diff --git a/docs/gseapy_example.ipynb b/docs/gseapy_example.ipynb index f96fbc4..f911a8a 100644 --- a/docs/gseapy_example.ipynb +++ b/docs/gseapy_example.ipynb @@ -46,7 +46,7 @@ { "data": { "text/plain": [ - "'1.0.6'" + "'1.1.0'" ] }, "execution_count": 2, @@ -977,13 +977,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-08-26 22:09:24,791 [INFO] User defined gene sets is given: ./tests/data/genes.gmt\n", - "2023-08-26 22:09:24,793 [INFO] Input dict object named with gs_ind_2\n", - "2023-08-26 22:09:25,312 [WARNING] Input library not found: unknown. Skip\n", - "2023-08-26 22:09:25,313 [INFO] Run: genes.gmt \n", - "2023-08-26 22:09:25,315 [INFO] Background is not set! Use all 682 genes in genes.gmt.\n", - "2023-08-26 22:09:25,321 [INFO] Run: gs_ind_2 \n", - "2023-08-26 22:09:25,346 [INFO] Done.\n" + "2023-10-25 10:46:28,796 [INFO] User defined gene sets is given: ./tests/data/genes.gmt\n", + "2023-10-25 10:46:28,813 [INFO] Input dict object named with gs_ind_2\n", + "2023-10-25 10:46:29,289 [WARNING] Input library not found: unknown. Skip\n", + "2023-10-25 10:46:29,291 [INFO] Run: genes.gmt \n", + "2023-10-25 10:46:29,293 [INFO] Background is not set! Use all 682 genes in genes.gmt.\n", + "2023-10-25 10:46:29,302 [INFO] Run: gs_ind_2 \n", + "2023-10-25 10:46:29,327 [INFO] Done.\n" ] } ], @@ -1042,7 +1042,7 @@ " 0.568432\n", " 1.161982\n", " 0.908925\n", - " IL1R1;PCSK6;PADI2;HAL;MBOAT2;MSRB2;MAP3K5;IQGAP2\n", + " PCSK6;MAP3K5;MBOAT2;MSRB2;IQGAP2;HAL;PADI2;IL1R1\n", " \n", " \n", " 1\n", @@ -1053,7 +1053,7 @@ " 0.187208\n", " 2.160059\n", " 7.822534\n", - " DYSF;KCTD12;SYK;FAM65B;SUOX;MBNL3;GPX8;LPAR1;A...\n", + " FAM65B;MBNL3;GPX8;DYSF;KCTD12;HEBP1;SUOX;ARHGD...\n", " \n", " \n", " 2\n", @@ -1075,7 +1075,7 @@ " 0.568432\n", " 1.127395\n", " 0.960255\n", - " IFNGR2;VNN1;NMNAT1;PCSK6;PADI2;BCL3;PTGS1;MBOA...\n", + " PCSK6;FXYD6;IFNGR2;MAP3K5;MBOAT2;VNN1;IQGAP2;H...\n", " \n", " \n", " 4\n", @@ -1086,7 +1086,7 @@ " 0.568432\n", " 1.084567\n", " 0.779830\n", - " TXNDC5;DYSF;FAM198B;FAM65B;MBNL3;GPX8;LPAR1;GL...\n", + " GNB4;FAM198B;FAM65B;TXNDC5;GLIPR2;MBNL3;GPX8;D...\n", " \n", " \n", "\n", @@ -1101,11 +1101,11 @@ "4 genes.gmt DvA_UpIN_D 13/236 0.487227 0.568432 1.084567 \n", "\n", " Combined Score Genes \n", - "0 0.908925 IL1R1;PCSK6;PADI2;HAL;MBOAT2;MSRB2;MAP3K5;IQGAP2 \n", - "1 7.822534 DYSF;KCTD12;SYK;FAM65B;SUOX;MBNL3;GPX8;LPAR1;A... \n", + "0 0.908925 PCSK6;MAP3K5;MBOAT2;MSRB2;IQGAP2;HAL;PADI2;IL1R1 \n", + "1 7.822534 FAM65B;MBNL3;GPX8;DYSF;KCTD12;HEBP1;SUOX;ARHGD... \n", "2 1.657913 MBOAT2 \n", - "3 0.960255 IFNGR2;VNN1;NMNAT1;PCSK6;PADI2;BCL3;PTGS1;MBOA... \n", - "4 0.779830 TXNDC5;DYSF;FAM198B;FAM65B;MBNL3;GPX8;LPAR1;GL... " + "3 0.960255 PCSK6;FXYD6;IFNGR2;MAP3K5;MBOAT2;VNN1;IQGAP2;H... \n", + "4 0.779830 GNB4;FAM198B;FAM65B;TXNDC5;GLIPR2;MBNL3;GPX8;D... " ] }, "execution_count": 23, @@ -1205,7 +1205,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1224,7 +1224,8 @@ " size=10, \n", " top_term=5,\n", " figsize=(3,5), \n", - " color=['darkred', 'darkblue'] # set colors for group\n", + " #color=['darkred', 'darkblue'] # set colors for group\n", + " color = {'KEGG_2021_Human': 'salmon', 'MSigDB_Hallmark_2020':'darkblue'}\n", " )" ] }, @@ -1453,14 +1454,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-08-26 22:09:26,458 [WARNING] Duplicated values found in preranked stats: 4.97% of genes\n", + "2023-10-25 10:46:30,863 [WARNING] Duplicated values found in preranked stats: 4.97% of genes\n", "The order of those genes will be arbitrary, which may produce unexpected results.\n", - "2023-08-26 22:09:26,459 [INFO] Parsing data files for GSEA.............................\n", - "2023-08-26 22:09:26,460 [INFO] Enrichr library gene sets already downloaded in: /home/fangzq/.cache/gseapy, use local file\n", - "2023-08-26 22:09:26,474 [INFO] 0001 gene_sets have been filtered out when max_size=1000 and min_size=5\n", - "2023-08-26 22:09:26,475 [INFO] 0292 gene_sets used for further statistical testing.....\n", - "2023-08-26 22:09:26,475 [INFO] Start to run GSEA...Might take a while..................\n", - "2023-08-26 22:09:39,522 [INFO] Congratulations. GSEApy runs successfully................\n", + "2023-10-25 10:46:30,864 [INFO] Parsing data files for GSEA.............................\n", + "2023-10-25 10:46:30,865 [INFO] Enrichr library gene sets already downloaded in: /home/fangzq/.cache/gseapy, use local file\n", + "2023-10-25 10:46:30,902 [INFO] 0001 gene_sets have been filtered out when max_size=1000 and min_size=5\n", + "2023-10-25 10:46:30,903 [INFO] 0292 gene_sets used for further statistical testing.....\n", + "2023-10-25 10:46:30,903 [INFO] Start to run GSEA...Might take a while..................\n", + "2023-10-25 10:46:43,563 [INFO] Congratulations. GSEApy runs successfully................\n", "\n" ] } @@ -2177,7 +2178,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-08-26 22:09:41,123 [WARNING] Dropping duplicated gene names, only keep the first values\n" + "2023-10-25 10:46:47,125 [WARNING] Found duplicated gene names, values averaged by gene names!\n" ] } ], @@ -2195,145 +2196,41 @@ " threads=4, seed= 7)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can set `pheno_pos`, and `pheno_neg` mannually" + ] + }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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NameTermESNESNOM p-valFDR q-valFWER p-valTag %Gene %Lead_genes
0gseaHALLMARK_E2F_TARGETS0.5741871.6613350.0525210.5776050.25987/15123.65%DCK;BARD1;NASP;SRSF2;STMN1;SRSF1;TRA2B;EZH2;SM...
1gseaHALLMARK_MITOTIC_SPINDLE0.4301831.6469240.0268040.319290.27984/14737.31%SPTAN1;SEPT9;ATG4B;SMC1A;MYH10;BIN1;CYTH2;TUBG...
2gseaHALLMARK_WNT_BETA_CATENIN_SIGNALING0.4388761.5865670.0138340.2937920.35311/3022.99%LEF1;SKP2;HDAC2;GNAI1;CUL1;MAML1;WNT1;HDAC5;AX...
3gseaHALLMARK_TNFA_SIGNALING_VIA_NFKB-0.49294-1.5212290.1115621.00.466934104/17728.92%MCL1;CEBPB;PLAU;IL18;PLEK;BCL3;CEBPD;PLAUR;JUN...
4gseaHALLMARK_MYC_TARGETS_V10.5351051.5193050.1564480.3417410.481115/17433.61%HNRNPA3;HDDC2;RFC4;SRSF2;SRSF1;TRA2B;RRM1;HNRN...
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" - ], - "text/plain": [ - " Name Term ES NES NOM p-val \\\n", - "0 gsea HALLMARK_E2F_TARGETS 0.574187 1.661335 0.052521 \n", - "1 gsea HALLMARK_MITOTIC_SPINDLE 0.430183 1.646924 0.026804 \n", - "2 gsea HALLMARK_WNT_BETA_CATENIN_SIGNALING 0.438876 1.586567 0.013834 \n", - "3 gsea HALLMARK_TNFA_SIGNALING_VIA_NFKB -0.49294 -1.521229 0.111562 \n", - "4 gsea HALLMARK_MYC_TARGETS_V1 0.535105 1.519305 0.156448 \n", - "\n", - " FDR q-val FWER p-val Tag % Gene % \\\n", - "0 0.577605 0.259 87/151 23.65% \n", - "1 0.31929 0.279 84/147 37.31% \n", - "2 0.293792 0.353 11/30 22.99% \n", - "3 1.0 0.466934 104/177 28.92% \n", - "4 0.341741 0.481 115/174 33.61% \n", - "\n", - " Lead_genes \n", - "0 DCK;BARD1;NASP;SRSF2;STMN1;SRSF1;TRA2B;EZH2;SM... \n", - "1 SPTAN1;SEPT9;ATG4B;SMC1A;MYH10;BIN1;CYTH2;TUBG... \n", - "2 LEF1;SKP2;HDAC2;GNAI1;CUL1;MAML1;WNT1;HDAC5;AX... \n", - "3 MCL1;CEBPB;PLAU;IL18;PLEK;BCL3;CEBPD;PLAUR;JUN... \n", - "4 HNRNPA3;HDDC2;RFC4;SRSF2;SRSF1;TRA2B;RRM1;HNRN... " - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-10-25 10:46:50,381 [WARNING] Found duplicated gene names, values averaged by gene names!\n" + ] } ], "source": [ - "#access the dataframe results throught res2d attribute\n", - "gs_res.res2d.head()" + "# example\n", + "from gseapy import GSEA\n", + "gs = GSEA(data=gene_exp,\n", + " gene_sets='KEGG_2016', \n", + " classes = class_vector, # cls=class_vector\n", + " # set permutation_type to phenotype if samples >=15\n", + " permutation_type='phenotype', \n", + " permutation_num=1000, # reduce number to speed up test\n", + " outdir=None, \n", + " method='signal_to_noise',\n", + " threads=4, seed= 8)\n", + "gs.pheno_pos = \"AML\"\n", + "gs.pheno_neg = \"ALL\"\n", + "gs.run()" ] }, { @@ -2353,7 +2250,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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UbvhhueHfrTCeXoRj4Ev1Hm7w/ViXcK+CWq+ntE7YKdf/t1XG/Xym3htAt1rrnDrfs2qlfyY3qtpyRmho5fP5ZXZ0lfHnl4f8Z7keYc/fYtNo8HPKz0el8jega8r7TDiv40LCXpF6pnFTlfGPyQ3rQrgyXdnvRxHLU5nPueoyHDNjKn0mZZa3EbnhO5Z5rwp/X1VUOrro0ClpV2bWk7CVtGSCV7gWuLvfB2S35g83s4445GSpNPE1/4rFj809zcwq3sckN93vsvi5Er2BO8xsvzqnnfUE4QpYWWPL1BtTpl+5elW5+yzCn4JWNY/QEPo7YUv05zwcLtFM2cOmFhDuCbMEd5/N4ifJ7mRmA1Mn5u6vu/unCDdKu5KwTM8gvBevEvbo/AAoLV/5w7rK7YUsuTzzfG1gSOr8tbOLCX+S24W7v0bbXqCl9S3CuukywiGLk4EPCVvG3yAss8MJy+zCxPmc5+5fJ5xzcD7wAOHwqwVxGq8SLkbwY2B3d6/nIhalcWcPNypnmVuePOxFr3nD1PZ8X0Wawdy9o+dBREREREQ6Ge3REBERERGRwqmhISIiIiIihdNVp0TkI2b2b8LJp7V8Kh473imY2c6Em5bV8pC7D2/v+elIZnYS9d2s7WJ3v7i950cqM7P1CCfh1/JaPIdGRKSp1NAQkaxNqO9GXcvcSfo19KLCjbNy3mzvGWkBfanvvejb3jMiNa1AfZ9Vz9pVRESKp5PBq/jg1VeT35zX7q12ufzyXlk9f2+v+qx8fz0bYBf3idMrXTa+sm4903+j7hs1Kjmz2oABtSvl3P31ijeKraj7yisnZ3r06ZOceXfChNqVcja4Nj1zwJ59kjMPnHNOcmalYd9Nzmz7sfT2yB3Hpt+rccdTT03OrNg3/X/yX8alry83e/5PyZmHL7ggOTPy3dnJmcsuq3X7mCUtWpT+HvTtW+7+cNXNmDG3dqWcgQPTbycwfvwbyZlGNPK+LViQfrGybt3Sj4g+6aj1kzOXXJu+Q3PevKQLWQGNvZ5evdLXO7Nn1307n4/MmbMgOdO9e9fkTCPvQZcuVrtSTiPvQSPTaeQ9aOS7cOaZg9JnTgqnczRERERERKRwamiIiIiIiEjh1NAQEREREZHCqaEhIiIiIiKFU0NDREREREQKp4aGiIiIiIgUrukNDTMbY2ZuZpMqDJ8Uh5crg2OdEVXqjMmM6xAz+6eZTc0MH9GElykiIiIislxr5Rv2fQA8nes3o0y9Z3L9s5lBsUwCVity5kREREREpLJWbmiMd/fBddQ70d3HVBh2LvAtYDPgyYLmS0REREREamjlhsZSc/e3AMx0c0gRERERkWZq5ZPB986dezG9Qr27c/VObeI8ioiIiIhIGa28RyN/jsYHFerlz9F4o93mSERERERE6tLKDY0iztEQEREREZEO0JENDTOznrl+CzpkTkREREREpFAdeY7GhsCHuXJGZvgOZvZArhyQMgEzO8XMJgK3Z3qfZ2YTzey8pX0BIiIiIiJSXisfOtUb2CXXb83EcawObJLrt1Ys/RqcLxERERERqaHpDY06zrsYVcc4RgOj66g3qp7xiYiIiIhIsVr58rYiIiIiIrKMUkNDREREREQKZ+7e0fPQssZ84xvJb87K666bPJ0V+/ZNzgAsmDMnObNoQfqFvcZ13y05s83bf0/OPHnllcmZ3uuvn5zZ7YwzalfK22zn5MjCCfcmZzbef//kzOS77krOvHjbbcmZAQcfnJx57vrrkzPr7Jz+Xq85cGBy5uU77kjObHrIIcmZMU/XrpO31bzHkjO+aFFyZspa6d/tRYvSfzPefXd2cua2255Pzlx44X7JmUbm7cc/HpucOXmzx5MzvQ87KTmz//7XJGf+9a/hyZlGloPLLx+fnLnoogeTM4048cRPJGcuueTh5Mzzz5+cnDn++FsbmM57yZnrrz88OTNz5rzkzP6f2Tg5c28Dv9t7nXuuJYekcNqjISIiIiIihVNDQ0RERERECqeGhoiIiIiIFE4NDRERERERKZwaGiIiIiIiUrimNDTMbAUz+46ZPW1ms8xshpm9aGZ/MbOdM/VGm5mbmWf69Yj13Mzmm9mRsf+kUt3MsFfM7E9mtnUmf4yZ/d3MJpvZHDN7M3bv2YzXLiIiIiKyPGrWHo3zgXOBjwOvA5OAvsBBwJaVQma2InBrrDcPONzdr8tV+wB4EHgW2AAYCvzXzDaKw0cC+wM9gBeBtWL3GDPbtYDXJiIiIiIiOc1qaHwxPv7I3Td194FAH2A34KFyATNbGfg78BlgDnCwu/+5TNXx7r6ru28DlC5QvTLwhfj8L8DW7t7P3bcCDov9u2bmS0RERERECtStSdMpNWg+bWYPAw+7+5vAA1UydxIaIrOAg9y9nruSLXFzFnf/Ra7XPZnnc+sYp4iIiIiIJGrWHo1L4uOuhEOh3jCz58zsbDPrVSFTumXt52o0MnYwswfM7AngothvJnBLhfqnxMc5wOi65l5ERERERJI0paHh7qOAQwiHMc2IvTcDzgSurhE/zcx6VBneG9iFcK7HFOA6YDd3fyVbyYJzgbOA+cAwd3868aWIiIiIiEgdmnZ5W3e/xd0PJpybsRMwPg460MzKzcfP4+PngL/EE8PLucfdzd27ufuG7j7U3SdkK8S9JjcC3yE0dA5095uW7hWJiIiIiEglzbq87c/MbBcADx4hXCUKYJa7L8pn3P104Cexcz/gtiqHWVWb9rrAWMIelVeAPdz9zgZehoiIiIiI1KlZezSOBh4wsw/M7AkzewU4Kg77Y6WQu59BONQJYB/gDjPrnTjtK4Ed4/N5wOXxnI4HzOzMxHGJiIiIiEgdmnXVqTOAA4GBwCZxui8ANwBnVwu6+4/MbA7hXhx7AXea2f4J0+6Zeb5pbtiziIiIiIhI4ZrS0HD3y4HL66g3AhhRpv/PgJ/levevc9qD66knIiIiIiLFadrJ4CIiIiIisvxQQ0NERERERAqnhoaIiIiIiBTO3L2j56FlPXvddclvztNX17r/4JL+vu5XkjMAm19+UHJm2ztfTM4M2nmN5EyPVVZJzrw1fnztSjnv9twwOTN234HJmUNvvz05c/UOOyRnDrnttuRMl27pp1q9OW5ccqbHkOOSM9NGn5ucWbRgQXLGuqRvM+kz4nvJmTWnp9/j85kF/ZMzgwZtlJzp2d2SM9ffmH49jD//OT1zwgk71q6U061b+mc6evRjyZlG3us5c9KX0V69VkjONDJvXSY9lpxZZbtdkzM9e6avdxr5fC655OHkzNZbr5Wc2WefjZMzU6bMqF0pp5H3beed10vOXHbZI8mZLbdcMzmzyirV7qdc3vDh2yZnTj89/a4EV1xxUPpKUQqnPRoiIiIiIlI4NTRERERERKRwamiIiIiIiEjh1NAQEREREZHCqaEhIiIiIiKFS2pomNkYM3Mzm5TrPzj2dzMbYWb9M91uZvPM7F0zG2dmPzazfhXGv56ZLczkvlahXhczOzbOz1Qzm2tmL5vZn8xs11hnKzP7nZk9Y2bvm9kHZvaEmZ1mZk25I7qIiIiIyPKqGXs0XgOeBLoCOwLfBx43s+3K1B2em6eR+Qpm1gO4HbgC2BtYEXgeWBkYGgvAJ4ARwEbAZMCBbYALgV8u1SsSEREREZGqmtHQuNzddwRWJ/zxXwD0A24os2dhRHwsXeR/RzPbJlfnLGC/+PwPwJruvo27r0loyIyNwyYDRwKruPs2QH9gUhx29NK9JBERERERqaZp52h4cBVwSew1ANi3NNzM9gA2i51fA16Oz0dm6hhwfOx8E/iyu8/MTGO8u98cn9/l7te7+4LYPRWYEKvOLfK1iYiIiIjI4hptaGyUPQcDuDshOzbzPLu3otSgeNbdHwKuid3DzKx0S9W+QOmWn+Pc/cN6J2pmWwH7xM7/TZhfERERERFJ1GhDYx7wYKY80+A0HcDMegFHxH5Xxcffx8c1gSHxefZ28l7vBM1sL+AeoBdwA3B2wvyKiIiIiEiiRhsab7j7rqUCnJiQ3Tvz/Kn4eCjQOz4/w8ymAw9n6pX2drwDvB2f72RmPWtNzMyGA/8C1iActjXU3RcmzK+IiIiIiCRq2jkaFowEvhJ7vUhoAMDiV5daCVg1lpIDzGwtd3fg8thvHeC3ZrZSZhrbmtkXMtP7CWEPSTfgNHf/mrsvKvq1iYiIiIjI4prR0DjezB4BpgJXEi5z+zZwmLvPN7P+wOBY9xvubqUCbEA4RKobMCzWORu4Mz4fDrwT74/xJvAYbXtMjgS+F5/PAIaa2QOl0j4vVUREREREoDkNjfWAgYQGw6PAucBAd38sDh9B27kXt2SD7j6FtkOoRsZ+c4HPEq4+dQ/hClJbAPOBG4HrYv3sYVV9gF1yRURERERE2knSHbLdfXCF/mNY/ERtynRXGucoYFSV4Us0CuLhT1fEUik3GhhdzzyIiIiIiEixmnaOhoiIiIiILD/U0BARERERkcKpoSEiIiIiIoWzcMVYKefD995LfnPuf2xG8nS23nqt2pXKmPPE/cmZl26/PT2z9fDkzIhhWyZn/nzbS8mZjafcWbtSzto775ycWbRgQXJm3IUXJmd2vOiq2pVy+vWp63Soxfxh112TMyMmPFW7Us7Pu6TP2+pbbJGcGT5+fHLmv+PeSc4MHNgvOTNp0vTkzJPHH5iceXPcuOTM/HP+k5xpxIABqydnrr768eTM7rtvkJw5/vgdkjMXXfRgcmbddXvXrpTTpYHvTyPv9bhxrydn+vbtlZw58MDNkjPXXPNEcubrX98tOfPSS9OSM5dd9khy5uCD09dvH19rbnLmuG+lz9uIEdslZ2bMSJ+3KVPS/yctWJB+Z4Lvf3+v9C+QFE57NEREREREpHBqaIiIiIiINJGZjTAzr1QqZHqZ2S/NbLKZzTWzd8zsPjP7XLPnv15Jl7cVEREREZGl9jTwq0x3F+AEoAfwUIXMucApwDPAbUBfYFdgW+Cv7TGTZtbN3dOPH4+0R0NEREREpInc/SF3P7VUgPcJjYypwBEVYp+Mj19y9xPd/QhgI+A3pQpmtr6ZXWVmr5jZHDN7xsw+EYetaWaXxz0iM8zsATPbP5MdHfeo/NbM/mlm84A9zaybmX0zjmuWmT1tZl+u53WqoSEiIiIi0kHMbD/ge4ADw939lQpV34iPf40NhpFAP3efFsfTC7gLGA7MAX4PTAPWNbMuwK3AccC7wF+AHYG/mdkeuemcAKwAXAPMAH4EnE+4GfcNwMrAZWZ2TK3XVlhDw8y6m9nXzGysmU01s3lm9pqZ3WtmZ5rZKmbWP3P82XwzG5DJj8oMWzk37p5mNi0z/Gdlpp/N98/krjKzp8xsYRw2qajXLCIiIiLSKDNbn/CHvgtwnrv/Lfb/ZaYcFat/A3gBWI/QYLgSeMXMjo/DhwCbEhok27v7l919d+B2YCfCYVYzgb3c/Wjg4jjdr+Vma6y7D3b3Y4FHgZNi//uB6cBjsfurtV5fIedomFkf4F+ElhGEVtTzwIqEF7YHcAvhxWWn/SPgi3VM4gtAn0z30Wb23TqOGetJaNW9SWjRrVHHtERERERE2pWZdQOuI5xrMRY4IzP4/2WeXwX80d0nmNnmwCeAQcDRwEDgQjO7Atg41n/S3WeXwu4+v7QRHnjV3WfF58/Gx41ys5a9f0Jfwh4MgJG5egOooag9GhfT1sj4DbCGu2/t7psQGgiHAm+XyR1pZtvVMf7SC3uEsFupH/DZOnIfAOu7+zrAmDrqi4iIiIg0w3nA7sBbwFB3X1ga4O6WKSMAzGxPoFs8v+MCoHToUk+gK/By7N7GzFYsjSs2aCbFzg3iIVYAm8fH/KFa2RukvAuUGiYDS/NEaEPsVOsFLnVDw8xWBY6MnU8Ap+RaUXPc/WZ3zzc0HiUc63VujfFvAHwqdp4H3BOf51tVS3D3he7+Wu1XISIiIiLSHGY2BPh67HwB+HbucKlyd9/8JTDZzG42s0uAP8b+Y+JRPrfHca0DPBpP6r4HOAAYBzxI2DvxHzO7GjiZsAH/kkrz6eHO3qWTzf9pZv9nZn8CXgJG1XqdRezR2Iy2Q7DGuvsiADO7NHdN4AtyuasIu2z2N7O9q4z/mDif0wknsfw+9j/QzPoWMP8iIiIiIs20c+b5noRDpbJllTKZywmnJuwBHA+sClxNOE2AuKH/U4T/yr0I/6HXAl6P/88PAn4X+32BsNH/IHe/t8a8ngF8m3BFrGHAPsBzhMO+qiriHI3sLd6zNxh5idBy2qVCbiFwJuHs9XOBOyvUK+0Wus7d55rZjYRDtVYEvsTi1yAWEREREWlp7j6KOvYI5DKXApfWqPMqseFRZtjbwLFVsiOAEWX6zydcder8+uc2KGKPxrNA6aTsPczM4kyd7+67Vgu6+42EXTm7AUvc1dDM9qLtRJPhZjYdmEy4zjDUcfiUiIiIiIg031I3NNx9BnBt7NwBONfMuieM4ruZbF62IbEiYRfRqrTN97Zmtn3CtEREREREpAmKuurUyYQrQkE4hus9M3vMzCrdcOQj7v4v4N/5/ma2EnB47Px19ux7QqOjdKncqns1zGyimU0ESnc+XK/Uz8zWq/nKREREREQkWSENDXefTjgx5TTgAcK5Gh8nnL9xD/BN4BdVRvGdMv0Op+26vTfnpjeHcGY9wFE19qBsEstKsbtbpt8KVXIiIiIiItKgQm7YB+DucwmX3fpljaqW7+Hu48r0Hx1LpekdSdtldSGcUDOqTL0lpiciIiIi0hEuMPNKw07vZP9bC2toiIiIiIhIdd169uzoWWgaNTRERERERJqkqxoaAmBd0k9heeaImndjX8Lq/3oqOQPwsQEDalfKmTTwmNqVcgb1ebl2pZw3HppZu1JO7zuvSc6sdvDByZkHzzknOdN///1rV8r53I03166UM/v1KcmZ8RddnZx57+mnkzNTxt6TnGnkO9SjT5/kzIuTZydntv9Y1+TM4xPeTs5ssXr6d2HAmPuTMxMnTk3OnH/+fcmZBQsWJWc+9rHVkjMXXzwkOXP55eOTM/vum/79ufTSA5MzL700rSmZLbZIv4/tZ1dPXx+8uPpeyZlzzvlPcubNN9O/P8cff2typlev9FM2zznnU8mZAw/8Y+1KOUOGbJqc2XDDVZMzd9wxMTlz7LHpF/4cP/6N5Myez/86OQPpy2izaI+GiIiIiIgUTg0NEREREREpnA6dEhERERGRwi1PezSKumGfiIiIiIjU0LVnz4qlHDO7yMzeMjM3s9sqjTcOz5Y/t9drqJf2aIiIiIiINEmDezSuBU6po95NwI3xefoVZgqmhoaIiIiISJN07d49qb67n2Jm/amvofE08Fd3n9XArBWuqQ0NM+sBnAgcAWwJdCe0tsYCFwC7AL+L1T/p7mNibjBwd+w/0t1Hxze8dN3VH7r7qArTvAjYE9iG+Hp1t3ARERER6QibHHQQ/ffb76PuD159ld4bbFDqPAG4bClGfwZwpplNBr7m7hUPtWqGpjU0zGw14N9A6aLLM4EXgA2AY4EngentMOnhwELgHWCddhi/iIiIiEhdpowdy5SxY8sO+9x11y1NI+M84AFgTeDnwJ/MrJ+7p99sqiDN3KNxMW2NjAuA77n7fAAz+yThxPQNKmSXxkB3n2xmFwDfaIfxi4iIiIjUpairTplZT2CRu88DcPfvZIbtDxxC+G/9XCETbEBTGhpmtirhcCmAx4FvubuXhrv73bHeiKKn7e6Tix6niIiIiEgjUu+jYWYHAFvHzg3M7HjgHuB54ClgazMbAgwDxgCrAZ8lHM3z8hIjbKJm7dHYLDOt/2QbGSIiIiIiy4sG9mh8E9g7Ph8I/B8wMlfnFcIpAucDXYFxwDdKezs6SrMaGtmTr6s1MuppgKiRIiIiIiLLpNSGhrsPrjBodKbOU8AnG56pdtKshsZzwII4vT3NzCrs1cheimv1zPM1Ms9ntsP8iYiIiIi0u9RDp5ZlTbkzuLu/D1wfO7cHzjGzjxo5ZjbIzPYhnL9RcoKZrRrP7/hypn+2Tkk3M+uZK7qErYiIiIi0lG49e1YsnU1TGhrRScCj8fl3gKlm9oSZvUs4oWWgu78A3BDr7Ee43O30+BzgenefWGbc3wc+zJWNAMxsjJlNBI4rVTazibHsUtzLExERERGpbnlqaDTt8rbuPs3MdifcsO9I4OOEk8TfAG4D7oxVjwYmAEOBj8V+LxFuvX5eA5PuT2x0ZGwSH1dsYHwiIiIiIg1Zng6dauqdwd19DnBhLJXqzAXOjqXauCax+Enmler1T5pJEREREZF20hn3XFTS1IaGiIiIiMjyTA0NEREREREpXJfu3Tt6FppGDY0qnnppTnJm5299KzkzduwryRmAVQe8m5wZMnDt5MwKK2+ZnLn5wAOTM5sefHByppHjHNfcbrvkzEprp79vN+67T3LmyLvuSs68sOHnkjPrD7qzdqWcdydMSM4Mufrq5Mzfhg1LzqyySo/kzB923i45c2Gvbydn/jJqjdqVcvo3sLwNHNgvOTN79vzkzIIFi5IzEydOTc5cc80TyZl11+2dnBk8uH9y5pJLHk7O9Oq1QnJmzz03TM5s0mVycmbN4ccmZ5679bnkzJw5C5Izr7/+QXKmke/CSy9NS8506ZJ+ccvRow9OznTv3jU503tB+ndux31vTc5svfVayZnPzLihdqWcXa+5MTnTyrRHQ0RERERECqeGhoiIiIiIFE5XnRIRERERkcJpj4aIiIiIiBROezRERERERKRwy9MejS61KpjZGDPzWJ41M8sMW8nMpmWGj85lv5sZNtfMVi8zfs+Uy3LD9sgNHxH798/0G1Vl3i8ys/FmNr9Uv+Y7IiIiIiLSTrr17FmxdDY1Gxo5mwP7ZbqHA32q1D8m87w7cFSN8X8p1xg5JWnuljQc2Ah4ZynHIyIiIiKy1Lr27FmxlBM3vD8RN9qPN7MdKtQ72MwmmtmcuKNg43Z9IXVIaWiULrie/fN/Unxc4uLYZrY7oWECMC4+jqwx/l7A8TG/HnBIZrqNGOjuawB/XIpxiIiIiIgUImWPhpn1BG4CegOnAf2AG82sa67e2sC1wAzgm8COwFXt/FJqSmloPAk8B+xvZpua2b7AlsA/gffL1C81Kp4GTo/PdzCzgRXG/2dgIXBifPO+SjiHpOG7tLh7+p2LRERERETaSeKhU58lNC4ucfdLgCuAjYHBuXpfBHoA57r7r4FbgL3MbJN2eyF1SGloOHAxYIQ9GaU9GxflK5pZL+CI2Hk1MBYo3f660l6NyYTGxkbA4cAJwFzgsgr1RURERESWKQvdcOvyUVlEWzfh/29W6fCn1+LjlPj4sQbrNVXqORqjCXsvjgMOAF4Ebi9T71BgFWARcI27O/CHOOxLZrZChfH/Kj7+FlgT+BPwbuI8ioiIiIi0pA8/XMCsWfM/KrNnt3VTewN76aJMtS5wVG+9dpXU0HD3mcDvgJVi9jfuvqhM1RHx0YCnzGw6cGrstyahkVJu/P8BHiU0UqDM3hIRERERkWXVvHkLK5YyXo6P68fH9Ur9zaynmXWvVa/QmU+UukcD4NeEPRUzgSvzA81sI+CTpU5g1Vh6ZapVOym81Li4190frWN+usU3OlusdkxEREREpLnmzFlQsZTxd+Bt4Ktm9lXCUUWTgDHAh8D4WO9aYB7wbTM7GfgC4b/0i+37aqpLbmi4+0tAX2B9dy93EvgIQgNjIbCWu1upAGfGOkPMrF+FSVxN2OuxX4Xhed8nvNHZshF8dA+QiYQPhdhvYiy71Dl+EREREZFCpDQ03H0O4dzlmYRTDN4GDnf3hbl6bxBOCO8DXEA4QmhEu76QOjR0Z3B3n1ZhkNF274x73T1//4qbgB/F6Q4Dfl5m3Iso7ryM/sRGR0bp7PsVC5qGiIiIiEhdKuy5qMjdxwLblOlvue6bgZuXauYKVrOh4e6D66jTt56JufsztJ2cUupX9TAnd59QJjMp369Ctn898yUiIiIi0gypDY1lWUN7NEREREREJJ0aGiIiIiIiUjg1NEREREREpHDLU0PDwr30pJzJd9/dlDen9/rr165UxpOXX56cWXnddZMzXXv2TM68fv/9yZnNjziidqWceTNnJmfW2m675Mz0iROTM/NmzEjO/OHptZMzn+8zvnalnNU22yw5s2r//smZlRtYtme+/npy5plrrknObHbqGcmZFeekX6fijTkrJ2c2WL3c7Ymqe/Tii5MzWw0fnpyZ9eabyZlr7k2O0Ldvr9qVcj61/tvJmff6DkzOzJ49Pzkz68ofJGe69Up/DzY45ezkTK9ele6hW9mFF/43OTNx4tTkzI3XDEnO9Ozzy+RMs8ybd2btSjlHHXVTcubGG59Ozrz37NDkzNFffyQ507171+TM2Qem/9Zvc9xxLXurg5tueqbi/8tDD/14y853I7RHQ0RERESkSZanPRpqaIiIiIiINIkaGiIiIiIiUjg1NEREREREpHBqaIiIiIiISOGWp4ZGl6JGZGbfMjM3s4Vmtlqm/w2xv5vZupn+o2O/SWY2OFNnqpn1KVPv3Vx3tTIm1j3EzP4Zx1kaNqKo1ywiIiIikmLevIUVS2dTWEMDGJsZ556Z/ntlng8q8/w/ufGsBny7ynReBB6M5ZlM/5cy/UvXdRsUyzs15l1EREREpN3NmbOgYulsimxojANmxeeDAMxsM6AfULq4+V6x/3rAxrHfWJZ0ipmtU24i7v4jd9/V3XcFTswM+qi/u5f6nwv0Bg5t8DWJiIiIiBRGDY0GuPsC4IHYOSj3+GtgXqZ770w0v0fjUaAXcFYB8/SWu89b2vGIiIiIiBRBDY3GlfZO7GBmK9PWsPgH8AiwlZmtnun/trs/mxvHz4H3gOPNbEDB8yciIiIi0mHU0GhcqaHRDdidcKjUTGB8HGaE8zdKezTyezMA3gd+Gsfxo4LnT0RERESkw6ih0bgHCIdIARwF9Afud/eFtDVCDgW2iM/LNTQALgamAEcC2xY8jyIiIiIiHUINjQa5+xzg4dj5pfhYamDcCywkNEDIDSs3nh8S9oBsV+Q8ioiIiIh0FDU0lk728KmPut19BvBEpv8M4PEq4/kd8NzSzIiZnWJmE4HbM73PM7OJZnbe0oxbRERERCSVGhpL557M8znAQxWG3efuiyqNJB5udcZSzsvqwCbABpl+a8V+/ZZy3CIiIiIiSZanhka32lXSuPs/CIc8lRt2GnBamf5jymXc/cZK46qWywwfBYyqPsciIiIiIs1RZIPCzD4LnA9sRfhPvKa7v1uh7mjgmFzv1dx9emEzlFN4Q0NERERERMoreM9FL8JpCj2Bem4L8S5wcqZ7VqWKRVBDQ0RERESkSYpsaLj7TcBNZjaG+hoas4DbgFnu7oXNSAVqaIiIiIiINMkRR2zJsGEDP+p+4YX32HTTNUqdJwCXtePkNwQ+AOaY2RXAKdXOmV5a1oTGzDLLFy5MfnPenzQpeTr3PdvY57vnnhsmZ5684MfJmR1OOik5s2hBemu9WZnLB6TfcH7AwQcnZ/Y8++zkzOiBA2tXytnmjonJmR3WnpmcGX/xxcmZbU84ITnz/I03Jmde2+7o5Mwmk/+WnDn55jVqV8p54P6RyZl3J0xIzrx0++21K+X0Xn/95MwPb1sxOTN4cP/kzFe/smNy5vMHX5ecOfDAzZIzL700LTnTrVv6tVd69kzfFtilS8XTFis6aqcPkzMX35kc4dvD107O7HVE2avgV/WZz2ySnJk0aXpy5umn30nOHHvs9smZo47aJjnTyHIw/c4bkjMjLlmYnDnrrL1rV8rZYt4TyZnNDz88/U1oktVWO6/i/8tp0769xHyb2RRgvTLVR7r76FhnDOGG2NXO0RhOOI9jOnA64Sbaw93992mvoH7aoyEiIiIi0iQNHDq1N7BCmf5vVAuZ2QpAV2CuB1dnhi0iNDS2TJ2ZFGpoiIiIiIg0SWpDw91frDTMzDYlNETWib2GmdkL7v434P8IV5n6BDDOzO4G/k44Ifxrsf6DaXOfRg0NEREREZEmcf9BkYd17UFoUJT8gnDfunLHB79AuOLUmsBrwNfd/c8FzssS1NAQEREREVkGxXM0RlcYNgIYkelOP3FyKbXHncFFRERERGQ5l9TQMLMxZuZmNinXf3Ds72Y2wsz6Z7rdzOaZ2btmNs7Mfmxm/SqMfz0zW5jJfa1CvS5mdmycn6lmNtfMXjazP5nZrpl6XqGkX3pJRERERETq1oxDp14D3gI+BuwYy/Fmtr+7P5arO5zFGz8jgd9kK5hZD+AvwH6x1xzgeWBtYGic1gO58T4GzM10v9rYSxERERERkXo049Cpy919R2B1wnFiC4B+wA1mlm/ojIiP4+LjjmaWv4D0WbQ1Mv5AuF7wNu6+JqERU+6i219w910z5bdL9YpERERERKSqpp2jEa/fexVwSew1ANi3NNzM9gBKd076GvByfD4yU8eA42Pnm8CX3f2jO4+5+3h3v7nM5MeZ2Wwze8rMvhv3ioiIiIiISDtptKGxUfacB+DuhGx2j0N2b0WpQfGsuz8EXBO7h8UbjgD0BdaKz8e5ez23M50GTCEcOrUlcA5wddWEiIiIiIgslUYbGvMIN/golWcanKYDmFkv4IjY76r4WLod+prAkPg8e93hirdvz9gVWMPdtyPcuv2u2P8IM9sgYZ5FRERERCRBow2NN7LnPAAnJmT3zjx/Kj4eCvSOz88ws+nAw5l6pb0d7wBvx+c7mVnPahNy9wfd3ePz2cAtmcFqaIiIiIiItJOmnaNhwUjgK7HXi8C/4vORmaorAavGUnKAma0VGw2Xx37rAL81s5Uy09jWzL4Qnw8ys8PMrEvs7gl8PjPOVwp6aSIiIiIiktOMhsbxZvYIMBW4EuhK2CtxmLvPN7P+wOBY9xvubqVC2OvghMvwDot1zgbujM+HA++Y2RNm9ibhMralPSYfA24AZpjZE8DrtJ18/jt3f609XqyIiIiIiDSnobEeMJDQYHgUOBcYmLmHxgjazr3IHtqEu0+h7RCqkbHfXOCzhKtP3UM4yXsLYD5wI3BdrH8vcCkwGdiY8FofIexRafot2EVERERElidJN+xz98EV+o9h8RO1KdNdaZyjgFFVhu9Spt8i4IpYKuUmAl+tZx5ERERERKRYTTtHQ0RERERElh9qaIiIiIiISOGSDp1a3jx3/fXJmd4bbpic+cS6vZIzANMfGlu7Us4u3/lOcubZa69Nzrxwc7kbtFe30+mnJ2fW2XPv2pVy1hz9WHLmg4uOTc5MvPXW5Mywhx5KznTrOTs5M/X5icmZjw8dmpx5ZuaayZktTj0zOdP/2YdrV8pZdcipyZlfLbggOdPIcrDagAHJmRV6pa9Hthr+UnJmzz3T13FfGpK+HNw9Jv3CgLfceGhy5pk//jE588DbqyVnju5zT3LmvHE7JGcGDdooObPFQenrndkz039LBm53WXLm2WffTc5ssUXf5Mzaa6+cnLn++sOTM5NuTf9tnD590+TM88+/l5zpO2FCcmbq1P7JmXXX7V27Us6Es65Mzmx+ePrnI8XTHg0RERERESmcGhoiIiIiIlI4NTRERERERKRwamiIiIiIiEjh1NAQEREREZHCqaEhIiIiIiKFK7ShYWZfNDPPlK0zw47J9B+R6d/DzCbE/i+Y2Upm1j9Td1Smbnbce2f6j6gwzYvMbLyZzS8NL/L1ioiIiIhIeUXv0RhRqdvdrwJKF5D+lZn1j8/PAbYCFgJHu/usOqd1bh11hgMbAe/UOU4RERERESlAYQ0NM1sf2Dd2jouPw8wse1PAE4A3gVWAq8zsk8Cpcdg57v5AwiR3M7PP16gz0N3XANLvyCQiIiIiIg0rco/GMXF804BhgAP9gCGlCu7+HlC6xfIg4PaYGQecnTCt8fHxJ2ZW8TW4++SEcYqIiIiISEGKbGiMiI/XuftzwL2xe2S2krv/Hbg0dvYE5gLD3H1BwrTuBv5NOOTq6EZnWERERERE2kchDQ0z2wsYEDuvio+/j48HmNmambqWqQvQHdiwgcl+Jz7+MI5DRERERERaRFF7NEZknt9hZtOBC2P3CsCXMsNPpu1cjlcAA35nZqulTNDdxwE3EU72/p/0WRYRERERkfay1A0NM1sJODzTa9VYVs70GxnrbgH8NPa7CvgUMBNYD7ikgcl/n3C1qh0ayIqIiIiISDspYo/GYUDv+HxHd7dSoe38iYFmtgtwDbAiYU/GKe7+InBarDPUzL6YMuF4LsjoSsPNbIyZTQSOy/SbGMsuKdMSEREREZH6FdHQKJ3s/Yq7j88N+yswLz4fBuwILAKGu/sMAHe/HLg11vlNvExuilHAnArD+gObAH0y/TaJZcXE6YiIiIiISJ261a5SnbsPrjLsfaBHptfJFeqVux+GlalXrt8UKjQa3L1/pXkTEREREZH2U/SdwUVERERERNTQEBERERGR4pm7d/Q8tKxbPv/55Ddnq+HD22NWyvrThL7JmS+s+3xyZtrz6Zk+AwbUrpTzwZQpyZkVevVKzjx77bXJmU0OOig506tv+uez0v7DkjMbrL4oOdPIe+ALUu6pGez5vdnJmUsvPTA5M3To1smZOa9PTs7MevPN5MyrY8YkZ6Zud3jtSjmf3HWN5MyRI/6RnPnJwR8mZ+YO3D85s9NOlyVnxl24SnJmcv/PJmfOOec/yZnrz049/RDefuyx5EyXfY9Jzuyzz1W1K+U08p076KDNkzMbTPl3cub7t62anJk+vdKpnpXdf/+ryZmxY0fWrpTTyLwddNCfkjNvvnl6cub9e+9Izqw2KP07t/oqXZMzXXv0WOJwe2k+7dEQEREREZHCqaEhIiIiIiKFU0NDREREREQKp4aGiIiIiIgUTg0NEREREREpXMMNDTMbY2aeKQvN7DUz+6uZ7W5mo3PDy5UxmfGtamZnmdmjZvaBmc0ys2fM7CIzWy/WGZXJ9s/NT6n/6Ey/Q8zsn2Y2NTN8RKOvWURERERE6rPUdwYH5gGPEu4AvjVwILA/8GPgwVhnFeDj8flLwDvx+dMAsdFwN9A/9p8OTAE2JtxN/C7gtQbmbVAsk4DVGsiLiIiIiEgDijh06g1339XdtwcOjv26AavF/rsCJ2bq/6jU391L/a+hrZFxKrC6u28D9AYOAdIveB+cG8dxaIN5ERERERFpQBF7NLKSb45iZlsBe8TOW939V6VhHu4meEujM+Pub8VpNDoKERERERFpQBENjXXM7AHaDp0CWADUe1vKLTPPxyZM92U1IEREREREWlMRDY3uwC7AIuAtYDxwjrs/WDXVJtta8ITpPgbMzXTvkpAVEREREZF2VERD4xV3778U+acyz/cCLqwz9wV3n1TqMLOURoqIiIiIiLSjDr+Phrs/BdwfOw82s5Msc0yUmX3OzHbomLkTEREREZFGdHhDI/oS4RK0AL8G3jWzx83sfeBWYMNGRmpmp5jZROD2TO/zzGyimZ23NDMsIiIiIiKVFX3VqYa4+yQz245wadsvAJvGMoVw6dtxDY56dWCTXL+1YunX4DhFRERERKSGhhsa7j44oe4Yalz61t3fB34YS6U6o4BRFYYtMf5q9UVEREREpP20yqFTIiIiIiLSiaihISIiIiIihVNDQ0RERERECtcSJ4O3qs/feGNy5rFLL03O/GPm9skZgJVG7ZWcWeuhh5IzXbqlLybzZ89OziyaNy85s8vZZ6dPZ8GC5Ey3/Y9Lzsy49ufJmd+cf19ypn//PsmZNS7+cXJmtzseT868M3FhcuaKzTZLzjw65XvJmYHHH5+c+ck105IzJ+68bnJmUZ+eyZn353VPzvRpYDorDtovOfOLc/6TnBk6dOvkzJCfvpyc2WKLB5Izl156YHLm9gemJGcmTd0pOXPqur2TM1/5Svp0vve99N+fE074a3Jms802T86sv37678/06XOSM/d8K306O++8XnLm+WtGJ2fGjTshOXPYYdcnZ/46elBy5tnLfpGcueqMM5Izp7tur9YKtEdDREREREQKp4aGiIiIiIgUTg0NEREREREpnBoaIiIiIiJSODU0RERERESkcIU1NMxsjJl5LD/I9O+f6X9S7FfqHp0bx6TYf0yF8T5rZpYZtpKZTSs3vsy4SmWemb1mZteaWf+iXreIiIiIiCypvfZofMPM+rbDeDcHstdWHA70qZH5AHgQeB5YFzgSSL/GnoiIiIiI1K29Ghq9ge8XPM758fGUTL+T4mO1GyOMd/dd3X1r4MrYb2szW6Pg+RMRERERkag9GhovAe8DXzWzDQsc75PAc8D+Zrapme0LbAn8M06vKjNbGVg/dr5dT0ZERERERBrTHg2NacAFQA/ghwWO14GLASPsySjt2bioRm5vM3PCIVSfAeYCR7l7+u2hRURERESkLu116NQvgLeAowl7HVJVum/8aMKeiOOAA4AXgdtrjKt0jsZjhEOsegBXmNnqDcyXiIiIiIjUoV0aGu4+C/gx0BX4UZkqs+Jj/s9+qXtmhfHOBH4HrESY99+4+6Ias1M6R2N74KDYbyPg8Bo5ERERERFpUHveR+O3wMvADmWGPRYf9zGzHc2sm5kdTziJHODxKuP9NbCI0Bi5skq9cizzfIXErIiIiIiI1Klbe43Y3eeb2VnA78sMPpdwidmVgHGEQ6VKjYCpwKVVxvtSvHTuInev54TuHczsAaA7sHXs9yFwZ10vREREREREkrX3ncH/CDyR7+nufwOGAHcRzrlYBLwJXAfs7u5Tqo3U3afV2ciAsJdkF2A7wiFbdwEHuPvzdeZFRERERCRRYXs03H1wmX6LgG0r1L8DuKOR8Zaps8TNAd29f62ciIiIiIi0j/beoyEiIiIiIsshNTRERERERKRwamiIiIiIiEjhzL3SvfFEREREREQaoz0aIiIiIiJSODU0RERERESkcGpoiIiIiIhI4dTQEBERERGRwqmhISIiIiIihVNDQ0RERERECqeGhoiIiIiIFE4NDRERERERKZwaGiIiIiIiUrhuHT0DyzIzOxhYxd2vLjNsVWC+u8/O9e8H9HD3yXWMfwCwkrs/njBPfwB6uvuhddbfHdgQmOTuD9RRfx3gaKA/8DxwpbvPyNUZBLzp7s/XO98xtz6wrrs/lJm3fYFZwI3u/kqF3LrAPsB6wHzgWeDf7j63yrS6ATsSXjvAq8A4d1+QMs9xXOsAK9TzmTaLmX0F6O7uF9VZvxvQF3jH3RfWUd+ATxCXA3d/rPG5rTmtlYEdCMvBeHf3KnXXp205eMHdP6gxbi0H1fMHo3Wc1nGdYNnWOk7LgXQQd1dpsAAvAAtz/VYCbgUWElYEVwIrZob/F1iQy6wG3A68D9wWx3FVHMdC4GHCj302M6RCmR0zQ4AhuczVwFnxeW/gvsw0FgJ3Ev4g5DNT4zwNjM+zmZeANXOZRXHYbcBedb6X+wBzY+5nwJdy05kBbFMmdz4wL1d3IfAG8LkK0xoJvFUm8zZwbIPLwYIy/b8OPAo8AAzPDbsZeDHXz4BvAX8BTo/9jgWmANOAn5eZRq8K5YP4mlYEeuUyxwIHZqZ5LjAz8z5/v8x0TovztRLhx/r+3Ht3C9Atl1kY5/10oHed7+XHCH+iZgBDCT+Q72Sm8xjQt0zuQODp3DzNj/PcX8vBkstBwmvSOk7ruGVq2UbrOC0HKi1TOnwGWrkQtgBUKy+z5I/wDwg/QqWyELib+ONG+BHOZ36Zq//3MuM4J5cp9c+XbCb/Y78IuD8+Py83jVLmm7nMZMLWHAg/0qW6MzKZ35aZTnb+7gc+X+O9/kcmNxt4pcz8XZ/LnFrhNZSezwV2yWWGlsnk80MTl5Nyf8aOyc3PQuD8zPByy8E3cp/lTwg/JNl5+2pBy8F98fmXK7wHh+UyzwCvxue/q5D5dpV5mwacA/Sr8V7+PjPOtwg/XPnpXJjL7J97n/L1XwfW03JQ9g+C1nFax3W6ZRut47QcqLRM6fAZaOVSZcHOLuD5L9Azcdh/gYviCmAhcEMcXu5L90KsMzYzzSeBkwlbDhcBT1aYt0orkHLzlv0Rfi7Wuwo4ABgdhz+Wy8wBHonPpxG2SG4RuzeP3S+Vmc4bwMTcPD1D2MKyQpn3+i3atvCUtlCcCPQE9iL8ME/OZZ4mbOn7cizzgUuB3eL7vAj4Sy7zSOx/A/BFwlbGT8XnN8Zh43KZl2qUeWXe6wfjuKYDT2SWmW9VWQ4ejZmZ8XFBfE9uou1PyX1l3utKy0A9y0FpmhMIW1mfjN3/yWVmlt4X4LX4mv+HsLv/f2L3hDLTmRVfR2mePoyf0aYVvnOTM5/jgpj5PeGH9sw4nudzmfti/z8A12Sef5e2LYX5P4rL/XKgdZzWcZ112c4tB1rHLafLgUprlA6fgVYuVRbsxRbyXGZW/OKXtu6tE7+gCwlb2Mp96WYCL8fnL8e628Xu7sB7wMxcZmqs9ydg71gG03ZYwd7A3mVeT2nl+yHhh7JL7O4Su9/PZd6L0+pOWEE+lRv+FPBhuenEcQ4FxuVWClOIu0szmTm0reTHxXrZwzEeLzOdD4FHM92PAm/E533jZ/FemczEKp/5i8DsMq+n0h+eSsvB1Dj9jWL3PrT9IB1WYTmYGpedlWn78Sjt/l87frbTKszbzYQtzaVSOkTjB8APqiwHHxBW8H1id5/Y/XYu8wFtW/veBZ7IDX8CmFVhOdiE8KM6OzO/84HrgU+U+XzGZz7PhYRj+EvDnywznVnAs5nuZwnHLkM4FGZ+ad61HGgdh9ZxnX7Zzi0HWsctp8uBSmuUDp+BVi5xYX8Z+FqF8naZL9B7LLllbkvClrKF8QtY7kf4ofj8oViva2b4eGBOLrMecFesewuwWuz/QX78mUxpq84gwor0sdzwJ4GpuX5/i9P4HWFLykLgf4HjgUviOJ8uM537c/32ZfHDEvLvwWuElf+RtG3t+xawBvDZuDLJb+17Na6w+sZ6U7MrJ8IPd/59ey9+Fkvs3o4ruOll3oMF8bO+oUJZ4j2P/fLv76Hxdc0k/OHJZ+ZkloOHWfKPyGPAvFzmAMKW0g+B/5ebfrXloHRYwdtk/shkpvNBrt+DcX7+B/hjnNcjgQHAEbF7SrXlAFgT+HH8DErLQf6Qh3cIW8j7ld4j4p/JmJ8GvFUmMzk+N8IWsZmZ4U8Dc7UcaB2H1nHLxbKN1nFaDlRapnT4DLRyIbTEp1cZXu54xcfjlyh/wuF+tB2DmM9MpG3rxHnALbnh7wKvlZm+Ad8m/EC9StgtWmvlm93NOB2wOKw7ua1nsf8ecb6rHV5xapnp3F9hHrYlbKGcn+v/59z8TSwznZtzmetjZi5tWzXGZoZ/tHLO9CvtMp5OOE78qlj+Hvt9dAhIJjOh3PtfYzl4ntyW09j/u1T/IzIhPv8nS27RmUy4Ykp+nGsR/iwtIpxwu1bCcrCQuIU0M3wa8Fyu3zGZ3PQy41gIXFTPckA42fI0wo9l/j34T26cH8TP9knCISyLfcYxc3fs/whtW5afzAyfxJJbL5f75SBmtI7TOq7TLdtoHaflQKVlSofPQCsX4AzCrs11Kwz/A3B3rt//xi/BcWXqn1jhS3cD4Yeue5nM7jFzR5X53IGwK7V0vGelle8kwtbLbNkhDjs2TudnZXKHEn7Q8rtQ5wMXlKlf8Uc4U2ejMq9hesxOBbYibOkoTWsOsHMus2VcyZTqzAP2jcP2JvyYXJ3LbELYKlLuR2QRYWvOgFzmqjhsnQqvZWKZz/RPcZyfLlN/dIXl4A5yh49khvWP4/tvlff0ZMIW6rcocyxt7vNZbFc4sFUc9unY78oyuV+UyZbKf8lddaXWcgB0BYbl+h2e+SwWEna9v5Wb16G5zJDMsFK9r8VhW8Xuf2o50DoOreOWi2W7zOeoddxyuByotEYpbemRgsTrnW9K2CX5ZJnhuxCuAX9PnePbk3D5u0fc/d4q9VYEfko4XhN3/2TifG9J2G37jLu/XWH8nyacHNmNsEXi3+7+Wpm6PyDsYr4icR5Wi/P/pLtPNbNewFHAqsBt7v5cmcwWhJMvuxC2zjxUx3TWBr5HOPlug9j7VcLK76fu/nqufg/CCZsfuPuiOl/L7oT360l3vzk3bAXCVTd6uPsPM/0HEA4Xuddz13k3s8MJ78Xt7v5/Vaa7FWG3/zaAu3vXMnU2KhN9x91nm9lBwPbAX919fJnszoRj0rPLwZ2E9z4/z2MIW61OqjS/FV7DPoSTY+9193+b2dbAdwjLwU3uPrpMZjjhUJ8uwJ/c/cLYfw1gfeDd/LK6vC8HjdI6Tuu4mGnZZVvruI8yy/VyIK1BDY2CmNkZwMbufpwynSMjIm1a+buqjNZxItKa1NAoiJn9l7Dbu+5WtTKtl6l2J2RlOl+mkbtbd7ZMvVrtu6pMY5lW+N4p07xMK697Wm0dJ+3EW+D4rc5QKHMJN2WWvQxlTnZTpvNlaOzu1p0qk1pa7buqTGOZZe27qkxjmVZe97TqOk6lfUo3RJYjZrZhjSpLfCeU6XwZ4HTgwPi8K+GKMxub2f7uPrc06k6ekU6olb93ymgd1+SMtAA1NGR5MwmodryglRmuTOfLDI39HiJc+ecwwr0XriFcFaaczpaRzmkSrfu9U0bruGZmpAWooSHLo0a2eijTuTIbEi4xOtjd55rZucB9wCFmdt5ykpHOq1W/d8o0L9PK6x6t45YjamgUp1VXNsosnplDuPb2BRXq/YBwB94sZTpn5s3SLnd3f8PMDiT8cJ0eh+d1tkyqZeH7rUzrf++U0TquVddx0h46+iSRZbUQVuqDgEGxewhwjDKtnaGxOyEr0/kyjdzdulNlapWO/q4qo3WcMkuVadl1T7MyKq1ROnwGltUC9IgLdt1XOVCm4zM0didkZTpfppG7W3eqTK3S0d9VZRrLtPj3Thmt45qWUWmNovtoNMjCHTQ/JOGOlMq0dkaWH9bA3a07W6aWVv6uKqN1nFTXyuueVlnHSXOoodGgVv4xUaaYH2Fr4Tv6KqNMe2da+buqjNZxyihTZEbaUX4Xh0p9hbbd1nXvqlOmtTNlxvHf1LwyynSWTCt/V5XROk4ZZYrMqLRf0VWnqjCzK6sMLrsFSZnWzohIm1b+riqjdZyILPvU0KhuBNVvkqPMspcRkTYjaN3vqjJax4nIMk4NjdpqXc+83HBlWjsjIm2WhXtDKCMisgxSQ6MKd++iTOfKiEibVv6uKqN1nIgs+9TQaJCZdQGGEa748Xtllv1MudEoo4wy0om18jKnjDLNzEg70eVtG5S5tOAid6+rwaZMy2cM2AvA3cea2RBgTXe/ShllOmPGzM6qlMty97Mz41OmhTPVtMIyp4wyrZCR5lFDo0HWwtdKV2apM63YCFJGmcIzZraIOk42zn6HlGntTDWtsMwpo0wrZKR59IGILKmVd+8qo0x7ZFphHpQpNtMK86CMMq2ekXamE81ERJZfiwg/zvOAPwK7Ab3LFGWWnYyISMvQoVNVmNldVQZ3AQaROzRHmdbOVLOMHNaljDKFZcxsA+Ak4DhgdcJhOncDFwF/9TI/EMq0dqaaVljmlFGmFTLSPGpoVFHH8bHGkn9+lWntTK077R6tjDLLQybLzHoSrtJ2EjCQ8L2aBAx091nKLDuZVl7mlFGmmRlpDWpoVGFmk6h9Ip67+8eUWWYyrdwIUkaZpmWWqGDWm7DlfBSwShzfmu4+VZllJ9PKy5wyyjQzI61BJ4NX4e79qw03s+2BEcosO5nSoGq5CsOVUaYzZjCzzYGTgeHASoTzAv4M/KrSH19lWjtD7WVBGWWWl4x0NHdXSSjAGsApwKPAQmCBMst2RkVleS3AHfF7shCYCpwPbKjMsptRUVFRaaWiQ6fqYOEu00OAkcABwAq0taznuXtPZZatTDnWwnctV0aZ9sjEwxEgXNXo30C5cwTc3Y9UZtnIiIi0EjU0qjCzLQmH3gwD+pV6x0cn7Mr+q7vPUGbZyFRjLXxzIWWUaY9MKx9frUzDmbOq1P+ILyN3OldGmUYz0hrU0Kgis5K3+Hgv8HvgQmAlL3PSkTKtnanGWvhSfMoo0x4Za+0LNyjTPhe8KIVSGjTKKLPMZaQ16GTw+jwMDHP3FwDM7GfKLPMZkeWet/CFG5RpLJMdXC2rjDLLUUY6krfAiSKtWghX9yidiPcucDGwMzANWKjMspep8Xn3KI1TGWWW1wwtfOEGZWpngAXx854DXAPsQrha1WJFGWU6e0alNYoOnarCzL4IHAPsS7jTdOnNKh2qs4O7P67MMpW5i8qWuTudK6NMo5ksa+ELNyiTlrEWvmu5Mso0MyMtoqNbOstCAdYDvg88T2hRZ7ekv6jMspPJDStXltjyq4wynTETc1sSLpn6eq5uaXxfAlZRZtnJZLI9geOBxzL1X6TKVl9llOmMGZWOLdqjkcjM9iRsVToM6E0dJ2Uq0zqZFj+JUxllmpaJuUUx13IXblCmsUwu35sWumu5Msp0VEY6UEe3dJbVAvQiHLZztzKdIxNz2xPuuKuMMp0+Q9sWwQeBTTP9p1FmD4gyrZ+JwzcnnLM2I+bnAzcDeyujzPKUUen40uEzoKLS0YUWOYlTGWWanaGFL9ygTMOZlr1ruTLKNDOj0hpFh07JcqkVT+JURplmZ1r8wg3KNJZZFJ+23F3LlVGmmRlpER3d0lFRaWahhU/iVEaZZmZy+Za7cIMyjWVyw8qVRbDsXLRAGWUazai0RtEeDVmutPJJnMoo08xMJa1y4QZlGsu08gUIlFGmmRlpER3d0lFRaWahhU/iVEaZZmbq+K607IUblGksE3PL3EULlFGmPTIqzSkdPgMqKs0sLL77tdVO4lRGmaZlVJafQgtdgEAZZToyo9L80uEzoKLSzAJ8kXD1igW5P2el59sqo8zykFHp3IVw8viBwE3AnMzysAiYo4wyy0tGpWNLh8+AikpHFFrwJE5llOmIjErnKrTwBQiUUaaZGZXWKB0+AyoqHV2APYErgPdLKy1llFkeMyrLfsn88So93gMcT7zJmTLKLC8ZldYoHT4DKiqtUmjhkziVUaaZGZVlt2T+iLXcBQiUUaaZGZXWKLq8rYiISCeRudQxhD9h1wJXA/8gHFpS7fLIyijTaTLSIjq6paOioqKioqJSTKGFL0CgjDLNzKi0RtEeDRERkU7GzNYDRhAOmxsQe5d+8Ce5+ybKKLM8ZKRjqaEhIiLSibXKXcuVUaajM9J8amiIiIgsB8ysF3A4MMLdP6mMMstrRppHDQ0RERERESlcl46eARERERER6XzU0BARERERkcKpoSEiIiIiIoVTQ0NERERERAr3/wGMLK7c0+f2KAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -2489,7 +2386,7 @@ " \n", " \n", " LEF1\n", - " 8544.1\n", + " 8544.10\n", " 12552.0\n", " 2869.0\n", " 15265.0\n", @@ -2513,7 +2410,7 @@ " \n", " \n", " SKP2\n", - " 23.8\n", + " 23.80\n", " -45.0\n", " -95.0\n", " -71.0\n", @@ -2536,8 +2433,32 @@ " 7.0\n", " \n", " \n", + " CUL1\n", + " 1712.75\n", + " 3309.0\n", + " 1273.5\n", + " 1726.5\n", + " 947.5\n", + " 2160.0\n", + " 2065.0\n", + " 2524.5\n", + " 1882.5\n", + " 2684.5\n", + " ...\n", + " 851.5\n", + " 614.5\n", + " 1560.0\n", + " 523.0\n", + " 952.0\n", + " 935.0\n", + " 646.0\n", + " 1214.5\n", + " 770.0\n", + " 2088.5\n", + " \n", + " \n", " HDAC2\n", - " 4542.9\n", + " 4542.90\n", " 6030.0\n", " 1195.0\n", " 9368.0\n", @@ -2561,7 +2482,7 @@ " \n", " \n", " GNAI1\n", - " 588.5\n", + " 588.50\n", " 163.0\n", " 364.0\n", " 882.0\n", @@ -2584,32 +2505,8 @@ " -94.0\n", " \n", " \n", - " CUL1\n", - " 2333.1\n", - " 4421.0\n", - " 1794.0\n", - " 2472.0\n", - " 1429.0\n", - " 2941.0\n", - " 2748.0\n", - " 3614.0\n", - " 2856.0\n", - " 3876.0\n", - " ...\n", - " 984.0\n", - " 1061.0\n", - " 2063.0\n", - " 712.0\n", - " 1271.0\n", - " 1087.0\n", - " 1049.0\n", - " 1786.0\n", - " 1106.0\n", - " 3877.0\n", - " \n", - " \n", " MAML1\n", - " 871.4\n", + " 871.40\n", " 1871.0\n", " 578.0\n", " 1589.0\n", @@ -2633,7 +2530,7 @@ " \n", " \n", " WNT1\n", - " -872.5\n", + " -872.50\n", " -875.0\n", " -1012.0\n", " -535.0\n", @@ -2657,7 +2554,7 @@ " \n", " \n", " HDAC5\n", - " 2137.2\n", + " 2137.20\n", " 2374.0\n", " 1651.0\n", " 2012.0\n", @@ -2681,7 +2578,7 @@ " \n", " \n", " AXIN1\n", - " -433.5\n", + " -433.50\n", " -722.0\n", " -808.0\n", " -623.0\n", @@ -2704,32 +2601,8 @@ " 471.0\n", " \n", " \n", - " PTCH1\n", - " 857.9\n", - " 388.0\n", - " 389.0\n", - " -550.0\n", - " 471.0\n", - " 673.0\n", - " 487.0\n", - " 631.0\n", - " 572.0\n", - " 1021.0\n", - " ...\n", - " -764.0\n", - " -826.0\n", - " -1308.0\n", - " -285.0\n", - " -347.0\n", - " -1058.0\n", - " -129.0\n", - " 389.0\n", - " -119.0\n", - " -2.0\n", - " \n", - " \n", " NUMB\n", - " 1033.6\n", + " 1033.60\n", " 1474.0\n", " 600.0\n", " 2106.0\n", @@ -2751,53 +2624,77 @@ " 1541.0\n", " 2109.0\n", " \n", + " \n", + " PTCH1\n", + " 352.60\n", + " 86.0\n", + " 372.5\n", + " -326.5\n", + " 181.5\n", + " 413.5\n", + " 337.0\n", + " 94.5\n", + " 534.0\n", + " 354.5\n", + " ...\n", + " -62.5\n", + " -454.0\n", + " -487.0\n", + " -185.0\n", + " -663.5\n", + " -150.0\n", + " -58.0\n", + " 252.0\n", + " 178.5\n", + " 1061.0\n", + " \n", " \n", "\n", "

11 rows × 48 columns

\n", "" ], "text/plain": [ - " ALL_1 ALL_2 ALL_3 ALL_4 ALL_5 ALL_6 ALL_7 ALL_8 \\\n", - "Gene \n", - "LEF1 8544.1 12552.0 2869.0 15265.0 7446.0 6991.0 15520.0 13114.0 \n", - "SKP2 23.8 -45.0 -95.0 -71.0 -65.0 -547.0 -24.0 230.0 \n", - "HDAC2 4542.9 6030.0 1195.0 9368.0 2281.0 3407.0 3175.0 3962.0 \n", - "GNAI1 588.5 163.0 364.0 882.0 1317.0 17.0 518.0 89.0 \n", - "CUL1 2333.1 4421.0 1794.0 2472.0 1429.0 2941.0 2748.0 3614.0 \n", - "MAML1 871.4 1871.0 578.0 1589.0 1448.0 1364.0 2494.0 1989.0 \n", - "WNT1 -872.5 -875.0 -1012.0 -535.0 -654.0 -694.0 -421.0 -827.0 \n", - "HDAC5 2137.2 2374.0 1651.0 2012.0 3132.0 2279.0 2314.0 2349.0 \n", - "AXIN1 -433.5 -722.0 -808.0 -623.0 -1167.0 -326.0 448.0 -661.0 \n", - "PTCH1 857.9 388.0 389.0 -550.0 471.0 673.0 487.0 631.0 \n", - "NUMB 1033.6 1474.0 600.0 2106.0 1239.0 1430.0 1468.0 1594.0 \n", + " ALL_1 ALL_2 ALL_3 ALL_4 ALL_5 ALL_6 ALL_7 ALL_8 \\\n", + "Gene \n", + "LEF1 8544.10 12552.0 2869.0 15265.0 7446.0 6991.0 15520.0 13114.0 \n", + "SKP2 23.80 -45.0 -95.0 -71.0 -65.0 -547.0 -24.0 230.0 \n", + "CUL1 1712.75 3309.0 1273.5 1726.5 947.5 2160.0 2065.0 2524.5 \n", + "HDAC2 4542.90 6030.0 1195.0 9368.0 2281.0 3407.0 3175.0 3962.0 \n", + "GNAI1 588.50 163.0 364.0 882.0 1317.0 17.0 518.0 89.0 \n", + "MAML1 871.40 1871.0 578.0 1589.0 1448.0 1364.0 2494.0 1989.0 \n", + "WNT1 -872.50 -875.0 -1012.0 -535.0 -654.0 -694.0 -421.0 -827.0 \n", + "HDAC5 2137.20 2374.0 1651.0 2012.0 3132.0 2279.0 2314.0 2349.0 \n", + "AXIN1 -433.50 -722.0 -808.0 -623.0 -1167.0 -326.0 448.0 -661.0 \n", + "NUMB 1033.60 1474.0 600.0 2106.0 1239.0 1430.0 1468.0 1594.0 \n", + "PTCH1 352.60 86.0 372.5 -326.5 181.5 413.5 337.0 94.5 \n", "\n", " ALL_9 ALL_10 ... AML_15 AML_16 AML_17 AML_18 AML_19 AML_20 \\\n", "Gene ... \n", "LEF1 22604.0 21795.0 ... 682.0 152.0 -348.0 30.0 210.0 350.0 \n", "SKP2 159.0 -162.0 ... -865.0 -642.0 -1005.0 -413.0 -733.0 -812.0 \n", + "CUL1 1882.5 2684.5 ... 851.5 614.5 1560.0 523.0 952.0 935.0 \n", "HDAC2 2616.0 6848.0 ... 1072.0 1918.0 1545.0 1653.0 2328.0 1061.0 \n", "GNAI1 1136.0 816.0 ... 470.0 313.0 -163.0 210.0 684.0 -331.0 \n", - "CUL1 2856.0 3876.0 ... 984.0 1061.0 2063.0 712.0 1271.0 1087.0 \n", "MAML1 1538.0 1946.0 ... 390.0 233.0 1075.0 962.0 997.0 1316.0 \n", "WNT1 -770.0 -1001.0 ... -2506.0 -2791.0 -2249.0 -1201.0 -1819.0 -2599.0 \n", "HDAC5 2376.0 5455.0 ... 1215.0 1024.0 760.0 1368.0 1923.0 1927.0 \n", "AXIN1 -1315.0 -1991.0 ... -2590.0 -2417.0 -1321.0 -466.0 -1628.0 -1910.0 \n", - "PTCH1 572.0 1021.0 ... -764.0 -826.0 -1308.0 -285.0 -347.0 -1058.0 \n", "NUMB 1014.0 1549.0 ... 491.0 342.0 1594.0 990.0 1436.0 841.0 \n", + "PTCH1 534.0 354.5 ... -62.5 -454.0 -487.0 -185.0 -663.5 -150.0 \n", "\n", " AML_21 AML_22 AML_23 AML_24 \n", "Gene \n", "LEF1 -242.0 -47.0 176.0 14.0 \n", "SKP2 -464.0 -490.0 -333.0 7.0 \n", + "CUL1 646.0 1214.5 770.0 2088.5 \n", "HDAC2 1571.0 1749.0 2942.0 1174.0 \n", "GNAI1 115.0 55.0 -80.0 -94.0 \n", - "CUL1 1049.0 1786.0 1106.0 3877.0 \n", "MAML1 48.0 609.0 2090.0 1056.0 \n", "WNT1 -995.0 -1861.0 -1835.0 -714.0 \n", "HDAC5 2872.0 848.0 1629.0 2763.0 \n", "AXIN1 93.0 -2951.0 -1666.0 471.0 \n", - "PTCH1 -129.0 389.0 -119.0 -2.0 \n", "NUMB 352.0 1158.0 1541.0 2109.0 \n", + "PTCH1 -58.0 252.0 178.5 1061.0 \n", "\n", "[11 rows x 48 columns]" ] @@ -2813,12 +2710,12 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2864,7 +2761,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2919,14 +2816,14 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2023-08-26 22:38:39,199 [WARNING] Dropping duplicated gene names, values averaged by gene names!\n" + "2023-10-25 10:46:59,844 [WARNING] Found duplicated gene names, values averaged by gene names!\n" ] } ], @@ -2942,7 +2839,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -3021,7 +2918,7 @@ "4 ALL_17 HALLMARK_MYC_TARGETS_V1 3335.065348 0.695717" ] }, - "execution_count": 57, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -3032,7 +2929,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -3098,7 +2995,7 @@ "MRE11A 12.787631" ] }, - "execution_count": 58, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -3111,7 +3008,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -3122,7 +3019,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -3142,7 +3039,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -3184,15 +3081,15 @@ " 934\n", " ALL_1\n", " HALLMARK_APOPTOSIS\n", - " 970.822693\n", - " 0.20252\n", + " 970.818772\n", + " 0.202519\n", " \n", " \n", " 1774\n", " ALL_1\n", " HALLMARK_HEDGEHOG_SIGNALING\n", - " 431.41465\n", - " 0.089996\n", + " 431.446694\n", + " 0.090003\n", " \n", " \n", " 279\n", @@ -3205,8 +3102,8 @@ " 1778\n", " ALL_1\n", " HALLMARK_BILE_ACID_METABOLISM\n", - " -429.137781\n", - " -0.089521\n", + " -429.127871\n", + " -0.089519\n", " \n", " \n", "\n", @@ -3215,13 +3112,13 @@ "text/plain": [ " Name Term ES NES\n", "601 ALL_1 HALLMARK_PANCREAS_BETA_CELLS -1280.654659 -0.267153\n", - "934 ALL_1 HALLMARK_APOPTOSIS 970.822693 0.20252\n", - "1774 ALL_1 HALLMARK_HEDGEHOG_SIGNALING 431.41465 0.089996\n", + "934 ALL_1 HALLMARK_APOPTOSIS 970.818772 0.202519\n", + "1774 ALL_1 HALLMARK_HEDGEHOG_SIGNALING 431.446694 0.090003\n", "279 ALL_1 HALLMARK_INTERFERON_ALPHA_RESPONSE 1721.458034 0.359108\n", - "1778 ALL_1 HALLMARK_BILE_ACID_METABOLISM -429.137781 -0.089521" + "1778 ALL_1 HALLMARK_BILE_ACID_METABOLISM -429.127871 -0.089519" ] }, - "execution_count": 61, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -3233,7 +3130,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -3307,7 +3204,7 @@ " \n", " \n", " HALLMARK_ADIPOGENESIS\n", - " 0.287381\n", + " 0.287384\n", " 0.274548\n", " 0.290059\n", " 0.285388\n", @@ -3331,7 +3228,7 @@ " \n", " \n", " HALLMARK_ALLOGRAFT_REJECTION\n", - " 0.061771\n", + " 0.06177\n", " 0.028062\n", " 0.096589\n", " 0.080713\n", @@ -3433,8 +3330,8 @@ "text/plain": [ "Name ALL_1 ALL_10 ALL_11 ALL_12 \\\n", "Term \n", - "HALLMARK_ADIPOGENESIS 0.287381 0.274548 0.290059 0.285388 \n", - "HALLMARK_ALLOGRAFT_REJECTION 0.061771 0.028062 0.096589 0.080713 \n", + "HALLMARK_ADIPOGENESIS 0.287384 0.274548 0.290059 0.285388 \n", + "HALLMARK_ALLOGRAFT_REJECTION 0.06177 0.028062 0.096589 0.080713 \n", "HALLMARK_ANDROGEN_RESPONSE 0.133453 0.113911 0.193074 0.201531 \n", "HALLMARK_ANGIOGENESIS -0.113481 -0.182411 -0.195637 -0.094817 \n", "HALLMARK_APICAL_JUNCTION 0.051372 0.063763 0.054601 0.014385 \n", @@ -3474,7 +3371,7 @@ "[5 rows x 48 columns]" ] }, - "execution_count": 62, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -3513,7 +3410,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -3523,6 +3420,304 @@ "# -p 4 --no-plot " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GSVA example" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-10-25 10:47:01,160 [WARNING] Found duplicated gene names, values averaged by gene names!\n" + ] + } + ], + "source": [ + "import gseapy as gp\n", + "# txt, gct file input\n", + "es = gp.gsva(data='./tests/extdata/Leukemia_hgu95av2.trim.txt',\n", + " gene_sets='./tests/extdata/h.all.v7.0.symbols.gmt',\n", + " outdir=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameALL_1ALL_10ALL_11ALL_12ALL_13ALL_14ALL_15ALL_16ALL_17ALL_18...AML_22AML_23AML_24AML_3AML_4AML_5AML_6AML_7AML_8AML_9
Term
HALLMARK_ADIPOGENESIS-0.21331-0.080960.003289-0.0179090.2078410.023294-0.085392-0.2212730.16147-0.01825...0.03344-0.190436-0.09850.1052080.196799-0.296305-0.0840420.4508320.2269210.209835
HALLMARK_ALLOGRAFT_REJECTION-0.210468-0.373787-0.086016-0.169623-0.158775-0.016488-0.0507030.10443-0.075816-0.193654...0.0236530.032892-0.1135770.307030.1345810.1889050.1321690.024078-0.092054-0.195987
HALLMARK_ANDROGEN_RESPONSE-0.13633-0.3085720.0081260.04849-0.061181-0.2030360.070416-0.125240.0800750.022248...0.0318980.0643940.0702320.199349-0.079399-0.016658-0.1273270.0188470.1214260.163149
HALLMARK_ANGIOGENESIS0.035895-0.287645-0.214951-0.291145-0.311917-0.236717-0.345662-0.250202-0.233296-0.318353...0.244374-0.076852-0.010928-0.2107870.3879120.2694470.348230.1572490.075479-0.064515
HALLMARK_APICAL_JUNCTION-0.088652-0.128757-0.050282-0.248682-0.1451640.001997-0.082962-0.091691-0.168941-0.139766...0.005859-0.0673850.062719-0.0224340.0765930.1386640.2406470.0393070.0167640.057512
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" + ], + "text/plain": [ + "Name ALL_1 ALL_10 ALL_11 ALL_12 \\\n", + "Term \n", + "HALLMARK_ADIPOGENESIS -0.21331 -0.08096 0.003289 -0.017909 \n", + "HALLMARK_ALLOGRAFT_REJECTION -0.210468 -0.373787 -0.086016 -0.169623 \n", + "HALLMARK_ANDROGEN_RESPONSE -0.13633 -0.308572 0.008126 0.04849 \n", + "HALLMARK_ANGIOGENESIS 0.035895 -0.287645 -0.214951 -0.291145 \n", + "HALLMARK_APICAL_JUNCTION -0.088652 -0.128757 -0.050282 -0.248682 \n", + "\n", + "Name ALL_13 ALL_14 ALL_15 ALL_16 \\\n", + "Term \n", + "HALLMARK_ADIPOGENESIS 0.207841 0.023294 -0.085392 -0.221273 \n", + "HALLMARK_ALLOGRAFT_REJECTION -0.158775 -0.016488 -0.050703 0.10443 \n", + "HALLMARK_ANDROGEN_RESPONSE -0.061181 -0.203036 0.070416 -0.12524 \n", + "HALLMARK_ANGIOGENESIS -0.311917 -0.236717 -0.345662 -0.250202 \n", + "HALLMARK_APICAL_JUNCTION -0.145164 0.001997 -0.082962 -0.091691 \n", + "\n", + "Name ALL_17 ALL_18 ... AML_22 AML_23 \\\n", + "Term ... \n", + "HALLMARK_ADIPOGENESIS 0.16147 -0.01825 ... 0.03344 -0.190436 \n", + "HALLMARK_ALLOGRAFT_REJECTION -0.075816 -0.193654 ... 0.023653 0.032892 \n", + "HALLMARK_ANDROGEN_RESPONSE 0.080075 0.022248 ... 0.031898 0.064394 \n", + "HALLMARK_ANGIOGENESIS -0.233296 -0.318353 ... 0.244374 -0.076852 \n", + "HALLMARK_APICAL_JUNCTION -0.168941 -0.139766 ... 0.005859 -0.067385 \n", + "\n", + "Name AML_24 AML_3 AML_4 AML_5 \\\n", + "Term \n", + "HALLMARK_ADIPOGENESIS -0.0985 0.105208 0.196799 -0.296305 \n", + "HALLMARK_ALLOGRAFT_REJECTION -0.113577 0.30703 0.134581 0.188905 \n", + "HALLMARK_ANDROGEN_RESPONSE 0.070232 0.199349 -0.079399 -0.016658 \n", + "HALLMARK_ANGIOGENESIS -0.010928 -0.210787 0.387912 0.269447 \n", + "HALLMARK_APICAL_JUNCTION 0.062719 -0.022434 0.076593 0.138664 \n", + "\n", + "Name AML_6 AML_7 AML_8 AML_9 \n", + "Term \n", + "HALLMARK_ADIPOGENESIS -0.084042 0.450832 0.226921 0.209835 \n", + "HALLMARK_ALLOGRAFT_REJECTION 0.132169 0.024078 -0.092054 -0.195987 \n", + "HALLMARK_ANDROGEN_RESPONSE -0.127327 0.018847 0.121426 0.163149 \n", + "HALLMARK_ANGIOGENESIS 0.34823 0.157249 0.075479 -0.064515 \n", + "HALLMARK_APICAL_JUNCTION 0.240647 0.039307 0.016764 0.057512 \n", + "\n", + "[5 rows x 48 columns]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "es.res2d.pivot(index='Term', columns='Name', values='ES').head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Command line usage of GSVA" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "# !gseapy ssgsea -d ./tests/data/expr.gsva.csv \\\n", + "# -g ./tests/data/geneset.gsva.gmt \\\n", + "# -o test/gsva_report" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -3546,7 +3741,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -3563,19 +3758,12 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "# !gseapy replot -i data -o test/replot_test" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {