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Dose Correlation of Panax ginseng and Atractylodes macrocephala Koidz. Drug Pairs in the Chinese Medicine Prescription Based on the Copula Function
Objective. Panax ginseng and Atractylodes macrocephala Koidz. (AMK) are widely used in treating various diseases; however, research is insufficient on measuring the relationship that exists by combining this drug pair using the copula function. Methods. In this study, 279 traditional Chinese medicin...
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Published in: | Evidence-based complementary and alternative medicine 2021, Vol.2021, p.9933254-14 |
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container_title | Evidence-based complementary and alternative medicine |
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creator | Lin, Wei Zheng, Mingyue Chen, Yunhui He, Qian Khoja, Adeel Long, Mingyue Fan, Jiaxin Hao, Yiwen Fu, Chaomei Hu, Peng Wang, Ke Jiang, Jianhua Zhao, Xuan |
description | Objective. Panax ginseng and Atractylodes macrocephala Koidz. (AMK) are widely used in treating various diseases; however, research is insufficient on measuring the relationship that exists by combining this drug pair using the copula function. Methods. In this study, 279 traditional Chinese medicine prescriptions containing the Panax ginseng and AMK drug pair were extracted from the prescription database for three types of screened indications, namely, diabetes mellitus, diarrhea, and insomnia. Following the principle of dose conversion, each dynasty unit was uniformly converted into a modern unit. Then, the kernel density distribution of Panax ginseng and AMK was fitted with their empirical distribution functions. Finally, the optimal copula function was selected from the copula function family as a t-copula function. Results. The empirical distribution and probability density functions of Panax ginseng and AMK were obtained. From the results, their Kendall rank correlation coefficients with indications of diabetes mellitus, insomnia, and diarrhea were 0.8689, 0.7858, and 0.7403, whereas their Spearman rank correlation coefficients were 0.9563, 0.9276, and 0.8958. Results also indicated that the use of the t-copula function can better reflect the correlation between Panax ginseng and AMK doses. Conclusion. From the three indications, the dose between Panax ginseng and AMK was positively correlated. This study, therefore, confirms the medicinal principle of Chinese medicine “combining” from the perspective of mathematical statistics. Results from this study are practical to evaluate the correlation between the drug pair doses, Panax ginseng and AMK, using the copula function model, which provides a new model for the scientific explanation of compatibility for Chinese medicines. This study also provides a methodological basis for more drug measurement studies and clinical medications. |
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Drug Pairs in the Chinese Medicine Prescription Based on the Copula Function</title><source>Publicly Available Content Database (Proquest) (PQ_SDU_P3)</source><source>Wiley Online Library Open Access</source><creator>Lin, Wei ; Zheng, Mingyue ; Chen, Yunhui ; He, Qian ; Khoja, Adeel ; Long, Mingyue ; Fan, Jiaxin ; Hao, Yiwen ; Fu, Chaomei ; Hu, Peng ; Wang, Ke ; Jiang, Jianhua ; Zhao, Xuan</creator><contributor>Kim, Yun Jin ; Yun Jin Kim</contributor><creatorcontrib>Lin, Wei ; Zheng, Mingyue ; Chen, Yunhui ; He, Qian ; Khoja, Adeel ; Long, Mingyue ; Fan, Jiaxin ; Hao, Yiwen ; Fu, Chaomei ; Hu, Peng ; Wang, Ke ; Jiang, Jianhua ; Zhao, Xuan ; Kim, Yun Jin ; Yun Jin Kim</creatorcontrib><description>Objective. Panax ginseng and Atractylodes macrocephala Koidz. (AMK) are widely used in treating various diseases; however, research is insufficient on measuring the relationship that exists by combining this drug pair using the copula function. Methods. In this study, 279 traditional Chinese medicine prescriptions containing the Panax ginseng and AMK drug pair were extracted from the prescription database for three types of screened indications, namely, diabetes mellitus, diarrhea, and insomnia. Following the principle of dose conversion, each dynasty unit was uniformly converted into a modern unit. Then, the kernel density distribution of Panax ginseng and AMK was fitted with their empirical distribution functions. Finally, the optimal copula function was selected from the copula function family as a t-copula function. Results. The empirical distribution and probability density functions of Panax ginseng and AMK were obtained. From the results, their Kendall rank correlation coefficients with indications of diabetes mellitus, insomnia, and diarrhea were 0.8689, 0.7858, and 0.7403, whereas their Spearman rank correlation coefficients were 0.9563, 0.9276, and 0.8958. Results also indicated that the use of the t-copula function can better reflect the correlation between Panax ginseng and AMK doses. Conclusion. From the three indications, the dose between Panax ginseng and AMK was positively correlated. This study, therefore, confirms the medicinal principle of Chinese medicine “combining” from the perspective of mathematical statistics. Results from this study are practical to evaluate the correlation between the drug pair doses, Panax ginseng and AMK, using the copula function model, which provides a new model for the scientific explanation of compatibility for Chinese medicines. This study also provides a methodological basis for more drug measurement studies and clinical medications.</description><identifier>ISSN: 1741-427X</identifier><identifier>EISSN: 1741-4288</identifier><identifier>DOI: 10.1155/2021/9933254</identifier><identifier>PMID: 34484409</identifier><language>eng</language><publisher>United States: Hindawi</publisher><subject>Atractylodes macrocephala ; Chinese medicine ; Data analysis ; Data mining ; Diabetes ; Diabetes mellitus ; Diarrhea ; Drug dosages ; Ginseng ; Glucose ; Insomnia ; Panax ginseng ; Pharmaceuticals ; Prescription drugs ; Principal components analysis ; Random variables ; Sleep disorders ; Spleen ; Statistical methods ; Traditional Chinese medicine</subject><ispartof>Evidence-based complementary and alternative medicine, 2021, Vol.2021, p.9933254-14</ispartof><rights>Copyright © 2021 Wei Lin et al.</rights><rights>Copyright © 2021 Wei Lin et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0</rights><rights>Copyright © 2021 Wei Lin et al. 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c448t-72bab6cc6fef7fb25988759215ebfb5a9d9979b77f0194d3f85249445833c2783</citedby><cites>FETCH-LOGICAL-c448t-72bab6cc6fef7fb25988759215ebfb5a9d9979b77f0194d3f85249445833c2783</cites><orcidid>0000-0002-5516-2475 ; 0000-0001-5884-2241 ; 0000-0003-2134-223X ; 0000-0002-3555-8018 ; 0000-0003-1513-408X ; 0000-0002-7946-8911</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2569272771/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2569272771?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,780,784,885,4024,25753,27923,27924,27925,37012,37013,44590,75126</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34484409$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Kim, Yun Jin</contributor><contributor>Yun Jin Kim</contributor><creatorcontrib>Lin, Wei</creatorcontrib><creatorcontrib>Zheng, Mingyue</creatorcontrib><creatorcontrib>Chen, Yunhui</creatorcontrib><creatorcontrib>He, Qian</creatorcontrib><creatorcontrib>Khoja, Adeel</creatorcontrib><creatorcontrib>Long, Mingyue</creatorcontrib><creatorcontrib>Fan, Jiaxin</creatorcontrib><creatorcontrib>Hao, Yiwen</creatorcontrib><creatorcontrib>Fu, Chaomei</creatorcontrib><creatorcontrib>Hu, Peng</creatorcontrib><creatorcontrib>Wang, Ke</creatorcontrib><creatorcontrib>Jiang, Jianhua</creatorcontrib><creatorcontrib>Zhao, Xuan</creatorcontrib><title>Dose Correlation of Panax ginseng and Atractylodes macrocephala Koidz. Drug Pairs in the Chinese Medicine Prescription Based on the Copula Function</title><title>Evidence-based complementary and alternative medicine</title><addtitle>Evid Based Complement Alternat Med</addtitle><description>Objective. Panax ginseng and Atractylodes macrocephala Koidz. (AMK) are widely used in treating various diseases; however, research is insufficient on measuring the relationship that exists by combining this drug pair using the copula function. Methods. In this study, 279 traditional Chinese medicine prescriptions containing the Panax ginseng and AMK drug pair were extracted from the prescription database for three types of screened indications, namely, diabetes mellitus, diarrhea, and insomnia. Following the principle of dose conversion, each dynasty unit was uniformly converted into a modern unit. Then, the kernel density distribution of Panax ginseng and AMK was fitted with their empirical distribution functions. Finally, the optimal copula function was selected from the copula function family as a t-copula function. Results. The empirical distribution and probability density functions of Panax ginseng and AMK were obtained. From the results, their Kendall rank correlation coefficients with indications of diabetes mellitus, insomnia, and diarrhea were 0.8689, 0.7858, and 0.7403, whereas their Spearman rank correlation coefficients were 0.9563, 0.9276, and 0.8958. Results also indicated that the use of the t-copula function can better reflect the correlation between Panax ginseng and AMK doses. Conclusion. From the three indications, the dose between Panax ginseng and AMK was positively correlated. This study, therefore, confirms the medicinal principle of Chinese medicine “combining” from the perspective of mathematical statistics. Results from this study are practical to evaluate the correlation between the drug pair doses, Panax ginseng and AMK, using the copula function model, which provides a new model for the scientific explanation of compatibility for Chinese medicines. This study also provides a methodological basis for more drug measurement studies and clinical medications.</description><subject>Atractylodes macrocephala</subject><subject>Chinese medicine</subject><subject>Data analysis</subject><subject>Data mining</subject><subject>Diabetes</subject><subject>Diabetes mellitus</subject><subject>Diarrhea</subject><subject>Drug dosages</subject><subject>Ginseng</subject><subject>Glucose</subject><subject>Insomnia</subject><subject>Panax ginseng</subject><subject>Pharmaceuticals</subject><subject>Prescription drugs</subject><subject>Principal components analysis</subject><subject>Random variables</subject><subject>Sleep disorders</subject><subject>Spleen</subject><subject>Statistical methods</subject><subject>Traditional Chinese medicine</subject><issn>1741-427X</issn><issn>1741-4288</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><recordid>eNp9kUFvFCEUx4nR2Fq9eTYkXkx024GBBS5N6taqscYeNPFGGHjs0szCCDNq_Rp-YdnuulEPnnjJ-_HjPf4IPSbNMSGcn9CGkhOl2pZydgcdEsHIjFEp7-5r8fkAPSjlummoEkLcRwctY5KxRh2in-epAF6knKE3Y0gRJ4-vTDTf8TLEAnGJTXT4bMzGjjd9clDw2ticLAwr0xv8LgX34xif52lZ74VccIh4XFXnKkSo7vfggq0lvspQbA7D7SsvTQGH0w5Nw1RVF1O0m-ZDdM-bvsCj3XmEPl28-rh4M7v88Prt4uxyZuv440zQznRza-cevPAd5UpKwRUlHDrfcaOcUkJ1QviGKOZaLzllijEu29ZSIdsjdLr1DlO3Bmch1i17PeSwNvlGJxP0350YVnqZvmrJSNNKWgXPdoKcvkxQRr0OxULfmwhpKpryuZoTTiSp6NN_0Os05VjXu6WooEJsqBdbqn5wKRn8fhjS6E3aepO23qVd8Sd_LrCHf8dbgedboGbhzLfwf90vKiWzaQ</recordid><startdate>2021</startdate><enddate>2021</enddate><creator>Lin, Wei</creator><creator>Zheng, Mingyue</creator><creator>Chen, Yunhui</creator><creator>He, Qian</creator><creator>Khoja, Adeel</creator><creator>Long, Mingyue</creator><creator>Fan, Jiaxin</creator><creator>Hao, Yiwen</creator><creator>Fu, Chaomei</creator><creator>Hu, Peng</creator><creator>Wang, Ke</creator><creator>Jiang, Jianhua</creator><creator>Zhao, Xuan</creator><general>Hindawi</general><general>Hindawi Limited</general><scope>RHU</scope><scope>RHW</scope><scope>RHX</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7RV</scope><scope>7T5</scope><scope>7TO</scope><scope>7X7</scope><scope>7XB</scope><scope>88G</scope><scope>8AO</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>H94</scope><scope>K9.</scope><scope>KB0</scope><scope>M0S</scope><scope>M2M</scope><scope>M2O</scope><scope>MBDVC</scope><scope>NAPCQ</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PSYQQ</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-5516-2475</orcidid><orcidid>https://orcid.org/0000-0001-5884-2241</orcidid><orcidid>https://orcid.org/0000-0003-2134-223X</orcidid><orcidid>https://orcid.org/0000-0002-3555-8018</orcidid><orcidid>https://orcid.org/0000-0003-1513-408X</orcidid><orcidid>https://orcid.org/0000-0002-7946-8911</orcidid></search><sort><creationdate>2021</creationdate><title>Dose Correlation of Panax ginseng and Atractylodes macrocephala Koidz. Drug Pairs in the Chinese Medicine Prescription Based on the Copula Function</title><author>Lin, Wei ; Zheng, Mingyue ; Chen, Yunhui ; He, Qian ; Khoja, Adeel ; Long, Mingyue ; Fan, Jiaxin ; Hao, Yiwen ; Fu, Chaomei ; Hu, Peng ; Wang, Ke ; Jiang, Jianhua ; Zhao, Xuan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c448t-72bab6cc6fef7fb25988759215ebfb5a9d9979b77f0194d3f85249445833c2783</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Atractylodes macrocephala</topic><topic>Chinese medicine</topic><topic>Data analysis</topic><topic>Data mining</topic><topic>Diabetes</topic><topic>Diabetes mellitus</topic><topic>Diarrhea</topic><topic>Drug dosages</topic><topic>Ginseng</topic><topic>Glucose</topic><topic>Insomnia</topic><topic>Panax ginseng</topic><topic>Pharmaceuticals</topic><topic>Prescription drugs</topic><topic>Principal components analysis</topic><topic>Random variables</topic><topic>Sleep disorders</topic><topic>Spleen</topic><topic>Statistical methods</topic><topic>Traditional Chinese medicine</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lin, Wei</creatorcontrib><creatorcontrib>Zheng, Mingyue</creatorcontrib><creatorcontrib>Chen, Yunhui</creatorcontrib><creatorcontrib>He, Qian</creatorcontrib><creatorcontrib>Khoja, Adeel</creatorcontrib><creatorcontrib>Long, Mingyue</creatorcontrib><creatorcontrib>Fan, Jiaxin</creatorcontrib><creatorcontrib>Hao, Yiwen</creatorcontrib><creatorcontrib>Fu, Chaomei</creatorcontrib><creatorcontrib>Hu, Peng</creatorcontrib><creatorcontrib>Wang, Ke</creatorcontrib><creatorcontrib>Jiang, Jianhua</creatorcontrib><creatorcontrib>Zhao, Xuan</creatorcontrib><collection>Hindawi Publishing Complete</collection><collection>Hindawi Publishing Subscription Journals</collection><collection>Hindawi Publishing Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nursing & Allied Health Database</collection><collection>Immunology Abstracts</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>ProQuest Health and Medical</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Psychology Database (Alumni)</collection><collection>ProQuest Pharma Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>ProQuest Psychology Journals</collection><collection>ProQuest research library</collection><collection>Research Library (Corporate)</collection><collection>Nursing & Allied Health Premium</collection><collection>Publicly Available Content Database (Proquest) (PQ_SDU_P3)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Evidence-based complementary and alternative medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lin, Wei</au><au>Zheng, Mingyue</au><au>Chen, Yunhui</au><au>He, Qian</au><au>Khoja, Adeel</au><au>Long, Mingyue</au><au>Fan, Jiaxin</au><au>Hao, Yiwen</au><au>Fu, Chaomei</au><au>Hu, Peng</au><au>Wang, Ke</au><au>Jiang, Jianhua</au><au>Zhao, Xuan</au><au>Kim, Yun Jin</au><au>Yun Jin Kim</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Dose Correlation of Panax ginseng and Atractylodes macrocephala Koidz. Drug Pairs in the Chinese Medicine Prescription Based on the Copula Function</atitle><jtitle>Evidence-based complementary and alternative medicine</jtitle><addtitle>Evid Based Complement Alternat Med</addtitle><date>2021</date><risdate>2021</risdate><volume>2021</volume><spage>9933254</spage><epage>14</epage><pages>9933254-14</pages><issn>1741-427X</issn><eissn>1741-4288</eissn><abstract>Objective. Panax ginseng and Atractylodes macrocephala Koidz. (AMK) are widely used in treating various diseases; however, research is insufficient on measuring the relationship that exists by combining this drug pair using the copula function. Methods. In this study, 279 traditional Chinese medicine prescriptions containing the Panax ginseng and AMK drug pair were extracted from the prescription database for three types of screened indications, namely, diabetes mellitus, diarrhea, and insomnia. Following the principle of dose conversion, each dynasty unit was uniformly converted into a modern unit. Then, the kernel density distribution of Panax ginseng and AMK was fitted with their empirical distribution functions. Finally, the optimal copula function was selected from the copula function family as a t-copula function. Results. The empirical distribution and probability density functions of Panax ginseng and AMK were obtained. From the results, their Kendall rank correlation coefficients with indications of diabetes mellitus, insomnia, and diarrhea were 0.8689, 0.7858, and 0.7403, whereas their Spearman rank correlation coefficients were 0.9563, 0.9276, and 0.8958. Results also indicated that the use of the t-copula function can better reflect the correlation between Panax ginseng and AMK doses. Conclusion. From the three indications, the dose between Panax ginseng and AMK was positively correlated. This study, therefore, confirms the medicinal principle of Chinese medicine “combining” from the perspective of mathematical statistics. Results from this study are practical to evaluate the correlation between the drug pair doses, Panax ginseng and AMK, using the copula function model, which provides a new model for the scientific explanation of compatibility for Chinese medicines. This study also provides a methodological basis for more drug measurement studies and clinical medications.</abstract><cop>United States</cop><pub>Hindawi</pub><pmid>34484409</pmid><doi>10.1155/2021/9933254</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-5516-2475</orcidid><orcidid>https://orcid.org/0000-0001-5884-2241</orcidid><orcidid>https://orcid.org/0000-0003-2134-223X</orcidid><orcidid>https://orcid.org/0000-0002-3555-8018</orcidid><orcidid>https://orcid.org/0000-0003-1513-408X</orcidid><orcidid>https://orcid.org/0000-0002-7946-8911</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Atractylodes macrocephala Chinese medicine Data analysis Data mining Diabetes Diabetes mellitus Diarrhea Drug dosages Ginseng Glucose Insomnia Panax ginseng Pharmaceuticals Prescription drugs Principal components analysis Random variables Sleep disorders Spleen Statistical methods Traditional Chinese medicine |
title | Dose Correlation of Panax ginseng and Atractylodes macrocephala Koidz. Drug Pairs in the Chinese Medicine Prescription Based on the Copula Function |
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