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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u9ad8\u6548\u4e14\u51c6\u786e\uff0c\u90d1\u5dde\u5927\u5b66\u56e2\u961f\u5f00\u53d1\u65b0AI\u5de5\u5177\u8bc6\u522b\u836f\u7269-\u9776\u6807\u76f8\u4e92\u4f5c\u7528<\/a><\/p>\n

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\u7f16\u8f91 | \u67af\u53f6\u8776<\/p>\n

\u51c6\u786e\u8bc6\u522b\u836f\u7269-\u9776\u6807\u76f8\u4e92\u4f5c\u7528\uff08DTI\uff09\u662f\u836f\u7269\u53d1\u73b0<\/mark>\u548c\u836f\u7269\u91cd\u65b0\u5b9a\u4f4d\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u6b65\u9aa4\u4e4b\u4e00\u3002\u76ee\u524d\uff0c\u5df2\u7ecf\u63d0\u51fa\u4e86\u8bb8\u591a\u57fa\u4e8e\u8ba1\u7b97\u7684\u6a21\u578b\u6765\u9884\u6d4b DTI\uff0c\u5e76\u53d6\u5f97\u4e86\u4e00\u4e9b\u663e\u8457\u7684\u8fdb\u6b65\u3002<\/p>\n

\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5f88\u5c11\u5173\u6ce8\u5982\u4f55\u4ee5\u9002\u5f53\u7684\u65b9\u5f0f\u878d\u5408\u4e0e\u836f\u7269\u548c\u9776\u6807\u76f8\u5173\u7684\u591a\u89c6\u89d2\u76f8\u4f3c\u6027\u7f51\u7edc\u3002\u6b64\u5916\uff0c\u5982\u4f55\u5145\u5206\u7ed3\u5408\u5df2\u77e5\u7684\u76f8\u4e92\u4f5c\u7528\u5173\u7cfb\u6765\u51c6\u786e\u8868\u793a\u836f\u7269\u548c\u9776\u6807\u5c1a\u672a\u5f97\u5230\u5f88\u597d\u7684\u7814\u7a76\u3002\u56e0\u6b64\uff0c\u4ecd\u7136\u9700\u8981\u63d0\u9ad8 DTI \u9884\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002<\/p>\n

\u5728\u6700\u65b0\u7684\u7814\u7a76\u4e2d\uff0c\u90d1\u5dde\u5927\u5b66\u3001\u7535\u5b50\u79d1\u6280\u5927\u5b66\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u65b9\u6cd5\u00a0MIDTI\uff0c\u8be5\u65b9\u6cd5\u91c7\u7528\u591a\u89c6\u56fe\u76f8\u4f3c\u6027\u7f51\u7edc\u878d\u5408\u7b56\u7565\u548c\u6df1\u5ea6\u4ea4\u4e92\u5f0f\u6ce8\u610f\u673a\u5236\u6765\u9884\u6d4b\u836f\u7269-\u9776\u6807\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n

\u7ed3\u679c\u8868\u660e\uff0cMIDTI \u5728 DTI \u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u3002\u6d88\u878d\u5b9e\u9a8c\u7684\u7ed3\u679c\u4e5f\u8bc1\u5b9e\u4e86\u591a\u89c6\u89d2\u76f8\u4f3c\u7f51\u7edc\u878d\u5408\u7b56\u7565\u4e2d\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u548c\u6df1\u5ea6\u4ea4\u4e92\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u8be5\u7814\u7a76\u4ee5\u300cDrug\u2013target interaction predictions with multi-view similarity network fusion strategy and deep interactive attention mechanism<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2024 \u5e74 6 \u6708 6 \u65e5\u53d1\u5e03\u5728\u300aBioinformatics<\/em>\u300b\u3002<\/p>\n

<\/a><\/p>\n

\u836f\u7269\u9776\u70b9\u4ea4\u4e92\uff08DTI\uff09\u9884\u6d4b\u5728\u65b0\u836f\u7814\u53d1\u4e0e\u518d\u5229\u7528\u8fc7\u7a0b\u4e2d\u5360\u636e\u6838\u5fc3\u5730\u4f4d\uff0c\u4f20\u7edf\u6e7f\u5b9e\u9a8c\u65b9\u6cd5\u6210\u672c\u9ad8\u6602\u3001\u8017\u65f6\u957f\u4e45\uff0c\u4fc3\u4f7f\u7814\u7a76\u8005\u8f6c\u5411\u8ba1\u7b97\u8f85\u52a9\u7684\u836f\u7269\u7b5b\u9009\u65b9\u6cd5\u6765\u52a0\u901f\u8fdb\u7a0b\u3002<\/p>\n

\u8ba1\u7b97\u578b DTI \u9884\u6d4b\u4e3b\u8981\u5206\u4e3a\u57fa\u4e8e\u7ed3\u6784\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u914d\u4f53\u7684\u65b9\u6cd5\u548c\u57fa\u4e8e\u673a\u5668\u5b66\u4e60<\/mark>\u7684\u65b9\u6cd5\u4e09\u7c7b\u3002\u57fa\u4e8e\u7ed3\u6784\u7684\u65b9\u6cd5\u4f9d\u8d56\u836f\u7269\u5206\u5b50\u4e0e\u9776\u70b9\u7ed3\u6784\u53ca\u7ed3\u5408\u4f4d\u70b9\uff0c\u4f46\u53d7\u9650\u4e8e\u67d0\u4e9b\u9776\u70b9\u5982\u819c\u86cb\u767d\u7ed3\u6784\u4fe1\u606f\u7684\u7f3a\u4e4f\uff1b\u57fa\u4e8e\u914d\u4f53\u7684\u65b9\u6cd5\u5219\u57fa\u4e8e\u5df2\u77e5\u6d3b\u6027\u5c0f\u5206\u5b50\u5efa\u7acb\u6a21\u578b\uff0c\u4f46\u5728\u9776\u70b9\u7ed3\u5408\u914d\u4f53\u6570\u91cf\u6709\u9650\u65f6\u6548\u679c\u4e0d\u4f73\u3002<\/p>\n

\u8fd1\u5e74\u6765\uff0c\u673a\u5668\u5b66\u4e60<\/mark>\u65b9\u6cd5\u5e7f\u6cdb\u5e94\u7528\uff0c\u901a\u8fc7\u63d0\u53d6\u836f\u7269\u5316\u5b66\u7ed3\u6784\u548c\u9776\u70b9\u57fa\u56e0\u5e8f\u5217\u7279\u5f81\u8fdb\u884c\u4e8c\u5143\u5206\u7c7b\uff0c\u9884\u6d4b\u6f5c\u5728 DTI\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u65b9\u6cd5\u4ec5\u57fa\u4e8e\u836f\u7269\u548c\u9776\u70b9\u81ea\u8eab\u7ed3\u6784\u5b66\u4e60<\/mark>\u8868\u5f81\uff0c\u5ffd\u89c6\u4e86 DTI \u5bf9\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n

\u9664\u5316\u5b66\u548c\u57fa\u56e0\u7ec4\u7279\u5f81\u5916\uff0c\u751f\u7269\u5b9e\u4f53\u95f4\u5173\u7cfb\u8574\u542b\u4e30\u5bcc\u8bed\u4e49\u4fe1\u606f\uff0c\u6784\u5efa\u878d\u5408\u5f02\u6784\u4fe1\u606f\u7684\u7f51\u7edc\u6709\u52a9\u4e8e\u7cfb\u7edf\u7406\u89e3 DTI\u3002\u4f46\u662f\u5df2\u6709\u7684\u65b9\u6cd5\u96be\u4ee5\u4e00\u81f4\u5229\u7528\u5f02\u6784\u7f51\u7edc\u4e2d\u7684\u590d\u6742\u5173\u7cfb\u3002<\/p>\n

\u53d7\u591a\u89c6\u89d2\u76f8\u4f3c\u6027\u7f51\u7edc\u878d\u5408\u7b56\u7565\u548c\u6df1\u5ea6\u4ea4\u4e92\u5f0f\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u7684\u542f\u53d1\uff0c\u90d1\u5dde\u5927\u5b66\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u79f0\u4e3a MIDTI \u7684\u9884\u6d4b DTI \u7684\u65b0\u65b9\u6cd5\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1aMIDTI\u7684\u6574\u4f53\u6846\u67b6\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

MIDTI \u7684\u6574\u4f53\u6846\u67b6\u4e3b\u8981\u5305\u542b\u56db\u4e2a\u6b65\u9aa4\uff1a<\/p>\n

\u9996\u5148\uff0cMIDTI \u6839\u636e\u836f\u7269\u76f8\u5173\u5173\u8054\u4fe1\u606f\u6784\u5efa\u4e0d\u540c\u7684\u836f\u7269\u76f8\u4f3c\u6027\u7f51\u7edc\uff0c\u5e76\u91c7\u7528\u591a\u89c6\u89d2\u76f8\u4f3c\u6027\u7f51\u7edc\u878d\u5408\u7b56\u7565\u83b7\u5f97\u96c6\u6210\u7684\u836f\u7269\u76f8\u4f3c\u6027\u7f51\u7edc\u3002MIDTI \u4e5f\u7c7b\u4f3c\u5730\u5efa\u7acb\u4e86\u96c6\u6210\u76ee\u6807\u76f8\u4f3c\u6027\u7f51\u7edc\u3002<\/p>\n

\u5176\u6b21\uff0cMIDTI \u91c7\u7528 GCN \u4f5c\u4e3a\u7f16\u7801\u5668\uff0c\u5206\u522b\u4ece\u7efc\u5408\u836f\u7269\u76f8\u4f3c\u6027\u7f51\u7edc\u3001\u7efc\u5408\u76ee\u6807\u76f8\u4f3c\u6027\u7f51\u7edc\u3001\u836f\u7269-\u76ee\u6807\u4e8c\u5206\u7f51\u7edc\u4ee5\u53ca\u836f\u7269-\u76ee\u6807\u5f02\u6784\u7f51\u7edc\u4e2d\u5b66\u4e60\u836f\u7269\u548c\u76ee\u6807\u5d4c\u5165\u3002<\/p>\n

\u7b2c\u4e09\uff0cMIDTI \u5229\u7528\u6df1\u5ea6\u4ea4\u4e92\u5f0f\u6ce8\u610f\u673a\u5236\uff0c\u6839\u636e\u5df2\u77e5\u7684 DTI \u5173\u7cfb\u5b66\u4e60\u5224\u522b\u5d4c\u5165\u3002<\/p>\n

\u6700\u540e\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u5b66\u4e60\u5230\u7684\u836f\u7269-\u9776\u6807\u5bf9\u8868\u5f81\u8f93\u5165\u5230\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u4e2d\uff0c\u4ee5\u9884\u6d4b DTI\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u591a\u89c6\u89d2\u836f\u7269\u76f8\u4f3c\u6027\u7f51\u7edc\u878d\u5408\u7b56\u7565\u7684\u56db\u4e2a\u6b65\u9aa4\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u4e3a\u4e86\u8bc4\u4f30MIDTI\u7684\u6027\u80fd\uff0c\u7814\u7a76\u8005\u91c7\u7528\u4e86\u591a\u79cd\u8bc4\u4f30\u6307\u6807\uff0c\u5305\u62ec\u51c6\u786e\u7387<\/mark>\uff08ACC\uff09\u3001\u66f2\u7ebf\u4e0b\u9762\u79ef\uff08AUC\uff09\u3001\u7cbe\u786e-\u53ec\u56de\u66f2\u7ebf\u4e0b\u9762\u79ef\uff08AUPR\uff09\u3001F1 \u5206\u6570\u548c\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\uff08MCC\uff09\u3002\u7814\u7a76\u4eba\u5458\u5c06 MIDTI \u4e0e\u5176\u4ed6\u5341\u79cd\u7ade\u4e89\u6027\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5305\u62ec\u968f\u673a\u68ee\u6797<\/mark>\u3001\u56fe\u5377\u79ef\u7f51\u7edc<\/mark>\u3001\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u3001MMGCN\u3001GraphCDA \u548c DTINet \u7b49\u3002<\/p>\n

MIDTI \u5728 ACC\u3001AUC \u548c AUPR \u6307\u6807\u4e0a\u5206\u522b\u83b7\u5f97\u4e86 0.9340\u30010.9787\u548c 0.9701 \u7684\u5206\u6570\uff0c\u6bd4 MMGCN \u548c GraphCDA \u7684\u6700\u9ad8\u5206\u6570\u9ad8\u51fa 2.55%\u30012.31% \u548c 2.30%\u3002\u8fd9\u8868\u660e MIDTI \u5728\u9884\u6d4b\u836f\u7269-\u9776\u70b9\u76f8\u4e92\u4f5c\u7528\u65b9\u9762\u662f\u6700\u5177\u7ade\u4e89\u529b\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u5728\u4e0d\u540c\u6b63\u8d1f\u6837\u672c\u6bd4\u4f8b\u7684\u5b9e\u9a8c\u4e2d\uff0cMIDTI \u4e5f\u8868\u73b0\u51fa\u4e86\u4f18\u79c0\u7684\u6027\u80fd\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u5bf9 MIDTI \u5728\u4e0d\u540c\u65f6\u671f\u5b66\u4e60\u5230\u7684\u836f\u7269\u76ee\u6807\u5d4c\u5165\u8fdb\u884c\u53ef\u89c6\u5316\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

\u7814\u7a76\u8fd8\u5c55\u793a\u4e86 MIDTI \u5b66\u4e60\u5230\u7684\u836f\u7269-\u9776\u70b9\u5d4c\u5165\u7684\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u4f7f\u7528 t-SNE \u5de5\u5177\u5c06\u5d4c\u5165\u6620\u5c04<\/mark>\u5230\u4e8c\u7ef4\u7a7a\u95f4\u3002\u968f\u7740\u8bad\u7ec3\u8f6e\u6570\u7684\u589e\u52a0\uff0c\u6b63\u4f8b\u548c\u53cd\u4f8b\u9010\u6e10\u88ab\u533a\u5206\u5f00\u6765\uff0c\u8fd9\u8bc1\u660e\u4e86 MIDTI \u6240\u5b66\u4e60\u7684\u5d4c\u5165\u5177\u6709\u826f\u597d\u7684\u533a\u5206\u529b\u548c\u89e3\u91ca\u6027\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86 DTI \u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/p>\n

MIDTI \u7684\u6838\u5fc3\u8d21\u732e\u5728\u4e8e\uff1a\u5b83\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u591a\u89c6\u89d2\u76f8\u4f3c\u7f51\u7edc\u878d\u5408\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u65e0\u76d1\u7763\u7684\u65b9\u5f0f\u4e0b\u6574\u5408\u4e0d\u540c\u76f8\u4f3c\u7f51\u7edc\uff1b\u4f7f\u7528\u6df1\u5ea6\u4ea4\u4e92\u6ce8\u610f\u529b\u673a\u5236<\/mark>\uff0c\u6839\u636e\u5df2\u77e5\u7684 DTI \u4fe1\u606f\u5b66\u4e60\u836f\u7269\u548c\u9776\u70b9\u7684\u5224\u522b\u6027\u8868\u793a\uff1b\u5927\u91cf\u5b9e\u9a8c\u8bc1\u660e MIDTI \u5728 DTI \u9884\u6d4b\u4efb\u52a1\u4e0a\u4f18\u4e8e\u5176\u4ed6\u5148\u8fdb\u7684\u65b9\u6cd5\u3002<\/p>\n

\u603b\u4e4b\uff0cMIDTI \u662f\u4e00\u79cd\u9ad8\u6548\u4e14\u51c6\u786e\u7684\u836f\u7269-\u9776\u70b9\u76f8\u4e92\u4f5c\u7528\u9884\u6d4b\u65b9\u6cd5\uff0c\u5176\u521b\u65b0\u70b9\u5728\u4e8e\u5229\u7528\u591a\u89c6\u89d2\u4fe1\u606f\u548c\u6df1\u5ea6\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u6765\u589e\u5f3a\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0c\u63a5\u4e0b\u6765\u5c06\u4ece\u4ee5\u4e0b\u4e24\u4e2a\u65b9\u9762\u5f00\u5c55\u5de5\u4f5c\u3002\u9996\u5148\uff0c\u5229\u7528\u836f\u7269\u548c\u9776\u6807\u7684\u5176\u4ed6\u76f8\u5173\u6570\u636e\u6e90\u8fdb\u884c\u5d4c\u5165\u5b66\u4e60\u3002\u5176\u6b21\uff0cMIDTI \u53ef\u4ee5\u5e94\u7528\u4e8e\u5176\u4ed6\u94fe\u63a5\u9884\u6d4b\u95ee\u9898\uff0c\u4f8b\u5982 miRNA \u4e0e\u75be\u75c5\u5173\u8054\u9884\u6d4b\u3002<\/p>\n

\u76f8\u5173\u62a5\u9053\uff1ahttps:\/\/academic.oup.com\/bioinformatics\/article\/40\/6\/btae346\/7688335<\/em><\/p>\n

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