NVR-BIP: Nuclear vector replacement using binary integer programming for NMR structure-based assignments

Nuclear Magnetic Resonance (NMR1) spectroscopy is an important experimental technique that allows one to study protein structure in solution and to identify important sites in a protein. An important bottleneck in NMR protein structure determination is the assignment of NMR peaks to the correspond­ing nuclei. Structure-based assignment (SBA) aims to solve this problem with the help of a template protein which is homologous to the target and has applications in the study of structure-activity relationship, protein-protein and protein-ligand interactions. We formulate SBA as a linear assignment problem with additional Nuclear Overhauser Effect (NOE) constraints, which can be solved within Nuclear Vector Replacement's (NVR) ([7], [8]) framework. Our approach uses NVR's scoring function and data types, and also gives the option of using CH and NH RDCs, instead of NH RDCs which NVR requires. We test our technique on NVR's data set as well as on two new proteins. Our results are comparable to NVR's assignment accuracy on NVR's test set, but higher on novel proteins. Our approach allows partial assignments. It is also complete and can return the optimum as well as near-optimum assignments. Furthermore, it allows us to analyze the information content of each data type and is easily extendable to accept new forms of input data, such as additional RDCs.

[1]  C. Q. Lee,et al.  The Computer Journal , 1958, Nature.

[2]  D. Wishart,et al.  Rapid and accurate calculation of protein 1H, 13C and 15N chemical shifts , 2003, Journal of Biomolecular NMR.

[3]  Rafael Brüschweiler,et al.  Assignment strategy for proteins with known structure. , 2002, Journal of magnetic resonance.

[4]  D. Cheriton,et al.  Integer Programming Model for Automated Structure-based NMR Assignment , 2009 .

[5]  B. Donald,et al.  A Hausdorff-based NOE assignment algorithm using protein backbone determined from residual dipolar couplings and rotamer patterns. , 2008, Computational systems bioinformatics. Computational Systems Bioinformatics Conference.

[6]  Zonghao Gu,et al.  Generating Multiple Solutions for Mixed Integer Programming Problems , 2007, IPCO.

[7]  D. Patel,et al.  Towards structural genomics of RNA: rapid NMR resonance assignment and simultaneous RNA tertiary structure determination using residual dipolar couplings. , 2002, Journal of molecular biology.

[8]  D. Case,et al.  Automated prediction of 15N, 13Cα, 13Cβ and 13C′ chemical shifts in proteins using a density functional database , 2001, Journal of biomolecular NMR.

[9]  D. Baker,et al.  Rapid protein fold determination using unassigned NMR data , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[10]  D. Wishart,et al.  Rapid and accurate calculation of protein 1H, 13C and 15N chemical shifts , 2003, Journal of biomolecular NMR.

[11]  Xin Gao,et al.  IPASS : Error Tolerant NMR Backbone Resonance Assignment by Linear Programming , 2009 .

[12]  Markus Zweckstetter,et al.  Backbone assignment of proteins with known structure using residual dipolar couplings , 2004, Journal of biomolecular NMR.

[13]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[14]  J H Prestegard,et al.  Nuclear magnetic dipole interactions in field-oriented proteins: information for structure determination in solution. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[15]  M. Zweckstetter,et al.  Mars - robust automatic backbone assignment of proteins , 2004, Journal of biomolecular NMR.

[16]  Anthony K. Yan,et al.  A Polynomial-Time Nuclear Vector Replacement Algorithm for Automated NMR Resonance Assignments , 2004, J. Comput. Biol..

[17]  Bruce Randall Donald,et al.  A Polynomial-Time Algorithm for de novo Protein Backbone Structure Determination from NMR Data , 2006 .

[18]  Bruce Randall Donald,et al.  An expectation/maximization nuclear vector replacement algorithm for automated NMR resonance assignments , 2004, Journal of biomolecular NMR.

[19]  D. Blow,et al.  The detection of sub‐units within the crystallographic asymmetric unit , 1962 .

[20]  Vincent Conitzer,et al.  Structure-based protein NMR assignments using native structural ensembles , 2008, Journal of biomolecular NMR.

[21]  A. Bax,et al.  Direct measurement of distances and angles in biomolecules by NMR in a dilute liquid crystalline medium. , 1997, Science.

[22]  Bruce Randall Donald,et al.  High-Throughput 3D Structural Homology Detection via NMR Resonance Assignment , 2004 .