{"title":"基于 Apriori 算法的关联规则分析,确定治疗尿毒症瘙痒症的穴位组合。","authors":"Ping-Hsun Lu, Chien-Cheng Lai, Ling-Ya Chiu, I-Hsin Lin, Chih-Chin Iou, Po-Hsuan Lu","doi":"10.4103/tcmj.tcmj_217_23","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>Uremic pruritus (UP) is a prevalent and troublesome condition affecting individuals with end-stage renal failure, which results in intense pruritus, depression, as well as poor quality of sleep, significantly impacting their quality of life. According to previous studies, acupuncture and acupoint stimulation have been shown to provide additional benefits in treating UP in dialysis patients. In addition, using acupoints combination may yield superior effectiveness compared to utilizing a singular acupoint. To investigate the potential correlations between acupoint combinations, an association-rule analysis was employed.</p><p><strong>Materials and methods: </strong>Apriori algorithms stand out as highly potent techniques for identifying associations in databases; this study utilized an association rule mining to examine the association rules of key acupoint groupings that could be employed for treating UP.</p><p><strong>Results: </strong>The analysis utilized information derived from the meta-analysis encompassing 40 randomized controlled trials that used acupuncture to treat UP. In total, 64 acupoints were analyzed, and 71 association rules were found. The following acupoint combinations: Auricular shenmen (TF4), Quchi (LI11), and Geshu (BL17); Auricular heart (Extra14), Sanyinjiao (SP6), and Auricular lung (CO14); and Auricular heart (Extra14), Xuehai (SP10), and Auricular lung (CO14) showed the strongest associations.</p><p><strong>Conclusion: </strong>Acupoints involving Auricular shenmen (TF4), Quchi (LI11), Geshu (BL17), Auricular heart (Extra14), Sanyinjiao (SP6), Auricular lung (CO14), and Xuehai (SP10) can be regarded as the core combination of acupuncture points for managing UP.</p>","PeriodicalId":45873,"journal":{"name":"Tzu Chi Medical Journal","volume":"36 2","pages":"195-202"},"PeriodicalIF":1.4000,"publicationDate":"2024-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11025587/pdf/","citationCount":"0","resultStr":"{\"title\":\"An Apriori algorithm-based association rule analysis to identify acupoint combinations for treating uremic pruritus.\",\"authors\":\"Ping-Hsun Lu, Chien-Cheng Lai, Ling-Ya Chiu, I-Hsin Lin, Chih-Chin Iou, Po-Hsuan Lu\",\"doi\":\"10.4103/tcmj.tcmj_217_23\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>Uremic pruritus (UP) is a prevalent and troublesome condition affecting individuals with end-stage renal failure, which results in intense pruritus, depression, as well as poor quality of sleep, significantly impacting their quality of life. According to previous studies, acupuncture and acupoint stimulation have been shown to provide additional benefits in treating UP in dialysis patients. In addition, using acupoints combination may yield superior effectiveness compared to utilizing a singular acupoint. To investigate the potential correlations between acupoint combinations, an association-rule analysis was employed.</p><p><strong>Materials and methods: </strong>Apriori algorithms stand out as highly potent techniques for identifying associations in databases; this study utilized an association rule mining to examine the association rules of key acupoint groupings that could be employed for treating UP.</p><p><strong>Results: </strong>The analysis utilized information derived from the meta-analysis encompassing 40 randomized controlled trials that used acupuncture to treat UP. In total, 64 acupoints were analyzed, and 71 association rules were found. The following acupoint combinations: Auricular shenmen (TF4), Quchi (LI11), and Geshu (BL17); Auricular heart (Extra14), Sanyinjiao (SP6), and Auricular lung (CO14); and Auricular heart (Extra14), Xuehai (SP10), and Auricular lung (CO14) showed the strongest associations.</p><p><strong>Conclusion: </strong>Acupoints involving Auricular shenmen (TF4), Quchi (LI11), Geshu (BL17), Auricular heart (Extra14), Sanyinjiao (SP6), Auricular lung (CO14), and Xuehai (SP10) can be regarded as the core combination of acupuncture points for managing UP.</p>\",\"PeriodicalId\":45873,\"journal\":{\"name\":\"Tzu Chi Medical Journal\",\"volume\":\"36 2\",\"pages\":\"195-202\"},\"PeriodicalIF\":1.4000,\"publicationDate\":\"2024-03-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11025587/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Tzu Chi Medical Journal\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4103/tcmj.tcmj_217_23\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/4/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"MEDICINE, GENERAL & INTERNAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Tzu Chi Medical Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4103/tcmj.tcmj_217_23","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/4/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
引用次数: 0
摘要
目的尿毒症瘙痒症(Uremic pruritus,UP)是终末期肾衰竭患者普遍存在的一种令人头疼的病症,会导致剧烈瘙痒、抑郁以及睡眠质量差,严重影响患者的生活质量。以往的研究表明,针灸和穴位刺激对治疗透析患者的瘙痒症有额外的益处。此外,与单个穴位相比,组合使用穴位可能会产生更好的疗效。为了研究穴位组合之间的潜在相关性,我们采用了关联规则分析法:Apriori算法是识别数据库中关联的高效技术;本研究利用关联规则挖掘法来研究可用于治疗UP的关键穴位组合的关联规则:该分析利用了荟萃分析(meta-analysis)中的信息,荟萃分析涵盖了40项使用针灸治疗UP的随机对照试验。共分析了 64 个穴位,发现了 71 条关联规则。以下是穴位组合:心包经(TF4)、曲池(LI11)和尺泽(BL17);心包经(Extra14)、三阴交(SP6)和肺俞(CO14);心包经(Extra14)、学海(SP10)和肺俞(CO14)的关联性最强:结论:耳穴神门(TF4)、曲池(LI11)、合谷(BL17)、心包经(Extra14)、三阴交(SP6)、肺俞(CO14)和学海(SP10)可视为调理 UP 的核心穴位组合。
An Apriori algorithm-based association rule analysis to identify acupoint combinations for treating uremic pruritus.
Objective: Uremic pruritus (UP) is a prevalent and troublesome condition affecting individuals with end-stage renal failure, which results in intense pruritus, depression, as well as poor quality of sleep, significantly impacting their quality of life. According to previous studies, acupuncture and acupoint stimulation have been shown to provide additional benefits in treating UP in dialysis patients. In addition, using acupoints combination may yield superior effectiveness compared to utilizing a singular acupoint. To investigate the potential correlations between acupoint combinations, an association-rule analysis was employed.
Materials and methods: Apriori algorithms stand out as highly potent techniques for identifying associations in databases; this study utilized an association rule mining to examine the association rules of key acupoint groupings that could be employed for treating UP.
Results: The analysis utilized information derived from the meta-analysis encompassing 40 randomized controlled trials that used acupuncture to treat UP. In total, 64 acupoints were analyzed, and 71 association rules were found. The following acupoint combinations: Auricular shenmen (TF4), Quchi (LI11), and Geshu (BL17); Auricular heart (Extra14), Sanyinjiao (SP6), and Auricular lung (CO14); and Auricular heart (Extra14), Xuehai (SP10), and Auricular lung (CO14) showed the strongest associations.
Conclusion: Acupoints involving Auricular shenmen (TF4), Quchi (LI11), Geshu (BL17), Auricular heart (Extra14), Sanyinjiao (SP6), Auricular lung (CO14), and Xuehai (SP10) can be regarded as the core combination of acupuncture points for managing UP.
期刊介绍:
The Tzu Chi Medical Journal is the peer-reviewed publication of the Buddhist Compassion Relief Tzu Chi Foundation, and includes original research papers on clinical medicine and basic science, case reports, clinical pathological pages, and review articles.