采用SPSS Modeler的Web复杂网络对所有腧穴进行分析

本次腧穴配伍关联规则分析,以针灸治疗FC的113例处方中使用频次在5次及以上的25种腧穴为关联对象。

将前项最小支持度设为12%,规则的最小置信度设为85%,得出最常用的腧穴配伍,按照置信度的高低排列。

采用 SPSS 的 Web 复杂网络对所有腧穴进 行分析,设置阈值为绝对、强链接较粗,可显示的最大 链接数为 80,弱链接上限为 15,强链接下限为 35,链 接大小显示强/正常类别。生成 处方取穴整体 网络图,尺度大小 20 ~ 76,通过粗线、细线和虚线表示 药物之间链接的强弱程度。

关联关系整体

将阈值改为总体百分比、 强链接较粗,生成图 处方取穴核心网络图,尺度大小 为 1. 0 ~ 1. 2,多少穴位按照这个设置的,就是按照 设置阈值为绝对,强链接较粗,可显示的最大连接数为100,弱链接上限为10,强链接下限为35,链接大小显示强/正常/弱类别,然后生成图,尺度大小 。

设置阈值为绝对,强链接较粗,可显示的最大连接数为100,弱链接上限为10,强链接下限为35,链接大小显示强/正常/弱类别,然后生成图一,尺度大小 下。然后把阈值改为总体百分比,强链接较粗,生成图二的取穴核心网络图,尺度大小1.0-1.2 这个来设置的。

核心处方网络

两个穴位的配对强关联规则结果

ConsequentAntecedentSupport %Confidence %
天枢 = 1.0腹结 = 1.025.22522523100
天枢 = 1.0合谷 = 1.012.61261261100
天枢 = 1.0脾俞 = 1.018.01801802100
天枢 = 1.0关元 = 1.027.92792793100
天枢 = 1.0气海 = 1.030.63063063100
天枢 = 1.0大肠俞 = 1.041.4414414497.82608696
天枢 = 1.0中脘 = 1.032.4324324397.22222222
天枢 = 1.0支沟 = 1.032.4324324397.22222222
天枢 = 1.0三阴交 = 1.023.4234234296.15384615
天枢 = 1.0足三里 = 1.045.9459459596.07843137
足三里 = 1.0合谷 = 1.012.6126126192.85714286
天枢 = 1.0上巨虚 = 1.069.3693693792.20779221
足三里 = 1.0脾俞 = 1.018.0180180290
上巨虚 = 1.0曲池 = 1.016.2162162288.88888889
气海 = 1.0脾俞 = 1.018.0180180285

多个穴位的配对 强关联规则结果

ConsequentAntecedentSupport %Confidence %Lift
天枢 = 1.0腹结 = 1.025.225225231001.099009901
天枢 = 1.0脾俞 = 1.018.018018021001.099009901
天枢 = 1.0关元 = 1.027.927927931001.099009901
天枢 = 1.0气海 = 1.030.630630631001.099009901
天枢 = 1.0腹结 = 1.0 and 上巨虚 = 1.020.720720721001.099009901
天枢 = 1.0脾俞 = 1.0 and 气海 = 1.015.315315321001.099009901
天枢 = 1.0脾俞 = 1.0 and 足三里 = 1.016.216216221001.099009901
天枢 = 1.0三阴交 = 1.0 and 大肠俞 = 1.015.315315321001.099009901
天枢 = 1.0三阴交 = 1.0 and 足三里 = 1.019.819819821001.099009901
天枢 = 1.0三阴交 = 1.0 and 上巨虚 = 1.018.018018021001.099009901
天枢 = 1.0关元 = 1.0 and 中脘 = 1.023.423423421001.099009901
天枢 = 1.0关元 = 1.0 and 气海 = 1.018.918918921001.099009901
天枢 = 1.0关元 = 1.0 and 支沟 = 1.016.216216221001.099009901
天枢 = 1.0关元 = 1.0 and 大肠俞 = 1.015.315315321001.099009901
天枢 = 1.0关元 = 1.0 and 足三里 = 1.018.918918921001.099009901
天枢 = 1.0关元 = 1.0 and 上巨虚 = 1.018.018018021001.099009901
天枢 = 1.0中脘 = 1.0 and 气海 = 1.020.720720721001.099009901
天枢 = 1.0中脘 = 1.0 and 支沟 = 1.017.117117121001.099009901
天枢 = 1.0中脘 = 1.0 and 大肠俞 = 1.017.117117121001.099009901
天枢 = 1.0中脘 = 1.0 and 足三里 = 1.020.720720721001.099009901
天枢 = 1.0中脘 = 1.0 and 上巨虚 = 1.019.819819821001.099009901
天枢 = 1.0气海 = 1.0 and 支沟 = 1.019.819819821001.099009901
天枢 = 1.0气海 = 1.0 and 大肠俞 = 1.018.018018021001.099009901
天枢 = 1.0气海 = 1.0 and 足三里 = 1.022.522522521001.099009901
天枢 = 1.0气海 = 1.0 and 上巨虚 = 1.021.621621621001.099009901
天枢 = 1.0支沟 = 1.0 and 大肠俞 = 1.019.819819821001.099009901
天枢 = 1.0支沟 = 1.0 and 足三里 = 1.025.225225231001.099009901
天枢 = 1.0支沟 = 1.0 and 上巨虚 = 1.024.324324321001.099009901
天枢 = 1.0三阴交 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.015.315315321001.099009901
天枢 = 1.0关元 = 1.0 and 中脘 = 1.0 and 气海 = 1.016.216216221001.099009901
天枢 = 1.0关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.015.315315321001.099009901
天枢 = 1.0中脘 = 1.0 and 气海 = 1.0 and 上巨虚 = 1.015.315315321001.099009901
天枢 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.015.315315321001.099009901
天枢 = 1.0气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.016.216216221001.099009901
天枢 = 1.0气海 = 1.0 and 支沟 = 1.0 and 上巨虚 = 1.015.315315321001.099009901
天枢 = 1.0气海 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.016.216216221001.099009901
天枢 = 1.0气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.016.216216221001.099009901
天枢 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.018.018018021001.099009901
天枢 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 上巨虚 = 1.015.315315321001.099009901
天枢 = 1.0支沟 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.018.918918921001.099009901
天枢 = 1.0大肠俞 = 1.041.4414414497.826086961.075118381
天枢 = 1.0中脘 = 1.032.4324324397.222222221.068481848
天枢 = 1.0支沟 = 1.032.4324324397.222222221.068481848
天枢 = 1.0大肠俞 = 1.0 and 足三里 = 1.030.6306306397.058823531.06668608
天枢 = 1.0大肠俞 = 1.0 and 上巨虚 = 1.028.8288288396.8751.064665842
天枢 = 1.0三阴交 = 1.023.4234234296.153846151.056740289
天枢 = 1.0足三里 = 1.045.9459459596.078431371.055911474
天枢 = 1.0大肠俞 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.021.6216216295.833333331.053217822
天枢 = 1.0足三里 = 1.0 and 上巨虚 = 1.032.4324324394.444444441.037953795
足三里 = 1.0三阴交 = 1.0 and 大肠俞 = 1.015.3153153294.117647062.048442907
足三里 = 1.0三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153294.117647062.048442907
天枢 = 1.0上巨虚 = 1.069.3693693792.207792211.013372766
足三里 = 1.0支沟 = 1.0 and 大肠俞 = 1.019.8198198290.909090911.978609626
足三里 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.019.8198198290.909090911.978609626
足三里 = 1.0脾俞 = 1.018.01801802901.958823529
足三里 = 1.0脾俞 = 1.0 and 天枢 = 1.018.01801802901.958823529
足三里 = 1.0气海 = 1.0 and 大肠俞 = 1.018.01801802901.958823529
足三里 = 1.0气海 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.018.01801802901.958823529
足三里 = 1.0中脘 = 1.0 and 大肠俞 = 1.017.1171171289.473684211.947368421
足三里 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.017.1171171289.473684211.947368421
上巨虚 = 1.0曲池 = 1.016.2162162288.888888891.281385281
足三里 = 1.0脾俞 = 1.0 and 气海 = 1.015.3153153288.235294121.920415225
足三里 = 1.0关元 = 1.0 and 大肠俞 = 1.015.3153153288.235294121.920415225
上巨虚 = 1.0关元 = 1.0 and 大肠俞 = 1.015.3153153288.235294121.271963331
足三里 = 1.0脾俞 = 1.0 and 气海 = 1.0 and 天枢 = 1.015.3153153288.235294121.920415225
足三里 = 1.0关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153288.235294121.920415225
上巨虚 = 1.0关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153288.235294121.271963331
足三里 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 上巨虚 = 1.015.3153153288.235294121.920415225
足三里 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.015.3153153288.235294121.920415225
足三里 = 1.0三阴交 = 1.0 and 天枢 = 1.022.52252252881.915294118
中脘 = 1.0关元 = 1.0 and 气海 = 1.018.9189189285.714285712.642857143
中脘 = 1.0关元 = 1.0 and 气海 = 1.0 and 天枢 = 1.018.9189189285.714285712.642857143
气海 = 1.0脾俞 = 1.018.01801802852.775
气海 = 1.0脾俞 = 1.0 and 天枢 = 1.018.01801802852.775
足三里 = 1.0三阴交 = 1.0 and 上巨虚 = 1.018.01801802851.85
足三里 = 1.0三阴交 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.018.01801802851.85
足三里 = 1.0三阴交 = 1.023.4234234284.615384621.841628959
气海 = 1.0中脘 = 1.0 and 支沟 = 1.017.1171171284.210526322.749226006
足三里 = 1.0中脘 = 1.0 and 支沟 = 1.017.1171171284.210526321.832817337
气海 = 1.0中脘 = 1.0 and 支沟 = 1.0 and 天枢 = 1.017.1171171284.210526322.749226006
足三里 = 1.0中脘 = 1.0 and 支沟 = 1.0 and 天枢 = 1.017.1171171284.210526321.832817337
中脘 = 1.0关元 = 1.027.9279279383.870967742.586021505
中脘 = 1.0关元 = 1.0 and 天枢 = 1.027.9279279383.870967742.586021505
气海 = 1.0脾俞 = 1.0 and 足三里 = 1.016.2162162283.333333332.720588235
足三里 = 1.0关元 = 1.0 and 支沟 = 1.016.2162162283.333333331.81372549
气海 = 1.0脾俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.016.2162162283.333333332.720588235
足三里 = 1.0关元 = 1.0 and 支沟 = 1.0 and 天枢 = 1.016.2162162283.333333331.81372549
中脘 = 1.0三阴交 = 1.0 and 大肠俞 = 1.015.3153153282.352941182.539215686
上巨虚 = 1.0三阴交 = 1.0 and 大肠俞 = 1.015.3153153282.352941181.187165775
中脘 = 1.0关元 = 1.0 and 大肠俞 = 1.015.3153153282.352941182.539215686
中脘 = 1.0三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153282.352941182.539215686
上巨虚 = 1.0三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153282.352941181.187165775
中脘 = 1.0关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153282.352941182.539215686
足三里 = 1.0气海 = 1.0 and 支沟 = 1.0 and 上巨虚 = 1.015.3153153282.352941181.792387543
足三里 = 1.0气海 = 1.0 and 支沟 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.015.3153153282.352941181.792387543
上巨虚 = 1.0腹结 = 1.025.2252252382.142857141.184137291
上巨虚 = 1.0腹结 = 1.0 and 天枢 = 1.025.2252252382.142857141.184137291
足三里 = 1.0气海 = 1.0 and 支沟 = 1.019.8198198281.818181821.780748663
足三里 = 1.0气海 = 1.0 and 支沟 = 1.0 and 天枢 = 1.019.8198198281.818181821.780748663
中脘 = 1.0关元 = 1.0 and 足三里 = 1.018.9189189280.952380952.496031746
中脘 = 1.0关元 = 1.0 and 足三里 = 1.0 and 天枢 = 1.018.9189189280.952380952.496031746
上巨虚 = 1.0三阴交 = 1.0 and 天枢 = 1.022.52252252801.153246753
中脘 = 1.0关元 = 1.0 and 上巨虚 = 1.018.01801802802.466666667
足三里 = 1.0关元 = 1.0 and 上巨虚 = 1.018.01801802801.741176471
上巨虚 = 1.0气海 = 1.0 and 大肠俞 = 1.018.01801802801.153246753
足三里 = 1.0支沟 = 1.0 and 天枢 = 1.031.53153153801.741176471
中脘 = 1.0关元 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.018.01801802802.466666667
足三里 = 1.0关元 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.018.01801802801.741176471
上巨虚 = 1.0气海 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.018.01801802801.153246753
上巨虚 = 1.0中脘 = 1.0 and 大肠俞 = 1.017.1171171278.947368421.138072454
上巨虚 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.017.1171171278.947368421.138072454
关元 = 1.0中脘 = 1.0 and 气海 = 1.020.7207207278.260869572.802244039
关元 = 1.0中脘 = 1.0 and 气海 = 1.0 and 天枢 = 1.020.7207207278.260869572.802244039
天枢 = 1.0曲池 = 1.016.2162162277.777777780.854785479
足三里 = 1.0支沟 = 1.032.4324324377.777777781.692810458
大肠俞 = 1.0脾俞 = 1.0 and 足三里 = 1.016.2162162277.777777781.876811594
中脘 = 1.0关元 = 1.0 and 支沟 = 1.016.2162162277.777777782.398148148
气海 = 1.0关元 = 1.0 and 支沟 = 1.016.2162162277.777777782.539215686
足三里 = 1.0支沟 = 1.0 and 上巨虚 = 1.024.3243243277.777777781.692810458
大肠俞 = 1.0脾俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.016.2162162277.777777781.876811594
中脘 = 1.0关元 = 1.0 and 支沟 = 1.0 and 天枢 = 1.016.2162162277.777777782.398148148
气海 = 1.0关元 = 1.0 and 支沟 = 1.0 and 天枢 = 1.016.2162162277.777777782.539215686
中脘 = 1.0气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.016.2162162277.777777782.398148148
上巨虚 = 1.0气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.016.2162162277.777777781.121212121
支沟 = 1.0气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.016.2162162277.777777782.398148148
上巨虚 = 1.0气海 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.016.2162162277.777777781.121212121
大肠俞 = 1.0气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.016.2162162277.777777781.876811594
足三里 = 1.0支沟 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.024.3243243277.777777781.692810458
中脘 = 1.0气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0 and 天枢 = 1.016.2162162277.777777782.398148148
上巨虚 = 1.0气海 = 1.0 and 支沟 = 1.0 and 足三里 = 1.0 and 天枢 = 1.016.2162162277.777777781.121212121
支沟 = 1.0气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.016.2162162277.777777782.398148148
上巨虚 = 1.0气海 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.016.2162162277.777777781.121212121
大肠俞 = 1.0气海 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.016.2162162277.777777781.876811594
上巨虚 = 1.0三阴交 = 1.0 and 足三里 = 1.019.8198198277.272727271.113931523
气海 = 1.0中脘 = 1.0 and 上巨虚 = 1.019.8198198277.272727272.522727273
上巨虚 = 1.0气海 = 1.0 and 支沟 = 1.019.8198198277.272727271.113931523
上巨虚 = 1.0支沟 = 1.0 and 大肠俞 = 1.019.8198198277.272727271.113931523
上巨虚 = 1.0三阴交 = 1.0 and 足三里 = 1.0 and 天枢 = 1.019.8198198277.272727271.113931523
气海 = 1.0中脘 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.019.8198198277.272727272.522727273
上巨虚 = 1.0气海 = 1.0 and 支沟 = 1.0 and 天枢 = 1.019.8198198277.272727271.113931523
上巨虚 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.019.8198198277.272727271.113931523
上巨虚 = 1.0支沟 = 1.0 and 天枢 = 1.031.5315315377.142857141.112059369
上巨虚 = 1.0三阴交 = 1.023.4234234276.923076921.108891109
关元 = 1.0三阴交 = 1.0 and 大肠俞 = 1.015.3153153276.470588242.738140417
三阴交 = 1.0关元 = 1.0 and 大肠俞 = 1.015.3153153276.470588243.264705882
气海 = 1.0三阴交 = 1.0 and 大肠俞 = 1.015.3153153276.470588242.496539792
气海 = 1.0关元 = 1.0 and 大肠俞 = 1.015.3153153276.470588242.496539792
三阴交 = 1.0关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.015.3153153276.470588243.264705882
关元 = 1.0三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153276.470588242.738140417
三阴交 = 1.0关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153276.470588243.264705882
三阴交 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.015.3153153276.470588243.264705882
气海 = 1.0三阴交 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153276.470588242.496539792
大肠俞 = 1.0三阴交 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.015.3153153276.470588241.845268542
气海 = 1.0关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.015.3153153276.470588242.496539792
气海 = 1.0关元 = 1.0 and 大肠俞 = 1.0 and 天枢 = 1.015.3153153276.470588242.496539792
上巨虚 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.015.3153153276.470588241.10236822
三阴交 = 1.0关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0 and 天枢 = 1.015.3153153276.470588243.264705882
三阴交 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.015.3153153276.470588243.264705882
大肠俞 = 1.0三阴交 = 1.0 and 足三里 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.015.3153153276.470588241.845268542
气海 = 1.0关元 = 1.0 and 中脘 = 1.0 and 足三里 = 1.0 and 天枢 = 1.015.3153153276.470588242.496539792
上巨虚 = 1.0中脘 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.015.3153153276.470588241.10236822
上巨虚 = 1.0关元 = 1.0 and 足三里 = 1.018.9189189276.190476191.098330241
上巨虚 = 1.0关元 = 1.0 and 足三里 = 1.0 and 天枢 = 1.018.9189189276.190476191.098330241
上巨虚 = 1.0支沟 = 1.032.43243243751.081168831
大肠俞 = 1.0关元 = 1.0 and 上巨虚 = 1.018.01801802751.809782609
足三里 = 1.0气海 = 1.0 and 上巨虚 = 1.021.62162162751.632352941
上巨虚 = 1.0支沟 = 1.0 and 足三里 = 1.025.22522523751.081168831
足三里 = 1.0大肠俞 = 1.0 and 上巨虚 = 1.028.82882883751.632352941
大肠俞 = 1.0关元 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.018.01801802751.809782609
足三里 = 1.0气海 = 1.0 and 上巨虚 = 1.0 and 天枢 = 1.021.62162162751.632352941
上巨虚 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.018.01801802751.081168831
上巨虚 = 1.0支沟 = 1.0 and 足三里 = 1.0 and 天枢 = 1.025.22522523751.081168831
上巨虚 = 1.0支沟 = 1.0 and 大肠俞 = 1.0 and 足三里 = 1.0 and 天枢 = 1.018.01801802751.081168831

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关于作者

Kaizong Ye拓端研究室(TRL)的研究员。

本文借鉴了作者最近为《R语言数据分析挖掘必知必会 》课堂做的准备。


 
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