02bNmkVRtHjx4o0bN86ZMyfWuGLFiosvvnj+/PlPPvnkzp07P/jggyiK6tevn5+fv2HDhm3btv3sZz+Louj777//t3/7t3POOWfNmjXNmzePjY3/Qm6FCXYAQG3UuXPnCy644Nxzz73rrrtit01L1K9f/5VXXjn22GMffPDBs88+e/DgwQUFBSWftm3b9qyzznr11VdbtmyZnp4ea/zoo4969OjRoEGDgQMHHnbYYRdccEEUReeee+7SpUuzsrL+z//5PxdeeOENN9zw3HPPHXjggbFjdml7+dyWRKQV7+bhLlXHc+yAVPMcu72a3HPs9jR/IlNVdrdE1OTn2C3byzx01G6izrZt25YuXZqRkdGpU6eMjIxy+6xcuTI/P/+II45o0aLF1q1b//GPfxx++OFHHnnkrl27/vnPf2ZlZW3btm3NmjVdu3Zt0qTJxo0b165dm5GRcfTRR8cmLCwsXLRo0aZNm4488sjDDz88iqJYn8aNG3fo0CEtLa30nHv5YyifYAcg2O3d5ILdnuZPZKrK7pYIwS5QbsUCAARCsAMACITHnQAANUnSTk7sXtqnV+9V/+LOT1dSJXvLjh0AQCAEOwCAQAh2AACBcMYOAKhJEnqkUOq8+uqr06dPX7NmzQsvvHDQQQdV8ep27AAAkiY/P/+0005bunTpzp07q351wQ4AIGmuuuqqf/u3f9vdf8qisgl2AACBcMYOAKhJquA5djWXHTsAgEAIdgAAgRDsAACSZsaMGVddddV33313ww03PPTQQ1W8ujN2AABJ071796ZNm+bk5ERR1LRp0ypeXbADAGqSav6A4jZt2rRp0yZVq7sVCwAQCMEOACAQbsUCAPwPxW902bsBnSunjr0n2AEANUqzVBdQjbkVCwAQCMEOACAQbsUCACTN5MmTX3vttV27dl1yySVXXXVVFa8u2AEANcohqS5gjxYuXDh06ND999//l7/85YEHHnjhhRdW5eqCHQBA0vzpT3+Kvbj66qvfe++9Kg52ztgBACTfvHnzunfvXsWLCnYAAEn2hz/8Yb/99rvkkkuqeF23YgGAGqXaP8du5syZzzzzzNy5c9PS0qp4acEOACBp5s6d+9vf/nbu3LkNGzas+tXdigUASI6ioqK+ffsefPDBt9xyy1VXXfXEE09UcQF27ACA2qioqOjTTz/dtWvX0UcfXbduchJRWlraX/7yl5K3hx12WFKmTZxgBwDUKEk6Y9e5c+cWLVrsv//+n3/++fz585s1S8K8aWlp2dnZ+z5PhbkVCwDURm+88cbcuXNfeeWVM88887HHHkt1Ockh2AEAtVHLli1jLw444ID99gskEbkVCwCUY+jQof/85z/T0tIOP/zwX//61yeccEKsfd68eU8++eTXX3/dunXrK6+88tRTT411vuGGG4466qjSM2zfvv2CCy4YMWLEOeecU3rOjIyMrl27jho1qkmTJlV8UfHWr1+fm5v79ttvl26c0GHEXk0yJqkl7YtA8ikAkFwLFy685ZZbnnrqqf79+/fu3buwsDCKolmzZuXk5PTt23fSpEn9+vUbNWpUSedNmzaVmeGll15avnz5448/XmbORx99dNOmTTfccEMFK2u2l//s3qZNm/r27fuHP/yhVatWFSymmrFjBwCUr1mzZi1btmzevHlRUdGPP/7YoEGDW2+9NTc398QTT4yiqEOHDmeeeeYehufm5j700ENDhw7dvHlzyUPdmjVr1rZt25EjR55++ulVcQ279+OPP/br1++6667r27dvaitJomQGu1dffXXdunWJ92/btu3ZZ5+dxAIAgCQaNWpU48aN//Wvf40ZM6ZBgwZ5eXn5+fmxVBeTnp6+u7GbN29+7733cnNzX3rppTlz5lx11VWlP12xYkVSvoW6L6644oojjjjirLPOWrVq1UEHHZTyepIimcHu0ksvbdiwYYMGDRLsf9555wl2AFBt5eTkdO3a9dNPPx0zZsy11177ww8/lGy8vf7667Fvkj744IMl30Iobfbs2b17905PT7/88ssffPDBkmA3cuTIzMzMhQsXlr5FW/UKCwu/+eabb775JicnJ4qi888/f/jw4UmZefLkyS+//PKOHTvOOOOMYcOG1alTJynTJiiZwa6oqGjKlCnnnXdeEucEAFKlbdu2xxxzzDHHHPPcc8+98sorl156aX5+/pYtWw444IAePXocdthhAwcO/OGHH8oNdrm5uV9//XXfvn0LCwtff/31b7755uCDD46iKCcnp3v37m3atKlfv34FyzpkX67p/6lTp868efOSMFGcFi1a3H777enp6SNHjqxTp86wYcMqY5XdccYOAPgJX3zxxYEHHpiRkTFgwIDx48dPnDixcePGjRs3rlevXrn98/PzFy1a9PLLL8feNmrUaMaMGUOGDImiqEOHDmW+PBuYkh2uXr16rVixoopXF+wAgPJNmDChWbNm//rXvw466KBzzz03iqL777+/f//+Xbp0OeaYY77++uvmzZu3aNEi1nns2LFNmzaNoqhjx45Nmzbt3bv3cccdF/vo2muvnTBhQizY1Qbjx49/7733vvjii+eff76KlxbsAIByTJo06YcffkhLS2vevHmnTp1ijc2aNZs3b97q1avz8vJat2596KGHlu4ce33QQQfVr1//oosuKpkqOzs79jWLSZMmtWvXrmqvIwWuueaaM88887777tuwYUMVb08KdgBAObp167a7j9q1a1cmn+2hcxRFderUOe20036yW6Kq/bdXW7du3bp16/3222/UqFElD2euGh5QDACQNNu2bYu9WLp0aaNGjap4dTt2AABJ07lz5y5duuzYsWP58uVz5syp4tUFOwCApPn000+XLl2akZHRqVOnjIyMKl5dsAMAapTqfcaufv36PXr0SNXqztgBAARCsAMACIRbsQAA/8OYX6S6gooS7ACAGqV6n7FLLbdiAQACIdgBAARCsAMACIQzdgBAjXJIqguoxuzYAQAEQrADAAiEYAcAEAhn7ACAGsVz7HbPjh0AQCAEOwCAQAh2AACBcMYOAKhRnLHbPTt2AACBEOwAAAIh2AEABMIZOwCgJtkaNdir/nvXu4azYwcAEAjBDgAgEIIdAEAgBDsAoCbZGjXYq392N88DDzzQrl27tLS0/Pz8qqy/Ugl2AEBtlJ2dPXfu3BYtWqS6kGTyrVgAoDY6/vjjU11C8tmxAwAIhB07AKAmKYgy96p/00qqo1qyYwcAEAjBDgAgEIIdAFAb3XvvvVlZWV999VXXrl1zcnJSXU5yOGMHANQke/vfit2d4cOHDx8+PClTVR927AAAAiHYAQAEQrADAAiEM3YAQE2SrDN2QbJjBwAQCMEOACAQNexW7GlpM8trjt+SjfuPjTQrb9whcS3x3RJpqfBUCXaLn7y8bg2irT/ZkhkVxM+UyMD4lgTnr/BUCfZJ4oqJ1JDgDzDBPhUemIhyS01EhVdMogrfZ9nb/9DQ3q6YSLcEf4CJTJXg5SQyVRIvMLkD41X4X2Kif+rGqfBvlngV/u2T4MBKnr/cv2GpYWpYsAMAajln7PbArVgAgEAIdgAAgRDsAAAC4YwdAFCTOGO3B3bsAAACIdgBAARCsAMACIQzdgBATVLxp1jXAnbsAAACIdgBAARCsAMACIQzdgBATeI5dntgxw4AIBCCHQBAIAQ7AIBAOGMHANQkztjtgR07AIBACHYAAIEQ7AAAAuGMHQBQkzhjtwd27AAAAiHYAQAEQrADAAiEM3YAQE2SrDN2P/7447hx4z7++ONevXrdfPPNSZkz5ezYAQC10fjx47/++us//OEPf/vb355++ulUl5Mcgh0AUBs99dRTEyZM6Nix4+jRo5988slUl5Mcgh0AUOv8+OOP33///eGHHx5FUceOHVevXp3qipLDGTsAoCYpiDL3fZKtW7dmZGTEXtevX7+goGDf56wO7NgBALVO48aNt2/fvmvXriiK8vLymjdvnuqKkkOwAwBqo5NOOumNN96Ioujll1/Ozs5OdTnJ4VYsAFAb3XHHHVdfffUJJ5zw4YcfxhJeAAQ7AKAmSdZz7E499dSPPvpoxYoVXbt2zcxMwrm96kCwAwBqqYMPPvikk05KdRXJVDeKor///e8vvfTSvs+1c+fOLVu27Ps8AABUQN0oiv785z+/9dZbnTt33se5iouLg/m2MABAjfP/bsWed955jz/++D7O1aBBg2C+LQwAVE/JOmMXJI87AQAIhGAHABAIwQ4AIBAedwIA1CTO2O2BHTsAgEAIdgAAgRDsAIBynHLKKS1btmzXrl23bt3ef//9WGPr1q3Xr18fe/3iiy/26dMn1rNHjx6xxg8//DA7O7uwsLB79+5vv/12rLFXr16zZ8+Oouiaa65p2bJlq1atcnJydu7cWdWXVAsIdgBA+aZPn7569eqbbrpp6NChe+65cePGV155peRtnTp1HnnkkV/96lc7d+7Mzc1NT0/v169fFEXnn3/+mjVrVq1a9eWXX06ePLliVW2NGuzVPxVbpYYS7ACAPcnOzi7Zpdud4cOH33nnnaVbTjzxxJNPPnns2LGjR4+eNGlSrHHAgAHp6enp6eknnXTShg0bKqviWqyKvhW7cuXKJ554okxjly5drrzyyqopAAComBdffLFv37577nPqqadOnz79rbfeatiwYUnj3Xff3bJly1tvvbVt27alO2/fvn3atGn7/p+8Il4VBbuXXnrpkUceOfHEE0s3ZmZmVs3qAEAFDBw4cNu2bTt37vzwww9jLWlpaaU7lH57++2333nnnffcc09Jy9tvv33QQQctWbKk9JDi4uKcnJyLLrropJNOqszaa6kqCnbFxcXt27d//fXXq2Y5AGDfTZ069fjjjx87dmxOTs7cuXOjKDr44IO//fbbrKysKIq++eabpk2blnTu1avXmDFjFixYEHtbUFAwYsSIuXPnDho06LXXXjv33HNj7SNGjKhbt26Z+7Z7pSCyMbRbztgBALuVkZExbty4NWvWxL4Ym52dPWXKlCiKduzY8eyzz55++umlO48ePXrixImx1+PHj7/ssss6der0yCOP/O///b937NgRRdHEiROXLVs2efLkMjt/JItgBwDsSXp6+m233RZLbGPGjNm4cWP79u2POuqoLl26XH311aV7XnDBBU2aNImiaNmyZbNnzx49enQURccdd9zZZ5997733FhYWjhw58oMPPmjdunVWVtaIESNScjlh858UAwDK8c4775S8HjJkyJAhQ6IoOuigg5577rnd9UxLS/vkk09ir1esWFHS4Y9//GPsRXFxceUVTGTHDgAgGHbsAICapLY9c3iv2LEDAAiEYAcAEAjBDgAgEM7YAQA1iTN2e2DHDgAgEIIdAEAgBDsAgEA4YwcA1CTO2O2BHTsAgEAIdgAAgRDsAACiL774Yv78+Tt37kx1IfvEGTsAoCapjDN2OTk5b7755n//93+vX7++adOmSZ+/ygh2AEBtN2nSpPr162dlZaW6kH3lViwAUNvVr18/1SUkh2AHABAIt2IBgJqkIMrc90m2bNmyatWqKIqOOOKIJk2a7PuE1YQdOwCg1lm7du2dd9555513Ll68ONW1JJMdOwCg1unSpcuMGTNK3n777bfffvttYWHh2rVrd+3adeihh6awtn1hxw4AqO1mz56dk5PTsWPH4cOHP/zww6kup+Ls2AEANUllPMdu8ODBgwcPTvq0Vc+OHQBAIAQ7AIBACHYAAIFwxg4AqEkq44xdMOzYAQAEQrADAAiEYAcAEAhn7ACAGiVvL/s3q5Qqqic7dgAAgRDsAAACIdgBAATCGTsAoEbZuJf9nbEDAKDGEewAAAIh2AEABMIZOwCgRtnb59jVJnbsAAACIdgBAARCsAMACIQzdgBAjeKM3e7ZsQMACERN27HrX97To+PbDkmgT7mNiTycutw+CazYINoaPy6+MTMqqNjARFriJ6/wVAnOn+BUFasqJSsmUkMik+9Lt+D/32qDZgn9HLZGDcoOjPsBxvdJULkDkzh/vIIoM5HJE1kxvk+5o+JXTHC5itWQ4MBEqtqXGircLYkDE7zGJK6YiIsrb2qqkB07AIBA1LQdOwCglgv9rsW+sGMHABAIwQ4AIBCCHQBAIJyxAwBqFGfsds+OHQBAIAQ7AIBACHYAAIFwxg4AqFE2Jn/Ka6655q233tpvv/3OOeec//iP/0hPT0/+GlXCjh0AUNudf/75a9asWbVq1Zdffjl58uRUl1NxduwAgNpuwIABsRcnnXTShg0bUlvMvrBjBwAQRVG0ffv2adOmnX/++akupOLs2AEANUrlPMeuuLg4JyfnoosuOumkkyplgSphxw4AqHXefffd9u3bt2/fftasWbGWESNG1K1b984770xtYfvIjh0AUOucfPLJq1atKnk7ceLEZcuWzZkzJy0tLYVV7Ts7dgBArVZYWDhy5MgPPvigdevWWVlZI0aMSHVFFWfHDgCoUZJ9xq5OnTrFxcVJnjRF7NgBAARCsAMACIRgBwAQCGfsAIAapXKeYxeGJAe7u++++8knn4xvX7FiRX5+fnLXAgCgtGQGu9/+9rdr164t96MGDRrUrWt3EACgEiUzbP3mN7/Z3UcPPvjg008/ncS1AAAowy4aAFCjbEx1AdWYb8UCAARCsAMACIRgBwAQCGfsAIAaxXPsds+OHQBAIAQ7AIBACHYAAIFwxg4AqFkK9rJ/ZqVUUS3ZsQMACIRgBwAQCMEOACAQztgBADXL1r3s74wdAAA1jWAHABAIwQ4AIBDO2AEANcvePseuWaVUUS3ZsQMACIRgBwCU45RTTunRo0fs9YcffpidnR1rbNmyZbt27bp16/b++++X7j98+PC0tLRdu3bF3ubl5aWnpz/22GMlHR544IF27dqlpaXl5+dX0TXUPoIdAFC+jRs3vvLKK2Uap0+fvnr16ptuumno0KEljf/85z/XrVu3//77l+7Ws2fP3Nzckpbs7Oy5c+e2aNGissuuzQQ7AKB8w4cPv/POO8v9KDs7e/369bHXxcXFN99888SJE0t3yM3Nvf/++9evX79hw4ZYy/HHH9+qVatk1FWwl//UIqkJdqtXr+7du/eECRNSsjoAkIhTTz21Tp06b731VvxHL774Yt++fWOvn3jiiezs7NKh7Ysvvvjqq69OOOGEyy67bNq0aVVULqkKdosXL37rrbfatm2bktUBgATdfvvtZTbtBg4c2Lx58zvuuOPWW2+Nouibb76ZPHly7HWJqVOnXnbZZbHOpe/GUtlSdiu2fv36V155ZapWBwAS0atXry1btixYsKCkZerUqV988cX111+fk5MTRdGSJUvWrl3bsWPH1q1b//jjj+3bt9+6dWtubu5//ud/tm7d+sILL1y0aNHKlStTdwW1i+fYAQB7Mnr06BtvvLH0fbaMjIxx48Z16NDh/fffP/3007/++utYe7169VatWrV69eqCgoKSo3V33HHH1KlTx4wZk7yK9va/FfvTJk+e/PLLL+/YseOMM84YNmxYnTp1kr5E1fDlCQBgTy644IImTZqUaUxPT7/tttvKfGEiJjc3t1+/fiVvL7nkktjd2HvvvTcrK+urr77q2rVrbLev+mjRosXtt99+9913v/nmm5MmTUp1ORVnxw4AKMc777wTe5GWlvbJJ5+UaYyiaMiQIUOGDCk9ZPv27VEUjR07tnRj165dly1bFkXR8OHDhw8fXpklV9x5550Xe9GrV68VK1aktph9IdgBAETjx49/7733vvjii+effz7VtVScW7EAQM1SKc+xu+aaa0aPHt2+ffuS04E1kWAHANQ6ixcv7tu3b9++fefOnRtrad269SmnnDJixIi77rortbXtC7diAYBap127drHn82VlZUVRtG3btvr160dRtHTp0kaNGqW4uH0g2AEAtU5mZuYxxxxT8rZz585dunTZsWPH8uXL58yZk8LC9pFgBwDUJMXF2Umf89NPP126dGlGRkanTp0yMjKSPn+VEewAgNqufv36PXr0SHUVSeDLEwAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABKJu1SyTlpa2fPnyHj16xN5+//33BQUFVbM0AEAtUUXB7pJLLtm5c2dRUVHs7dKlS2fNmlWRie5IrNshcS3NEhrXINr6ky2ZUUKRNJGp9mVgImVUdg0VszVqkMiK5XZLREGUWaalwv/KEuyTHzWtwFQVriGKyvn1nOA1JrOGGqLcy4n/1RX/A0zwRxr/6y2R5RJU7sBEZktwxfji4wcmOFWCAyu2YoI/h0T+XexutjLyyvs7I6HC8uKGbSx/gbKWJdCn3Nniu5U7ML5xaVxLcXkDqWmqKNi1bNly+PDhJW9nz5794osvVs3SAAC1hDN2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAIByLFy4cPny5bHXmzdv/uSTT2KN8+bNe/fddzdu3Fimf35+/rx584qLi0ta/uu//uu7774reVtUVLR06dJFixbt2rWr8suvpQQ7AKAcQ4cOPfPMM3/88ccoipYvXz5s2LBY44MPPvjoo48ef/zxU6ZMKd3/+uuvP+usswoLC2Nvly9ffsopp0yaNKmkQ+fOnYcOHfqb3/yma9eueXl5VXgptYhgBwCULysr68knnyzTeNtttz311FPPPvvs73//+5LGF154oX379unp6SUtubm511133dSpU0ta3njjjblz577yyitnnnnmY489VtnF106CHQBQvpEjR95///3l3jnNysrauXNn7HVBQcG99947ZsyY0h2mTp162223NWzYMHYPN4qili1bxl4ccMAB++0ngVSK1PxY99tvvx9++OHGG29MyeoAQCLatm3bs2fPZ555pnTjmjVrPv7443vuuWf06NGxljvuuGPYsGGZmZklfT7++OPGjRu3adPm8ssvz83NLT18/fr1ubm5V155ZRXUXwulJtidffbZkydP7tu3b0pWBwASNGrUqIkTJxYVFZW0TJ48efjw4dOnT2/Tpk0URatWrXrzzTc7dOjwySefFBcXL1q0qKioKDc394QTTvjkk0+OPPLIqVOnlnyjYtOmTX379v3DH/7QqlWr1FxP6OqmZNXMzMxf/vKXKVkaAEhc586djz766OnTp5e0/O53v+vZs+esWbOuv/76fyUOuxwAAB4jSURBVP3rX1u3bm3VqtXYsWOjKNq1a9f48eOnTp06ffr04447LtZYXFz87rvv/vznP//xxx/79et33XXX2dmpPKkJdgBATXH77befcsop3bt3L9148cUX33vvvbNmzerfv/8LL7wQa6xXr97MmTPfe++9Fi1alDQ+/PDDubm5P//5z6+44oojjjjirLPOWrVq1UEHHdSsWbOqvpJawNFFAKAc3bp1O+CAA6IoOvbYYwcNGnTcccfFGg888MBYh7vuumvBggWlh5x22mlpaWlLly4dMmRISePFF1+cl5dXWFj4zTffrF27NicnJycn5z//8z+r7kpqk7Ti4uKrr766Xr16jz/+eGpKmDRxT58OHVH6XdrSxOY8JK4lsf9X0CDa+pMtmVFBsqbal4GJlFHZNSRSVYVXTLBPIgMr/K+sYn0S75bEgQleY6XWUINsjRoka6qCKPMn+1R4uXIHJjJbgivGFx8/MMGpEhxYsRUT/DkkMnmC8+eV93dGQoXFP5qt7EN8d9NtWQJ9yp0tvlu5A+Mb4/4+LfVcYWowO3YAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABKJuqguIoqEjEu9bfHTl1RHTIIGWppVdBFCp4n9XV5g/DvgfmiXQUq7s5NZB7WXHDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACkfpvxU54dU+fjvnF/3h7STSrYqsURJkVG1j1tibzG3vUXg2irZU6f2ZUULGBiRQW3yfBy4nvVm6dTaP8iq3YLMr7yW7xk8ePiqKoQV7c/EvjOi2LH1det/jp4wduLG+qcupKTPw3PQ9JoE8URUfFtcQ/6yC7bMPWo8r5UzEvboF10RFlWj6PWsUPzI/7KnP8VPF9ovL+cI5vif+7JsE/0pP4J3+Fp1oWdU5WDaSQHTsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQDlmzdv3jXXXNO7d+9bbrll7dq1scZXX311wIAB55133u9///vt27fHGocOHbps2bLSY1999dXBgwefccYZP/zwQ0nj9u3bzznnnNdff33P3agwwQ4AKMecOXMGDx588cUX33///ccdd9wDDzwQRdHMmTN//etfDxky5L777lu1atWAAQNinRcuXLhp06bSw/Pz80877bSlS5fu3LmzpPGll15avnz5448/vuduVFjdVBcAAFRHt9xyyzPPPHPSSSdFUdS5c+errroqiqIRI0Y8++yzPXv2jKLo8ccfP/roo//+97+feuqp8cNj/UePHl26MTc396GHHho6dOjmzZsbNmy4u25UWAp27D7//PPHH3/8z3/+8xtvvFH1qwMAPykvL2/jxo2xVBeTlpa2cePGvLy8WKqLtZx11lkLFixIcM7Nmze/9957F1xwwS9+8Ys5c+Ykv2hSEuwmTZo0bNiwe+6554UXXqj61QGAn/TDDz/EdtT23NiwYcPEz8bNnj27d+/e6enpl19+eW5ubnIK5X9Kwa3YoqKic845R6oDgGqrVatW+fn5JTdMSzdu2rTpwAMPjLWsXLnyvPPOS3DO3Nzcr7/+um/fvoWFha+//vo333xz8MEHJ7/02s2XJwCAstLT06+44opx48bF3hYVFb399tsZGRkDBw783e9+F2tcvHjx22+/3a9fv0QmzM/PX7Ro0ZQpU8aOHTthwoQBAwbMmDGjsqqvxXx5AgAox7333nvppZd27dr1yCOPXLZs2S9/+cvTTjvt3nvvvfDCC08++eTmzZt/+OGHjz/+eOPGjWP9x44d27Rp0yiKOnbsOGbMmBkzZrzwwgvffffdDTfc8POf/3z//ffv3bv3cccdF+t87bXXTpgwYciQIWW6DRs2LGUXHATBDgAoR9OmTefNm7dq1apvvvnmyCOPjAW4Qw45ZMGCBcuWLdu8eXOXLl0aNGgQ6zxp0qSSw3YHHXRQFEXdu3dv2rRpTk5ObKq6detedNFFJZNnZ2enp6fHd6vaSwyQYAcA7Fb79u3bt29fpvGoo44q09KtW7cyLW3atGnTps3upq1Tp85pp532k93YW87YAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABKLuXvX+/PPPp02bVlxcvC9LfvDBB2lpafsyAwAA8fYu2E2bNm38+PGdOnXalyXXr1/ftGnTio0tiDL3ZelqaGvUINUlEKYK/9JqEG1NpFuFfzMm8XdxZlRQsYGJXGO5feIb41viqyp/qmZlG5tm55dpaZadFz+waRTXLSrbLb5PNC9+pihaFtcS3y2+TxRFG8s2FCwtr1ucrXHzx/8yjf/1Ef+ziqKo1dGfl23JLtty6ul/L6eI7LINn0etyrTkR+X8JZVIt/iWcn/Bx3dL8DdsIt324bdY54oOpBrZu2BXXFx8zDHHLFiwYF+WvPnmm9esWbMvMwAAEM8ZOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAIByvPbaa8cee2zHjh2PPPLIP/3pT1EUnXLKKS1btmzXrt3PfvazTz75JIqivLy89PT0xx57rGRUSZ9u3bq9//77URQVFRWNHz++devWbdq06dGjx1//+tdUXVFtINgBAGUVFRVdeeWVU6dOXb58+eLFi08//fRY+/Tp01evXn3dddfddNNNsbc9e/bMzc0tPTbW56abbho6dGgURRMnTvyv//qvjz/+eO3atbNmzdqwYUPVX07tIdgBAGVt27Zt27ZtLVq0iKKoXr16xxxzTOlPzznnnFWrVkVRlJube//9969fvz4+rmVnZ69fv764uPj3v//9n//85yZNmkRRdMQRR1x//fVVdRG1UWqC3bJly37zm988++yzKVkdANizzMzMwYMHt2/f/sorr3zmmWcKCwtLfzpz5syjjjrqiy+++Oqrr0444YTLLrts2rRpZWZ48cUX+/bt+8UXX2RkZLRq1aoKa6/V6lb9kmeeeeaSJUs++uijzMzMql8dAEjEH//4x5tuuun111//4x//+Ne//jUW3fr167f//vu3b9/+4Ycfnjp16mWXXRZF0cCBAwcPHnzzzTfHBg4cOHDbtm07d+788MMPoygqLi5O4VXUNikIdn369OnTp0/VrwsA7JX27du3b9/+iiuuOPjgg2ObdrNnz+7Zs2fs0yuuuOLrr7+O3X/78ssvV65c2aFDhyiKpk6devzxx48dOzYnJ+fNN9/cuXPnZ5991rp169RdRy3ijB0AUNa2bdteeOGFoqKiKIoWLFiQlZVVp06d0h2WL19eUFCwYcOGzz777LPPPrvtttumTp1a8mlGRsa4cePWrFnzj3/8Y8SIEf/rf/2v/Pz8KIrWrVv3yCOPVPG11Cop2LEDAKq5tLS0p59+etiwYXXr1m3SpEn8sfjc3Nx+/fqVvL3kkksGDhw4ZsyYkpb09PTbbrtt4sSJzz///I8//nj88ccXFxc3b958woQJVXQNtZJgBwCUVa9evZkzZ5ZpfOedd0pejx07tvRHXbt2XbZsWZk+Q4YMGTJkSBRF48aNGzduXOVVSwm3YgEAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABKJu7H/eeeedIUOG/GTvTz75JD8/v5JLAgCgItKKi4v/+te/vvjii4n0jgW71atXV3ZZAADsrbTi4uLEe99zzz2zZ89esGBB5RUEAEDFOGMHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIGom+oCorRPr97Dp8Wdny799qjo04qt0iDamsRuSRyYGRVU5YpVf4EVHhivwj+rCkti8ZVta9Sg8iYviDIrNrDCVSU4MJFuCU5Vba+x5qrwn7rxv9PLnSq+MZGWcudvGpV9Pmt8SxRFzaK8n+zWKvq8bA155f0c5iXQMr2ccXllS4g+K6dXBf1sb56SQbVlxw4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCDqproAAKA6mjJlSq9evbKyskq3rFu3Lva6adOmN954Y6wlIyOja9euffr0KemTkZFx1FFHXXjhhfvtZwupSvlxAwDlmDJlyvr168u07NixIysrKysr69BDD421pKWlHXrooXfeeedtt91WuuW+++779a9/nZrSazE7dgBAoi688MKePXuWbjn33HN79uz5s5/97KKLLrr77rtLWk444YTevXtPmjQpRZXWUpUY7Hbt2rV58+Y9dMjIyMjMzKy8AgCA5Jo2bdqCBQuiKGrXrt0FF1xQ0r5z5846deqU7rlr164mTZpUdX21XiUGu169er311lt76NC/f//nn3++8goAACrbtGnT3n777Weeeebaa6+NtcyYMePdd9996aWXHn300ZSWVhtVYrD79ttvb7311oEDB+6uQ+PGjStvdQAg6QYMGFDmVmwURQcccMAjjzxyyimnlLQUFBSsXbv2/fffj+9MparcM3ZZWVndu3ev1CUAgBSKj3qXXnppz549+/btm52dPWjQoIYNG6aqtlrIlycAgPL95S9/WbJkSRRFhx56aOxpJiUt9erVu+qqq/YwtkuXLr169Xr88cdvvvnmqqmWyONOAIByDRo0KCMjY/369evXr9+4cWOZli+//DLWUvpBd2VaJkyYYLuuitmxAwDKMWjQoH1sad++ffv27SujNnbHjh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAg6u7tgO3bt69ZsyaRnjt27CguLt77kgAAqIi9C3YHHHDAokWL2rVrl2D/hQsX7n1Je9I0yk/uhMmyNWpQxQOBeA2irZU6f2ZU8JMt8RKsKr5buQPjG+NrSHCq+D9R46cq90/d+NmaRXmJDIyWxbUsjWspO1N5fcrtFt+SXM0q1OeQ8rodFdfSP67lV+VNHzcwM+4vkXL/WimIMhPpRgD2Lthdf/31vXv3TnAfrk+fPt26datQVQAA7LW9C3Z16tRp06ZNgp0zMjLS0tL2viQAACrClycAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAGW99NJLCxYsKHm7efPmiRMnxl5/++23U6ZMmThx4l//+tfCwsJYY3Fx8V133fXpp5+WDJkyZcrkyZNL3s6cOfO+++6LvV63bt3TTz89bty4rVu3VvqV1DKCHQBQ1vbt2++6666St3PmzPnwww+jKFqyZEmXLl0WL17csGHDF1544brrrot1eOedd+66664//elPJUOmTJkycuTI77//PoqioqKiUaNGlQS7Rx99dO7cuQ888IBgl3SCHQBQ1vnnn79gwYLvvvsu9nbq1KmXX355FEU33njjPffc89BDD91www1PPPFEyTZebm7uhAkT5syZU7KHF0XRueeeO2vWrCiK5s+f36NHj5L23/3ud08++WTDhg2r7npqjbqVOvv69es/+uij3X3auHHjtm3bVmoBAEAF1KtXr3fv3rNmzRo8ePB33333/vvvz5w5c8uWLQsWLJg7d25Jt6ZNm0ZRtGvXrr/85S9LliyZN2/em2++2atXr9inl1122aOPPjpo0KCpU6cOGDDgzTffTM3F1CaVGOyaNGly3333ley7xuvfv//zzz9feQUAABV2+eWX33///YMHD545c2afPn3233//zz77rFmzZvvtV/Z23xtvvNG9e/dGjRpdfvnlubm5JcGudevWBQUF//3f/71gwYK77767yq+gNqrEYPe3v/1t8+bNe+iQkZFReasDAPvi7LPP/uUvf7lx48apU6eOGDEiiqIWLVrk5eUVFhbWqVOndM/c3Ny6des+9NBDBQUFs2fPfvTRR/fff//YR5dccskNN9xw5plnxsdBKkMl/pTr1q3beI8yMzMrb3UAYF/UrVu3X79+Dz/88LJly84666woig444IATTzzxueeeK+mzcePG7du3v/baa6eeemoURZmZmUcdddTLL79c0qF///5/+9vfBgwYUPX1106Ve8YOAKi5Lr/88jPPPHPIkCElW3STJk0699xzP/jggyOPPPLjjz+uU6fOL37xixNPPHHYsGGxDoceemhubm6/fv1ib1u0aBH76mvs67ExH3300cKFC7du3frMM88cc8wxZ599dtVeVsjsiwIA5TvllFPGjh37q1/9qqSla9euS5Ys6dq1a0FBwcUXX/zYY4/Vq1dv5MiRJR369OkT+wLsoEGDDj300JL2evXq3XrrrbHXP/zww/r162+66abvv/8+Pz+/qq6mVkgrLi5OcQWfXr2HT4s7P1367WnR3yu5HKAGaxBV7jOxMqOCCoxKsKr4buUOjG+MryrBqZpGZf9CjZ8qvk+5szWL8hIZGC2La1ka11J2pvL6lNstviW5mlWozyHldTsqaQO3Rg1+siWKooKo7Nmn+G6dy/nXQ81jxw4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCAEOwCAQAh2AACBEOwAAAIh2AEABEKwAwAIhGAHABAIwQ4AIBCCHQBAIAQ7AIBACHYAAIEQ7AAAAiHYAQAEQrADAAiEYAcAEAjBDgAgEIIdAEAgBDsAgEAIdgAAgRDsAAACIdgBAARCsAMACIRgBwAQCMEOACAQgh0AQCDSiouLU10DAABJYMcOACAQgh0AQCAEOwCAQAh2AACBqJvqAv5/hYWFS5cuLSgoaNu2bfPmzVNdDgBADVNdduxmz56dlZV17LHHnnzyyYcddlj//v03bdqU6qIAAGqSavG4k4ULF55wwgm7du3q3r1748aNFy1alJeXd+mll06fPj3VpQEA1BjV4lbsn//85+Li4r/97W/nnHNOFEVbt2699NJLZ8yY8fXXX7snCwCQoGpxK3b16tXdu3ePpbooiho0aDBs2LAoitasWZPSugAAapJqEewOPvjgbdu2lW4pKCiItaeoIgCAmqdaBLsLL7zws88+W7x4cUnLjBkzunTp0qFDhxRWBQBQs1SLL08AALDvqsWXJy6++OJ33303vn3WrFknn3xy1dcDAFATVYtgd8ABBzRq1Ci+vW7dalEeAECN4FYsAEAgqsWXJ1auXHnGGWc0atSo3v/n7bffTnVRAAA1TLW41zlmzJi333776KOPrl+/flFRUXFxcWZmZqqLAgCoYarFrdirrroqMzPzscceS3UhAAA1WJ2xY8emuoaosLDwT3/602GHHbZly5b169evX7/+wAMP3H///VNdFwBATVItduyys7Pnz59fuuWtt97Kzs5OUTkAADVStThjd8UVV/Ts2bN0yxFHHJGqYgAAaqhqsWP3ww8/fPXVVx07diwoKFi5cmWnTp3q1auX6qIAAGqYavG4k7vvvvvaa6/dsWNHt27dunXr1rNnz6KiolQXBQBQw1SLYPfpp5+edNJJCxYsWLly5dixYxctWrR06dJUFwUAUMNUi2C3c+fOTZs2ffDBB82bNx81alQURQUFBakuCgCghqkWX57o2rXrPffck5aWdtFFFy1ZsiTy5QkAgL1XLYLdyJEjv//++++//378+PFpaWm5ubmHH354qosCAKhhqsW3YkvbsmXLjTfe+Jvf/KZTp06prgUAoCapFsFu9erVEyZMWLduXVFR0c6dO999991jjz02Ozv7oYceSnVpAAA1RrW4Ffvb3/72ueeeK92yaNGiRo0apaoeAICaqFp8K/bLL7/s379/UVFRcXFxXl5eFEVvvfXWvHnzUl0XAEBNUi127M4444wWLVqkpaVFUZSent69e/eGDRumuigAgBqmWpyxi6KoqKho8eLF3377bZcuXZo1a5bqcgAAap5qcSt206ZNP//5z7t163bWWWcdccQRTz31VKorAgCoeapFsHvggQc+/PDDQYMGNWjQoGPHjv/+7/++efPmVBcFAFDDVItg99FHH1177bVPPPFE/fr177rrroKCghX/t707xFEYCMMw3NLiKioqNhgSroCp5AwkpJeqJiScAsEVSJBIMHUkBItArlmxa1kxM83znOCVX+ZP09stdBQAQGKiGHZlWU4mPyWHwyHLsqZpghYBAKQnimG3XC6Px+P7/c6ybL/fbzab+XweOgoAIDFRfBX7fD7P53PbtrvdbrFYdF1XFEXoKACAxEQx7AAA+L8oTrHr9frrr9PpFDoKACAxUQy7qqrquq7rOs/zx+OR53lZRvFLDACAhER3it1ut33fX6/X6XQaugUAICVRvNj9tlqthmG4XC6hQwAAEhPdi93r9brf77PZrKqq0C0AACmJbtgBAPCZ6E6xAAB8xrADABgJww4AYCQMOwCAkTDsAABG4hswNC/7JZtmiwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制热图\n",
    "p2 = plot_pseudotime_heatmap(monocle[gene_time,],\n",
    "                        num_cluster = 3,\n",
    "                        show_rownames = T,\n",
    "                        return_heatmap = T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7ee21c83-0d78-40bb-84eb-b9dc72b8434a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-07T03:16:06.689323Z",
     "iopub.status.busy": "2025-05-07T03:16:06.688257Z",
     "iopub.status.idle": "2025-05-07T03:16:09.866191Z",
     "shell.execute_reply": "2025-05-07T03:16:09.864659Z"
    },
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "#保存图片\n",
    "ggsave(\"plot.pdf\", p1, width = 8, height = 12)\n",
    "ggsave(\"heatmap.pdf\", p2, width = 5, height = 6)"
   ]
  }
 ],
 "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
}
