An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy

Uremic pruritus (UP) is prevalent among patients with end-stage renal disease (ESRD), which causes severe itching and affects their quality of life. Additionally, patients experience fatigue and depression, and an increased risk of mortality has also been reported. A meta-analysis of 17 randomized c...

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Main Authors: Ping-Hsun Lu, Jui-Lin Keng, Ko-Li Kuo, Yu-Fang Wang, Yu-Chih Tai, Chan-Yen Kuo
Format: Article
Language:English
Published: Hindawi Limited 2020-01-01
Series:Evidence-Based Complementary and Alternative Medicine
Online Access:http://dx.doi.org/10.1155/2020/8854772
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spelling doaj-522c742a83cd4a1f863b115798a6597a2020-12-07T09:08:26ZengHindawi LimitedEvidence-Based Complementary and Alternative Medicine1741-427X1741-42882020-01-01202010.1155/2020/88547728854772An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath TherapyPing-Hsun Lu0Jui-Lin Keng1Ko-Li Kuo2Yu-Fang Wang3Yu-Chih Tai4Chan-Yen Kuo5Department of Chinese Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, TaiwanDepartment of Applied Mathematics, University of Washington, Seattle, WA, USADivision of Nephrology, Department of Internal Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, TaiwanDepartment of Chinese Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, TaiwanDepartment of Chinese Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, TaiwanDepartment of Research, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, TaiwanUremic pruritus (UP) is prevalent among patients with end-stage renal disease (ESRD), which causes severe itching and affects their quality of life. Additionally, patients experience fatigue and depression, and an increased risk of mortality has also been reported. A meta-analysis of 17 randomized controlled trials (RCTs) has indicated that Chinese herbal bath therapy (CHBT) had adjuvant benefits in improving UP in ESRD patients, and previous studies have reported that herb combinations were more useful than treatment with a single herb. Association rule analysis has been used to evaluate potential correlations between herb combinations, and Apriori algorithms are one of the most powerful machine-learning algorithms available for identifying associations within databases. Therefore, we used the Apriori algorithm to analyze association rules of potential core herb combinations for use in CHBT for UP treatment using data from a meta-analysis of 17 RCTs that used CHBT for UP treatment. Data on 43 CHBT herbs were extracted from 17 RCTs included for analysis and we found 19 association rules. The results indicated that the following herb combinations {Chuanxiong, Baijili} ≥ {Dahuang} and {Dahuang, Baijili} ≥ {Chuanxiong} were most strongly associated, implying that these herb combinations represent potential CHBT treatments for UP.http://dx.doi.org/10.1155/2020/8854772
collection DOAJ
language English
format Article
sources DOAJ
author Ping-Hsun Lu
Jui-Lin Keng
Ko-Li Kuo
Yu-Fang Wang
Yu-Chih Tai
Chan-Yen Kuo
spellingShingle Ping-Hsun Lu
Jui-Lin Keng
Ko-Li Kuo
Yu-Fang Wang
Yu-Chih Tai
Chan-Yen Kuo
An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy
Evidence-Based Complementary and Alternative Medicine
author_facet Ping-Hsun Lu
Jui-Lin Keng
Ko-Li Kuo
Yu-Fang Wang
Yu-Chih Tai
Chan-Yen Kuo
author_sort Ping-Hsun Lu
title An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy
title_short An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy
title_full An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy
title_fullStr An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy
title_full_unstemmed An Apriori Algorithm-Based Association Rule Analysis to Identify Herb Combinations for Treating Uremic Pruritus Using Chinese Herbal Bath Therapy
title_sort apriori algorithm-based association rule analysis to identify herb combinations for treating uremic pruritus using chinese herbal bath therapy
publisher Hindawi Limited
series Evidence-Based Complementary and Alternative Medicine
issn 1741-427X
1741-4288
publishDate 2020-01-01
description Uremic pruritus (UP) is prevalent among patients with end-stage renal disease (ESRD), which causes severe itching and affects their quality of life. Additionally, patients experience fatigue and depression, and an increased risk of mortality has also been reported. A meta-analysis of 17 randomized controlled trials (RCTs) has indicated that Chinese herbal bath therapy (CHBT) had adjuvant benefits in improving UP in ESRD patients, and previous studies have reported that herb combinations were more useful than treatment with a single herb. Association rule analysis has been used to evaluate potential correlations between herb combinations, and Apriori algorithms are one of the most powerful machine-learning algorithms available for identifying associations within databases. Therefore, we used the Apriori algorithm to analyze association rules of potential core herb combinations for use in CHBT for UP treatment using data from a meta-analysis of 17 RCTs that used CHBT for UP treatment. Data on 43 CHBT herbs were extracted from 17 RCTs included for analysis and we found 19 association rules. The results indicated that the following herb combinations {Chuanxiong, Baijili} ≥ {Dahuang} and {Dahuang, Baijili} ≥ {Chuanxiong} were most strongly associated, implying that these herb combinations represent potential CHBT treatments for UP.
url http://dx.doi.org/10.1155/2020/8854772
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