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Radiology：CT放射组学分析中有哪些特征才是有用的呢?

2018-06-08 shaosai MedSci原创

放射组学扫描参数一致性
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本研究旨在鉴定CT中重复性和必要性的放射组学特征（RFs），并将结果发表在Radiology上。

本研究旨在鉴定CT中重复性和必要性的放射组学特征（RFs），并将结果发表在Radiology上。

本研究利用两个体模在不同CT扫描参数下进行扫描及统一扫描参数不同扫描设备下通过重测分析检验RF的可重复性。利用一致性相关系数和变异系数选择重复性好的RF。利用类聚分析进行多余特征分组。

结果为，共有177个RF，其中包括密度、形状、纹理特征。重测分析表明根据一致性相关系数91% (161 / 177)RF是能够重复性评价的。基于变异系数，单一CT设备中RF的重复性范围为89.3% (151 / 177)- 43.1% (76 / 177)。不同CT设备RF的重复性表明不同材质具有较大差异性，范围为(151 / 177) to only 15.8% (28 / 177)。通过类聚分析发现10个类聚。

本研究表明，大部分RF可重复性较差，甚至是多余的。将所有CT参数进行分析后，由于重复，仅有10个RF便能提供所需信息。

原始出处：

Berenguer R， Pastor-Juan MDR， Canales-Vázquez J. et al.Radiomics of CT Features May Be Nonreproducible and Redundant： Influence of CT Acquisition Parameters.Radiology.DOI：10.1148/radiol.2018172361

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    2018-07-11 1391e9f2a7m

    好好学习天天向上

    0

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    2018-07-01 1391e9f2a7m

    好好学习天天向上

    0

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time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-30 1391e9f2a7m

    好好学习天天向上

    0

  4. 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createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Thu Jun 28 05:33:21 CST 2018, time=2018-06-28, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327320, encodeId=d5c132e32002, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Wed Jun 27 06:27:58 CST 2018, time=2018-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327057, encodeId=fc8f32e0573f, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=88, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Tue Jun 26 06:02:07 CST 2018, time=2018-06-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326786, encodeId=71c2326e8609, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=107, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Mon Jun 25 06:29:41 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326515, encodeId=193532651521, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=0, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sun Jun 24 06:32:52 CST 2018, time=2018-06-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326355, encodeId=372b326355ef, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=85, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sat Jun 23 15:35:08 CST 2018, time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-28 1391e9f2a7m

    好好学习天天向上

    0

  5. 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createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Thu Jun 28 05:33:21 CST 2018, time=2018-06-28, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327320, encodeId=d5c132e32002, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Wed Jun 27 06:27:58 CST 2018, time=2018-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327057, encodeId=fc8f32e0573f, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=88, 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encodeId=193532651521, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=0, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sun Jun 24 06:32:52 CST 2018, time=2018-06-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326355, encodeId=372b326355ef, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=85, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sat Jun 23 15:35:08 CST 2018, time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-27 1391e9f2a7m

    好好学习天天向上

    0

  6. 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encodeId=193532651521, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=0, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sun Jun 24 06:32:52 CST 2018, time=2018-06-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326355, encodeId=372b326355ef, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=85, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sat Jun 23 15:35:08 CST 2018, time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-26 1391e9f2a7m

    好好学习天天向上

    0

  7. 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createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Thu Jun 28 05:33:21 CST 2018, time=2018-06-28, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327320, encodeId=d5c132e32002, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Wed Jun 27 06:27:58 CST 2018, time=2018-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327057, encodeId=fc8f32e0573f, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=88, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Tue Jun 26 06:02:07 CST 2018, time=2018-06-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326786, encodeId=71c2326e8609, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=107, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Mon Jun 25 06:29:41 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326515, encodeId=193532651521, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=0, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sun Jun 24 06:32:52 CST 2018, time=2018-06-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326355, encodeId=372b326355ef, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=85, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sat Jun 23 15:35:08 CST 2018, time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-25 1391e9f2a7m

    好好学习天天向上

    0

  8. 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createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Thu Jun 28 05:33:21 CST 2018, time=2018-06-28, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327320, encodeId=d5c132e32002, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=118, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Wed Jun 27 06:27:58 CST 2018, time=2018-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=327057, encodeId=fc8f32e0573f, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=88, 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encodeId=193532651521, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=0, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sun Jun 24 06:32:52 CST 2018, time=2018-06-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326355, encodeId=372b326355ef, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=85, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sat Jun 23 15:35:08 CST 2018, time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-24 1391e9f2a7m

    好好学习天天向上

    0

  9. 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encodeId=193532651521, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=0, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sun Jun 24 06:32:52 CST 2018, time=2018-06-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326355, encodeId=372b326355ef, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=85, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Sat Jun 23 15:35:08 CST 2018, time=2018-06-23, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=326011, encodeId=e1cd326011e0, content=好好学习天天向上, beContent=null, objectType=article, channel=null, level=null, likeNumber=153, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/NUyjXTCJjo61WAV0ROeLAoicPxPKoKaogwLWLL8STv86qplbdOibN2YR4KxkJicqNectCXGR8gPJhGLc7yYLSdnpx4kaVXndTfu/0, createdBy=a6962042337, createdName=1391e9f2a7m, createdTime=Fri Jun 22 04:45:19 CST 2018, time=2018-06-22, status=1, ipAttribution=)]
    2018-06-23 1391e9f2a7m

    好好学习天天向上

    0

  10. 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    2018-06-22 1391e9f2a7m

    好好学习天天向上

    0

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