亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Exploring the Underlying Mechanism of Shenyankangfu Tablet in the Treatment of Glomerulonephritis Through Network Pharmacology, Machine Learning, Molecular Docking, and Experimental Validation

小桶 系统药理学 计算生物学 对接(动物) 自动停靠 活性成分 交互网络 计算机科学 人工智能 机器学习 药理学 化学 基因本体论 生物 生物化学 医学 基因 生物信息学 基因表达 护理部 药品
作者
Meiling Jin,Wenwen Ren,Weiguang Zhang,Linchang Liu,Zhiwei Yin,Diangeng Li
出处
期刊:Drug Design Development and Therapy [Dove Medical Press]
卷期号:Volume 15: 4585-4601 被引量:5
标识
DOI:10.2147/dddt.s333209
摘要

This study aimed to explore the underlying mechanisms of Shenyankangfu tablet (SYKFT) in the treatment of glomerulonephritis (GN) based on network pharmacology, machine learning, molecular docking, and experimental validation.The active ingredients and potential targets of SYKFT were obtained through the Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform, the targets of GN were obtained through GeneCards, etc. Perl and Cytoscape were used to construct an herb-active ingredient-target network. Then, the clusterProfiler package of R was used for Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis. We also used the STRING platform and Cytoscape to construct a protein-protein interaction (PPI) network, as well as the SwissTargetPrediction server to predict the target protein of the core active ingredient based on machine-learning model. Molecular-docking analysis was further performed using AutoDock Vina and Pymol. Finally, we verified the effect of SYKFT on GN in vivo.A total of 154 active ingredients and 255 targets in SYKFT were screened, and 135 targets were identified to be related to GN. GO enrichment analysis indicated that biological processes were primarily associated with oxidative stress and cell proliferation. KEGG pathway analysis showed that these targets were involved mostly in infection-related and GN-related pathways. PPI network analysis identified 13 core targets of SYKFT. Results of machine-learning model suggested that STAT3 and AKT1 may be the key target. Results of molecular docking suggested that the main active components of SYKFT can be combined with various target proteins. In vivo experiments confirmed that SYKFT may alleviate renal pathological injury by regulating core genes, thereby reducing urinary protein.This study demonstrated for the first time the multicomponent, multitarget, and multipathway characteristics of SYKFT for GN treatment.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
2秒前
量子星尘发布了新的文献求助10
3秒前
所所应助研友_拓跋戾采纳,获得10
23秒前
1分钟前
1分钟前
搜集达人应助陶醉的代丝采纳,获得10
1分钟前
呆萌冰彤完成签到 ,获得积分10
1分钟前
1分钟前
量子星尘发布了新的文献求助10
1分钟前
2分钟前
2分钟前
gexzygg应助科研通管家采纳,获得10
2分钟前
2分钟前
2分钟前
杨迪发布了新的文献求助10
2分钟前
昭荃完成签到 ,获得积分0
2分钟前
科研通AI5应助杨迪采纳,获得10
2分钟前
2分钟前
HJL发布了新的文献求助10
2分钟前
量子星尘发布了新的文献求助10
3分钟前
草木完成签到 ,获得积分20
3分钟前
3分钟前
Memory丶冷艳完成签到 ,获得积分10
4分钟前
微纳组刘同完成签到,获得积分10
4分钟前
5分钟前
5分钟前
拼搏海云完成签到,获得积分20
5分钟前
拼搏海云发布了新的文献求助10
5分钟前
量子星尘发布了新的文献求助150
5分钟前
Luis应助汤圆采纳,获得10
5分钟前
丘比特应助拼搏海云采纳,获得10
5分钟前
锅包肉完成签到 ,获得积分10
6分钟前
6分钟前
沧海一粟米完成签到 ,获得积分10
6分钟前
量子星尘发布了新的文献求助10
6分钟前
等一个夏天完成签到 ,获得积分10
7分钟前
7分钟前
冬去春来完成签到 ,获得积分10
7分钟前
目送完成签到,获得积分10
7分钟前
常有李完成签到,获得积分10
7分钟前
高分求助中
(应助此贴封号)【重要!!请各位详细阅读】【科研通的精品贴汇总】 10000
Organic Chemistry 1500
The Netter Collection of Medical Illustrations: Digestive System, Volume 9, Part III - Liver, Biliary Tract, and Pancreas (3rd Edition) 600
塔里木盆地肖尔布拉克组微生物岩沉积层序与储层成因 500
Assessment of adverse effects of Alzheimer's disease medications: Analysis of notifications to Regional Pharmacovigilance Centers in Northwest France 400
Introducing Sociology Using the Stuff of Everyday Life 400
Conjugated Polymers: Synthesis & Design 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 4270315
求助须知:如何正确求助?哪些是违规求助? 3800788
关于积分的说明 11910900
捐赠科研通 3447661
什么是DOI,文献DOI怎么找? 1891019
邀请新用户注册赠送积分活动 941763
科研通“疑难数据库(出版商)”最低求助积分说明 845870