Nat Biotechnol:发现预测抗抑郁药疗效脑电生物标记物

2020-04-29 中国科学报 中国科学报

华南理工大学自动化科学与工程学院研究员吴畏,与斯坦福大学、哈佛大学医学院、哥伦比亚大学、得州大学西南医学中心等机构研究人员合作,发现了能够预测抗抑郁药治疗疗效的脑电生物标记物,并在多套独立临床脑电数据

华南理工大学自动化科学与工程学院研究员吴畏,与斯坦福大学、哈佛大学医学院、哥伦比亚大学、得州大学西南医学中心等机构研究人员合作,发现了能够预测抗抑郁药治疗疗效的脑电生物标记物,并在多套独立临床脑电数据集上对该脑电生物标记物进行了验证。相关研究近日发表于《自然—生物技术》。

抗抑郁药物在临床上被广泛用于抑郁症的治疗,但其疗效不够理想,带来了巨大的医疗和社会负担。其部分原因是抑郁症的临床诊断主要基于临床医生与患者的面谈,具有较大生理病理异质性,而特定抗抑郁药仅对个别抑郁症亚型有效。目前缺乏稳健且简易的定量生物标记物来辅助精神疾病的个体化治疗。

研究人员根据静息态脑电信号的独特时空结构提出了全新机器学习算法 SELSER,并将其应用于分析抑郁症临床试验所采集的目前世界最大的跨中心纵向脑电数据集,从而发现了能够预测抗抑郁药物疗效的脑电生物标记物。

该研究在精神疾病的个体化精准治疗方面迈出了坚实的一步,由于脑电设备价格较为低廉且数据采集简易,该研究成果有望迅速应用于临床,为抑郁症治疗方案选择提供客观依据,优化治疗。

原始出处:

Wu, W., Zhang, Y., Jiang, J. et al. An electroencephalographic signature predicts antidepressant response in major depression. Nat Biotechnol 38, 439–447 (2020). https://doi.org/10.1038/s41587-019-0397-3.

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    2020-09-09 wjywjy
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    2020-05-21 cathymary
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    2021-01-14 liye789132251
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encryptionId=4f26341994, topicName=Bio)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=12de429, createdName=sunylz, createdTime=Fri Dec 04 16:00:09 CST 2020, time=2020-12-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1652416, encodeId=fb62165241603, content=<a href='/topic/show?id=13d01e24509' target=_blank style='color:#2F92EE;'>#TEC#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=20, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=17245, encryptionId=13d01e24509, topicName=TEC)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=852f24292001, createdName=shock_melon, createdTime=Fri Dec 25 10:00:09 CST 2020, time=2020-12-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1722524, encodeId=6f271e2252404, content=<a href='/topic/show?id=7ff5549865a' target=_blank style='color:#2F92EE;'>#抑郁药#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=54986, encryptionId=7ff5549865a, topicName=抑郁药)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=78fa33270286, createdName=wetgdt, createdTime=Thu Dec 24 11:00:09 CST 2020, time=2020-12-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1345412, encodeId=3bfb13454123f, content=<a href='/topic/show?id=8907693e0fa' target=_blank style='color:#2F92EE;'>#生物标记#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69370, encryptionId=8907693e0fa, topicName=生物标记)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=278f2500221, createdName=12498fa0m11暂无昵称, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1349955, encodeId=52ea134995584, content=<a href='/topic/show?id=3a59693e129' target=_blank style='color:#2F92EE;'>#生物标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69371, encryptionId=3a59693e129, topicName=生物标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=55ce62, createdName=hbwxf, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1492258, encodeId=dfd9149225838, content=<a href='/topic/show?id=7999553333c' target=_blank style='color:#2F92EE;'>#抗抑郁#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=55333, encryptionId=7999553333c, topicName=抗抑郁)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a59b8920619, createdName=wushaoling, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1032493, encodeId=d37d10324936d, content=谢谢梅斯提供这么好的信息,学到很多, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f0620, createdName=内科新手, createdTime=Thu Apr 30 02:00:09 CST 2020, time=2020-04-30, status=1, ipAttribution=)]
    2020-12-04 sunylz
  5. [GetPortalCommentsPageByObjectIdResponse(id=1904540, encodeId=648a190454036, content=<a href='/topic/show?id=b8aa619690e' target=_blank style='color:#2F92EE;'>#标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61969, encryptionId=b8aa619690e, topicName=标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=1072181, createdName=wjywjy, createdTime=Wed Sep 09 12:00:09 CST 2020, time=2020-09-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1927736, encodeId=0461192e736e6, content=<a href='/topic/show?id=a59234e3b4' target=_blank style='color:#2F92EE;'>#Biotech#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=21, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=3473, encryptionId=a59234e3b4, topicName=Biotech)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=226a143, createdName=cathymary, createdTime=Thu May 21 14:00:09 CST 2020, time=2020-05-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1884290, encodeId=49301884290e8, content=<a href='/topic/show?id=3b2112532d8' target=_blank style='color:#2F92EE;'>#Nat#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=27, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=12532, encryptionId=3b2112532d8, topicName=Nat)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=2e6f107, createdName=liye789132251, createdTime=Thu Jan 14 05:00:09 CST 2021, time=2021-01-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1919066, encodeId=9f61191906632, content=<a href='/topic/show?id=4f26341994' target=_blank style='color:#2F92EE;'>#Bio#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=17, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=3419, encryptionId=4f26341994, topicName=Bio)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=12de429, createdName=sunylz, createdTime=Fri Dec 04 16:00:09 CST 2020, time=2020-12-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1652416, encodeId=fb62165241603, content=<a href='/topic/show?id=13d01e24509' target=_blank style='color:#2F92EE;'>#TEC#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=20, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=17245, encryptionId=13d01e24509, topicName=TEC)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=852f24292001, createdName=shock_melon, createdTime=Fri Dec 25 10:00:09 CST 2020, time=2020-12-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1722524, encodeId=6f271e2252404, content=<a href='/topic/show?id=7ff5549865a' target=_blank style='color:#2F92EE;'>#抑郁药#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=54986, encryptionId=7ff5549865a, topicName=抑郁药)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=78fa33270286, createdName=wetgdt, createdTime=Thu Dec 24 11:00:09 CST 2020, time=2020-12-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1345412, encodeId=3bfb13454123f, content=<a href='/topic/show?id=8907693e0fa' target=_blank style='color:#2F92EE;'>#生物标记#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69370, encryptionId=8907693e0fa, topicName=生物标记)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=278f2500221, createdName=12498fa0m11暂无昵称, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1349955, encodeId=52ea134995584, content=<a href='/topic/show?id=3a59693e129' target=_blank style='color:#2F92EE;'>#生物标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69371, encryptionId=3a59693e129, topicName=生物标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=55ce62, createdName=hbwxf, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1492258, encodeId=dfd9149225838, content=<a href='/topic/show?id=7999553333c' target=_blank style='color:#2F92EE;'>#抗抑郁#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=55333, encryptionId=7999553333c, topicName=抗抑郁)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a59b8920619, createdName=wushaoling, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1032493, encodeId=d37d10324936d, content=谢谢梅斯提供这么好的信息,学到很多, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f0620, createdName=内科新手, createdTime=Thu Apr 30 02:00:09 CST 2020, time=2020-04-30, status=1, ipAttribution=)]
    2020-12-25 shock_melon
  6. [GetPortalCommentsPageByObjectIdResponse(id=1904540, encodeId=648a190454036, content=<a href='/topic/show?id=b8aa619690e' target=_blank style='color:#2F92EE;'>#标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61969, encryptionId=b8aa619690e, topicName=标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=1072181, createdName=wjywjy, createdTime=Wed Sep 09 12:00:09 CST 2020, time=2020-09-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1927736, encodeId=0461192e736e6, content=<a href='/topic/show?id=a59234e3b4' target=_blank style='color:#2F92EE;'>#Biotech#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=21, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=3473, encryptionId=a59234e3b4, topicName=Biotech)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=226a143, createdName=cathymary, createdTime=Thu May 21 14:00:09 CST 2020, time=2020-05-21, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1884290, encodeId=49301884290e8, content=<a href='/topic/show?id=3b2112532d8' target=_blank style='color:#2F92EE;'>#Nat#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=27, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=12532, encryptionId=3b2112532d8, topicName=Nat)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=2e6f107, createdName=liye789132251, createdTime=Thu Jan 14 05:00:09 CST 2021, time=2021-01-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1919066, encodeId=9f61191906632, content=<a href='/topic/show?id=4f26341994' target=_blank style='color:#2F92EE;'>#Bio#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=17, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=3419, encryptionId=4f26341994, topicName=Bio)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=12de429, createdName=sunylz, createdTime=Fri Dec 04 16:00:09 CST 2020, time=2020-12-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1652416, encodeId=fb62165241603, content=<a href='/topic/show?id=13d01e24509' target=_blank style='color:#2F92EE;'>#TEC#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=20, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=17245, encryptionId=13d01e24509, topicName=TEC)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=852f24292001, createdName=shock_melon, createdTime=Fri Dec 25 10:00:09 CST 2020, time=2020-12-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1722524, encodeId=6f271e2252404, content=<a href='/topic/show?id=7ff5549865a' target=_blank style='color:#2F92EE;'>#抑郁药#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=54986, encryptionId=7ff5549865a, topicName=抑郁药)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=78fa33270286, createdName=wetgdt, createdTime=Thu Dec 24 11:00:09 CST 2020, time=2020-12-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1345412, encodeId=3bfb13454123f, content=<a href='/topic/show?id=8907693e0fa' target=_blank style='color:#2F92EE;'>#生物标记#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69370, encryptionId=8907693e0fa, topicName=生物标记)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=278f2500221, createdName=12498fa0m11暂无昵称, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1349955, encodeId=52ea134995584, content=<a href='/topic/show?id=3a59693e129' target=_blank style='color:#2F92EE;'>#生物标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69371, encryptionId=3a59693e129, topicName=生物标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=55ce62, createdName=hbwxf, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1492258, encodeId=dfd9149225838, content=<a href='/topic/show?id=7999553333c' target=_blank style='color:#2F92EE;'>#抗抑郁#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=55333, encryptionId=7999553333c, topicName=抗抑郁)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a59b8920619, createdName=wushaoling, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1032493, encodeId=d37d10324936d, content=谢谢梅斯提供这么好的信息,学到很多, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f0620, createdName=内科新手, createdTime=Thu Apr 30 02:00:09 CST 2020, time=2020-04-30, status=1, ipAttribution=)]
    2020-12-24 wetgdt
  7. [GetPortalCommentsPageByObjectIdResponse(id=1904540, encodeId=648a190454036, content=<a href='/topic/show?id=b8aa619690e' target=_blank style='color:#2F92EE;'>#标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=26, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61969, encryptionId=b8aa619690e, topicName=标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=1072181, createdName=wjywjy, createdTime=Wed Sep 09 12:00:09 CST 2020, time=2020-09-09, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1927736, encodeId=0461192e736e6, content=<a href='/topic/show?id=a59234e3b4' target=_blank style='color:#2F92EE;'>#Biotech#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=21, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=3473, encryptionId=a59234e3b4, topicName=Biotech)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=226a143, 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encryptionId=4f26341994, topicName=Bio)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=12de429, createdName=sunylz, createdTime=Fri Dec 04 16:00:09 CST 2020, time=2020-12-04, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1652416, encodeId=fb62165241603, content=<a href='/topic/show?id=13d01e24509' target=_blank style='color:#2F92EE;'>#TEC#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=20, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=17245, encryptionId=13d01e24509, topicName=TEC)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=852f24292001, createdName=shock_melon, createdTime=Fri Dec 25 10:00:09 CST 2020, time=2020-12-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1722524, encodeId=6f271e2252404, content=<a href='/topic/show?id=7ff5549865a' target=_blank style='color:#2F92EE;'>#抑郁药#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=54986, encryptionId=7ff5549865a, topicName=抑郁药)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=78fa33270286, createdName=wetgdt, createdTime=Thu Dec 24 11:00:09 CST 2020, time=2020-12-24, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1345412, encodeId=3bfb13454123f, content=<a href='/topic/show?id=8907693e0fa' target=_blank style='color:#2F92EE;'>#生物标记#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=28, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69370, encryptionId=8907693e0fa, topicName=生物标记)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=278f2500221, createdName=12498fa0m11暂无昵称, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1349955, encodeId=52ea134995584, content=<a href='/topic/show?id=3a59693e129' target=_blank style='color:#2F92EE;'>#生物标记物#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=69371, encryptionId=3a59693e129, topicName=生物标记物)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=55ce62, createdName=hbwxf, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1492258, encodeId=dfd9149225838, content=<a href='/topic/show?id=7999553333c' target=_blank style='color:#2F92EE;'>#抗抑郁#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=25, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=55333, encryptionId=7999553333c, topicName=抗抑郁)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=a59b8920619, createdName=wushaoling, createdTime=Fri May 01 14:00:09 CST 2020, time=2020-05-01, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1032493, encodeId=d37d10324936d, content=谢谢梅斯提供这么好的信息,学到很多, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f0620, createdName=内科新手, createdTime=Thu Apr 30 02:00:09 CST 2020, time=2020-04-30, status=1, ipAttribution=)]
  8. 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    2020-04-30 内科新手

    谢谢梅斯提供这么好的信息,学到很多

    0

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