A review of geometric, topological and graph theory apparatuses for the modeling and analysis of biomolecular data

作者: Kelin Xia , Guo-Wei Wei

DOI:

关键词: Graph theoryAnisotropic Network ModelSpectral graph theoryTopologyGaussian network modelMathematicsGeometric modelingPersistent homologyEigenvalues and eigenvectorsTopological index

摘要: Geometric, topological and graph theory modeling analysis of biomolecules are essential importance in the conceptualization molecular structure, function, dynamics, transport. On one hand, geometric provides surface structural representation, offers basis for visualization, which is crucial understanding structure interactions. other it bridges gap between data theoretical/mathematical models. Topological give rise to atomic critical points connectivity, shed light on intrinsic invariants such as independent components (atoms), rings (pockets) cavities. Graph analyzes biomolecular interactions reveals structure-function relationship. In this paper, we review certain geometric, apparatuses analysis. These categorized into discrete continuous ones. For approaches, theory, Gaussian network model, anisotropic normal mode analysis, quasi-harmonic flexibility rigidity index, nonlinear spectral persistent homology discussed. mathematical tools, present continuum mapping, high dimensional homology, modeling, differential geometry surfaces, curvature evaluation, variational derivation minimal atoms molecule quantum chemical topology. Four new including analytical surface, Hessian matrix eigenvalue map, map virtual particle introduced first time bridge gaps

参考文章(227)
Qiong Zheng, Duan Chen, Guo-Wei Wei, Second-order Poisson-Nernst-Planck solver for ion transport Journal of Computational Physics. ,vol. 230, pp. 5239- 5262 ,(2011) , 10.1016/J.JCP.2011.03.020
Duan Chen, Guo-Wei Wei, Quantum Dynamics in Continuum for Proton Transport I: Basic Formulation Communications in Computational Physics. ,vol. 13, pp. 285- 324 ,(2013) , 10.4208/CICP.050511.050811S
Christine Heitsch, Svetlana Poznanović, Combinatorial Insights into RNA Secondary Structure Discrete and Topological Models in Molecular Biology. pp. 145- 166 ,(2014) , 10.1007/978-3-642-40193-0_7
Vin de Silva, Robert Ghrist, Abubakr Muhammad, Blind Swarms for Coverage in 2-D robotics science and systems. ,vol. 01, pp. 335- 342 ,(2005) , 10.15607/RSS.2005.I.044
Julia Contreras-García, Weitao Yang, Erin R. Johnson, Analysis of Hydrogen-Bond Interaction Potentials from the Electron Density: Integration of Noncovalent Interaction Regions Journal of Physical Chemistry A. ,vol. 115, pp. 12983- 12990 ,(2011) , 10.1021/JP204278K
Lee-Wei Yang, Choon-Peng Chng, Coarse-grained models reveal functional dynamics--I. Elastic network models--theories, comparisons and perspectives. Bioinformatics and Biology Insights. ,vol. 2, pp. 25- 45 ,(2008) , 10.4137/BBI.S460
Charles Conley, Isolated Invariant Sets and the Morse Index American Mathematical Society. ,vol. 38, ,(1978) , 10.1090/CBMS/038
Vijay Natarajan, Patrice Koehl, Yusu Wang, Bernd Hamann, Visual Analysis of Biomolecular Surfaces Visualization in Medicine and Life Sciences. pp. 237- 255 ,(2008) , 10.1007/978-3-540-72630-2_14
Marina Meila, Jianbo Shi, A Random Walks View of Spectral Segmentation. international conference on artificial intelligence and statistics. ,(2001)