Integrated strategy for accurately screening biomarkers based on metabolomics coupled with network pharmacology

系统药理学 计算生物学 代谢组学 诊断生物标志物 通路分析 药品 生物网络 代谢网络 药物靶点 药理学 生物标志物 生物 基因 系统生物学 生物信息学 遗传学 基因表达
作者
Wendan Zhang,Yu Chen,Honghong Jiang,Jianxi Yang,Qiao Wang,Yingfeng Du,Huijun Xu
出处
期刊:Talanta [Elsevier]
卷期号:211: 120710-120710 被引量:114
标识
DOI:10.1016/j.talanta.2020.120710
摘要

Screening diagnostic biomarkers can be challenging due to the complexity of traditional Chinese medicine (TCM) and ambiguous pharmacological mechanisms. In this study, we reported an integrated strategy for accurately screening diagnostic biomarkers based on metabolomics coupled with network pharmacology. First, a feasible pharmacological model was established through systems pharmacology and based on metabolomics-based techniques to explore diagnostic biomarkers. While the components satisfying the q-value < 0.05, fold change (FC) ≥ 1.2 or FC ≤ 0.8, coefficient of variance (CV) ≤ 30%(QC) and the variable importance in the project (VIP) value > 1 are considered to be diagnostic biomarkers. Second, the ingredients were retained only when oral bioavailability (OB), Caco-2 permeability, drug half-life, TPSA and drug likeness (DL) satisfied the criteria (OB ≥ 40%; Caco-2 ≥ -0.4; HL ≥ 4 h; TPSA˂140; DL ≥ 0.18) suggested by the TCMSP database. Moreover, ingredients that exhibit extensive biological activity in TCM are also retained. Third, the effect targets of TCM were screened using the TCMSP database, Swiss Target Prediction and STICH online software. Disease targets were gathered from the therapeutic target database (TTD), PharmGkb and TCMSP database. Hub genes were screened by potential protein-protein interaction (PPI) network pharmacology analysis. Finally, a metabolic network pathway is established between the diagnostic biomarker and the hub gene. In the network analysis of metabolic pathways, most of the genes involved in this pathway are the second-step-obtained hub genes, which can explain the accuracy of the identified biomarkers. The proposed integrated strategy was successfully applied to explore the mechanism of action of Pulsatilla decoction (PD) in the treatment of acute ulcerative colitis (UC). Based on this integrated strategy, 23 potential biomarkers of acute UC treated with PD were identified. In conclusion, the integrated strategy provides novel insights into network pharmacology and metabolomics as effective tools to illuminate the mechanism of action of TCM.
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

祝大家在新的一年里科研腾飞
更新
大幅提高文件上传限制,最高150M (2024-4-1)

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
qiaoyang关注了科研通微信公众号
1秒前
Mayday发布了新的文献求助10
2秒前
2秒前
陶醉小笼包完成签到,获得积分10
4秒前
Molly发布了新的文献求助10
4秒前
Maroon5发布了新的文献求助10
6秒前
NexusExplorer应助Lllll采纳,获得10
7秒前
8秒前
粗心的邴完成签到 ,获得积分10
8秒前
汉堡包应助Melt采纳,获得10
8秒前
George完成签到,获得积分10
8秒前
8秒前
8秒前
9秒前
小马甲应助xiuxiu采纳,获得10
10秒前
张小毛完成签到,获得积分20
11秒前
11秒前
12秒前
qiaoyang发布了新的文献求助50
13秒前
最棒的懒羊羊完成签到 ,获得积分10
14秒前
张小毛发布了新的文献求助10
14秒前
14秒前
5High_0发布了新的文献求助10
16秒前
zzc发布了新的文献求助10
17秒前
xsj完成签到,获得积分10
18秒前
wanci应助Kn采纳,获得10
19秒前
20秒前
20秒前
石斑鱼完成签到,获得积分10
21秒前
21秒前
全名完成签到,获得积分20
21秒前
搜集达人应助科研通管家采纳,获得10
22秒前
脑洞疼应助科研通管家采纳,获得10
22秒前
Lucas应助科研通管家采纳,获得10
22秒前
CipherSage应助科研通管家采纳,获得50
22秒前
所所应助科研通管家采纳,获得10
22秒前
今后应助科研通管家采纳,获得20
22秒前
酷波er应助Lllll采纳,获得10
22秒前
bkagyin应助科研通管家采纳,获得30
22秒前
852应助科研通管家采纳,获得10
22秒前
高分求助中
Востребованный временем 2500
The Three Stars Each: The Astrolabes and Related Texts 1500
Les Mantodea de Guyane 800
Mantids of the euro-mediterranean area 700
有EBL数据库的大佬进 Matrix Mathematics 500
Plate Tectonics 500
Igneous rocks and processes: a practical guide(第二版) 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 内科学 物理 纳米技术 计算机科学 遗传学 化学工程 基因 复合材料 免疫学 物理化学 细胞生物学 催化作用 病理
热门帖子
关注 科研通微信公众号,转发送积分 3411114
求助须知:如何正确求助?哪些是违规求助? 3014629
关于积分的说明 8864721
捐赠科研通 2702137
什么是DOI,文献DOI怎么找? 1481467
科研通“疑难数据库(出版商)”最低求助积分说明 684850
邀请新用户注册赠送积分活动 679374