基于复杂网络社区发现算法的间质性膀胱炎症状组成、时间序列演化及网络可视化研究

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Lei Pang, Zijun Ding, Xiaodong Bian, Weibing Shuang
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引用次数: 0

摘要

分析间质性膀胱炎(IC)的症状构成、治疗前后症状演变规律及社区网络可视化情况,为临床诊断和治疗间质性膀胱炎提供参考。基于552例间质性膀胱炎患者门诊电子病例数据,采用复杂网络社区发现算法、有向加权复杂网络、Sankey地图等方法,对间质性膀胱炎症状组成、治疗前后症状演变、社区网络可视化等数据进行挖掘,分析现实世界间质性膀胱炎症状的流行病学特征。通过对间质性膀胱炎症状复杂网络的社区划分,我们最终获得了三个核心症状社区。其中,症状社区A(膀胱相关症状)是间质性膀胱炎复杂网络中节点比例最高的症状社区(60.00%),症状社区B(非膀胱相关症状1)在间质性膀胱炎复杂网络中排名第二(32.00%),症状社区C(非膀胱相关症状2)比例最低(8.00%)。治疗前后间质性膀胱炎的症状之间存在复杂的进化关系。单症状治疗前后,日频次减少率为93.22%,急症减少率为93.07%。夜尿下降率为82.33%。从不同社区来看,治疗后症状社区A整体症状下降34.39%,症状社区B一般症状下降35.37%,症状社区C流行症状下降71.43%。在采用饮食调节疗法治疗膀胱痛的情况下,膀胱痛治愈率可达22.67%。经皮骶神经调节治疗的治愈率为15.38%,饮食调节治疗的治愈率为96.95%,经皮骶神经调节治疗的治愈率为100%。使用行为物理疗法治疗膀胱疼痛时,3.57%的患者症状变为膀胱不适;使用口服药物治疗膀胱疼痛时,4%的患者症状变为膀胱不适。基于社区发现的症状研究方法可以有效探索间质性膀胱炎治疗前后症状结局的规律,且结果具有较高的专业解释性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Research on symptoms composition, time series evolution, and network visualisation of interstitial cystitis based on complex network community discovery algorithm

Research on symptoms composition, time series evolution, and network visualisation of interstitial cystitis based on complex network community discovery algorithm

We analyzed the symptoms composition of Interstitial Cystitis (IC), the regularity of the evolution of symptoms before and after treatment, and the visualization of the community network, to provide a reference for clinical diagnosis and treatment of Interstitial Cystitis. Based on the outpatient electronic case data of 552 patients with Interstitial Cystitis, we used a complex network community discovery algorithm, directed weighted complex network, and Sankey map to mine the data of the symptoms composition of Interstitial Cystitis, the evolution of symptoms before and after treatment and the visualization of the community network, to analyze the epidemiological characteristics of interstitial cystitis symptoms in the real world. By the community division of the complex network of interstitial cystitis symptoms, We finally obtained three core symptom communities. Among them, symptom community A (bladder-related symptoms) is the symptom community with the highest proportion of nodes (60.00%) in the complex network of Interstitial Cystitis, symptom community B (non-bladder-related symptoms 1) ranks second (32.00%) in a complex network of Interstitial Cystitis, and symptom community C (non-bladder-related symptoms 2) has the lowest proportion (8.00%). There is a complex evolutionary relationship between the symptoms of Interstitial Cystitis before and after treatment. Among the single symptoms before and after treatment, the decreased rate of Day frequency is 93.22%, and the reduced urgency rate is 93.07%. The decline rate of Nocturia was 82.33%. From the perspective of different communities, the overall symptoms of symptom community A decreased by 34.39% after treatment, the general symptoms of symptom community B decreased by 35.37%, and the prevalent symptoms of symptom community C decreased by 71.43%. In the case of using diet regulation treatment to treat bladder pain, the cure rate of bladder pain can reach 22.67%. The cure rate of burning in bladders can get 15.38% with Percutaneous Sacral neuromodulation, 96.95% with diet regulation treatment, and 100% with Percutaneous Sacral neuromodulation. When using behavioral physiotherapy to treat bladder pain, 3.57% of the patient's symptoms change to bladder discomfort; 4% of the patient's symptoms change to bladder discomfort when using oral medicine to treat bladder pain.Symptom research methods based on community findings can effectively explore the rule of symptom outcome of Interstitial Cystitis before and after treatment, and the results are highly interpretable by professionals.

The cover image is based on the Original Article Research on symptoms composition, time series evolution, and network visualisation of interstitial cystitis based on complex network community discovery algorithm by Lei Pang et al., https://doi.org/10.1049/syb2.12083

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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