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基于关联规则的银屑病数据挖掘和荟萃分析。

Data Mining and Meta-Analysis of Psoriasis Based on Association Rules.

机构信息

Department of Detmatology Xiangya Hospital, Central South University, Changsha, Hunan 410008, China.

Department of Detmatology, Shenzhen People's Hospital (The Second Clinical Medical College,Jinan University; The First Affiliated Hospital,Southern University of Science and Technology), Shenzhen, Guangdong 518020, China.

出版信息

J Healthc Eng. 2022 Jan 27;2022:9188553. doi: 10.1155/2022/9188553. eCollection 2022.


DOI:10.1155/2022/9188553
PMID:35126954
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8813247/
Abstract

Psoriasis is a common chronic and recurrent disease in dermatology, which has a great impact on the physical and mental health of patients. Meta-analysis can evaluate the effectiveness and safety of defubao in the treatment of psoriasis vulgaris. This article observes psoriasis skin lesions treated with topical defubao and the changes in blood vessels under dermoscopy. Considering that the Apriori algorithm and the existing improved algorithm have the problems of ignoring the weight and repeatedly scanning the database, this paper proposes a matrix association rule method based on random forest weighting. This method uses the random forest algorithm to assign weights to each item in the data set, and introduces matrix theory to convert the transaction data set into a matrix form and store it, thereby improving operating efficiency. This article included 11 studies, of which 7 studies used the indicator "Researcher's Overall Assessment" (IGA) to evaluate the efficacy, 5 studies used the "Patient Overall Assessment" (PGA) as the efficacy evaluation index, and Loss Area and Severity Index (PASI) was used as an observation index to evaluate the efficacy. Seven studies conducted safety comparisons. In this paper, IGA and PGA were used as evaluation indicators. The treatment effect of the defubao group was better than the calcipotriol group and the betamethasone group. The differences were statistically significant. The effect of the Fubao treatment for 8 weeks is significantly better than that of 4 weeks and 2 weeks, and the differences are statistically different. Using PASI as the evaluation index, a descriptive study was carried out, and it was found that after 4 weeks of treatment for psoriasis vulgaris, the average PASI reduction rate of patients was higher than that of the calcipotriol group and the betamethasone group. The safety evaluation found that after 8 weeks of treatment, the incidence of adverse events in the defubao group was significantly lower than that in the calcipotriol group.

摘要

银屑病是皮肤科常见的慢性复发性疾病,对患者的身心健康影响较大。Meta 分析可以评价得肤宝治疗寻常型银屑病的有效性和安全性。本文观察得肤宝治疗银屑病皮损及皮损下血管在皮镜下的变化。考虑到 Apriori 算法和现有的改进算法存在忽略权重和重复扫描数据库的问题,提出一种基于随机森林赋权的矩阵关联规则方法。该方法利用随机森林算法为数据集的每个项分配权重,并引入矩阵理论将事务数据集转换为矩阵形式进行存储,从而提高了运算效率。本文纳入 11 项研究,其中 7 项研究采用“研究者总体评估”(IGA)指标评价疗效,5 项研究采用“患者总体评估”(PGA)作为疗效评价指标,采用皮损面积和严重指数(PASI)作为观察指标评价疗效。7 项研究进行了安全性比较。本文采用 IGA 和 PGA 作为评价指标,得肤宝组的治疗效果优于卡泊三醇组和倍他米松组,差异均有统计学意义。得肤宝组治疗 8 周的疗效明显优于 4 周和 2 周,差异均有统计学意义。采用 PASI 作为评价指标进行描述性研究,发现治疗 4 周后,寻常型银屑病患者的 PASI 平均下降率高于卡泊三醇组和倍他米松组。安全性评价发现,治疗 8 周后,得肤宝组不良反应发生率明显低于卡泊三醇组。

相似文献

[1]
Data Mining and Meta-Analysis of Psoriasis Based on Association Rules.

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[2]
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[3]
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[5]
Chinese medicine combined with calcipotriol betamethasone and calcipotriol ointment for Psoriasis vulgaris (CMCBCOP): study protocol for a randomized controlled trial.

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[6]
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[7]
Efficacy and safety of a new combination of calcipotriol and betamethasone dipropionate (once or twice daily) compared to calcipotriol (twice daily) in the treatment of psoriasis vulgaris: a randomized, double-blind, vehicle-controlled clinical trial.

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[8]
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[9]
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[10]
Clinical efficacy and safety of using calcipotriol-betamethasone compounding agent for psoriasis treatment: a systematic review and meta-analysis.

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引用本文的文献

[1]
Discovering HIV related information by means of association rules and machine learning.

Sci Rep. 2022-10-28

[2]
Effect of Traditional Chinese Medicine on Allergic Rhinitis in Children under Data Mining.

Comput Math Methods Med. 2022

本文引用的文献

[1]
ERAP1 Controls the Autoimmune Response against Melanocytes in Psoriasis by Generating the Melanocyte Autoantigen and Regulating Its Amount for HLA-C*06:02 Presentation.

J Immunol. 2021-11-1

[2]
Potential biomarkers: differentially expressed proteins of the extrinsic coagulation pathway in plasma samples from patients with depression.

Bioengineered. 2021-12

[3]
Distance-based Classification and Regression Trees for the analysis of complex predictors in health and medical research.

Stat Methods Med Res. 2021-9

[4]
Real-World Experience Using Topical Therapy-Calcipotriol and Betamethasone Dipropionate Foam in Adults with Beyond-Mild Psoriasis.

Dermatol Ther (Heidelb). 2021-4

[5]
Advancement in predicting interactions between drugs used to treat psoriasis and its comorbidities by integrating molecular and clinical resources.

J Am Med Inform Assoc. 2021-6-12

[6]
Causal Relationship and Shared Genetic Loci between Psoriasis and Type 2 Diabetes through Trans-Disease Meta-Analysis.

J Invest Dermatol. 2021-6

[7]
Risk of depression, suicide and psychosis with hydroxychloroquine treatment for rheumatoid arthritis: a multinational network cohort study.

Rheumatology (Oxford). 2021-7-1

[8]
Association between rs662 (A > G) and rs854560 (A > T) polymorphisms in PON1 gene and the susceptibility for psoriasis in mestizo population of Western Mexico.

Mol Biol Rep. 2021-1

[9]
Suppression of Serum Interferon-γ Levels as a Potential Measure of Response to Ustekinumab Treatment in Patients With Systemic Lupus Erythematosus.

Arthritis Rheumatol. 2021-3

[10]
Prevalence, Incidence, and Risk of Cancer in Patients With Psoriasis and Psoriatic Arthritis: A Systematic Review and Meta-analysis.

JAMA Dermatol. 2020-4-1

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