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

被引:7
|
作者
Henze, Richard [1 ]
Mu, Chunyan [2 ]
Puljiz, Mate [3 ]
Kamaleson, Nishanthan [4 ]
Huwald, Jan [1 ]
Haslegrave, John [6 ]
di Fenizio, Pietro Speroni [1 ]
Parker, David [4 ]
Good, Christopher [5 ]
Rowe, Jonathan E. [4 ]
Ibrahim, Bashar [7 ]
Dittrich, Peter [1 ]
机构
[1] Friedrich Schiller Univ Jena, Fac Math & Comp Sci, Jena, Germany
[2] Teesside Univ, Sch Comp, Middlesbrough, England
[3] Univ Zagreb, Fac Elect Engn & Comp, Zagreb, Croatia
[4] Univ Birmingham, Sch Comp Sci, Birmingham, W Midlands, England
[5] Univ Birmingham, Sch Math, Birmingham, W Midlands, England
[6] Univ ofWarwick, Math Inst, Warwick, England
[7] Friedrich Schiller Univ Jena, Matthias Schleiden Inst, Chair Bioinformat, Jena, Germany
基金
英国工程与自然科学研究理事会;
关键词
SPINDLE-ASSEMBLY CHECKPOINT; MODEL-REDUCTION; IN-SILICO; INHIBITION; MCC;
D O I
10.1038/s41598-019-40648-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
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.
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页数:17
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