{"id":60991,"date":"2024-10-11T11:15:11","date_gmt":"2024-10-11T03:15:11","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=60991"},"modified":"2024-10-11T11:15:11","modified_gmt":"2024-10-11T03:15:11","slug":"%e5%8d%83%e4%b8%87%e5%88%ab%e5%88%92%e8%b5%b0%ef%bc%81mfuzz%e5%8c%85%ef%bc%8c%e5%9f%ba%e5%9b%a0%e8%a1%a8%e8%be%be%e6%95%b0%e6%8d%ae%e8%bd%af%e8%81%9a%e7%b1%bb%e5%88%86%e6%9e%90%e7%a5%9e%e5%99%a8","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=60991","title":{"rendered":"\u5343\u4e07\u522b\u5212\u8d70\uff01Mfuzz\u5305\uff0c\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u8f6f\u805a\u7c7b\u5206\u6790\u795e\u5668\uff0c\u8f7b\u8f7b\u677e\u677e\u89e3\u6790\u57fa\u56e0\u8868\u8fbe\u52a8\u6001\u53d8\u5316\uff01"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

\u5927\u5bb6\u597d\uff01\u4eca\u5929\u5927\u6d77\u54e5\u8981\u5411\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u5728\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u5206\u6790\u9886\u57df\u4e2d\u975e\u5e38\u91cd\u8981\u7684R\u5305\u2014\u2014Mfuzz\u5305\uff01Mfuzz\u5305\u662f\u4e13\u95e8\u7528\u4e8e\u5206\u6790\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177\u3002\u8981\u77e5\u9053\uff0c\u57fa\u56e0\u8868\u8fbe\u8c03\u63a7\u7684\u590d\u6742\u6027\u548c\u8fde\u7eed\u6027\u4f7f\u5f97\u4f20\u7edf\u7684\u786c\u805a\u7c7b\u65b9\u6cd5\u65e0\u6cd5\u5b8c\u5168\u63ed\u793a\u5176\u4e2d\u7684\u89c4\u5f8b\uff0c\u800cMfuzz\u91c7\u7528\u7684\u6a21\u7ccaC\u5747\u503c\u805a\u7c7b\u7b97\u6cd5\uff08Fuzzy c-means clustering\uff09\u5219\u80fd\u591f\u6709\u6548\u5730\u8fdb\u884c\u8f6f\u805a\u7c7b\u5206\u6790\uff0c\u63d0\u4f9b\u4e86\u66f4\u4e3a\u7ec6\u817b\u548c\u51c6\u786e\u7684\u57fa\u56e0\u8868\u8fbe\u6a21\u5f0f\u89e3\u6790\u3002\u5927\u6d77\u54e5\u53ef\u662f\u5389\u5bb3\u7684\u751f\u4fe1\u9ad8\u624b<\/strong>\uff0c\u8981\u662f<\/strong>\u540c\u5b66\u4eec<\/strong>\u6709\u81ea\u5df1\u505a\u4e0d\u4e86\u7684\u751f\u4fe1\u5206\u6790\uff0c<\/strong>\u6b22\u8fce\u968f\u65f6<\/strong>\u8054\u7cfb\u6211<\/strong>\uff01\uff01\uff01<\/strong><\/strong><\/p>\n\n\n\n

\u5728\u672c\u6b21\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u4e0d\u4ec5\u5c06\u5b66\u4f1a\u5982\u4f55\u5b89\u88c5\u548c\u4f7f\u7528Mfuzz\u5305\uff0c\u8fd8\u5c06\u638c\u63e1\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u9884\u5904\u7406\u3001\u6807\u51c6\u5316\u3001\u4ee5\u53ca\u8f6f\u805a\u7c7b\u5206\u6790\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u5b9e\u9645\u793a\u4f8b\u7684\u6f14\u793a\uff0c\u6211\u4eec\u5c06\u66f4\u6df1\u5165\u5730\u7406\u89e3\u57fa\u56e0\u8868\u8fbe\u7684\u52a8\u6001\u53d8\u5316\u548c\u590d\u6742\u8c03\u63a7\u673a\u5236\uff0c\u4e3a\u6211\u4eec\u89e3\u8bfb\u57fa\u56e0\u529f\u80fd\u63d0\u4f9b\u91cd\u8981\u7ebf\u7d22\u3002\u6211\u76f8\u4fe1\uff0c\u901a\u8fc7\u4eca\u5929\u7684\u5b66\u4e60\uff0c\u540c\u5b66\u4eec\u90fd\u80fd\u591f\u66f4\u52a0\u719f\u7ec3\u5730\u5e94\u7528Mfuzz\u5305\uff0c\u4e3a\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u5206\u6790\u7684\u7814\u7a76\u8fdb\u6b65\u8d21\u732e\u81ea\u5df1\u7684\u4e00\u4efd\u529b\u91cf\uff01\u63a5\u4e0b\u6765\uff0c\u540c\u5b66\u4eec\u8ddf\u7d27\u5927\u6d77\u54e5\u7684\u6b65\u4f10\uff0c\u8ba9\u6211\u4eec\u6b63\u5f0f\u5f00\u542f\u5bf9Mfuzz\u5305\u7684\u5b66\u4e60\u4e4b\u65c5\u5427\uff01<\/p>\n\n\n\n

\u672c\u6b21\u4ecb\u7ecd\u7684\u5de5\u5177\u9700\u8981\u5728<\/strong>\u670d\u52a1\u5668<\/strong>\u4e0a\u624d\u80fd\u6b63\u5e38<\/strong>\u8fd0\u884c\uff0c<\/strong>\u540c\u5b66\u4eec<\/strong>\u5982\u679c\u6ca1\u6709\u81ea\u5df1\u7684\u670d\u52a1\u5668\u6b22\u8fce\u8054\u7cfb\u6211\u4eec<\/strong>\u8fdb\u884c<\/strong>\u670d\u52a1\u5668\u79df\u8d41~<\/strong><\/strong><\/p>\n\n\n\n

Mfuzz\u5305\u4ecb\u7ecd<\/p>\n\n\n\n

Mfuzz\u662fR\u8bed\u8a00\u4e2d\u7684\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u5206\u6790\u7684\u5305\uff0c\u5b83\u91c7\u7528\u6a21\u7ccaC\u5747\u503c\u805a\u7c7b\u7b97\u6cd5\uff0c\u5bf9\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u8fdb\u884c\u8f6f\u805a\u7c7b\u3002\u4e0e\u4f20\u7edf\u7684\u786c\u805a\u7c7b\u65b9\u6cd5\u4e0d\u540c\uff0c\u8f6f\u805a\u7c7b\u5141\u8bb8\u6bcf\u4e2a\u57fa\u56e0\u5206\u914d\u5230\u591a\u4e2a\u805a\u7c7b\u4e2d\uff0c\u6bcf\u4e2a\u57fa\u56e0\u5bf9\u4e0d\u540c\u805a\u7c7b\u7684\u96b6\u5c5e\u5ea6\u503c\u4ecb\u4e8e0\u52301\u4e4b\u95f4\u3002\u8fd9\u79cd\u65b9\u6cd5\u66f4\u597d\u5730\u53cd\u6620\u4e86\u57fa\u56e0\u8868\u8fbe\u8c03\u63a7\u7684\u590d\u6742\u6027\u548c\u8fde\u7eed\u6027\u3002\u901a\u8fc7Mfuzz\uff0c\u7528\u6237\u53ef\u4ee5\u751f\u6210\u8be6\u7ec6\u7684\u805a\u7c7b\u56fe\uff0c\u5c55\u793a\u57fa\u56e0\u5728\u4e0d\u540c\u65f6\u95f4\u70b9\u6216\u6761\u4ef6\u4e0b\u7684\u8868\u8fbe\u6a21\u5f0f\u3002\u8fd9\u4e9b\u529f\u80fd\u4f7f\u5f97Mfuzz\u5728\u57fa\u56e0\u8868\u8fbe\u7814\u7a76\u4e2d\u5177\u6709\u5e7f\u6cdb\u5e94\u7528\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u63ed\u793a\u57fa\u56e0\u8c03\u63a7\u673a\u5236\u548c\u751f\u7269\u5b66\u8fc7\u7a0b\u7684\u52a8\u6001\u53d8\u5316\u3002<\/p>\n\n\n\n

Mfuzz\u5305\u7684\u5b89\u88c5<\/p>\n\n\n\n

\u9700\u8981R\u8bed\u8a00\u7248\u672c\u4e3a4.4\uff0c\u5728\u63a7\u5236\u53f0\u4e2d\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n

if (!require(“BiocManager”, quietly = TRUE))<\/p>\n\n\n\n

    install.packages(“BiocManager “)<\/p>\n\n\n\n

BiocManager::install(“Mfuzz”) # \u5728BiocManager\u73af\u5883\u4e0b\u5b89\u88c5Mfuzz<\/p>\n\n\n\n

\u67e5\u770b\u662f\u5426\u5b89\u88c5\u6210\u529f<\/p>\n\n\n\n

packageVersion(“Mfuzz”) # \u67e5\u770bMfuzz\u7248\u672c<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u663e\u793a\u4e3a2.64.0\u7248\u672c\uff0c\u5219\u8868\u793a\u5df2\u7ecf\u5b89\u88c5\u4e86Mfuzz\u5305\u3002<\/p>\n\n\n\n

\u6570\u636e\u9884\u5904\u7406<\/p>\n\n\n\n

\u8f7d\u5165\u9700\u8981\u7684\u5305\u548c\u6570\u636e<\/strong><\/strong><\/p>\n\n\n\n

\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u8f7d\u5165\u672c\u6b21\u5b66\u4e60\u7684\u4e3b\u89d2\u2014\u2014Mfuzz\u5305\u3002<\/p>\n\n\n\n

library(Mfuzz) #\u8f7d\u5165Mfuzz\u5305<\/p>\n\n\n\n

\u5728\u672c\u6587\u4e2d\uff0c\u5927\u6d77\u54e5\u5c06\u4f7f\u7528\u9175\u6bcd\u7ec6\u80de\u4e2d3000\u4e2a\u57fa\u56e017\u4e2a\u65f6\u95f4\u70b9\u7684\u8868\u8fbe\u5f3a\u5ea6\u4f5c\u4e3a\u793a\u4f8b\u6570\u636e\u3002\u6211\u4eec\u9700\u8981\u8f7d\u5165\u6570\u636e\u5e76\u8fdb\u884c\u4e00\u7cfb\u5217\u9884\u5904\u7406\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n

data(yeast) #\u8f7d\u5165\u793a\u4f8b\u6570\u636eyeast<\/p>\n\n\n\n

yeast #\u67e5\u770b\u6570\u636e\u4fe1\u606f<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u663e\u793a\u5982\u4e0a\u56fe\uff0c\u53ef\u77e5\u51713000\u4e2a\u57fa\u56e0\uff0c17\u4e2a\u65f6\u95f4\u70b9\u3002<\/p>\n\n\n\n

\u5254\u9664\u7f3a\u5931\u503c\u4ee5\u53ca\u8fc7\u6ee4\u8868\u8fbe\u6c34\u5e73\u4f4e\u6216\u4ec5\u8868\u73b0\u51fa\u5c0f\u53d8\u5316\u7684\u57fa\u56e0<\/strong><\/strong><\/p>\n\n\n\n

\u7b2c\u4e00\u6b65\uff0c\u6211\u4eec\u6392\u9664\u6d4b\u91cf\u503c\u7f3a\u5931\u8d85\u8fc7 25% \u7684\u57fa\u56e0\u3002\u9700\u8981\u6ce8\u610f\uff0c\u57fa\u56e0\u8868\u8fbe\u77e9\u9635\u4e2d\u7f3a\u5931\u503c\u5e94\u6807\u8bb0\u4e3a NA\u3002<\/p>\n\n\n\n

yeast.r <- filter.NA(yeast, thres=0.25)<\/p>\n\n\n\n

# \u8fc7\u6ee4\u6389\u7f3a\u5931\u503c\uff08NA\u503c\uff09\u6bd4\u4f8b\u8d85\u8fc725%\u7684\u57fa\u56e0\u6570\u636e<\/p>\n\n\n\n

\u6a21\u7cca c \u5747\u503c\uff08Fuzzy c-means\uff09\u4e0e\u8bb8\u591a\u5176\u4ed6\u805a\u7c7b\u7b97\u6cd5\u4e00\u6837\uff0c\u4e0d\u5141\u8bb8\u7f3a\u5931\u503c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u5269\u4f59\u7684\u7f3a\u5931\u503c\u66ff\u6362\u4e3a\u76f8\u5e94\u57fa\u56e0\u7684\u5e73\u5747\u8868\u8fbe\u503c\u3002<\/p>\n\n\n\n

yeast.f <- fill.NA(yeast.r, mode=”mean”)<\/p>\n\n\n\n

# \u586b\u8865\u7f3a\u5931\u503c\uff08NA\u503c\uff09\uff0c\u4f7f\u7528\u5747\u503c\u586b\u8865<\/p>\n\n\n\n

\u5927\u591a\u6570\u805a\u7c7b\u5206\u6790\u90fd\u5305\u62ec\u4e00\u4e2a\u8fc7\u6ee4\u6b65\u9aa4\uff0c\u4ee5\u53bb\u9664\u8868\u8fbe\u6c34\u5e73\u4f4e\u6216\u4ec5\u8868\u73b0\u51fa\u5c0f\u53d8\u5316\u7684\u57fa\u56e0\u3002<\/p>\n\n\n\n

tmp <- filter.std(yeast.f, min.std=0)<\/p>\n\n\n\n

# \u8fc7\u6ee4\u6807\u51c6\u5dee\u4e3a0\u7684\u57fa\u56e0\u6570\u636e\uff0c\u53bb\u9664\u53d8\u5316\u4e0d\u5927\u7684\u57fa\u56e0<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u7ed3\u679c\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u53ef\u77e5\u7edd\u5927\u591a\u6570\u57fa\u56e0\u7684\u6807\u51c6\u5dee\u5747\u5c0f\u4e8e1\uff0c\u57fa\u56e0\u5728\u4e0d\u540c\u65f6\u95f4\u8282\u70b9\u7684\u8868\u8fbe\u5f3a\u5ea6\u5dee\u522b\u4e0d\u5927\u3002<\/p>\n\n\n\n

\u6570\u636e\u6807\u51c6\u5316<\/strong><\/strong><\/p>\n\n\n\n

\u7531\u4e8e\u805a\u7c7b\u662f\u5728\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u4e2d\u8fdb\u884c\u7684\uff0c\u56e0\u6b64\u57fa\u56e0\u7684\u8868\u8fbe\u503c\u6807\u51c6\u5316\u4e3a\u5747\u503c\u4e3a\u96f6\uff0c\u6807\u51c6\u5dee\u4e3a\u4e00\u3002\u8fd9\u4e00\u6b65\u786e\u4fdd\u4e86\u8868\u8fbe\u53d8\u5316\u76f8\u4f3c\u7684\u57fa\u56e0\u5411\u91cf\u5728\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\u4e2d\u662f\u63a5\u8fd1\u7684\uff1a<\/p>\n\n\n\n

yeast.s <- standardise(yeast.f)<\/p>\n\n\n\n

# \u5bf9\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\u5904\u7406<\/p>\n\n\n\n

\u91cd\u8981\u7684\u662f\uff0cMfuzz \u5047\u5b9a\u7ed9\u5b9a\u7684\u8868\u8fbe\u6570\u636e\u5df2\u7ecf\u5b8c\u5168\u9884\u5904\u7406\uff0c\u5305\u62ec\u4efb\u4f55\u6570\u636e\u5f52\u4e00\u5316\u3002\u9700\u8981\u6ce8\u610f\u51fd\u6570 standardise \u4e0d\u80fd\u66ff\u4ee3\u5f52\u4e00\u5316\u6b65\u9aa4\uff0c\u5f52\u4e00\u5316\u662f\u4e3a\u4e86\u4f7f\u4e0d\u540c\u6837\u672c\u5177\u6709\u53ef\u6bd4\u6027\uff0c\u800c\u6807\u51c6\u5316\u662f\u4e3a\u4e86\u4f7f\u8f6c\u5f55\u7269\uff08\u57fa\u56e0\u6216\u86cb\u767d\u8d28\uff09\u5177\u6709\u53ef\u6bd4\u6027\u3002<\/p>\n\n\n\n

\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u8f6f\u805a\u7c7b\u5206\u6790<\/p>\n\n\n\n

\u805a\u7c7b\u5e38\u7528\u4e8e\u63ed\u793a\u57fa\u56e0\u8868\u8fbe\u80cc\u540e\u7684\u8c03\u63a7\u673a\u5236\u3002\u57fa\u56e0\u7684\u8c03\u63a7\u901a\u5e38\u4e0d\u662f\u201c\u5f00-\u5173\u201d\u7684\u6a21\u5f0f\uff0c\u800c\u662f\u9010\u6e10\u53d8\u5316\u7684\u65b9\u5f0f\uff0c\u8fd9\u5141\u8bb8\u5bf9\u57fa\u56e0\u529f\u80fd\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u63a7\u5236\u3002\u805a\u7c7b\u7b97\u6cd5\u5e94\u5f53\u53cd\u6620\u8fd9\u4e00\u53d1\u73b0\uff0c\u533a\u5206\u4e00\u4e2a\u57fa\u56e0\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u8ddf\u968f\u4e3b\u8981\u805a\u7c7b\u6a21\u5f0f\u3002\u8f6f\u805a\u7c7b\u5728\u8fd9\u4e00\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u4e3a\u57fa\u56e0i<\/em>\u5206\u914d\u4e00\u4e2a\u9010\u6e10\u53d8\u5316\u7684\u6210\u5458\u503c \u00b5<\/em>ij<\/sub><\/em><\/sub><\/em> \u5230\u805a\u7c7b j<\/em>\u3002\u6210\u5458\u503c\u53ef\u4ee5\u57280\u548c1\u4e4b\u95f4\u8fde\u7eed\u53d8\u5316\uff0c\u4f7f\u8f6f\u805a\u7c7b\u80fd\u591f\u63d0\u4f9b\u5173\u4e8e\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7ed3\u6784\u7684\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n\n\n\n

\u5bf9\u9884\u5904\u7406\u4e4b\u540e\u7684\u6570\u636e\u8fdb\u884c\u8f6f\u805a\u7c7b\u7684\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n

cl <- mfuzz(yeast.s, c=16, m=1.25)<\/p>\n\n\n\n

# \u4f7f\u7528mfuzz\u8fdb\u884c\u6a21\u7ccac\u5747\u503c\u805a\u7c7b\uff0c\u5e76\u8bbe\u7f6e\u805a\u7c7b\u6570\u4e3a16\uff0c\u6a21\u7cca\u6307\u6570m\u4e3a1.25<\/p>\n\n\n\n

mfuzz.plot(yeast.s, cl=cl, mfrow=c(4,4), time.labels=seq(0,160,10))<\/p>\n\n\n\n

# \u4f7f\u7528mfuzz.plot\u7ed8\u5236\u805a\u7c7b\u7ed3\u679c\uff0c\u53c2\u6570\u8bf4\u660e\uff1ayeast.s – \u57fa\u56e0\u8868\u8fbe\u6570\u636e\u96c6cl – \u805a\u7c7b\u7ed3\u679c\u5bf9\u8c61\uff0cmfrow=c(4,4) – \u56fe\u5f62\u5e03\u5c40\u4e3a4\u884c4\u5217\uff0ctime.labels=seq(0,160,10) – \u8bbe\u7f6e\u65f6\u95f4\u6807\u7b7e\uff0c\u4ece0\u5230160\uff0c\u95f4\u9694\u4e3a10<\/p>\n\n\n\n

\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u7531\u4e0a\u56fe\u53ef\u77e5\uff0c\u6bcf\u4e2a\u5b50\u56fe\u4ee3\u8868\u4e00\u4e2a\u57fa\u56e0\u805a\u7c7b\uff0c\u6a2a\u8f74\u4e3a\u65f6\u95f4\uff08\u4ee5\u5206\u949f\u4e3a\u5355\u4f4d\uff09\uff0c\u7eb5\u8f74\u4e3a\u57fa\u56e0\u8868\u8fbe\u53d8\u5316\u3002\u5171\u670916\u4e2a\u805a\u7c7b\uff0c\u6bcf\u4e2a\u805a\u7c7b\u5305\u542b\u82e5\u5e72\u4e2a\u5728\u76f8\u4f3c\u65f6\u95f4\u6a21\u5f0f\u4e0b\u8868\u8fbe\u7684\u57fa\u56e0\u3002\u8fd9\u4e9b\u805a\u7c7b\u5c55\u793a\u4e86\u57fa\u56e0\u8868\u8fbe\u6c34\u5e73\u5728\u4e0d\u540c\u65f6\u95f4\u70b9\u7684\u52a8\u6001\u53d8\u5316\u3002\u901a\u8fc7\u6a21\u7ccaC\u5747\u503c\u805a\u7c7b\u7b97\u6cd5\uff08Fuzzy c-means clustering\uff09\uff0c\u57fa\u56e0\u88ab\u5206\u914d\u5230\u591a\u4e2a\u805a\u7c7b\u4e2d\uff0c\u6bcf\u4e2a\u57fa\u56e0\u5bf9\u4e8e\u4e0d\u540c\u7684\u805a\u7c7b\u6709\u4e0d\u540c\u7684\u96b6\u5c5e\u5ea6\uff08membership value\uff09\uff0c\u8303\u56f4\u4ece0\u52301\u3002\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u4e00\u4e2a\u57fa\u56e0\u5c5e\u4e8e\u591a\u4e2a\u805a\u7c7b\uff0c\u53cd\u6620\u4e86\u57fa\u56e0\u8868\u8fbe\u8c03\u63a7\u7684\u590d\u6742\u6027\u548c\u8fde\u7eed\u6027\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u7684\u4e8c\u5206\u6cd5\u3002<\/p>\n\n\n\n

\u4ee5\u4e0a\u5c31\u662f\u5bf9\u4e8eMfuzz\u5305\u7684\u5168\u90e8\u4ecb\u7ecd\u4e86\u3002\u901a\u8fc7\u672c\u6587\uff0c\u6211\u4eec\u4e86\u89e3\u4e86Mfuzz\u4f5c\u4e3a\u9ad8\u6548\u7684\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u5206\u6790\u5de5\u5177\u7684\u5f3a\u5927\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\u3002Mfuzz\u91c7\u7528\u6a21\u7ccaC\u5747\u503c\u805a\u7c7b\u7b97\u6cd5\uff0c\u80fd\u591f\u6709\u6548\u5730\u8fdb\u884c\u8f6f\u805a\u7c7b\u5206\u6790\uff0c\u63ed\u793a\u57fa\u56e0\u8c03\u63a7\u7684\u590d\u6742\u6027\u548c\u8fde\u7eed\u6027\u3002\u5e0c\u671b\u540c\u5b66\u4eec\u80fd\u591f\u7ee7\u7eed\u6df1\u5165\u5b66\u4e60\u548c\u63a2\u7d22Mfuzz\uff0c\u901a\u8fc7\u4e0d\u65ad\u5b9e\u8df5\u548c\u5e94\u7528\uff0c\u5927\u5bb6\u4e00\u5b9a\u80fd\u5728\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u5206\u6790\u7684\u7814\u7a76\u4e2d\u53d6\u5f97\u66f4\u5927\u7684\u8fdb\u6b65\u548c\u6210\u679c\u3002<\/p>\n\n\n\n

\u540c\u5b66\u4eec\u5982\u679c\u89c9\u5f97\u81ea\u5df1\u5199\u4ee3\u7801\u9ebb\u70e6\uff0c\u53ef\u4ee5\u4f53\u9a8c\u4e00\u4e0b\u6211\u4eec\u7684\u4e91\u751f\u4fe1\u5c0f\u5de5\u5177\uff0c\u53ea\u9700\u8f93\u5165\u6570\u636e\uff0c\u5373\u53ef\u8f7b\u677e\u751f\u6210\u6240\u9700\u56fe\u8868\u3002\u7acb\u5373\u8bbf\u95ee\u4e91\u751f\u4fe1\uff08<\/a><\/strong>http:\/\/www.biocloudservice.com\/home.html<\/u><\/a>\uff09\uff0c\u5f00\u542f\u4fbf\u6377\u7684\u751f\u4fe1\u4e4b\u65c5\uff01<\/strong><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

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