An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis

We explored the potential association rules within acupoints in treating diabetic gastroparesis (DGP) using Apriori algorithm complemented with another partition-based algorithm, a frequent pattern growth algorithm. Apriori algorithm is a data mining-based analysis that is widely applied in various...

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Main Authors: Ping-Hsun Lu, Jui-Lin Keng, Fu-Ming Tsai, Po-Hsuan Lu, Chan-Yen Kuo
Format: Article
Language:English
Published: Hindawi Limited 2021-01-01
Series:Evidence-Based Complementary and Alternative Medicine
Online Access:http://dx.doi.org/10.1155/2021/6649331
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spelling doaj-6d109bfac380498881225d011530d63a2021-04-05T00:01:00ZengHindawi LimitedEvidence-Based Complementary and Alternative Medicine1741-42882021-01-01202110.1155/2021/6649331An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic GastroparesisPing-Hsun Lu0Jui-Lin Keng1Fu-Ming Tsai2Po-Hsuan Lu3Chan-Yen Kuo4Department of Chinese MedicineDepartment of Applied MathematicsDepartment of ResearchDepartment of MedicineDepartment of ResearchWe explored the potential association rules within acupoints in treating diabetic gastroparesis (DGP) using Apriori algorithm complemented with another partition-based algorithm, a frequent pattern growth algorithm. Apriori algorithm is a data mining-based analysis that is widely applied in various fields, such as business and medicine, to mine frequent patterns in datasets. To search for effective acupoint combinations in the treatment of DGP, we implemented Apriori algorithm to investigate the association rules of acupoints among 17 randomized controlled trials (RCTs). The acupoints were extracted from the 17 included RCTs. In total, 29 distinct acupoints were observed in the RCTs. The top 10 frequently selected acupoints were CV12, ST36, PC6, ST25, BL21, BL20, BL23, SP6, BL18, and ST21. The frequency pattern of acupoints achieved by using a frequent pattern growth algorithm also confirms the result. The results showed that the most associated rules were {BL23, BL18} ≥ {SP6}, {BL20, BL18} ≥ {PC6}, {PC6, BL18} ≥ {BL20}, and {SP6, BL18} ≥ {BL23} in the database. Acupoints, including BL23, BL18, SP6, BL20, and PC6, can be deemed as core elements of acupoint combinations for treating DGP.http://dx.doi.org/10.1155/2021/6649331
collection DOAJ
language English
format Article
sources DOAJ
author Ping-Hsun Lu
Jui-Lin Keng
Fu-Ming Tsai
Po-Hsuan Lu
Chan-Yen Kuo
spellingShingle Ping-Hsun Lu
Jui-Lin Keng
Fu-Ming Tsai
Po-Hsuan Lu
Chan-Yen Kuo
An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
Evidence-Based Complementary and Alternative Medicine
author_facet Ping-Hsun Lu
Jui-Lin Keng
Fu-Ming Tsai
Po-Hsuan Lu
Chan-Yen Kuo
author_sort Ping-Hsun Lu
title An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
title_short An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
title_full An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
title_fullStr An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
title_full_unstemmed An Apriori Algorithm-Based Association Rule Analysis to Identify Acupoint Combinations for Treating Diabetic Gastroparesis
title_sort apriori algorithm-based association rule analysis to identify acupoint combinations for treating diabetic gastroparesis
publisher Hindawi Limited
series Evidence-Based Complementary and Alternative Medicine
issn 1741-4288
publishDate 2021-01-01
description We explored the potential association rules within acupoints in treating diabetic gastroparesis (DGP) using Apriori algorithm complemented with another partition-based algorithm, a frequent pattern growth algorithm. Apriori algorithm is a data mining-based analysis that is widely applied in various fields, such as business and medicine, to mine frequent patterns in datasets. To search for effective acupoint combinations in the treatment of DGP, we implemented Apriori algorithm to investigate the association rules of acupoints among 17 randomized controlled trials (RCTs). The acupoints were extracted from the 17 included RCTs. In total, 29 distinct acupoints were observed in the RCTs. The top 10 frequently selected acupoints were CV12, ST36, PC6, ST25, BL21, BL20, BL23, SP6, BL18, and ST21. The frequency pattern of acupoints achieved by using a frequent pattern growth algorithm also confirms the result. The results showed that the most associated rules were {BL23, BL18} ≥ {SP6}, {BL20, BL18} ≥ {PC6}, {PC6, BL18} ≥ {BL20}, and {SP6, BL18} ≥ {BL23} in the database. Acupoints, including BL23, BL18, SP6, BL20, and PC6, can be deemed as core elements of acupoint combinations for treating DGP.
url http://dx.doi.org/10.1155/2021/6649331
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