无序多分类Logistic回归SPSS实战操作教程

2017-10-12 MedSci MedSci原创

1、问题与数据为了探讨基因X突变与恶性肿瘤Y不同组织类型发生风险的关系,某医生设计了一项病例对照研究。该医生纳入所在科室一年收治的145名该恶性肿瘤患者,并从医院体检数据库中随机选择了100名未患该肿瘤的体检者作为对照。相关信息整理成表1:表1 各病例组织类型与突变情况变量赋值情况如表2:表2 变量及变量赋值情况2、对数据结构的分析该研究中,“病例”与“对照”的关系不再是简单的“患病”与“不患

1、问题与数据为了探讨基因X突变与恶性肿瘤Y不同组织类型发生风险的关系,某医生设计了一项病例对照研究。该医生纳入所在科室一年收治的145名该恶性肿瘤患者,并从医院体检数据库中随机选择了100名未患该肿瘤的体检者作为对照。相关信息整理成表1:表1 各病例组织类型与突变情况变量赋值情况如表2:表2 变量及变量赋值情况2、对数据结构的分析该研究中,“病例”与“对照”的关系不再是简单的“患病”与“不患病”,而是病例分为四类(本例中包含对照组共四类),且各类别无次序关系。或者说,因变量Y不再是二分类的,而是无序多分类的。通过无序多分类的Logistic回归分析可以将三种不同组织类型的病例分别与对照组进行对比,分别得到基因X突变与三种肿瘤组织类型的暴露-风险关系。3、SPSS分析方法A. 数据录入SPSS若数据格式如表1所示,则首先在SPSS变量视图(Variable View)中新建三个变量:ID代表患者编号,Y代表组织类型,X代表是否突变,赋值参考表2.然后在数据视图(Data View)中录入数据。B. 选择Analyze → Regression → Multinomial Logisti

版权声明:
本网站所有内容来源注明为“梅斯医学”或“MedSci原创”的文字、图片和音视频资料,版权均属于梅斯医学所有。非经授权,任何媒体、网站或个人不得转载,授权转载时须注明来源为“梅斯医学”。其它来源的文章系转载文章,或“梅斯号”自媒体发布的文章,仅系出于传递更多信息之目的,本站仅负责审核内容合规,其内容不代表本站立场,本站不负责内容的准确性和版权。如果存在侵权、或不希望被转载的媒体或个人可与我们联系,我们将立即进行删除处理。
在此留言
评论区 (5)
#插入话题
  1. [GetPortalCommentsPageByObjectIdResponse(id=1905767, encodeId=350d1905e6733, content=<a href='/topic/show?id=9dc4109964f' target=_blank style='color:#2F92EE;'>#Logistic#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=44, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10996, encryptionId=9dc4109964f, topicName=Logistic)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=afa4194, createdName=cenghis, createdTime=Mon Jun 25 19:01:00 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1746738, encodeId=c9971e467383a, content=<a href='/topic/show?id=88e91099e10' target=_blank style='color:#2F92EE;'>#logistic回归#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10997, encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Fri Jan 26 06:01:00 CST 2018, time=2018-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455142, encodeId=3fac1455142c3, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Oct 14 12:01:00 CST 2017, time=2017-10-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252372, encodeId=2c102523e2ed, content=非常好.学习了.谢谢老师, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=5cee2018203, createdName=1e207054m17(暂无匿称), createdTime=Fri Oct 13 04:01:53 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252354, encodeId=f2d0252354e3, content=学习了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mONcle9pic3zSn0GqHrsfLGSUSR8zwnWWLT4FMl5XH8S58HuZslVkLsAPbXDXaliagK7TOxQfmngKibG1yrDonepCLDkcxGk8hS/0, createdBy=b8282062892, createdName=changjiu, createdTime=Thu Oct 12 23:20:59 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2018-06-25 cenghis
  2. [GetPortalCommentsPageByObjectIdResponse(id=1905767, encodeId=350d1905e6733, content=<a href='/topic/show?id=9dc4109964f' target=_blank style='color:#2F92EE;'>#Logistic#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=44, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10996, encryptionId=9dc4109964f, topicName=Logistic)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=afa4194, createdName=cenghis, createdTime=Mon Jun 25 19:01:00 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1746738, encodeId=c9971e467383a, content=<a href='/topic/show?id=88e91099e10' target=_blank style='color:#2F92EE;'>#logistic回归#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10997, encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Fri Jan 26 06:01:00 CST 2018, time=2018-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455142, encodeId=3fac1455142c3, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Oct 14 12:01:00 CST 2017, time=2017-10-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252372, encodeId=2c102523e2ed, content=非常好.学习了.谢谢老师, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=5cee2018203, createdName=1e207054m17(暂无匿称), createdTime=Fri Oct 13 04:01:53 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252354, encodeId=f2d0252354e3, content=学习了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mONcle9pic3zSn0GqHrsfLGSUSR8zwnWWLT4FMl5XH8S58HuZslVkLsAPbXDXaliagK7TOxQfmngKibG1yrDonepCLDkcxGk8hS/0, createdBy=b8282062892, createdName=changjiu, createdTime=Thu Oct 12 23:20:59 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
  3. [GetPortalCommentsPageByObjectIdResponse(id=1905767, encodeId=350d1905e6733, content=<a href='/topic/show?id=9dc4109964f' target=_blank style='color:#2F92EE;'>#Logistic#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=44, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10996, encryptionId=9dc4109964f, topicName=Logistic)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=afa4194, createdName=cenghis, createdTime=Mon Jun 25 19:01:00 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1746738, encodeId=c9971e467383a, content=<a href='/topic/show?id=88e91099e10' target=_blank style='color:#2F92EE;'>#logistic回归#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10997, encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Fri Jan 26 06:01:00 CST 2018, time=2018-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455142, encodeId=3fac1455142c3, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Oct 14 12:01:00 CST 2017, time=2017-10-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252372, encodeId=2c102523e2ed, content=非常好.学习了.谢谢老师, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=5cee2018203, createdName=1e207054m17(暂无匿称), createdTime=Fri Oct 13 04:01:53 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252354, encodeId=f2d0252354e3, content=学习了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mONcle9pic3zSn0GqHrsfLGSUSR8zwnWWLT4FMl5XH8S58HuZslVkLsAPbXDXaliagK7TOxQfmngKibG1yrDonepCLDkcxGk8hS/0, createdBy=b8282062892, createdName=changjiu, createdTime=Thu Oct 12 23:20:59 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-14 july_977
  4. [GetPortalCommentsPageByObjectIdResponse(id=1905767, encodeId=350d1905e6733, content=<a href='/topic/show?id=9dc4109964f' target=_blank style='color:#2F92EE;'>#Logistic#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=44, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10996, encryptionId=9dc4109964f, topicName=Logistic)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=afa4194, createdName=cenghis, createdTime=Mon Jun 25 19:01:00 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1746738, encodeId=c9971e467383a, content=<a href='/topic/show?id=88e91099e10' target=_blank style='color:#2F92EE;'>#logistic回归#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10997, encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Fri Jan 26 06:01:00 CST 2018, time=2018-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455142, encodeId=3fac1455142c3, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Oct 14 12:01:00 CST 2017, time=2017-10-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252372, encodeId=2c102523e2ed, content=非常好.学习了.谢谢老师, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=5cee2018203, createdName=1e207054m17(暂无匿称), createdTime=Fri Oct 13 04:01:53 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252354, encodeId=f2d0252354e3, content=学习了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mONcle9pic3zSn0GqHrsfLGSUSR8zwnWWLT4FMl5XH8S58HuZslVkLsAPbXDXaliagK7TOxQfmngKibG1yrDonepCLDkcxGk8hS/0, createdBy=b8282062892, createdName=changjiu, createdTime=Thu Oct 12 23:20:59 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-13 1e207054m17(暂无匿称)

    非常好.学习了.谢谢老师

    0

  5. [GetPortalCommentsPageByObjectIdResponse(id=1905767, encodeId=350d1905e6733, content=<a href='/topic/show?id=9dc4109964f' target=_blank style='color:#2F92EE;'>#Logistic#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=44, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10996, encryptionId=9dc4109964f, topicName=Logistic)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=afa4194, createdName=cenghis, createdTime=Mon Jun 25 19:01:00 CST 2018, time=2018-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1746738, encodeId=c9971e467383a, content=<a href='/topic/show?id=88e91099e10' target=_blank style='color:#2F92EE;'>#logistic回归#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=38, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10997, encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Fri Jan 26 06:01:00 CST 2018, time=2018-01-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455142, encodeId=3fac1455142c3, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=23, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Oct 14 12:01:00 CST 2017, time=2017-10-14, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252372, encodeId=2c102523e2ed, content=非常好.学习了.谢谢老师, beContent=null, objectType=article, channel=null, level=null, likeNumber=56, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=5cee2018203, createdName=1e207054m17(暂无匿称), createdTime=Fri Oct 13 04:01:53 CST 2017, time=2017-10-13, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=252354, encodeId=f2d0252354e3, content=学习了.谢谢, beContent=null, objectType=article, channel=null, level=null, likeNumber=42, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/mONcle9pic3zSn0GqHrsfLGSUSR8zwnWWLT4FMl5XH8S58HuZslVkLsAPbXDXaliagK7TOxQfmngKibG1yrDonepCLDkcxGk8hS/0, createdBy=b8282062892, createdName=changjiu, createdTime=Thu Oct 12 23:20:59 CST 2017, time=2017-10-12, status=1, ipAttribution=)]
    2017-10-12 changjiu

    学习了.谢谢

    0

相关资讯

学霸笔记:Logistic回归分析

Logistic回归:实际上属于判别分析,因拥有很差的判别效率而不常用。现在用得最多的是临床研究中的观察性研究。1. 应用范围: ① 适用于流行病学资料的危险因素分析 ② 实验室中药物的剂量-反应关系 ③ 观察性研究结果中混杂控制 ④ 疾病的预后因素分析 2. Logistic回归的分类: ① 按因变量的资料类型

logistic回归还是log-binomial回归?RR如何正确估计?

当结局发生率较大时,再使用OR来估计RR时会不准确,建议当结局发生率大于10%时,使用log-binomial回归方法替代logistic回归。 Log-binomial 回归模型是广义线性模型的一种特殊类型,由于它很容易得到某一因素率比( rate ratio, RR) 的最大似然估计值,因此,能够作为干预效应评价的选择方法。流行病学暴露于结局的关联性研究中(队列研究),当结局事件发生率较为罕

Logistic回归中出现P值与OR的95%可信区间(CI)结果矛盾的原因

今年用SAS分析了两次数据,都是用的Logistic回归方法。但是两次我都碰到了P值与OR的95%可信区间(CI)结果矛盾的情况,即 P<0.05,但OR的95%可信区间却包括1;或者P>0.05,但OR的95%可信区间却不包括1。在单因素Logistic回归和多因素Logistic回归中都出现了这样情况,这可能有哪些原因呢? 1、存在多重共线性。多重共线性会产生大的标准误,导

配对资料的条件Logistic回归分析

配对调查资料的条件 Logistic 回归分析 1. 1:1 病例对照研究的基本概念   在管理工作中,我们也经常要开展对照调查。例如为什么有的人患了胃癌,有的人却不会患胃癌?如果在同一居住地选取同性别、年龄相差仅 ±2 岁的健康人作对照调查,调查他们与患胃癌有关的各种影响因素,这就是医学上很常用的所谓“1:1 病例对照研究”。病例对照研究资料常用条件Logistic 回归分析

在线课堂:Logistic回归统计系列课程

在统计学中Logistic回归占据着重要的位置,尤其是在临床研究中,Logistic回归一直备受关注。Logistic回归又称Logistic回归分析,主要在流行病学中应用较多,比较常用的情形是探索某疾病的危险因素,根据危险因素预测某疾病发生的概率等。

logistic回归由浅入深指南

多重线性回归的因变量y是连续型变量,自变量可以是连续的,也可以是分类的。但是现实中,因变量不一定都是连续的,还有其他分类的情形。比如想分析某病的危险因素,这时因变量就无法用连续资料来表示,而是表示为疾病的“有”或“无”两种情形。在这种情况下,用多重线性回归就不合适了, 而logistic回归则是处理这种数据的得力工具。 logistic回归主要在流行病学中应用较多,比较常用的情形是探索某疾病的危