NetEPD: A Network-Based Essential Protein Discovery Platform

被引:1
|
作者
Jiashuai Zhang [1 ]
Wenkai Li [1 ]
Min Zeng [1 ]
Xiangmao Meng [1 ]
Lukasz Kurgan [2 ]
Fang-Xiang Wu [3 ]
Min Li [1 ]
机构
[1] the School of Computer Science and Engineering, Central South University
[2] the Department of Computer Science,Virginia Common-wealth University
[3] the Division of Biomedical Engineering and Department of Mechanical Engineering, University of Saskatchewan
基金
中国国家自然科学基金;
关键词
essential proteins; centrality; data integration; evaluation; visualization;
D O I
暂无
中图分类号
O157.5 [图论]; Q51 [蛋白质];
学科分类号
070104 ; 071010 ; 081704 ;
摘要
Proteins drive virtually all cellular-level processes.The proteins that are critical to cell proliferation and survival are defined as essential.These essential proteins are implicated in key metabolic and regulatory networks,and are important in the context of rational drug design efforts.The computational identification of the essential proteins benefits from the proliferation of publicly available protein interaction datasets.Scientists have developed several algorithms that use these interaction datasets to predict essential proteins.However, a comprehensive web platform that facilitates the analysis and prediction of essential proteins is missing.In this study, we design,implement, and release Net EPD: a network-based essential protein discovery platform.This resource integrates data on Protein–Protein Interaction(PPI) networks, gene expression, subcellular localization, and a native set of essential proteins.It also computes a variety of node centrality measures, evaluates the predictions of essential proteins, and visualizes PPI networks.This comprehensive platform functions by implementing four activities, which include the collection of datasets, computation of centrality measures, evaluation, and visualization.The results produced by Net EPD are visualized on its website, and sent to a user-provided email, and they are available to download in a parsable format.This platform is freely available at http://bioinformatics.csu.edu.cn/netepd.
引用
收藏
页码:542 / 552
页数:11
相关论文
共 50 条
  • [1] NetEPD: A Network-Based Essential Protein Discovery Platform
    Zhang, Jiashuai
    Li, Wenkai
    Zeng, Min
    Meng, Xiangmao
    Kurgan, Lukasz
    Wu, Fang-Xiang
    Li, Min
    [J]. TSINGHUA SCIENCE AND TECHNOLOGY, 2020, 25 (04) : 542 - 552
  • [2] NetZen: A comprehensive network-based pathway and target discovery platform
    Le, Son
    Riva, Alberto
    Deng, Changwang
    Tran, David D.
    [J]. CANCER RESEARCH, 2019, 79 (13)
  • [3] A Web of Possibilities: Network-Based Discovery of Protein Interaction Codes
    Winter, Daniel L.
    Erce, Melissa A.
    Wilkins, Marc R.
    [J]. JOURNAL OF PROTEOME RESEARCH, 2014, 13 (12) : 5333 - 5338
  • [4] RWNetSig: Protein network-based discovery of cancer driver genes
    Moon, Youngbeen
    Lee, Daehwan
    Kim, Jaebum
    [J]. 9TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL SYSTEMS-BIOLOGY AND BIOINFORMATICS (CSBIO 2018), 2018,
  • [5] Essential Protein Discovery based on Network Motif and Gene Ontology
    Kim, Wooyoung
    Li, Min
    Wang, Jianxin
    Pan, Yi
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM 2011), 2011, : 470 - 475
  • [6] Essential Protein Discovery Based on Network Node Correlation and Invalidating Protein Node
    Hu, Wenjie
    Shen, Xianjun
    Xu, Rui
    [J]. PROCEEDINGS 2015 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE, 2015, : 1141 - 1147
  • [7] Complex network-based approaches to biomarker discovery
    Hayashida, Morihiro
    Akutsu, Tatsuya
    [J]. BIOMARKERS IN MEDICINE, 2016, 10 (06) : 621 - 632
  • [8] Netrank: network-based approach for biomarker discovery
    Al-Fatlawi, Ali
    Rusadze, Eka
    Shmelkin, Alexander
    Malekian, Negin
    Ozen, Cigdem
    Pilarsky, Christian
    Schroeder, Michael
    [J]. BMC BIOINFORMATICS, 2023, 24 (01)
  • [9] Network-based technologies for early drug discovery
    Fotis, Chris
    Antoranz, Asier
    Hatziavramidis, Dimitris
    Sakellaropoulos, Theodore
    Alexopoulos, Leonidas G.
    [J]. DRUG DISCOVERY TODAY, 2018, 23 (03) : 626 - 635
  • [10] Network-Based Methods and Their Applications in Drug Discovery
    Yu, Zhuohang
    Wu, Zengrui
    Wang, Ze
    Wang, Yimeng
    Zhou, Moran
    Li, Weihua
    Liu, Guixia
    Tang, Yun
    [J]. JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2023, 64 (01) : 57 - 75