Deterministic parallel global parameter estimation for a model of the budding yeast cell cycle

被引:17
|
作者
Panning, Thomas D. [2 ]
Watson, Layne T. [1 ]
Allen, Nicholas A. [2 ]
Chen, Katherine C. [2 ]
Shaffer, Clifford A. [2 ]
Tyson, John J. [2 ]
机构
[1] Virginia Polytech Inst & State Univ, Dept Math & Comp Sci, Blacksburg, VA 24061 USA
[2] Virginia Polytech Inst & State Univ, Dept Comp Sci & Biol Sci, Blacksburg, VA 24061 USA
关键词
DIRECT (DIviding RECTangles) algorithm; direct search; MADS (Mesh Adaptive Direct Search) algorithm; computational biology;
D O I
10.1007/s10898-007-9273-7
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Two parallel deterministic direct search algorithms are combined to find improved parameters for a system of differential equations designed to simulate the cell cycle of budding yeast. Comparing the model simulation results to experimental data is difficult because most of the experimental data is qualitative rather than quantitative. An algorithm to convert simulation results to mutant phenotypes is presented. Vectors of the 143 parameters defining the differential equation model are rated by a discontinuous objective function. Parallel results on a 2200 processor supercomputer are presented for a global optimization algorithm, DIRECT, a local optimization algorithm, MADS, and a hybrid of the two.
引用
收藏
页码:719 / 738
页数:20
相关论文
共 50 条
  • [21] Logical analysis of the budding yeast cell cycle
    Irons, D. J.
    JOURNAL OF THEORETICAL BIOLOGY, 2009, 257 (04) : 543 - 559
  • [22] CELL-CYCLE VARIATION IN BUDDING YEAST
    RIVIN, CJ
    FANGMAN, WL
    JOURNAL OF CELL BIOLOGY, 1977, 75 (02): : A12 - A12
  • [23] Towards a yeast cell cycle hybrid model: A new experimental model to study the link between PKA activity and cell cycle in budding yeast
    Amigoni, L.
    Colombo, S.
    Alberghina, L.
    Martegani, E.
    JOURNAL OF BIOTECHNOLOGY, 2010, 150 : S521 - S522
  • [24] An Integrated Model Quantitatively Describing Metabolism, Growth and Cell Cycle in Budding Yeast
    Palumbo, Pasquale
    Vanoni, Marco
    Papa, Federico
    Busti, Stefano
    Wortel, Meike
    Teusink, Bas
    Alberghina, Lilia
    ARTIFICIAL LIFE AND EVOLUTIONARY COMPUTATION, WIVACE 2017, 2018, 830 : 165 - 180
  • [25] Agent-Based Model of the Budding Yeast Cell Cycle Regulatory Network
    Castro, Carlos
    Flores, Dora-Luz
    Vargas, Eunice
    Cervantes, David
    Delgado, Efren
    WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING 2018, VOL 1, 2019, 68 (01): : 531 - 534
  • [26] Ergodic Sets as Cell Phenotype of Budding Yeast Cell Cycle
    Todd, Robert G.
    Helikar, Tomas
    PLOS ONE, 2012, 7 (10):
  • [27] Logical modelling and analysis of the budding yeast cell cycle
    Adrien Fauré
    Claudine Chaouiya
    Andrea Ciliberto
    Denis Thieffry
    BMC Bioinformatics, 8
  • [28] Logical modelling and analysis of the budding yeast cell cycle
    Faure, Adrien
    Chaouiya, Claudine
    Ciliberto, Andrea
    Thieffry, Denis
    BMC BIOINFORMATICS, 2007, 8 (Suppl 8)
  • [29] CELL-CYCLE CONTROL OF MORPHOGENESIS IN BUDDING YEAST
    LEW, DJ
    REED, SI
    CURRENT OPINION IN GENETICS & DEVELOPMENT, 1995, 5 (01) : 17 - 23
  • [30] A mathematical programming formulation for the budding yeast cell cycle
    Panning, Thomas D.
    Watson, Layne T.
    Shaffer, Clifford A.
    Tyson, John J.
    Simulation, 2007, 83 (08) : 497 - 514