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1.
Proc Natl Acad Sci U S A ; 110(13): E1196-202, 2013 Mar 26.
Article in English | MEDLINE | ID: mdl-23493556

ABSTRACT

The number of available protein sequences has increased exponentially with the advent of high-throughput genomic sequencing, creating a significant challenge for functional annotation. Here, we describe a large-scale study on assigning function to unknown members of the trans-polyprenyl transferase (E-PTS) subgroup in the isoprenoid synthase superfamily, which provides substrates for the biosynthesis of the more than 55,000 isoprenoid metabolites. Although the mechanism for determining the product chain length for these enzymes is known, there is no simple relationship between function and primary sequence, so that assigning function is challenging. We addressed this challenge through large-scale bioinformatics analysis of >5,000 putative polyprenyl transferases; experimental characterization of the chain-length specificity of 79 diverse members of this group; determination of 27 structures of 19 of these enzymes, including seven cocrystallized with substrate analogs or products; and the development and successful application of a computational approach to predict function that leverages available structural data through homology modeling and docking of possible products into the active site. The crystallographic structures and computational structural models of the enzyme-ligand complexes elucidate the structural basis of specificity. As a result of this study, the percentage of E-PTS sequences similar to functionally annotated ones (BLAST e-value ≤ 1e(-70)) increased from 40.6 to 68.8%, and the percentage of sequences similar to available crystal structures increased from 28.9 to 47.4%. The high accuracy of our blind prediction of newly characterized enzymes indicates the potential to predict function to the complete polyprenyl transferase subgroup of the isoprenoid synthase superfamily computationally.


Subject(s)
Alkyl and Aryl Transferases/genetics , Carbon-Carbon Ligases/genetics , Databases, Protein , Molecular Docking Simulation/methods , Sequence Analysis, Protein/methods , Alkyl and Aryl Transferases/metabolism , Carbon-Carbon Ligases/metabolism , Crystallography, X-Ray
2.
PLoS Comput Biol ; 10(10): e1003874, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25299649

ABSTRACT

Terpenoid synthases construct the carbon skeletons of tens of thousands of natural products. To predict functions and specificity of triterpenoid synthases, a mechanism-based, multi-intermediate docking approach is proposed. In addition to enzyme function prediction, other potential applications of the current approach, such as enzyme mechanistic studies and enzyme redesign by mutagenesis, are discussed.


Subject(s)
Alkyl and Aryl Transferases/chemistry , Alkyl and Aryl Transferases/metabolism , Molecular Docking Simulation , Terpenes/chemistry , Terpenes/metabolism , Computational Biology , Intramolecular Lyases , Intramolecular Transferases , Protein Engineering
3.
PLoS Comput Biol ; 9(3): e1002990, 2013.
Article in English | MEDLINE | ID: mdl-23555224

ABSTRACT

The fast development of software and hardware is notably helping in closing the gap between macroscopic and microscopic data. Using a novel theoretical strategy combining molecular dynamics simulations, conformational clustering, ab-initio quantum mechanics and electronic coupling calculations, we show how computational methodologies are mature enough to provide accurate atomistic details into the mechanism of electron transfer (ET) processes in complex protein systems, known to be a significant challenge. We performed a quantitative study of the ET between Cytochrome c Peroxidase and its redox partner Cytochrome c. Our results confirm the ET mechanism as hole transfer (HT) through residues Ala194, Ala193, Gly192 and Trp191 of CcP. Furthermore, our findings indicate the fine evolution of the enzyme to approach an elevated turnover rate of 5.47 × 10(6) s(-1) for the ET between Cytc and CcP through establishment of a localized bridge state in Trp191.


Subject(s)
Cytochrome-c Peroxidase/chemistry , Cytochrome-c Peroxidase/metabolism , Cytochromes c/chemistry , Cytochromes c/metabolism , Animals , Computer Simulation , Electron Transport , Horses , Molecular Dynamics Simulation , Multiprotein Complexes/chemistry , Multiprotein Complexes/metabolism , Oxidation-Reduction , Protein Conformation
4.
Biophys Chem ; 149(1-2): 1-11, 2010 Jun.
Article in English | MEDLINE | ID: mdl-20400222

ABSTRACT

Mixed quantum mechanics/molecular mechanics methods offer a valuable computational tool for understanding biochemical events. When combined with conformational sampling techniques, they allow for an exhaustive exploration of the enzymatic mechanism. Heme proteins are ubiquitous and essential for every organism. In this review we summarize our efforts towards the understanding of heme biochemistry. We present: 1) results on ligand migration on globins coupled to the ligand binding event, 2) results on the localization of the spin density in compound I of cytochromes and peroxidases, 3) novel methodologies for mapping the electron transfer pathways and 4) novel data on Tryptophan 2,3-dioxygenase. For this enzyme our results strongly indicate that the distal oxygen will end up on the C3 indole carbon, whereas the proximal oxygen will end up in the C2 position. Interestingly, the process involves the formation of an epoxide and a heme ferryl intermediate. The overall energy profile indicates an energy barrier of approximately 18 kcal/mol and an exothermic driving force of almost 80 kcal/mol.


Subject(s)
Hemeproteins/chemistry , Quantum Theory , Cytochromes/chemistry , Electron Transport , Heme/chemistry , Peroxidases/chemistry , Thermodynamics , Tryptophan Oxygenase/chemistry , Tryptophan Oxygenase/metabolism
5.
J Chem Theory Comput ; 6(10): 3241-8, 2010 Oct 12.
Article in English | MEDLINE | ID: mdl-26616786

ABSTRACT

We report a quantum chemistry and molecular dynamics study on the temperature dependence of electronic coupling in two short model oligopeptides. Ten nanoseconds replica exchange molecular dynamics was performed on Trp-(Pro)3-Trp and Trp-(Pro)6-Trp peptides in the gas phase in combination with computation of the energy and electronic coupling for thermal hole transfer between Trp residues. The electron transfer parameters were estimated by using the semiempirical INDO/S method together with the charge fragment difference scheme. Conformational analysis of the derived trajectories revealed that the electronic coupling becomes temperature dependent when incorporating structural dynamics of the system. We demonstrate that Trp-(Pro)3-Trp, having only few degrees of freedom, results in relatively weak couplings at low and high temperature and a strong peak at 144 K, whereas the more flexible system Trp-(Pro)6-Trp shows monotonically decreased coupling. Only a few conformations with strong donor-acceptor couplings are shown to be crucial for the overall ET rates. Our results introduce the question whether the T dependence of ET coupling can also be found in large biological systems.

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