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\uc0dd\uba85\uacf5\ud559 \ubd84\uc57c\uc5d0\uc11c\ub294 2003\ub144 <human genome project>\ub85c 30\uc5b5 \uac1c\uc5d0 \ub2ec\ud558\ub294 \uc5fc\uae30\uc11c\uc5f4\uc5d0 \ub300\ud55c \uc720\uc804\uccb4 \ub9f5\uc744 \uc644\uc131\ud55c \uc774\ud6c4\ubd80\ud130 \uc720\uc804\uccb4 \ud574\ub3c5 \uae30\uc220\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud574\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uae30\uc220\uc744 \ub2e4\ub8e8\ub294 \ubd84\uc11d\ubc29\ubc95\ub4e4\uc744 \uac1c\ubc1c\ud558\uba74\uc11c \uc0dd\ubb3c\uc815\ubcf4\ud559, \uc2dc\uc2a4\ud15c\uc0dd\ubb3c\ud559 \ubc0f \ud569\uc131\uc0dd\ubb3c\ud559 \uac19\uc740\u00a0‘<\/b>\uc778\uc2e4\ub9ac\ucf54(in<\/b>\u00a0silico)\u00a0<\/b>\uc5f0\uad6c \ubc29\ubc95’<\/b>\uc774 \uae09\uc18d\ub3c4\ub85c \ubc1c\ub2ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. 2000\ub144\ub300 \uc804\ud6c4\ub85c \ub4f1\uc7a5\ud55c \uc774 \uac1c\ub150\uc740 \uc2dc\ud5d8\uad00 \uc2e4\ud5d8(in vitro), \ub3d9\ubb3c \uc2e4\ud5d8(in vivo) \uc5c6\uc774 \ucef4\ud4e8\ud130\ub85c \uc218\ud589\ud558\ub294 \uc5f0\uad6c\ub97c \uc9c0\uce6d\ud558\ub294\ub370, \ucd5c\uadfc \uc774\ub7ec\ud55c \uc778\uc2e4\ub9ac\ucf54 \uc5f0\uad6c \ubc29\ubc95\uc744 \ub3c5\uc131\ud3c9\uac00\uc5d0\ub3c4 \uc751\uc6a9\ud558\ub294 \uc5f0\uad6c\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4~!<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n
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\ucef4\ud4e8\ud130 \uad00\ub828 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec
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\n\ud2b9\ubcc4\ud788 \uc778\uc2e4\ub9ac\ucf54 \ub3c5\uc131\ud559(in silico toxicology)\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/p><\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\uc774\ub807\uac8c \ubb3c\uc9c8\uc758 \ub3c5\uc131\uacfc \uad00\ub828\ub41c \uc720\uc804\uc790\ub4e4\uc758 \ubc1c\ud604 \uc5f0\uad6c, \ub3c5\uc131 \ubc1c\ud604 \uacbd\ub85c(AOP) \ubc0f \uae30\uc791 \uc5f0\uad6c, \uadf8\ub9ac\uace0 \ub3c5\uc131 \uad00\ub828 \uc720\uc804\uc790\ub4e4\uc758 \ub124\ud2b8\uc6cc\ud06c \uc5f0\uad6c \ub4f1\uc744 \uc704\ud574\uc11c \ucef4\ud4e8\ud130 \uad00\ub828 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \ub3c5\uc131\uc744 \uc5f0\uad6c\ud558\ub294 \ud559\ubb38\uc744 \ud2b9\ubcc4\ud788\u00a0‘\uc778\uc2e4\ub9ac\ucf54 \ub3c5\uc131\ud559(in silico toxicology)’<\/b>\uc774\ub77c \ud569\ub2c8\ub2e4. \uc778\uc2e4\ub9ac\ucf54 \ub3c5\uc131\ud559\uc740 \ucd5c\uadfc \uc2e4\ud5d8\ub3d9\ubb3c\uc758 \ubcf5\uc9c0\ucc28\uc6d0\uc5d0\uc11c \ub2e4\ub904\uc9c0\uace0 \uc788\ub294 3R(Replacement, Reduction, Refinement) \uc774\uc288\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 \ub300\uccb4\ub3c5\uc131\ud3c9\uac00\ubc95\uc73c\ub85c\ub3c4 \ud65c\uc6a9\uc774 \uac00\ub2a5\ud574\uc694.<\/p>\n
\uc804\ud1b5\uc801\uc73c\ub85c \uad6d\uc81c \uaddc\uc81c \uae30\uad00\uc5d0\uc11c\ub294 QSAR(Quantitative Structure-Activity Relationship, \uad6c\uc870\uc801 \uc815\ub7c9 \ud65c\uc131 \uad00\uacc4) \ubc0f \uacbd\uace0 \uad6c\uc870(Structural Alert)\uc640\uc758 \uc720\uc0ac\uc131\uc744 \uc774\uc6a9\ud558\ub294 Read-across \uc815\ub3c4\ub9cc\u00a0\uc0ac\uc6a9\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4\u00a0ICH M7\u00a0<\/u><\/u>\uac00\uc774\ub4dc\ub77c\uc778<\/u>\u2460<\/sup>\uc5d0\uc11c\ub294\u00a0\uc758\uc57d\ud488\uc5d0 \ud3ec\ud568\ub41c \ubd88\uc21c\ubb3c\uc5d0 \ub300\ud55c \ub3c5\uc131\uc744 \uc77c\uc77c\uc774 \ud655\uc778\ud558\uae30 \uc5b4\ub835\uae30 \ub54c\ubb38\uc5d0 QSAR\ub97c \ubd84\uc11d\ud55c \ub4a4 \uacbd\uace0 \uad6c\uc870\uac00 \uc788\uc744 \uacbd\uc6b0 \ubd88\uc21c\ubb3c\uc5d0 \ub300\ud55c \ucd94\uac00 \ub3c5\uc131 \uc2dc\ud5d8\uc744 \uad8c\uace0\ud588\uc5b4\uc694. \ud558\uc9c0\ub9cc \ube45\ub370\uc774\ud130\uc640 \ub525\ub7ec\ub2dd\uc758 \ucd9c\ud604\uc73c\ub85c \ub3c5\uc131 \uc608\uce21\ubfd0\ub9cc \uc544\ub2c8\ub77c\u00a0<\/u>ADME<\/u>\u2461<\/sup>\u00a0\ub4f1 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \uae30\uc874 QSAR \ubc0f Machine Learning\uc758 \uc608\uce21\ub825\ubcf4\ub2e4 10~20% \uc815\ub3c4 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc81c\uc2dc\ud558\uace0 \uc788\uc5b4\uc11c \uc778\uc2e4\ub9ac\ucf54 \uc5f0\uad6c\uc5d0 \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\u2460 \ubc1c\uc554\uc131 \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \uc758\uc57d\ud488 \ub3cc\uc5f0\ubcc0\uc774 \uc720\ubc1c \ubd88\uc21c\ubb3c\uc744 \uaddc\uc81c \ubc0f \ud3c9\uac00\ud558\ub294 \uad6d\uc81c \uae30\uc900, ICH(\uc758\uc57d\ud488\uaddc\uc81c\uc870\ud654\uc704\uc6d0\ud68c)
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\ubbf8\uad6d \uad6d\ub9bd \ud658\uacbd \ubcf4\uac74 \uacfc\ud559\uc6d0(NIEHS)\uc740 1978\ub144\ubd80\ud130 National Toxicity Program(NTP)\uc744 \uc218\ud589\ud558\uace0 \uc788\uc73c\uba70, \ucd5c\uadfc\uc5d0\ub294\u00a0‘Tox21’<\/b>\uc774\ub77c\ub294 \ud504\ub85c\uc81d\ud2b8\ub85c \uc8fc\uc694 \ub3c5\uc131 \uad00\ub828 \uc790\ub8cc\ub97c \ud1b5\ud569\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. NTP\uc640 \ud568\uaed8 \ubbf8\uad6d \ud658\uacbd \ubcf4\ud638\uad6d(EPA), \ubbf8\uad6d \uad6d\ub9bd \ubcf4\uac74\uc6d0(NIH), \ubbf8\uad6d\uc2dd\ud488\uc758\uc57d\uad6d(FDA)\uac00 \uacf5\ub3d9\uc73c\ub85c \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud558\uba70\u00a0\ud604\uc7ac 3\ub2e8\uacc4\ub85c \uc811\uc5b4\ub4e4\uace0 \uc788\uc5b4\uc694.<\/p>\n
Tox21<\/b>\uc740 \uad6c\uc870 \uae30\ubc18\uc758 \ub3c5\uc131 \uc608\uce21 \ubaa8\ub378 \uac1c\ubc1c\uc744 \ubaa9\uc801\uc73c\ub85c 10,000\uc5ec \uc885\uc758 \ud654\ud569\ubb3c\uc5d0 \ub300\ud574 30\uc885\uc758 in vitro \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacb0\uacfc(\ube45\ub370\uc774\ud130)\ub97c \ud65c\uc6a9\ud558\uc5ec \ud654\ud559\ubb3c\uc758 \uad6c\uc870\uc640 in vivo \ub3c5\uc131\uacfc\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \uaddc\uba85\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub3d9\uc548 \ud654\ud569\ubb3c\uc758 \ud65c\uc131 \ubc0f \ub3c5\uc131 \uc608\uce21\uc5d0\ub294 \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc5f0\uad6c \ubc29\ubc95\uc774 \uc0ac\uc6a9\ub418\uc9c0 \uc54a\uc558\uc9c0\ub9cc\u00a0Tox21<\/b>\uacfc \uac19\uc740 \ube45\ub370\uc774\ud130\uc758 \ucd9c\ud604 \ub355\ubd84\uc5d0 \ub525\ub7ec\ub2dd \uae30\ubc18 \ubaa8\ub378 \uac1c\ubc1c\uc774 \uac00\ub2a5\ud574\uc84c\uace0, \uae30\uc874 \uc5f0\uad6c \ubc29\ubc95\uc5d0 \ube44\ud574 \ud6e8\uc52c \ub192\uc740 \uc131\uacf5\uc728\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ub300\ud45c\uc801\uc778 \uc0ac\ub840\ub85c 2012\ub144 \ubbf8\uad6d \uc81c\uc57d\ud68c\uc0ac Merck\uac00 \ud654\ud569\ubb3c\uc758 \ud65c\uc131 \uc608\uce21 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \ub3c5\uc790\uc801\uc73c\ub85c <The Merck Kaggle Challenge>\ub97c \uc2e4\uc2dc\ud588\ub294\ub370 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc774\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4e0 \ud300\uc774 \ucd5c\uc885 \uc6b0\uc2b9\ud588\uace0, \uc774\ud6c4 2014\ub144 Tox21\uc758 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud55c <Tox21 Data Challenge 2014>\uc5d0\uc11c\ub3c4 \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \ud300\uc774 \uc6b0\uc2b9\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n
NGS(Next Generation Sequencing, \ucc28\uc138\ub300 \uc5fc\uae30\uc11c\uc5f4\ubd84\uc11d) \uc2e4\ud5d8 \ube44\uc6a9\uc774 \uc904\uc5b4\ub4e4\uba74\uc11c Human NGS \ub370\uc774\ud130\uac00 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc5b4\uc694. \uc774\ubbf8 \ub300\ud615 \uc81c\uc57d\uc0ac\ub4e4\uc740 \ubc29\ub300\ud55c NGS \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \uc784\uc0c1\uc2dc\ud5d8\uc744 \uc124\uacc4\ud558\uace0 \uc788\ub294\ub370, \uae00\ub85c\ubc8c \uc784\uc0c1\uc124\uacc4 \ud68c\uc0ac\uc778 MediData\ub294 \uae30\uc874 \ub3c5\uc131 \ub370\uc774\ud130\uc640 NGS\ub97c \ud1b5\ud569\ud55c \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud574 \uc784\uc0c1\uc2dc\ud5d8\uc744 \uc124\uacc4\ud588\uace0 \uadf8 \uacb0\uacfc \ub9cc\uc131 C\ud615 \uac04\uc5fc \uce58\ub8cc\uc81c\uc778 \uc18c\ubc1c\ub514(\uae38\ub9ac\uc5b4\ub4dc \uc0ac\uc774\uc5b8\uc2a4 \u793e)\uc758 \uc784\uc0c1\uc2dc\ud5d8 \uae30\uac04\uc744 \ubb34\ub824 6~7\ub144 \ub2e8\ucd95\ud558\ub294 \uc131\uacfc\ub97c \ubcf4\uc774\uae30\ub3c4 \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc774\ub7ec\ud55c \uc791\uc5c5\uc740 \ube44\uc784\uc0c1\uc2dc\ud5d8 \ubd84\uc57c\uc5d0\ub3c4 \uc801\uc6a9\ub418\uae30 \uc2dc\uc791\ud588\uace0 FDA\uc5d0\uc11c\ub294\u00a0<\/u>precisionFDA<\/u><\/u>\u2462<\/sup>\ub97c\u00a0\uc624\ud508\ud574 \ubc29\ub300\ud55c NGS \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc57d\ubb3c\uacfc \uad00\ub828\ub41c \uc720\uc804\uc801 \ubcc0\uc774\ub97c \ucc3e\ub294 \uc791\uc5c5\uc744 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\u2462 100\ub9cc \uba85 \uc774\uc0c1 \uc778\uad6c\uc9d1\ub2e8\uc758 \uc720\uc804\uc815\ubcf4, \uc778\uccb4\uc790\uc6d0, \uc2dd\uc2b5\uad00 \ubc0f \uc6b4\ub3d9\ub7c9 \ub4f1\uc5d0 \uad00\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \uc624\ud508\uc18c\uc2a4 \ud50c\ub7ab\ud3fc.
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4\ucc28 \uc0b0\uc5c5\ud601\uba85\uc744 \ub300\ube44\ud558\ub294 \ud1b5\ud569 \ub3c5\uc131 \uc608\uce21 \uc2dc\uc2a4\ud15c<\/p><\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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