{"id":27769,"date":"2024-02-02T16:27:01","date_gmt":"2024-02-02T08:27:01","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=27769"},"modified":"2024-02-02T16:27:02","modified_gmt":"2024-02-02T08:27:02","slug":"%e9%83%bd%e5%bf%ab2024%e5%b9%b4%e4%ba%86%ef%bc%8c%e8%bf%98%e6%9c%89%e4%ba%ba%e4%b8%8d%e7%9f%a5%e9%81%93%e5%bd%b1%e5%83%8f%e7%bb%84%e5%ad%a6%ef%bc%9f%e5%bd%b1%e5%83%8f%e7%bb%84%e5%ad%a6%e5%85%a5","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=27769","title":{"rendered":"\u90fd\u5feb2024\u5e74\u4e86\uff0c\u8fd8\u6709\u4eba\u4e0d\u77e5\u9053\u5f71\u50cf\u7ec4\u5b66\uff1f\u5f71\u50cf\u7ec4\u5b66\u5165\u95e8-Pyradiomics\u63d0\u53d6\u5f71\u50cf\u7279\u5f81\uff01"},"content":{"rendered":"

\u6700\u8fd1\u51e0\u5e74\uff0c\u751f\u4fe1\u5206\u6790\u7684\u70ed\u5ea6\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5176\u4e0d\u7528\u8017\u8d39\u5927\u91cf\u7684\u65f6\u95f4\u5728\u5b9e\u9a8c\u5ba4\uff0c\u4e0d\u9700\u8981\u82b1\u8d39\u5927\u91cf\u7684\u8d44\u91d1\uff0c\u751a\u81f3\u4ec5\u4ec5\u901a\u8fc7\u516c\u5f00\u6570\u636e\u5e93\uff0c\u53ea\u8981\u4f60\u7684\u60f3\u6cd5\u65b0\u9896\uff0c\u540c\u6837\u53ef\u4ee5\u505a\u51fa\u6ee1\u610f\u7684\u7ed3\u679c\uff0c\u53d1\u8868\u4e0d\u9519\u7684\u6587\u7ae0\uff01\u4f46\u968f\u7740\u5176\u70ed\u5ea6\u7684\u4e0a\u6da8\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8005\u6d8c\u5165\u6b64\u9886\u57df\uff0c\u751f\u4fe1\u5206\u6790\u9010\u6e10\u5448\u73b0\u51fa\u8f83\u4e3a\u9971\u548c\u7684\u72b6\u6001\uff0c\u6240\u4ee5\u4eca\u5929\u5c0f\u679c\u7ed9\u5927\u5bb6\u5e26\u6765\u7684\u6559\u7a0b\u662f\u521a\u521a\u5174\u8d77\u6ca1\u591a\u4e45\u7684\u751f\u4fe1\u65b0\u84dd\u6d77-\u5f71\u50cf\u7ec4\u5b66<\/strong>\uff01<\/p>\n

\u201c\u5f71\u50cf\u7ec4\u5b66\u201d\uff0c\u6211\u4eec\u628a\u5b83\u4eec\u62c6\u6210\u201c\u5f71\u50cf\u201d\u548c\u201c\u7ec4\u5b66\u201d\u4e24\u4e2a\u8bcd\u6765\u8bf4\u3002\u8fd9\u91cc\u7684\u201c\u5f71\u50cf\u201d\u901a\u5e38\u6307\u7684\u5c31\u662f\u653e\u5c04\u5f71\u50cf\uff0c\u662f\u8fd9\u79cd\u65b9\u6cd5\u7814\u7a76\u7684\u5bf9\u8c61\uff0c\u76ee\u524d\u5927\u5bb6\u9009\u62e9\u6700\u591a\u7684\u662fCT\u3001MR\u7b49\u5f71\u50cf\u3002\u7ec4\u5b66\uff0c\u82f1\u6587\u4e3aOmics\uff0c\u60f3\u5fc5\u4f5c\u4e3a\u751f\u4fe1\u4eba\u7684\u5927\u5bb6\u4e00\u70b9\u90fd\u4e0d\u964c\u751f\u5427\uff0c\u662f\u76ee\u524d\u751f\u7269\u548c\u533b\u836f\u524d\u6cbf\u7814\u7a76\u9886\u57df\u6700\u6d41\u884c\u7684\u540e\u7f00\u4e86\uff0c\u662f\u9ad8\u901a\u91cf\u6570\u636e\u7684\u4ee3\u540d\u8bcd\u3002\u6240\u4ee5\uff0c\u5f71\u50cf\u7ec4\u5b66\u7684\u7814\u7a76\u5bf9\u8c61\u662f\u533b\u5b66\u5f71\u50cf\uff0c\u7814\u7a76\u65b9\u6cd5\u662f\u5c06\u5f71\u50cf\u4e2d\u7684\u6240\u6709\u4fe1\u606f\u63d0\u53d6\u51fa\u6765\u518d\u8fdb\u884c\u7cfb\u7edf\u5316\u5206\u6790\uff0c\u786e\u5207\u6765\u8bf4\uff0c\u5f71\u50cf\u7ec4\u5b66\u662f\u91c7\u7528\u81ea\u52a8\u5316\u7b97\u6cd5\u4ece\u5f71\u50cf\u7684\u611f\u5174\u8da3\u533a\uff08ROI\uff09\u5185\u63d0\u53d6\u51fa\u5927\u91cf\u7684\u7279\u5f81\u4fe1\u606f\u4f5c\u4e3a\u7814\u7a76\u5bf9\u8c61\uff0c\u5e76\u8fdb\u4e00\u6b65\u91c7\u7528\u591a\u6837\u5316\u7684\u7edf\u8ba1\u5206\u6790\u548c\u6570\u636e\u6316\u6398\u65b9\u6cd5\uff0c\u4ece\u5927\u6279\u91cf\u4fe1\u606f\u4e2d\u63d0\u53d6\u548c\u5265\u79bb\u51fa\u771f\u6b63\u8d77\u4f5c\u7528\u7684\u5173\u952e\u4fe1\u606f\uff0c\u6700\u7ec8\u7528\u4e8e\u75be\u75c5\u7684\u8f85\u52a9\u8bca\u65ad\u3001\u5206\u7c7b\u6216\u5206\u7ea7\u3002<\/p>\n

\u542c\u5230\u8fd9\u91cc\uff0c\u5927\u5bb6\u662f\u4e0d\u662f\u6709\u4e9b\u719f\u6089\u5462\uff0c\u6ca1\u9519\uff0c\u5176\u5b9e\u4ece\u533b\u5b66\u5f71\u50cf\u4e2d\u63d0\u53d6\u51fa\u6765\u7684\u6570\u636e\u5f62\u5f0f\u548c\u6211\u4eec\u7684\u5355\u7ec6\u80de\u6570\u636e\u5341\u5206\u7684\u7c7b\u4f3c\uff0c\u4e00\u5f20\u5f71\u50cf\u53ef\u80fd\u5bf9\u5e94\u7740\u4e0a\u5343\u6761\u7279\u5f81\uff0c\u6240\u4ee5\u6240\u8c13\u201c\u7ec4\u5b66\u201d\uff0c\u771f\u7684\u540d\u526f\u5176\u5b9e\u3002\u4eca\u5929\u7ed9\u5927\u5bb6\u624b\u628a\u624b\u6559\u5b66\u5982\u4f55\u4ece\u533b\u5b66\u5f71\u50cf\u4e2d\u63d0\u53d6\u5f71\u50cf\u7279\u5f81\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u5feb\u6765\u8ddf\u6211\u4e00\u8d77\u5b9e\u6218\u7ec3\u4e60\u5427\u3002\u7279\u522b\u63d0\u793a\uff0c\u672c\u6b21\u64cd\u4f5c\u9700\u8981\u901a\u8fc7Python\u8fdb\u884c\uff0c\u5e76\u4e14\u5bf9\u7535\u8111\u914d\u7f6e\u6709\u4e00\u5b9a\u9700\u6c42\uff0c\u5efa\u8bae\u5927\u5bb6\u4f7f\u7528\u670d\u52a1\u5668\u8fd0\u884c\uff0c\u5982\u679c\u6ca1\u6709\u81ea\u5df1\u7684\u670d\u52a1\u5668\u6b22\u8fce\u8054\u7cfb\u6211\u4eec\u6765\u79df\u8d41\u670d\u52a1\u5668\u54e6\uff5e<\/p>\n

    \n
  1. \u73af\u5883\u914d\u7f6e<\/strong><\/li>\n<\/ol>\n

    \u9996\u5148\u9700\u8981\u5927\u5bb6\u914d\u7f6e\u597d<\/strong>Python\u7684\u57fa\u7840\u73af\u5883\u54e6\uff0c\u8fd9\u91cc\u5c0f\u679c\u7528\u7684\u662f<\/strong>Python 3.7.13\uff0c<\/p>\n

    \u5982\u679c\u5927\u5bb6\u5bf9Python\u914d\u7f6e\u6709\u95ee\u9898\u7684\u8bdd\uff0c\u4e5f\u53ef\u4ee5\u8054\u7cfb\u5c0f\u679c\u54e6\uff0c\u5c0f\u679c\u4f1a\u8010\u5fc3\u7ed9\u5927\u5bb6\u89e3\u7b54\u7684\uff0c\u5982\u679c\u7528\u6211\u4eec\u7684\u670d\u52a1\u5668\u66f4\u662f\u4f1a\u4e8b\u534a\u529f\u500d\u7684\u54e6\uff5e<\/p>\n

      \n
    1. \u9700\u8981\u7684Python\u8f6f\u4ef6\u5305<\/strong><\/li>\n<\/ol>\n

      #\u5b89\u88c5\u8f6f\u4ef6\u5305\uff0c\u547d\u4ee4\u884c\u6a21\u5f0f\u4e0b\uff0c\u4efb\u610f\u4f4d\u7f6e\u8f93\u5165\uff1a<\/p>\n

      pip install SimpleITK<\/p>\n

      pip install tqdm<\/p>\n

      pip install pyradiomics<\/p>\n

      #\u52a0\u8f7d\u8f6f\u4ef6\u5305<\/p>\n

      import os<\/p>\n

      import SimpleITK as sitk<\/p>\n

      from tqdm import tqdm<\/p>\n

      from pandas.core.frame import DataFrame<\/p>\n

      import time<\/p>\n

      import pandas as pd<\/p>\n

      import radiomics<\/p>\n

      from radiomics import featureextractor<\/p>\n

      3.\u52a0\u8f7d\u6570\u636e\u5e76\u8f6c\u6362\u6570\u636e<\/strong><\/p>\n

      \u53ef\u4ee5\u662f\u76f4\u63a5\u4f7f\u7528\u7684\u6570\u636e\u662fnii.gz\u6216\u8005nii\u683c\u5f0f\u7684\u6570\u636e\uff0c\u5f88\u591a\u516c\u5f00\u6570\u636e\u5e93\u662f\u76f4\u63a5\u4ee5\u6b64\u683c\u5f0f\u4e3a\u51c6\u7684\uff0c\u4f46\u5982\u679c\u6211\u4eec\u62ff\u5230\u7684\u662f\u81ea\u5df1\u7684\u6570\u636e\uff0c\u5f80\u5f80\u662fDICOM\u683c\u5f0f\u7684\uff0c\u5982\u4e0b\u56fe\uff08\u4e0b\u56fe\u8be5\u8111\u90e8CT\u5e8f\u5217\u5171\u6709247\u5f20\u56fe\u50cf\uff09\uff0c\u4e00\u4e2a\u60a3\u8005\u53ef\u80fd\u5305\u542b\u4e00\u4e2a\u6216\u8005\u591a\u4e2a\u8fde\u7eed\u5e8f\u5217\u7684\u56fe\u50cf\uff0c\u56e0\u4e3a\u4e00\u6b21\u68c0\u67e5\u83b7\u5f97\u7684\u662f\u8be5\u5668\u5b98\u5168\u65b9\u4f4d\u7684\u65ad\u5c42\u56fe\u50cf\u3002<\/p>\n

      <\/p>\n

      \u6240\u4ee5\u6211\u4eec\u9700\u8981\u6574\u7406\u6210\u6211\u4eec\u53ef\u7528\u7684\u683c\u5f0f\uff0c\u8fd9\u91cc\u6211\u4eec\u5c31\u7528\u5230\u4e86simpleITK\u8fd9\u4e2a\u5e93\u6216\u8005\u53eb\u8f6f\u4ef6\u5305\uff0cSimpleITK\u53ef\u4ee5\u5f88\u4fbf\u6377\u7684\u8bfb\u53d6\u533b\u5b66\u56fe\u50cf\u7684\u683c\u5f0f\uff0c\u5982\u4e8c\u7ef4\u7684.dicom\u683c\u5f0f\u4ee5\u53ca\u4e09\u7ef4\u56fe\u50cf\u7684.nii\u683c\u5f0f\uff0c\u5e76\u5bf9\u56fe\u50cf\u4e2d\u7684\u8bf8\u5982\u4f53\u7d20\uff0c\u65b9\u5411\u7b49\u7b49\u57fa\u672c\u4fe1\u606f\u8fdb\u884c\u5904\u7406\u3002SimpleITK\u5305\u542b\u4e86R\u8bed\u8a00\uff0cJava\uff0cPython\u7b49\u7b49\u5e38\u89c1\u8bed\u8a00\u7684\u63a5\u53e3\uff0c\u672c\u6b21\u7ed9\u5927\u5bb6\u5e26\u6765\u7684\u662f\u5728Python\u4e2d\u7684\u5e94\u7528\u3002\u8fd9\u91cc\u4e5f\u7ed9\u5927\u5bb6\u653e\u4e0aSimpleITK\u7684\u5b98\u65b9\u6587\u6863\u94fe\u63a5\uff1ahttps:\/\/insightsoftwareconsortium.github.io\/SimpleITK-Notebooks\/\u3002<\/p>\n

      #\u904d\u5386\u5305\u542b\u60a3\u8005DICOM\u56fe\u50cf\u7684\u6587\u4ef6<\/p>\n

      path1 = os.listdir(‘pic\/’)<\/p>\n

      #\u5229\u7528\u8bfb\u53d6\u5668\u5f97\u5230\u76ee\u5f55\u4e0b\u6240\u5305\u542b\u7684\u5e8f\u5217ID<\/p>\n

      reader = sitk.ImageSeriesReader()<\/p>\n

      series_IDs = reader.GetGDCMSeriesIDs(dir_path)<\/p>\n

      # \u6839\u636e\u4e00\u4e2a\u5355\u5f20\u7684DICOM\u6587\u4ef6\uff0c\u8bfb\u53d6\u8fd9\u4e2aseries\u7684metedata,\u5373\u53ef\u4ee5\u83b7\u53d6\u8fd9\u4e2a\u5e8f\u5217\u7684\u63cf\u8ff0\u7b26\uff0c\u4e4b\u540e\u53ef\u5c06\u4e0d\u540c\u68c0\u67e5\u7c7b\u522b\u7684\u56fe\u50cf\u5e8f\u5217\u7ed9\u5206\u7c7b\u51fa\u6765\u3002<\/p>\n

      \u5f62\u6210nii.gz\u7684\u683c\u5f0f\uff0c\u5982\u4e0b\u56fe\uff1a<\/p>\n

      <\/p>\n

      \u6b64\u5916\uff0c\u5927\u5bb6\u53ef\u80fd\u8fd8\u4f1a\u78b0\u5230\u5176\u4ed6\u683c\u5f0f\u7684\u533b\u5b66\u56fe\u50cf\uff0c\u5982nrrd\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u7528\u6b64\u4ee3\u7801\u54e6simpleITK\u5bf9\u4e8e\u5e38\u89c1\u533b\u5b66\u56fe\u50cf\u7684\u5404\u79cd\u683c\u5f0f\u90fd\u53ef\u4ee5\u76f8\u4e92\u8f6c\u6362\u7684\u3002<\/p>\n

      \u53ef\u80fd\u6709\u7684\u5c0f\u4f19\u4f34\u4f1a\u95ee\u4e86\uff0c\u8fd9\u79cd\u533b\u5b66\u56fe\u50cf\u7279\u522b\u662fnii\u8fd9\u79cd\u683c\u5f0f\u7684\u56fe\u50cf\uff0c\u600e\u4e48\u624d\u80fd\u6253\u5f00\u5462\uff0c\u80fd\u770b\u770b\u5230\u5e95\u662f\u4ec0\u4e48\u6837\u3002\u8fd9\u91cc\u7ed9\u5927\u5bb6\u63a8\u8350\u4e00\u4e2a\u8f6f\u4ef6\uff1aITK-SNAP\uff08http:\/\/www.itksnap.org\/pmwiki\/pmwiki.php\uff09<\/p>\n

      <\/p>\n

      ITK-SNAP\u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u533b\u5b66\u56fe\u50cf\u53ef\u89c6\u5316\u548c\u5206\u6790\u8f6f\u4ef6\u3002\u5b83\u5141\u8bb8\u7528\u6237\u52a0\u8f7d\u548c\u64cd\u4f5c\u5404\u79cd\u533b\u5b66\u56fe\u50cf\u6570\u636e\uff0c\u5305\u62ecMRI\u3001CT\u548cPET\u626b\u63cf\uff0c\u5e76\u6267\u884c\u5206\u5272\u3001\u914d\u51c6\u548c\u6807\u8bb0\u7b49\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u5176\u5177\u6709\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\uff0c\u652f\u6301\u5404\u79cd\u6587\u4ef6\u683c\u5f0f\u3002\u4e0b\u56fe\u662f\u5176\u754c\u9762\u793a\u610f\u56fe\uff1a<\/p>\n

      \"IMG_256\"<\/p>\n

      \u56e0\u4e3a\u5f71\u50cf\u7ec4\u5b66\u5f80\u5f80\u6d89\u53ca\u5230\u533b\u5b66\u56fe\u50cf\u611f\u5174\u8da3\u533a\u57df\uff08ROI\uff09\u7684\u52fe\u753b\uff0c\u800cITK-SNAP\u662f\u975e\u5e38\u5e38\u7528\u7684\u4e00\u6b3e\u8f6f\u4ef6\uff0c\u7b80\u5355\u6613\u4e0a\u624b\uff0c\u662f\u5341\u5206\u91cd\u8981\u7684\u5de5\u5177\u3002p.s\uff0c\u5982\u679c\u5927\u5bb6\u5bf9\u8fd9\u6b3e\u8f6f\u4ef6\u611f\u5174\u8da3\u7684\u8bdd\uff0c\u6211\u4eec\u4e5f\u4f1a\u4e13\u95e8\u51fa\u4e00\u671f\u6559\u7a0b\u54e6\uff5e<\/p>\n

      4.\u7279\u5f81\u63d0\u53d6\u5e76\u4fdd\u5b58\u4e3a\u53ef\u8bfb\u5f62\u5f0f<\/strong><\/p>\n

      #\u52a0\u8f7dpyradiomics\u5e93<\/p>\n

      from radiomics import featureextractor<\/p>\n

      #\u8bbe\u7f6e\u63d0\u53d6\u5668<\/p>\n

      extractor = featureextractor.RadiomicsFeatureExtractor(para)<\/p>\n

      <\/p>\n

      \u5927\u5bb6\u6700\u7ec8\u83b7\u5f97\u7279\u5f81\u88ab\u4fdd\u5b58\u4e3axlsx\u7684\u683c\u5f0f\uff0c\u53ef\u4ee5\u76f4\u63a5\u7528Excel\u6253\u5f00\u67e5\u770b\uff0c\u53ef\u4ee5\u53d1\u73b0\u4e24\u4e2a\u5e8f\u5217\u7684\u56fe\u50cf\u6700\u7ec8\u83b7\u5f97\u4e86\u4e0a\u4e07\u6761\u7684\u7279\u5f81\uff0c\u5176\u4e2d\u5927\u5bb6\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u524d\u51e0\u5217\u662f\u5173\u4e8e\u56fe\u50cf\u7684\u7248\u672c\u548c\u50cf\u7d20\u5750\u6807\u7b49\u6211\u4eec\u4e0d\u9700\u8981\u7684\u4fe1\u606f\uff0c\u540e\u9762\u6570\u503c\u578b\u7684\u6570\u636e\u624d\u662f\u6211\u4eec\u9700\u8981\u7684\u7279\u5f81\uff0c\u5e76\u4e14\u6bcf\u4e00\u4e2a\u7279\u5f81\u90fd\u6709\u5bf9\u5e94\u7684\u63cf\u8ff0\uff0c\u5982\u6b64\u591a\u7684\u7279\u5f81\uff0c\u73b0\u5728\u5927\u5bb6\u5e94\u8be5\u77e5\u9053\u4e3a\u4ec0\u4e48\u4f1a\u88ab\u79f0\u4e3a\u201c\u5f71\u50cf\u7ec4\u5b66\u201d\u4e86\u5427\u3002<\/p>\n

      \u5c0f\u679c\u62ff\u4e00\u4e2a\u60a3\u8005\u7684\u793a\u4f8b\u6570\u636e\uff0c\u7ed9\u5927\u5bb6\u624b\u628a\u624b\u5b8c\u6574\u6f14\u793a\u4e86\u5982\u4f55\u63d0\u53d6\u5f71\u50cf\u7ec4\u5b66\u7279\u5f81\uff0c\u5927\u5bb6\u5b66\u4f1a\u4e86\u4e4b\u540e\uff0c\u53ef\u4ee5\u5728\u516c\u5f00\u6570\u636e\u5e93\u6216\u8005\u624b\u5934\u91cc\u5b8c\u6574\u7684\u6570\u636e\u8fdb\u884c\u5c1d\u8bd5\u54e6\uff0c\u63d0\u53d6\u51fa\u6765\u7684\u8fd9\u4e9b\u7279\u5f81\u5927\u5bb6\u5c31\u53ef\u4ee5\u6839\u636e\u5e38\u89c4\u7684\u6b65\u9aa4\uff0c\u8fdb\u884c\u7279\u5f81\u7b5b\u9009\uff0c\u6784\u5efa\u6a21\u578b\uff0c\u751a\u81f3\u53ef\u4ee5\u5c1d\u8bd5\u548c\u5176\u4ed6\u7ec4\u5b66\u6570\u636e\u8054\u5408\u5efa\u6a21\uff0c\u8bf4\u4e0d\u5b9a\u6709\u610f\u5916\u60ca\u559c\u54e6\uff01<\/p>\n

      \u5982\u679c\u9700\u8981\u5b8c\u6574\u7684\u4ee3\u7801\u53ef\u4ee5\u70b9\u51fb\u4ed8\u8d39\u83b7\u53d6\u54e6\uff01\u4eca\u5929\u5c0f\u679c\u7684\u5206\u4eab\u5c31\u5230\u8fd9\u91cc\uff0c\u5982\u679c\u5c0f\u4f19\u4f34\u6709\u5176\u4ed6\u6570\u636e\u7684\u5206\u6790\u9700\u6c42\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u672c\u516c\u53f8\u65b0\u5f00\u53d1\u7684\u751f\u4fe1\u5206\u6790\u5c0f\u5de5\u5177\u4e91\u54c1\u53f0\uff0c\u91cc\u9762\u6709\u6210\u719f\u7684\u4ee3\u7801\uff0c\u53ea\u8981\u8f93\u5165\u5408\u9002\u7684\u6570\u636e\u5c31\u53ef\u4ee5\u76f4\u63a5\u51fa\u60f3\u8981\u7684\u56fe\u5462\uff0c\u94fe\u63a5\uff1ahttp:\/\/www.biocloudservice.com\/home.html<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

      \u6700\u8fd1\u51e0\u5e74\uff0c\u751f\u4fe1\u5206\u6790\u7684\u70ed\u5ea6\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5176\u4e0d\u7528\u8017\u8d39\u5927\u91cf\u7684\u65f6\u95f4\u5728\u5b9e\u9a8c\u5ba4\uff0c\u4e0d\u9700\u8981\u82b1\u8d39\u5927\u91cf\u7684\u8d44\u91d1\uff0c\u751a\u81f3\u4ec5\u4ec5\u901a\u8fc7\u516c\u5f00\u6570\u636e\u5e93\uff0c […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/27769"}],"collection":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=27769"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/27769\/revisions"}],"predecessor-version":[{"id":27777,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/27769\/revisions\/27777"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=27769"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=27769"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=27769"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}