An integrated anti-arrhythmic target network of a Chinese medicine compound, Wenxin Keli, revealed by combined machine learning and molecular pathway analysis

奎尼丁 抗心律失常药 药理学 机制(生物学) 电生理学 医学 QT间期 心脏病学 内科学 心房颤动 神经科学 生物 哲学 认识论
作者
Taiyi Wang,Ming Lv,Qunqun Du,Xi Yao,Peng Zhang,Xiaonan Chen,Weiwei Xie,Zheng Li,Yuling Ma,Yan Zhu
出处
期刊:Molecular BioSystems [Royal Society of Chemistry]
卷期号:13 (5): 1018-1030 被引量:15
标识
DOI:10.1039/c7mb00003k
摘要

Wenxin Keli (WK), a Chinese patent medicine, is known to be effective against cardiac arrhythmias and heart failure. Although a number of electrophysiological findings regarding its therapeutic effect have been reported, the active components and system-level characterizations of the component-target interactions of WK have yet to be elucidated. In the current study, we present the first report of a new protective effect of WK on suppressing anti-arrhythmic-agent-induced arrhythmias. In a model of isolated guinea pig hearts, rapid perfusion of quinidine altered the heart rate and prolonged the Q-T interval. Pretreatment with WK significantly prevented quinidine-induced arrhythmias. To explain the therapeutic and protective effects of WK, we constructed an integrated multi-target pharmacological mechanism prediction workflow in combination with machine learning and molecular pathway analysis. This workflow had the ability to predict and rank the probability of each compound interacting with 1715 target proteins simultaneously. The ROC value statistics showed that 97.786% of the values for target prediction were larger than 0.8. We applied this model to carry out target prediction and network analysis for the identified components of 5 herbs in WK. Using the 124 potential anti-arrhythmic components and the 30 corresponding protein targets obtained, an integrative anti-arrhythmic molecular mechanism of WK was proposed. Emerging drug/target networks suggested ion channel and intracellular calcium and autonomic nervous and hormonal regulation had critical roles in WK-mediated anti-arrhythmic activity. A validation of the proposed mechanisms was achieved by demonstrating that calaxin, one of the WK components from Gansong, dose-dependently blocked its predicted target CaV1.2 channel in an electrophysiological assay.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
Mike14完成签到,获得积分10
刚刚
DAXIA发布了新的文献求助10
刚刚
刚刚
刚刚
科研通AI6.2应助山月采纳,获得10
1秒前
1秒前
1秒前
共享精神应助酷酷飞柏采纳,获得10
1秒前
打打应助美美采纳,获得10
2秒前
汉堡包应助我必做出来采纳,获得10
3秒前
JamesPei应助manji采纳,获得10
3秒前
jiuwu发布了新的文献求助10
3秒前
JamesPei应助wf0806采纳,获得10
3秒前
myb发布了新的文献求助10
3秒前
小马甲应助ayan采纳,获得10
3秒前
科研通AI6.4应助winston采纳,获得10
4秒前
科研牛马发布了新的文献求助10
4秒前
4秒前
superX发布了新的文献求助10
4秒前
yys完成签到,获得积分10
5秒前
5秒前
5秒前
Avalonx应助Tt采纳,获得30
5秒前
南宫清涟发布了新的文献求助20
5秒前
6秒前
ggjy发布了新的文献求助10
7秒前
领导范儿应助虚拟的立果采纳,获得10
7秒前
7秒前
8秒前
8秒前
8秒前
科研通AI6.3应助熬夜波比采纳,获得10
8秒前
花开的石头完成签到,获得积分10
8秒前
9秒前
KIDCWP发布了新的文献求助20
9秒前
冷艳若南发布了新的文献求助10
9秒前
9秒前
10秒前
清秀的仙人掌完成签到,获得积分10
10秒前
高分求助中
Ideology and Meaning-Making under the Putin Regime 750
Introduction to Industrial/Organizational Psychology 600
Prompt Engineering for Clinicians: Harnessing AI in Everyday Medical Practice 600
Handbook of Luminescence Dating 500
Safety Pharmacology 500
《KNN基无铅压电陶瓷电学性能优化与物理机理研究》 500
Isomerism In Coordination Compounds 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 计算机科学 化学工程 生物化学 物理 内科学 复合材料 催化作用 光电子学 物理化学 电极 细胞生物学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6937881
求助须知:如何正确求助?哪些是违规求助? 8624269
关于积分的说明 18293163
捐赠科研通 6367361
什么是DOI,文献DOI怎么找? 3076451
关于科研通互助平台的介绍 2114900
邀请新用户注册赠送积分活动 2053699