Towards a MOLGENIS based computational framework

被引:2
|
作者
Byelas, Heorhiy [1 ]
Kanterakis, Alexandros [2 ]
Swertz, Morris [3 ]
机构
[1] Univ Groningen, Groningen, Netherlands
[2] Univ Med Ctr Groningen, Groningen, Netherlands
[3] Groningen Bioinformat Ctr, Groningen, Netherlands
关键词
Bioinformatics; computational cloud; workflow management system;
D O I
10.1109/PDP.2011.53
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
High-throughput bioinformatics research is complex and requires the combination of multiple experimental approaches each producing large amounts of diverse data. The analysis and evaluation of these data are equally complex requiring specific integrations of various software components into complex workflows. The challenge is to provide less technically involved bioinformaticians with simple interfaces to specify the workflow of commands they need while at the same time scale up to hundreds of jobs to get the terabytes of genetic data processed by recent methods. Here, we present a computational framework for bioinformatics which enables data and workflow management in a distributed computational environment. Firstly, we propose a new data model to specify workflow execution logic on available network resources and components. Our model extends existing generic workflow and bioinformatics models to describe workflows compactly and unambiguously. Secondly, we present the implementation of our computational framework, which is constructed as a computational cloud for bioinformatics using open source off-the-shelf components. Finally, we demonstrate applications of the framework on complex real-world bioinformatics tasks.
引用
收藏
页码:331 / 338
页数:8
相关论文
共 50 条
  • [21] A Computational Framework Towards the Tele-Rehabilitation of Balance Control Skills
    Akbas, Kubra
    Mummolo, Carlotta
    FRONTIERS IN ROBOTICS AND AI, 2021, 8
  • [22] Towards a Secure and Computational Framework for Internet of Drones Enabled Aerial Computing
    Tanveer, Muhammad
    Khan, Abd Ullah
    Nguyen, Tu N.
    Ahmad, Musheer
    El-Latif, Ahmed A. Abd
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2023, 10 (05): : 3058 - 3070
  • [23] A computational framework based on the dynamic pipeline approach
    Pasarella, Edelmira
    Vidal, Maria-Esther
    Zoltan, Cristina
    Sales, Juan Pablo Royo
    JOURNAL OF LOGICAL AND ALGEBRAIC METHODS IN PROGRAMMING, 2024, 139
  • [24] Computational framework for targeted high coverage sequencing based NIPT Computational framework for targeted high coverage sequencing based NIPT
    Teder, Hindrek
    Paluoja, Priit
    Rekker, Kadri
    Salumets, Andres
    Krjutskov, Kaarel
    Palta, Priit
    PLOS ONE, 2019, 14 (07):
  • [25] Towards a Reliable Evaluation Framework for Message Authentication in Web-Based Transactions Based on an Improved Computational Intelligence and Dynamical Systems Methodology
    Karras, Dimitrios Alexios
    Zorkadis, Vasilios C.
    ADVANCES IN NEURO-INFORMATION PROCESSING, PT I, 2009, 5506 : 595 - +
  • [26] Towards an automated framework for the finite element computational modelling of directed energy deposition
    Kovsca, Dejan
    Starman, Bojan
    Klobcar, Damjan
    Halilovic, Miroslav
    Mole, Nikolaj
    FINITE ELEMENTS IN ANALYSIS AND DESIGN, 2023, 221
  • [27] A computational framework for understanding antecedents of guests' perceived trust towards hosts on Airbnb
    Zhang, Le
    Yan, Qiang
    Zhang, Leihan
    DECISION SUPPORT SYSTEMS, 2018, 115 : 105 - 116
  • [28] Predictive modelling of movements of refugees and internally displaced people: towards a computational framework
    Pham, Katherine Hoffmann
    Luengo-Oroz, Miguel
    JOURNAL OF ETHNIC AND MIGRATION STUDIES, 2023, 49 (02) : 408 - 444
  • [29] Towards an Online Risk Mitigation Framework for Political Brands Subject to Computational Propaganda
    Robertson, Randy
    Meintjes, Corne
    COMMUNICATIO-SOUTH AFRICAN JOURNAL FOR COMMUNICATION THEORY AND RESEARCH, 2021, 47 (01): : 95 - 121
  • [30] The Dancer in the Eye: Towards a Multi-Layered Computational Framework of Qualities in Movement
    Camurri, Antonio
    Volpe, Gualtiero
    Piana, Stefano
    Mancini, Maurizio
    Niewiadomski, Radoslaw
    Ferrari, Nicola
    Canepa, Corrado
    MOCO'16: PROCEEDINGS OF THE 3RD INTERNATIONAL SYMPOSIUM ON MOVEMENT AND COMPUTING, 2016,