{"id":33438,"date":"2019-01-18T00:18:52","date_gmt":"2019-01-17T16:18:52","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=33438"},"modified":"2019-01-31T09:32:13","modified_gmt":"2019-01-31T01:32:13","slug":"%e3%80%90%e6%8e%a2%e7%b4%a220-6%e3%80%91%e4%bb%a5%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%b8%80%e7%aa%ba%e5%9f%ba%e5%9b%a0%e9%91%b0%e5%8c%99%e5%ad%94","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=33438","title":{"rendered":"\u3010AI\u5609\u5e74\u83ef\u3011\u4ee5\u4eba\u5de5\u667a\u6167\u4e00\u7aba\u57fa\u56e0\u9470\u5319\u5b54"},"content":{"rendered":"<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-30890\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/19-4.jpg\" alt=\"\" width=\"430\" height=\"298\" data-wp-pid=\"30890\">\u8b1b\u5e2b\uff5c\u81fa\u5927\u751f\u7269\u7522\u696d\u6a5f\u96fb\u5de5\u7a0b\u5b78\u7cfb\u6559\u6388 \u9673\u5029\u745c<br \/>\n<\/strong><strong>\u5f59\u6574\u64b0\u6587\uff5c\u8449\u73ca\u7440<\/strong><\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u6211\u5011\u90fd\u662f\u8d85\u7d1a\u96fb\u8166\u2014\u2014\u57fa\u56e0\u904b\u4f5c\u6a5f\u5236\u8207\u958b\u95dc\u8abf\u63a7<\/strong><\/span><\/p>\n<p>\u4eba\u9ad4\u6709\u5e7e\u5341\u5146\u7684\u7d30\u80de\uff0c\u6bcf\u500b\u7d30\u80de\u90fd\u64c1\u6709\u76f8\u540c\u7684\u67d3\u8272\u9ad4\uff0c\u96d9\u80a1\u87ba\u65cb\u72c0\u7684\u542b\u6c2e\u6aa2\u57fa\uff0c\u627f\u8f09\u8457\u57fa\u56e0\u8cc7\u8a0a\u3002\u9673\u5029\u745c\u6559\u6388\u5c07\u7d30\u80de\u6bd4\u64ec\u4f5c\u5c0f\u578b\u7684\u96fb\u8166\uff0c\u800c\u88dd\u6709\u5341\u5e7e\u5146\u7d30\u80de\u7684\u4eba\u9ad4\uff0c\u6b63\u5982\u540c\u8d85\u7d1a\u96fb\u8166\u3002\u9019\u4e9b\u5c0f\u578b\u96fb\u8166\u6709\u8457\u540c\u6a23\u7684\u4f5c\u696d\u7cfb\u7d71\u3001\u61c9\u7528\u7a0b\u5f0f\uff0c\u5979\u6bd4\u64ec\u6bcf\u4e00\u500b\u57fa\u56e0\u5c31\u50cf\u4e00\u7a2e\u61c9\u7528\u7a0b\u5f0f\uff0c\u6709\u5169\u842c\u591a\u7a2e\u3002<\/p>\n<p>DNA \u7531 A\u3001C\u3001G\u3001T \u56db\u7a2e\u542b\u6c2e\u9e7c\u57fa\u7d44\u6210\uff0c\u53ef\u4ee5\u8996\u70ba\u56db\u9032\u4f4d\u5236\u7684\u8cc7\u8a0a\u79d1\u5b78\u3002\u5c07\u6578\u91cf\u52a0\u7e3d\uff0c\u4eba\u9ad4\u7684\u57fa\u56e0\u7d44\u5171\u6709\u9577\u9054\u4e09\u5341\u5104\uff083G\uff09\u7684\u8cc7\u6599\u3002\u5c07\u8cc7\u8a0a\u5206\u4f5c 23 \u5c0d\u67d3\u8272\u9ad4\uff0c\u5169\u5957\u5206\u5225\u4f86\u81ea\u7236\u7cfb\u3001\u6bcd\u7cfb\uff0c\u7d30\u80de\u50cf\u662f\u6709\u96d9\u4f5c\u696d\u7cfb\u7d71\uff0c\u6709\u6642\u5169\u5957\u540c\u6642\u904b\u4f5c\uff0c\u6709\u6642\u53ea\u6709\u4e00\u5957\u3002\u7e3d\u548c\u8d77\u4f86\uff0c\u6bcf\u4eba\u6709\u81ea\u5df1\u7368\u7279\u7684 6G \u8cc7\u6599\uff0c\u9019\u4e9b\u5de8\u91cf\u7684\u8cc7\u6599\u5728\u7576\u4ee3\u793e\u6703\u5df2\u7d93\u4e0d\u6210\u554f\u984c\uff0c\u76ee\u524d\u5b78\u8853\u7814\u7a76\u53ef\u7528 1000 \u7f8e\u91d1\uff08\u7d04\u65b0\u81fa\u5e63 30000\u5143\uff09\u53d6\u5f97\u4e00\u500b\u4eba\u8eab\u4e0a\u7684\u6240\u6709\u57fa\u56e0\u5e8f\u5217\u3002<\/p>\n<p>\u500b\u9ad4\u5dee\u7570\u8d77\u56e0\u65bc\u4eba\u5011\u8eab\u4e0a\u7684DNA\u8b8a\u7570\uff0c\u5c07\u500b\u4eba\u7684\u57fa\u56e0\u7d44\u548c\u4eba\u985e\u53c3\u8003\u57fa\u56e0\u7d44\u76f8\u6bd4\uff0c\u5c07\u6703\u6709\u5f88\u591a\u76f8\u7570\u4e4b\u8655\uff0c\u4f8b\u5982\u9ede\u7a81\u8b8a\uff08point mutation\uff09\u3002\u6bcf\u500b\u4eba\u8eab\u4e0a\u7684\u8b8a\u7570\u7d04\u6709 3M\uff0c\u4ee5\u7e3d\u91cf 3G \u8a08\u7b97\uff0c\u4eba\u5011\u5f7c\u6b64\u7d04\u6709\u5343\u5206\u4e4b\u4e00\u7684\u500b\u9ad4\u5dee\u7570\u3002\u9019\u4e9b\u5dee\u7570\u4e2d\uff0c\u53c8\u6709 98% \u8b8a\u7570\u767c\u751f\u5728\u975e\u7de8\u78bc\u5340\u57df\uff0c\u6240\u7522\u751f\u7684\u5f71\u97ff\u672a\u77e5\u3002<\/p>\n<p>\u65e2\u7136\u6bcf\u4e00\u500b\u7d30\u80de\u651c\u5e36\u7684\u57fa\u56e0\u7d44\u76f8\u540c\uff0c\u4f55\u4ee5\u7d30\u80de\u8868\u73fe\u7684\u5f62\u614b\u5dee\u7570\u6975\u5927\uff1f\u95dc\u9375\u5728\u65bc\u4e0d\u540c\u7684\u7d30\u80de\u7684\u8868\u89c0\u57fa\u56e0\u9ad4\uff08epigenome\uff09\uff0c\u610f\u5373 DNA \u7576\u4e0b\u7684\u72c0\u614b\uff0c\u67d0\u4e9b\u57fa\u56e0\u5340\u6bb5\u95dc\u9589\uff08off\uff09\u3001\u67d0\u4e9b\u6253\u958b\uff08on\uff09\u3002\u4eba\u6709 1400~2000\u500b\u8f49\u9304\u56e0\u5b50\u5f71\u97ff\u8457\u5176\u4ed6\u57fa\u56e0\u7684\u8868\u73fe\uff0c\u904e\u7a0b\u4e2d\u9700\u8981\u5206\u5b50\u8fa8\u8b58\u4f86\u5224\u5225\u7d44\u5408\u7684\u69cb\u9020\uff0c\u9019\u5c31\u5982\u540c\u9470\u5319\u8207\u9396\u982d\u7684\u5c0d\u61c9\u95dc\u4fc2\uff0c\u82e5\u5f62\u72c0\u4e0d\u7b26\uff0c\u5373\u914d\u5c0d\u5931\u6557\u3002\u79d1\u5b78\u5bb6\u60f3\u77e5\u9053\u7684\u662f\uff1a\u9470\u5319\u5b54\u5728\u54ea\u88e1\uff1f\u578b\u614b\u5982\u4f55\uff1f\u540c\u4e00\u628a\u9470\u5319\uff0c\u504c\u5927\u7684\u57fa\u56e0\u7d44\u4e2d\u53ef\u80fd\u6703\u6709\u4e0a\u5343\u6216\u4e0a\u842c\u500b\u9470\u5319\u5b54\uff0c\u9019\u6b63\u662f\u6311\u6230\u6240\u5728\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u6a5f\u5668\u5b78\u7fd2\u57fa\u56e0\u9470\u5319\u5b54<\/strong><\/span><\/p>\n<p>\u9673\u6559\u6388\u8207\u6211\u5011\u5206\u4eab\u751f\u7269\u5b78\u5bb6\u5982\u4f55\u5229\u7528\u67d3\u8272\u8cea\u514d\u75ab\u6c88\u6fb1-\u5b9a\u5e8f\uff08ChIP-seq\uff09\u6280\u8853\u4f86\u5e6b\u5fd9\u5c0b\u627e\u9470\u5319\u5b54\uff0cChIP-seq\u5148\u5c07\u5361\u5728 DNA \u4e0a\u7684\u86cb\u767d\u8cea\u9396\u4f4f\uff0c\u7528\u6297\u9ad4\u6293\u4f4f\u7279\u5b9a\u7684\u8f49\u9304\u56e0\u5b50\uff0c\u63a5\u8457\u628a\u86cb\u767d\u8cea\u6d17\u6389\uff0c\u5c31\u53ef\u77e5\u9053\u7d30\u80de\u5728\u6b64\u6642\u7684\u72c0\u614b\uff0c\u54ea\u4e9b\u86cb\u767d\u8cea\u9375\u7d50\u8457\u54ea\u4e9b DNA\u3002\u900f\u904e\u96fb\u8166\u5206\u6790\u5e8f\u5217\u7247\u6bb5\uff0c\u53ef\u671b\u77e5\u9053\u4f55\u6642\u57fa\u56e0\u6703\u958b\u555f\uff0f\u95dc\u9589\u3001\u6709\u54ea\u4e9b\u9470\u5319\u5b54\u5b58\u5728\u3002<\/p>\n<p>\u96fb\u8166\u5728DNA\u7247\u6bb5\u4e2d\u5c0b\u627e\u9470\u5319\u5b54\u7684\u904e\u7a0b\u548c\u9032\u884c\u5f71\u50cf\u8fa8\u8b58\u5f88\u50cf\uff0c\u9673\u6559\u6388\u4ee5\u4e73\u623f\u651d\u5f71\u7684\u5f71\u50cf\u5224\u8b80\u70ba\u4f8b\uff0c\u8aaa\u660eAI\u5de5\u7a0b\u5e2b\u5982\u4f55\u5229\u7528\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Networks, CNN\uff09\u81ea\u5927\u578b\u7684\u5f71\u50cf\u4e2d\u5c0b\u627e\u6f5b\u5728\u7684\u816b\u7624\u3002\u904e\u5f80\u96fb\u8166\u5224\u65b7\u7e3d\u4e0d\u7cbe\u6e96\uff0c\u591a\u662f\u900f\u904e\u7d93\u9a57\u8001\u9053\u7684\u653e\u5c04\u79d1\u91ab\u5e2b\u4f86\u5206\u8fa8\u3002\u5982\u4eca\u900f\u904e\u5c08\u5bb6\u6a19\u6ce8\u3001\u6df1\u5ea6\u5b78\u7fd2\uff0c\u6a5f\u5668\u4e5f\u80fd\u8fa8\u8b58\u51fa\u6f5b\u5728\u7684\u4e73\u623f\u816b\u7624\u3002\u540c\u7406\uff0c\u542b\u6c2e\u6aa2\u57fa\u7684\u56db\u500b\u5b57\u6bcd\u53ef\u4ee5\u8f49\u63db\u6210\u56db\u7dad\u8cc7\u6599\uff0c\u653e\u5165\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u4e2d\uff0c\u8b93\u96fb\u8166\u5b78\u7fd2\u9019\u4e9b\u6a21\u5f0f\uff08pattern\uff09\uff0c\u5b78\u7fd2\u6210\u529f\u4ee5\u5f8c\uff0c\u53ef\u4ee5\u5f97\u77e5\u9470\u5319\u5b54\u7684\u6a21\u6a23\uff0c\u4e4b\u5f8c\u5f97\u4ee5\u900f\u904e\u6578\u5b78\u6a21\u578b\u4f86\u8a55\u4f30\u4eba\u9ad4\u7684\u8b8a\u7570\u662f\u5426\u5f71\u97ff\u9470\u5319\u5b54\u7684\u529f\u80fd\u3002<\/p>\n<p>\u7cbe\u6e96\u91ab\u7642\u662f\u7576\u4ee3\u91ab\u7642\u754c\u7684\u91cd\u8981\u547d\u984c\uff0c\u671f\u8a31\u80fd\u900f\u904e\u5ba2\u88fd\u5316\u7684\u7642\u7a0b\u3001\u7528\u85e5\uff0c\u8b93\u6cbb\u7642\u767c\u63ee\u6700\u5927\u6548\u76ca\u3002\u82e5\u8981\u4e86\u89e3\u75be\u75c5\u7528\u85e5\u7684\u4e86\u89e3\uff0c\u5c31\u5fc5\u9808\u5148\u5f9e\u8b8a\u7570\u5207\u5165\u3002<\/p>\n<p>DNA\u8b8a\u7570\u81f4\u75c5\u7684\u53ef\u80fd\u9014\u5f91\u70ba\uff1a\u5e8f\u5217\u8b8a\u7570\uff08variant\uff09\u3001\u57fa\u56e0\u8abf\u63a7\uff08regulator\uff09\u3001\u57fa\u56e0\u529f\u80fd\uff08gene\uff09\u3001\u57fa\u56e0\u8868\u73fe\uff08cell\uff09\u3001\u5668\u5b98\u7570\u5e38\uff08organ\uff09\u3001\u81e8\u5e8a\u75c5\u75c7\uff08sign\uff09\u3001\u907a\u50b3\u75be\u75c5\u7528\u85e5\u53cd\u61c9\uff08disease\uff09\uff0c\u7531\u5c0f\u81f3\u5927\u7684\u5c64\u6b21\u662f\u57fa\u56e0\uff08genetic\uff09\u3001\u8868\u73fe\uff08expression\uff09\u3001\u75c7\u72c0\uff08symptom\uff09\u3001\u75be\u75c5\uff08disease\uff09\u3002<\/p>\n<p>\u8b8a\u7570\u53ef\u80fd\u5f71\u97ff\u57fa\u56e0\u529f\u80fd\uff0c\u4e5f\u53ef\u80fd\u900f\u904e\u57fa\u56e0\u8abf\u63a7\u9020\u6210\u7570\u5e38\u3002\u9019\u4e2d\u9593\u7684\u6f2b\u6f2b\u9577\u8def\uff0c\u9084\u6709\u5f85\u79d1\u5b78\u5bb6\u91d0\u6e05\u3002\u76ee\u524d\u80fd\u900f\u904e\u5927\u91cf\u8cc7\u6599\u9032\u884c\u7814\u7a76\uff0c200 \u591a\u7a2e\u7d30\u80de\u578b\u614b\uff08cell type\uff09\u4e2d\uff0c\u5404\u6709\u4e0a\u767e\u500b\u8f49\u9304\u56e0\u5b50\uff0c\u5b83\u5011\u7d50\u5408\u7684\u5f71\u97ff\uff0c\u53ef\u900f\u904e\u6a5f\u5668\u5b78\u7fd2\u4f86\u4e86\u89e3\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u5f9e\u7406\u8ad6\u5230\u61c9\u7528\uff1a\u5be6\u4f8b\u5206\u4eab<\/strong><\/span><\/p>\n<p>\u77ed\u8b1b\u7d50\u675f\u524d\uff0c\u9673\u6559\u6388\u548c\u6211\u5011\u5206\u4eab\u4e09\u500b\u9032\u884c\u4e2d\u7684\u7814\u7a76\u3002\u7b2c\u4e00\u662f\u75c5\u87f2\u5bb3\u6297\u85e5\u6027\u7814\u7a76\uff0c\u8fb2\u6c11\u4f7f\u7528\u8fb2\u85e5\u4ee5\u5f8c\uff0c\u5e36\u6709\u6297\u85e5\u6027\u57fa\u56e0\u7684\u500b\u9ad4\u6703\u5b58\u6d3b\uff0c\u800c\u5f8c\u5927\u91cf\u7e41\u6b96\uff0c\u65cf\u7fa4\u5c0d\u8a72\u8fb2\u85e5\u7522\u751f\u6297\u85e5\u6027\uff0c\u4f7f\u5f97\u8fb2\u85e5\u5931\u6548\u3002\u79d1\u5b78\u5bb6\u60f3\u63a2\u7a76\u7684\uff0c\u4fbf\u662f\u9019\u4e9b\u6297\u85e5\u7fa4\u9ad4\u8207\u975e\u6297\u85e5\u7fa4\u9ad4\u7684\u95dc\u9375\u5dee\u7570\u3002\u7136\u800c\u7fa4\u9ad4\u9593\u7684\u5dee\u7570\u5f80\u5f80\u6210\u5343\u4e0a\u842c\uff0c\u5728\u8fa8\u8b58\u904e\u7a0b\uff0c\u6709\u8a31\u591a\u507d\u967d\u6027\uff08false positive\uff09\u9700\u8981\u4ed4\u7d30\u6aa2\u9a57\u3002<\/p>\n<p>\u7b2c\u4e8c\u662f\u6297\u8c46\u8c61\u7da0\u8c46\u7814\u7a76\uff0c\u5728\u91ce\u751f\u7684\u7da0\u8c46\u4e2d\uff0c\u6709\u4e00\u54c1\u7cfb\u5177\u6709\u6297\u8c46\u8c61\u7684\u57fa\u56e0\uff0c\u7814\u7a76\u8005\u5e0c\u671b\u53ef\u4ee5\u5c07\u95dc\u9375\u7684\u5e8f\u5217\u5dee\u7570\u627e\u51fa\uff0c\u7136\u800c\u8981\u5f9e\u6210\u5343\u4e0a\u842c\u7684\u5dee\u7570\u4e2d\u627e\u5230\u95dc\u9375\u7684\u8b8a\u7570\uff0c\u4ecd\u662f\u6311\u6230\u3002\u6700\u5f8c\uff0c\u9673\u6559\u6388\u5206\u4eab\u81fa\u7063\u7279\u6709\u7a2e\u5e1d\u96c9\u7684\u5168\u57fa\u56e0\u5b9a\u5e8f\uff0c\u900f\u904e\u751f\u91ab\u7814\u7a76\u89e3\u958b\u7f8e\u9e97\u5e1d\u96c9\u860a\u542b\u7684\u57fa\u56e0\u5bc6\u78bc\uff0c\u66f4\u9032\u4e00\u6b65\u4e86\u89e3\u9019\u7a2e\u5bf6\u5cf6\u7470\u5bf6\u6240\u5e36\u6709\u7684\u79d8\u5bc6\u3002<\/p>\n<p>\u5c0d\u65bc\u4eba\u5de5\u667a\u6167\u5728\u57fa\u56e0\u89e3\u78bc\u7684\u61c9\u7528\uff0c\u9673\u6559\u6388\u8a8d\u70ba\u9019\u662f\u4e00\u500b\u5e6b\u52a9\u5927\u5bb6\u4e86\u89e3\u81ea\u5df1\u3001\u4e86\u89e3\u5171\u751f\u65bc\u5730\u7403\u751f\u547d\u7684\u65b9\u6cd5\u3002\u900f\u904e\u9019\u9805\u6280\u8853\uff0c\u4e0d\u53ea\u53ef\u4ee5\u8a8d\u8b58\u81ea\u5df1\u8eab\u4e0a\u7684\u57fa\u56e0\u8b8a\u7570\uff0c\u4e5f\u53ef\u4ee5\u70ba\u7576\u4ee3\u7684\u91ab\u7642\u5c0b\u627e\u65b0\u7684\u89e3\u65b9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>--<br \/>\n\u672c\u6587\u6574\u7406\u81ea\uff1a107\/12\/16\u7531\u9673\u5029\u745c\u8001\u5e2b\u5728\u81fa\u5927\u601d\u4eae\u9928\u570b\u969b\u6703\u8b70\u5ef3\u6240\u4e3b\u8b1b\u4e4b\u300c<a href=\"https:\/\/www.youtube.com\/watch?v=OqFbqX7U8dI\">\u7528\u4eba\u5de5\u667a\u6167\u63a2\u7d22DNA\u4e2d\u7684\u8abf\u63a7\u5bc6\u78bc<\/a>\u300d\u6f14\u8b1b\u5167\u5bb9\u3002<\/strong><\/p>\n<p><iframe src=\"https:\/\/www.youtube.com\/embed\/OqFbqX7U8dI\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><br \/>\n&nbsp;<\/p>\n<p><a href=\"https:\/\/line.me\/R\/ti\/p\/%40fcx6182w\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/scdn.line-apps.com\/n\/line_add_friends\/btn\/zh-Hant.png\" alt=\"\u52a0\u5165\u597d\u53cb\" width=\"212\" height=\"36\" border=\"0\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u25a0\u96fb\u8166\u5728DNA\u7247\u6bb5\u4e2d\u5c0b\u627e\u9470\u5319\u5b54\u7684\u904e\u7a0b\u548c\u9032\u884c\u5f71\u50cf\u8fa8\u8b58\u5f88\u50cf\uff0c\u9673\u6559\u6388\u4ee5\u4e73\u623f\u651d\u5f71\u7684\u5f71\u50cf\u5224\u8b80\u70ba\u4f8b\uff0c\u8aaa\u660eAI\u5de5\u7a0b\u5e2b\u5982\u4f55\u5229\u7528\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Networks, CNN\uff09\u81ea\u5927\u578b\u7684\u5f71\u50cf\u4e2d\u5c0b\u627e\u6f5b\u5728\u7684\u816b\u7624\u3002\u904e\u5f80\u96fb\u8166\u5224\u65b7\u7e3d\u4e0d\u7cbe\u6e96\uff0c\u591a\u662f\u900f\u904e\u7d93\u9a57\u8001\u9053\u7684\u653e\u5c04\u79d1\u91ab\u5e2b\u4f86\u5206\u8fa8\u3002\u5982\u4eca\u900f\u904e\u5c08\u5bb6\u6a19\u6ce8\u3001\u6df1\u5ea6\u5b78\u7fd2\uff0c\u6a5f\u5668\u4e5f\u80fd\u8fa8\u8b58\u51fa\u6f5b\u5728\u7684\u4e73\u623f\u816b\u7624\u3002\u540c\u7406\uff0c\u542b\u6c2e\u6aa2\u57fa\u7684\u56db\u500b\u5b57\u6bcd\u53ef\u4ee5\u8f49\u63db\u6210\u56db\u7dad\u8cc7\u6599\uff0c\u653e\u5165\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u4e2d\uff0c\u8b93\u96fb\u8166\u5b78\u7fd2\u9019\u4e9b\u6a21\u5f0f\uff08pattern\uff09\uff0c\u5b78\u7fd2\u6210\u529f\u4ee5\u5f8c\uff0c\u53ef\u4ee5\u5f97\u77e5\u9470\u5319\u5b54\u7684\u6a21\u6a23\uff0c\u4e4b\u5f8c\u5f97\u4ee5\u900f\u904e\u6578\u5b78\u6a21\u578b\u4f86\u8a55\u4f30\u4eba\u9ad4\u7684\u8b8a\u7570\u662f\u5426\u5f71\u97ff\u9470\u5319\u5b54\u7684\u529f\u80fd\u3002<\/p>\n","protected":false},"author":20,"featured_media":30890,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3293,3992],"tags":[129,792,4110],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/06\/19-4.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33438"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=33438"}],"version-history":[{"count":9,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33438\/revisions"}],"predecessor-version":[{"id":33652,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33438\/revisions\/33652"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/30890"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=33438"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=33438"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=33438"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}