Incremental modelling and analysis of biological systems with fuzzy hybrid Petri nets

被引:0
|
作者
Assaf, George [1 ]
Liu, Fei [2 ]
Heiner, Monika [1 ]
机构
[1] Brandenburg Univ Technol Cottbus Senftenberg, Dept Comp Sci, D-03013 Cottbus, Germany
[2] South China Univ Technol, Sch Software Engn, 381 Wushan Rd, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金;
关键词
incremental modelling; discrete; deterministic; stochastic; and parametric uncertainty modelling; fuzzy hybrid Petri nets; cholesterol metabolism; SIMULATION; VALIDATION;
D O I
10.1093/bib/bbaf029
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Modelling biological systems depends on the availability of data and components of the system at hand. As our understanding of these systems evolves, the ability to gradually refine models by adding new components of different formalisms covering stochastic, discrete, deterministic, and uncertainty without starting from scratch becomes essential. However, there remains a significant gap in the availability of methodologies and tool support for incrementally modelling and analysing complex biological systems in a flexible and intuitive manner. In this paper, we employ fuzzy hybrid Petri nets as a powerful expressive tool for presenting an incremental modelling and analysis protocol of biological systems. We demonstrate the utility of our protocol through a case study on cholesterol and lipoprotein metabolism and hypercholesterolemia therapy. Our model not only captures the underlying biochemical processes, but also quantitatively analyses how cholesterol levels are regulated, offering insights into potential therapeutic strategies for diseases associated with elevated cholesterol levels. The results confirm the validity and flexibility of our approach in representing complex biological processes and therapeutic interventions.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Hybrid modelling of biological systems using fuzzy continuous Petri nets
    Liu, Fei
    Sun, Wujie
    Heiner, Monika
    Gilbert, David
    BRIEFINGS IN BIOINFORMATICS, 2021, 22 (01) : 438 - 450
  • [2] Fuzzy Petri nets for modelling of uncertain biological systems
    Liu, Fei
    Heiner, Monika
    Gilbert, David
    BRIEFINGS IN BIOINFORMATICS, 2020, 21 (01) : 198 - 210
  • [3] Modelling of a hybrid protocol for a MANET using fuzzy Petri Nets
    Subramanyam, P. V.
    Chauhan, Ashutosh
    Singh, Yaduvir
    2006 ANNUAL IEEE INDIA CONFERENCE, 2006, : 498 - 501
  • [4] Hybrid modelling of transportation systems by means of Petri nets
    Di Febbraro, A
    Sacone, S
    1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 131 - 135
  • [5] Application of Petri nets for systems modelling and analysis
    Samanta, Bimal
    Sarkar, Bijan
    OPSEARCH, 2012, 49 (04) : 334 - 347
  • [6] Application of Petri nets for systems modelling and analysis
    Bimal Samanta
    Bijan Sarkar
    OPSEARCH, 2012, 49 (4) : 334 - 347
  • [7] Coloured fuzzy Petri nets for modelling and analysing membrane systems
    Assaf, George
    Heiner, Monika
    Liu, Fei
    BIOSYSTEMS, 2022, 212
  • [8] Fuzzy Coloured Petri Nets in modelling flexible manufacturing systems
    Yeung, DS
    Liu, JNK
    Shiu, SCK
    Fung, GSK
    PROCEEDINGS ISAI/IFIS 1996 - MEXICO - USA COLLABORATION IN INTELLIGENT SYSTEMS TECHNOLOGIES, 1996, : 100 - 107
  • [9] Hybrid Petri nets as a new formalism for modelling railway systems
    Decknatel, G
    Schnieder, E
    COMPUTERS IN RAILWAYS VI, 1998, 2 : 773 - 782
  • [10] Modelling of hybrid systems based on extended coloured Petri nets
    Yang, YY
    Linkens, DA
    Banks, SP
    HYBRID SYSTEMS II, 1995, 999 : 509 - 528