gene_heatmap.ipynb

{
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   "metadata": {},
   "outputs": [],
   "source": [
    "library(tidyverse)\n",
    "library(ComplexHeatmap)\n",
    "library(colorRamp2)\n",
    "library(GetoptLong)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5fb5bf6-cddb-426c-a925-2479e640e5c9",
   "metadata": {},
   "source": [
    "## Visualization heatmaps for selected genes using ComplexHeatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6df8f167-70fb-4427-9c15-8fbf2ba39168",
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<ol class=list-inline><li>12861</li><li>48</li></ol>\n"
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       "\\begin{enumerate*}\n",
       "\\item 12861\n",
       "\\item 48\n",
       "\\end{enumerate*}\n"
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       "1. 12861\n",
       "2. 48\n",
       "\n",
       "\n"
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       "[1] 12861    48"
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       "<ol class=list-inline><li>48</li><li>52</li></ol>\n"
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       "\\begin{enumerate*}\n",
       "\\item 48\n",
       "\\item 52\n",
       "\\end{enumerate*}\n"
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       "1. 48\n",
       "2. 52\n",
       "\n",
       "\n"
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       "[1] 48 52"
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       "[1] TRUE"
      ]
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   ],
   "source": [
    "bulk <- readRDS(\"merged_log2tpm_Donlin-IM-17554_2024_11_26_bulkrna.rds\")\n",
    "dim(bulk)\n",
    "# bulk[1:4,]\n",
    "\n",
    "meta <- readRDS(\"merged_meta_Donlin-IM-17554_2024_11_26.rds\")\n",
    "dim(meta)\n",
    "# meta[1:4,]\n",
    "\n",
    "all(colnames(bulk) == meta$name)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d8882819-7193-4eba-915c-707f9441f9ec",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "            M_CSF         M_CSF_C5a        M_CSF_IL_6    M_CSF_IL_6_C5a \n",
       "                6                 6                 6                 6 \n",
       "        SFs_M_CSF     SFs_M_CSF_C5a SFs_M_CSF_C5a_TCZ     SFs_M_CSF_TCZ \n",
       "                6                 6                 6                 6 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(meta$group)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "df5899b1-04ba-4d15-a8e1-57eb48f63797",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "138"
      ],
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       "138"
      ],
      "text/markdown": [
       "138"
      ],
      "text/plain": [
       "[1] 138"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Specify \"gene_all\"\n",
    "length(gene_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "995589de-acad-47f3-b578-ab8225352d79",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "TRUE"
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       "TRUE"
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       "[1] TRUE"
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     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
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       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>48</li><li>137</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 48\n",
       "\\item 137\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 48\n",
       "2. 137\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1]  48 137"
      ]
     },
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     "data": {
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       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
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       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>'ADAMTS2'</li><li>'AOC3'</li><li>'ARG2'</li><li>'BCL2A1'</li><li>'BEND3P2'</li><li>'BMP6'</li><li>'C2'</li><li>'C3orf70'</li><li>'CARMIL3'</li><li>'CAVIN4'</li><li>'CCL1'</li><li>'CCL13'</li><li>'CCL18'</li><li>'CCL22'</li><li>'CCL4'</li><li>'CCL4L2'</li><li>'CCN3'</li><li>'CCND1'</li><li>'CD226'</li><li>'CD300LB'</li><li>'CD52'</li><li>'CDC42EP1'</li><li>'CHST2'</li><li>'CNIH3'</li><li>'COL5A3'</li><li>'CPNE6'</li><li>'CSPG4'</li><li>'CTXN1'</li><li>'CXCL1'</li><li>'CXCL3'</li><li>'CXCL5'</li><li>'DCHS1'</li><li>'DCSTAMP'</li><li>'DEPP1'</li><li>'DUSP1'</li><li>'DUSP14'</li><li>'DUSP5'</li><li>'ENO2'</li><li>'EPOP'</li><li>'EREG'</li><li>'FABP4'</li><li>'FANCE'</li><li>'FCGBP'</li><li>'FCGR1CP'</li><li>'FJX1'</li><li>'FPR1'</li><li>'FZD5'</li><li>'GAL'</li><li>'GCHFR'</li><li>'GEM'</li><li>'GM2A'</li><li>'GNG11'</li><li>'GNG12'</li><li>'GPC1'</li><li>'GREM1'</li><li>'GRPR'</li><li>'H2BC12'</li><li>'HRH2'</li><li>'ICAM1'</li><li>'ICAM5'</li><li>'IER3'</li><li>'IFITM10'</li><li>'IFNG'</li><li>'IGFBP6'</li><li>'IRF7'</li><li>'ITGB3'</li><li>'KCNF1'</li><li>'KIAA1210'</li><li>'KRT79'</li><li>'LIF'</li><li>'LILRA3'</li><li>'LOC102724428'</li><li>'LRP6'</li><li>'LRRC38'</li><li>'LYVE1'</li><li>'MAS1'</li><li>'MC1R'</li><li>'METRNL'</li><li>'METTL7B'</li><li>'MMP1'</li><li>'MMP12'</li><li>'MMP7'</li><li>'MMP9'</li><li>'MSANTD3-TMEFF1'</li><li>'MSC'</li><li>'MYEOV'</li><li>'NAMPTP1'</li><li>'NOTCH3'</li><li>'NPPC'</li><li>'OCSTAMP'</li><li>'OLR1'</li><li>'OTUD7B'</li><li>'PCGF2'</li><li>'PCOLCE2'</li><li>'PHLDA3'</li><li>'PIGR'</li><li>'PLEK2'</li><li>'PLEKHF1'</li><li>'PPBP'</li><li>'PPP1R14C'</li><li>'PROCR'</li><li>'RGS16'</li><li>'RHOF'</li><li>'RHOU'</li><li>'RNASE2'</li><li>'RTN4RL2'</li><li>'SBNO2'</li><li>'SCG5'</li><li>'SDC4'</li><li>'SERPINA1'</li><li>'SERPINB9'</li><li>'SERPINE1'</li><li>'SLC22A4'</li><li>'SLC28A3'</li><li>'SLC43A1'</li><li>'SLC51B'</li><li>'SLC7A5'</li><li>'SOCS1'</li><li>'SOCS3'</li><li>'SOD3'</li><li>'SRPX2'</li><li>'ST6GALNAC6'</li><li>'STAC2'</li><li>'STEAP1'</li><li>'TBX21'</li><li>'TMEM45B'</li><li>'TMEM52B'</li><li>'TNFRSF10D'</li><li>'TNFRSF21'</li><li>'TNFRSF6B'</li><li>'TPBGL'</li><li>'TRNP1'</li><li>'TSPAN13'</li><li>'VANGL2'</li><li>'XIRP1'</li><li>'ZSWIM4'</li><li>'group_sam'</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'ADAMTS2'\n",
       "\\item 'AOC3'\n",
       "\\item 'ARG2'\n",
       "\\item 'BCL2A1'\n",
       "\\item 'BEND3P2'\n",
       "\\item 'BMP6'\n",
       "\\item 'C2'\n",
       "\\item 'C3orf70'\n",
       "\\item 'CARMIL3'\n",
       "\\item 'CAVIN4'\n",
       "\\item 'CCL1'\n",
       "\\item 'CCL13'\n",
       "\\item 'CCL18'\n",
       "\\item 'CCL22'\n",
       "\\item 'CCL4'\n",
       "\\item 'CCL4L2'\n",
       "\\item 'CCN3'\n",
       "\\item 'CCND1'\n",
       "\\item 'CD226'\n",
       "\\item 'CD300LB'\n",
       "\\item 'CD52'\n",
       "\\item 'CDC42EP1'\n",
       "\\item 'CHST2'\n",
       "\\item 'CNIH3'\n",
       "\\item 'COL5A3'\n",
       "\\item 'CPNE6'\n",
       "\\item 'CSPG4'\n",
       "\\item 'CTXN1'\n",
       "\\item 'CXCL1'\n",
       "\\item 'CXCL3'\n",
       "\\item 'CXCL5'\n",
       "\\item 'DCHS1'\n",
       "\\item 'DCSTAMP'\n",
       "\\item 'DEPP1'\n",
       "\\item 'DUSP1'\n",
       "\\item 'DUSP14'\n",
       "\\item 'DUSP5'\n",
       "\\item 'ENO2'\n",
       "\\item 'EPOP'\n",
       "\\item 'EREG'\n",
       "\\item 'FABP4'\n",
       "\\item 'FANCE'\n",
       "\\item 'FCGBP'\n",
       "\\item 'FCGR1CP'\n",
       "\\item 'FJX1'\n",
       "\\item 'FPR1'\n",
       "\\item 'FZD5'\n",
       "\\item 'GAL'\n",
       "\\item 'GCHFR'\n",
       "\\item 'GEM'\n",
       "\\item 'GM2A'\n",
       "\\item 'GNG11'\n",
       "\\item 'GNG12'\n",
       "\\item 'GPC1'\n",
       "\\item 'GREM1'\n",
       "\\item 'GRPR'\n",
       "\\item 'H2BC12'\n",
       "\\item 'HRH2'\n",
       "\\item 'ICAM1'\n",
       "\\item 'ICAM5'\n",
       "\\item 'IER3'\n",
       "\\item 'IFITM10'\n",
       "\\item 'IFNG'\n",
       "\\item 'IGFBP6'\n",
       "\\item 'IRF7'\n",
       "\\item 'ITGB3'\n",
       "\\item 'KCNF1'\n",
       "\\item 'KIAA1210'\n",
       "\\item 'KRT79'\n",
       "\\item 'LIF'\n",
       "\\item 'LILRA3'\n",
       "\\item 'LOC102724428'\n",
       "\\item 'LRP6'\n",
       "\\item 'LRRC38'\n",
       "\\item 'LYVE1'\n",
       "\\item 'MAS1'\n",
       "\\item 'MC1R'\n",
       "\\item 'METRNL'\n",
       "\\item 'METTL7B'\n",
       "\\item 'MMP1'\n",
       "\\item 'MMP12'\n",
       "\\item 'MMP7'\n",
       "\\item 'MMP9'\n",
       "\\item 'MSANTD3-TMEFF1'\n",
       "\\item 'MSC'\n",
       "\\item 'MYEOV'\n",
       "\\item 'NAMPTP1'\n",
       "\\item 'NOTCH3'\n",
       "\\item 'NPPC'\n",
       "\\item 'OCSTAMP'\n",
       "\\item 'OLR1'\n",
       "\\item 'OTUD7B'\n",
       "\\item 'PCGF2'\n",
       "\\item 'PCOLCE2'\n",
       "\\item 'PHLDA3'\n",
       "\\item 'PIGR'\n",
       "\\item 'PLEK2'\n",
       "\\item 'PLEKHF1'\n",
       "\\item 'PPBP'\n",
       "\\item 'PPP1R14C'\n",
       "\\item 'PROCR'\n",
       "\\item 'RGS16'\n",
       "\\item 'RHOF'\n",
       "\\item 'RHOU'\n",
       "\\item 'RNASE2'\n",
       "\\item 'RTN4RL2'\n",
       "\\item 'SBNO2'\n",
       "\\item 'SCG5'\n",
       "\\item 'SDC4'\n",
       "\\item 'SERPINA1'\n",
       "\\item 'SERPINB9'\n",
       "\\item 'SERPINE1'\n",
       "\\item 'SLC22A4'\n",
       "\\item 'SLC28A3'\n",
       "\\item 'SLC43A1'\n",
       "\\item 'SLC51B'\n",
       "\\item 'SLC7A5'\n",
       "\\item 'SOCS1'\n",
       "\\item 'SOCS3'\n",
       "\\item 'SOD3'\n",
       "\\item 'SRPX2'\n",
       "\\item 'ST6GALNAC6'\n",
       "\\item 'STAC2'\n",
       "\\item 'STEAP1'\n",
       "\\item 'TBX21'\n",
       "\\item 'TMEM45B'\n",
       "\\item 'TMEM52B'\n",
       "\\item 'TNFRSF10D'\n",
       "\\item 'TNFRSF21'\n",
       "\\item 'TNFRSF6B'\n",
       "\\item 'TPBGL'\n",
       "\\item 'TRNP1'\n",
       "\\item 'TSPAN13'\n",
       "\\item 'VANGL2'\n",
       "\\item 'XIRP1'\n",
       "\\item 'ZSWIM4'\n",
       "\\item 'group\\_sam'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'ADAMTS2'\n",
       "2. 'AOC3'\n",
       "3. 'ARG2'\n",
       "4. 'BCL2A1'\n",
       "5. 'BEND3P2'\n",
       "6. 'BMP6'\n",
       "7. 'C2'\n",
       "8. 'C3orf70'\n",
       "9. 'CARMIL3'\n",
       "10. 'CAVIN4'\n",
       "11. 'CCL1'\n",
       "12. 'CCL13'\n",
       "13. 'CCL18'\n",
       "14. 'CCL22'\n",
       "15. 'CCL4'\n",
       "16. 'CCL4L2'\n",
       "17. 'CCN3'\n",
       "18. 'CCND1'\n",
       "19. 'CD226'\n",
       "20. 'CD300LB'\n",
       "21. 'CD52'\n",
       "22. 'CDC42EP1'\n",
       "23. 'CHST2'\n",
       "24. 'CNIH3'\n",
       "25. 'COL5A3'\n",
       "26. 'CPNE6'\n",
       "27. 'CSPG4'\n",
       "28. 'CTXN1'\n",
       "29. 'CXCL1'\n",
       "30. 'CXCL3'\n",
       "31. 'CXCL5'\n",
       "32. 'DCHS1'\n",
       "33. 'DCSTAMP'\n",
       "34. 'DEPP1'\n",
       "35. 'DUSP1'\n",
       "36. 'DUSP14'\n",
       "37. 'DUSP5'\n",
       "38. 'ENO2'\n",
       "39. 'EPOP'\n",
       "40. 'EREG'\n",
       "41. 'FABP4'\n",
       "42. 'FANCE'\n",
       "43. 'FCGBP'\n",
       "44. 'FCGR1CP'\n",
       "45. 'FJX1'\n",
       "46. 'FPR1'\n",
       "47. 'FZD5'\n",
       "48. 'GAL'\n",
       "49. 'GCHFR'\n",
       "50. 'GEM'\n",
       "51. 'GM2A'\n",
       "52. 'GNG11'\n",
       "53. 'GNG12'\n",
       "54. 'GPC1'\n",
       "55. 'GREM1'\n",
       "56. 'GRPR'\n",
       "57. 'H2BC12'\n",
       "58. 'HRH2'\n",
       "59. 'ICAM1'\n",
       "60. 'ICAM5'\n",
       "61. 'IER3'\n",
       "62. 'IFITM10'\n",
       "63. 'IFNG'\n",
       "64. 'IGFBP6'\n",
       "65. 'IRF7'\n",
       "66. 'ITGB3'\n",
       "67. 'KCNF1'\n",
       "68. 'KIAA1210'\n",
       "69. 'KRT79'\n",
       "70. 'LIF'\n",
       "71. 'LILRA3'\n",
       "72. 'LOC102724428'\n",
       "73. 'LRP6'\n",
       "74. 'LRRC38'\n",
       "75. 'LYVE1'\n",
       "76. 'MAS1'\n",
       "77. 'MC1R'\n",
       "78. 'METRNL'\n",
       "79. 'METTL7B'\n",
       "80. 'MMP1'\n",
       "81. 'MMP12'\n",
       "82. 'MMP7'\n",
       "83. 'MMP9'\n",
       "84. 'MSANTD3-TMEFF1'\n",
       "85. 'MSC'\n",
       "86. 'MYEOV'\n",
       "87. 'NAMPTP1'\n",
       "88. 'NOTCH3'\n",
       "89. 'NPPC'\n",
       "90. 'OCSTAMP'\n",
       "91. 'OLR1'\n",
       "92. 'OTUD7B'\n",
       "93. 'PCGF2'\n",
       "94. 'PCOLCE2'\n",
       "95. 'PHLDA3'\n",
       "96. 'PIGR'\n",
       "97. 'PLEK2'\n",
       "98. 'PLEKHF1'\n",
       "99. 'PPBP'\n",
       "100. 'PPP1R14C'\n",
       "101. 'PROCR'\n",
       "102. 'RGS16'\n",
       "103. 'RHOF'\n",
       "104. 'RHOU'\n",
       "105. 'RNASE2'\n",
       "106. 'RTN4RL2'\n",
       "107. 'SBNO2'\n",
       "108. 'SCG5'\n",
       "109. 'SDC4'\n",
       "110. 'SERPINA1'\n",
       "111. 'SERPINB9'\n",
       "112. 'SERPINE1'\n",
       "113. 'SLC22A4'\n",
       "114. 'SLC28A3'\n",
       "115. 'SLC43A1'\n",
       "116. 'SLC51B'\n",
       "117. 'SLC7A5'\n",
       "118. 'SOCS1'\n",
       "119. 'SOCS3'\n",
       "120. 'SOD3'\n",
       "121. 'SRPX2'\n",
       "122. 'ST6GALNAC6'\n",
       "123. 'STAC2'\n",
       "124. 'STEAP1'\n",
       "125. 'TBX21'\n",
       "126. 'TMEM45B'\n",
       "127. 'TMEM52B'\n",
       "128. 'TNFRSF10D'\n",
       "129. 'TNFRSF21'\n",
       "130. 'TNFRSF6B'\n",
       "131. 'TPBGL'\n",
       "132. 'TRNP1'\n",
       "133. 'TSPAN13'\n",
       "134. 'VANGL2'\n",
       "135. 'XIRP1'\n",
       "136. 'ZSWIM4'\n",
       "137. 'group_sam'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  [1] \"ADAMTS2\"        \"AOC3\"           \"ARG2\"           \"BCL2A1\"        \n",
       "  [5] \"BEND3P2\"        \"BMP6\"           \"C2\"             \"C3orf70\"       \n",
       "  [9] \"CARMIL3\"        \"CAVIN4\"         \"CCL1\"           \"CCL13\"         \n",
       " [13] \"CCL18\"          \"CCL22\"          \"CCL4\"           \"CCL4L2\"        \n",
       " [17] \"CCN3\"           \"CCND1\"          \"CD226\"          \"CD300LB\"       \n",
       " [21] \"CD52\"           \"CDC42EP1\"       \"CHST2\"          \"CNIH3\"         \n",
       " [25] \"COL5A3\"         \"CPNE6\"          \"CSPG4\"          \"CTXN1\"         \n",
       " [29] \"CXCL1\"          \"CXCL3\"          \"CXCL5\"          \"DCHS1\"         \n",
       " [33] \"DCSTAMP\"        \"DEPP1\"          \"DUSP1\"          \"DUSP14\"        \n",
       " [37] \"DUSP5\"          \"ENO2\"           \"EPOP\"           \"EREG\"          \n",
       " [41] \"FABP4\"          \"FANCE\"          \"FCGBP\"          \"FCGR1CP\"       \n",
       " [45] \"FJX1\"           \"FPR1\"           \"FZD5\"           \"GAL\"           \n",
       " [49] \"GCHFR\"          \"GEM\"            \"GM2A\"           \"GNG11\"         \n",
       " [53] \"GNG12\"          \"GPC1\"           \"GREM1\"          \"GRPR\"          \n",
       " [57] \"H2BC12\"         \"HRH2\"           \"ICAM1\"          \"ICAM5\"         \n",
       " [61] \"IER3\"           \"IFITM10\"        \"IFNG\"           \"IGFBP6\"        \n",
       " [65] \"IRF7\"           \"ITGB3\"          \"KCNF1\"          \"KIAA1210\"      \n",
       " [69] \"KRT79\"          \"LIF\"            \"LILRA3\"         \"LOC102724428\"  \n",
       " [73] \"LRP6\"           \"LRRC38\"         \"LYVE1\"          \"MAS1\"          \n",
       " [77] \"MC1R\"           \"METRNL\"         \"METTL7B\"        \"MMP1\"          \n",
       " [81] \"MMP12\"          \"MMP7\"           \"MMP9\"           \"MSANTD3-TMEFF1\"\n",
       " [85] \"MSC\"            \"MYEOV\"          \"NAMPTP1\"        \"NOTCH3\"        \n",
       " [89] \"NPPC\"           \"OCSTAMP\"        \"OLR1\"           \"OTUD7B\"        \n",
       " [93] \"PCGF2\"          \"PCOLCE2\"        \"PHLDA3\"         \"PIGR\"          \n",
       " [97] \"PLEK2\"          \"PLEKHF1\"        \"PPBP\"           \"PPP1R14C\"      \n",
       "[101] \"PROCR\"          \"RGS16\"          \"RHOF\"           \"RHOU\"          \n",
       "[105] \"RNASE2\"         \"RTN4RL2\"        \"SBNO2\"          \"SCG5\"          \n",
       "[109] \"SDC4\"           \"SERPINA1\"       \"SERPINB9\"       \"SERPINE1\"      \n",
       "[113] \"SLC22A4\"        \"SLC28A3\"        \"SLC43A1\"        \"SLC51B\"        \n",
       "[117] \"SLC7A5\"         \"SOCS1\"          \"SOCS3\"          \"SOD3\"          \n",
       "[121] \"SRPX2\"          \"ST6GALNAC6\"     \"STAC2\"          \"STEAP1\"        \n",
       "[125] \"TBX21\"          \"TMEM45B\"        \"TMEM52B\"        \"TNFRSF10D\"     \n",
       "[129] \"TNFRSF21\"       \"TNFRSF6B\"       \"TPBGL\"          \"TRNP1\"         \n",
       "[133] \"TSPAN13\"        \"VANGL2\"         \"XIRP1\"          \"ZSWIM4\"        \n",
       "[137] \"group_sam\"     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>136</li><li>8</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 136\n",
       "\\item 8\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 136\n",
       "2. 8\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 136   8"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>136</li><li>8</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 136\n",
       "\\item 8\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 136\n",
       "2. 8\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 136   8"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_heat <- bulk[which(rownames(bulk) %in% gene_all),]  # Subset gene\n",
    "exp_heat <- t(exp_heat)\n",
    "exp_heat <- as.data.frame(as.matrix(exp_heat))\n",
    "all(rownames(exp_heat) == meta$name)\n",
    "\n",
    "# exp_heat$group_sam <- paste0(meta$group, \"_\", meta$name, sep = \"\") # keep per condition per name\n",
    "exp_heat$group_sam <- paste0(meta$group)  # keep per condition\n",
    "dim(exp_heat)\n",
    "colnames(exp_heat)\n",
    "\n",
    "\n",
    "exp_ave <- aggregate(exp_heat[, 1:(ncol(exp_heat)-1)], list(exp_heat$group_sam), median)\n",
    "colnames(exp_ave)[1] <- \"clu_dis_sam\"\n",
    "exp_ave <- as.data.frame(t(exp_ave))\n",
    "colnames(exp_ave) <- as.character(t(exp_ave[1,]))\n",
    "exp_ave <- exp_ave[-1,]\n",
    "row_names <- rownames(exp_ave)\n",
    "\n",
    "exp_ave <- mutate_all(exp_ave, function(x) as.numeric(as.character(x)))\n",
    "rownames(exp_ave) <- row_names\n",
    "dim(exp_ave)\n",
    "                      \n",
    "exp_ave <- as.matrix(exp_ave)\n",
    "scale_rows <- function(x) t(scale(t(x)))\n",
    "exp_ave_scale <- scale_rows(exp_ave) # Z-score\n",
    "exp_ave_scale[exp_ave_scale > 2] <- 2\n",
    "exp_ave_scale[exp_ave_scale < -2] <- -2\n",
    "                      \n",
    "exp_ave_scale <- exp_ave_scale[complete.cases(exp_ave_scale), ]\n",
    "dim(exp_ave_scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a58247e-b2ec-46fd-9fe3-bbe68b8e5be4",
   "metadata": {},
   "source": [
    "## Label only selected genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4b0bfcfa-e7c5-46c2-8121-9ef82d3c0b93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
      ],
      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "row_order <- hclust(dist(exp_ave_scale))$order\n",
    "exp_ave_scale_new <- exp_ave_scale[row_order,]\n",
    "\n",
    "# Use the hierarchically clustered order\n",
    "ha = rowAnnotation(foo = anno_mark(at = which(rownames(exp_ave_scale_new) %in% gene_label), \n",
    "                                   labels = rownames(exp_ave_scale_new)[which(rownames(exp_ave_scale_new) %in% gene_label)],\n",
    "                                   labels_gp = gpar(fontsize= 12)\n",
    "                                  )\n",
    "                  )\n",
    "\n",
    "f1 = colorRamp2(seq(min(exp_ave_scale), max(exp_ave_scale), length = 3), c(\"blue\", \"#EEEEEE\", \"orange\"), space = \"RGB\")\n",
    "\n",
    "\n",
    "# Save the pdf version\n",
    "pdf(qq(\"heatmap_plot_selected_gene_label.pdf\"), width = 4, height = 6)\n",
    "test = Heatmap(exp_ave_scale_new, cluster_rows = FALSE, cluster_columns = TRUE, right_annotation = ha, name = \"scaled\\nexpression\", col = f1, \n",
    "               column_names_rot = 45,  column_title = \"\",\n",
    "               row_names_side = \"left\", row_names_gp = gpar(fontsize = 2)\n",
    "              )\n",
    "draw(test)\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9847c759-25d9-46d0-8046-eaafc8a2a531",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Buq/SMwGc316bymyswH0tlcTG1tbZxb7TumClJ4cYVDIot9Bja9adMmc8ghh5i7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NN99scOQ8O+CAA2z9kfpOn9H0evzxx+Vg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\nAQQQQAABBBDISeD/Qnhs6fuweV4AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 300
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the plot\n",
    "options(repr.plot.height = 10, repr.plot.width = 5)\n",
    "draw(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3744e629-08f8-4543-9993-3f28f4381930",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "679d023b-6f32-4cde-847a-24381b319b2b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b8ec987-5698-4f70-bc50-ef43f0374a4a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c219a528-8cb4-41e4-87b6-6c61f052cf01",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}