Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint

被引:0
|
作者
Richard Henze
Chunyan Mu
Mate Puljiz
Nishanthan Kamaleson
Jan Huwald
John Haslegrave
Pietro Speroni di Fenizio
David Parker
Christopher Good
Jonathan E. Rowe
Bashar Ibrahim
Peter Dittrich
机构
[1] Friedrich Schiller University Jena,Faculty of Mathematics and Computer Science
[2] Teesside University,School of Computing
[3] University of Zagreb,Faculty of Electrical Engineering and Computing
[4] University of Birmingham,School of Computer Science
[5] University of Birmingham,School of Mathematics
[6] University of Warwick,Mathematics Institute
[7] Friedrich Schiller University of Jena,Chair of Bioinformatics, Matthias Schleiden Institute
来源
关键词
D O I
暂无
中图分类号
学科分类号
摘要
The complexity of biological models makes methods for their analysis and understanding highly desirable. Here, we demonstrate the orchestration of various novel coarse-graining methods by applying them to the mitotic spindle assembly checkpoint. We begin with a detailed fine-grained spatial model in which individual molecules are simulated moving and reacting in a three-dimensional space. A sequence of manual and automatic coarse-grainings finally leads to the coarsest deterministic and stochastic models containing only four molecular species and four states for each kinetochore, respectively. We are able to relate each more coarse-grained level to a finer one, which allows us to relate model parameters between coarse-grainings and which provides a more precise meaning for the elements of the more abstract models. Furthermore, we discuss how organizational coarse-graining can be applied to spatial dynamics by showing spatial organizations during mitotic checkpoint inactivation. We demonstrate how these models lead to insights if the model has different “meaningful” behaviors that differ in the set of (molecular) species. We conclude that understanding, modeling and analyzing complex bio-molecular systems can greatly benefit from a set of coarse-graining methods that, ideally, can be automatically applied and that allow the different levels of abstraction to be related.
引用
收藏
相关论文
共 12 条
  • [1] Multi-scale stochastic organization-oriented coarse-graining exemplified on the human mitotic checkpoint
    Henze, Richard
    Mu, Chunyan
    Puljiz, Mate
    Kamaleson, Nishanthan
    Huwald, Jan
    Haslegrave, John
    di Fenizio, Pietro Speroni
    Parker, David
    Good, Christopher
    Rowe, Jonathan E.
    Ibrahim, Bashar
    Dittrich, Peter
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [2] Multi-scale coarse-graining with effective polarizabilities
    Lafond, Patrick
    Sirk, Timothy
    Andzelm, Jan
    Izvekov, Sergey
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2017, 253
  • [3] Towards a multi-scale model of cartilage: coarse-graining glycosaminoglycans
    Bathe, M
    Rutledge, GC
    Grodzinsky, AJ
    Tidor, B
    COMPUTATIONAL FLUID AND SOLID MECHANICS 2003, VOLS 1 AND 2, PROCEEDINGS, 2003, : 1626 - 1630
  • [4] Coarse-graining and hybrid methods for efficient simulation of stochastic multi-scale models of tumour growth
    de la Cruz, Roberto
    Guerrero, Pilar
    Calvo, Juan
    Alarcon, Tomas
    JOURNAL OF COMPUTATIONAL PHYSICS, 2017, 350 : 974 - 991
  • [5] Multi-Scale Modeling and Coarse-Graining Procedure for Computational Polymer Science
    Hyodo, Shi-aki
    Doi, Masao
    KOBUNSHI RONBUNSHU, 2010, 67 (03) : 164 - 178
  • [6] Multi-scale coarse-graining of non-conservative interactions in molecular liquids
    Izvekov, Sergei
    Rice, Betsy M.
    JOURNAL OF CHEMICAL PHYSICS, 2014, 140 (10):
  • [7] Multi-scale projection operator method and coarse-graining of covariant Fokker-Planck theory
    Ding, Mingnan
    Xing, Xiangjun
    PHYSICAL REVIEW RESEARCH, 2023, 5 (01):
  • [8] Multi-scale coarse-graining for the study of assembly pathways in DNA-brick self-assembly
    Fonseca, Pedro
    Romano, Flavio
    Schreck, John S.
    Ouldridge, Thomas E.
    Doye, Jonathan P. K.
    Louis, Ard A.
    JOURNAL OF CHEMICAL PHYSICS, 2018, 148 (13):
  • [9] Wavelet-based multi-scale coarse graining approach for DNA molecules
    Chen, Jiun-Shyan
    Teng, Hailong
    Nakano, Aiichiro
    FINITE ELEMENTS IN ANALYSIS AND DESIGN, 2007, 43 (05) : 346 - 360
  • [10] Relationship between Multi-Scale Cardiomyocyte Organization and Function in Trabeculae of the Failing Human Heart
    Munro, Michelle L.
    Shen, Xin
    Ward, Marie
    Crossman, David J.
    Soeller, Christian
    BIOPHYSICAL JOURNAL, 2016, 110 (03) : 598A - 598A