Dusan Petrovic

Dr. Dusan Petrovic

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Research Focus & Metrics

Academic Career Length

13Years (2014-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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18 July 2018 in Journal of The Royal Society Interface
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Journal Article
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DPDusan Petrovic
Dusan Petrovic
VRValeria A. Risso
Valeria A. Risso
SKShina Caroline Lynn Kamerlin
Shina Caroline Lynn Kamerlin
JSJose M. Sanchez-Ruiz
Jose M. Sanchez-Ruiz
Enzymes are dynamic entities, and their dynamic properties are clearly linked to their biological function. It follows that dynamics ought to play an essential role in enzyme evolution. Indeed, a link between conformational diversity and the emergence of new enzyme functionalities has been recognized for many years. However, it is only recently that state-of-the-art computational and experimental approaches are revealing the crucial molecular details of this link. Specifically, evolutionary trajectories leading to functional optimization for a given host environment or to the emergence of a new function typically involve enriching catalytically competent conformations and/or the freezing out of non-competent conformations of an enzyme. In some cases, these evolutionary changes are achieved through distant mutations that shift the protein ensemble towards productive conformations. Multifunctional intermediates in evolutionary trajectories are probably multi-conformational, i.e. able to switch between different overall conformations, each competent for a given function. Conformational diversity can assist the emergence of a completely new active site through a single mutation by facilitating transition-state binding. We propose that this mechanism may have played a role in the emergence of enzymes at the primordial, progenote stage, where it was plausibly promoted by high environmental temperatures and the possibility of additional phenotypic mutations.

25 September 2018 in Nature Communications
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NHNan-Sook Hong
Nan-Sook Hong
DPDusan Petrovic
Dusan Petrovic
Richmond LeeRichmond Lee
Richmond Lee
GGGanna Gryn’ova
Ganna Gryn’ova
MPMiha Purg
Miha Purg
CJColin J. Jackson
Colin J. Jackson
Developments in computational chemistry, bioinformatics, and laboratory evolution have facilitated the de novo design and catalytic optimization of enzymes. Besides creating useful catalysts, the generation and iterative improvement of designed enzymes can provide valuable insight into the interplay between the many phenomena that have been suggested to contribute to catalysis. In this work, we follow changes in conformational sampling, electrostatic preorganization, and quantum tunneling along the evolutionary trajectory of a designed Kemp eliminase. We observe that in the Kemp Eliminase KE07, instability of the designed active site leads to the emergence of two additional active site configurations. Evolutionary conformational selection then gradually stabilizes the most efficient configuration, leading to an improved enzyme. This work exemplifies the link between conformational plasticity and evolvability and demonstrates that residues remote from the active sites of enzymes play crucial roles in controlling and shaping the active site for efficient catalysis.

26 October 2018 in Journal of the American Chemical Society
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Journal Article
Open access
QLQinghua Liao
Qinghua Liao
YKYashraj Kulkarni
Yashraj Kulkarni
USUshnish Sengupta
Ushnish Sengupta
DPDusan Petrovic
Dusan Petrovic
AMAdrian J. Mulholland
Adrian J. Mulholland
SKShina Caroline Lynn Kamerlin
Shina Caroline Lynn Kamerlin
Conformational changes are crucial for the catalytic action of many enzymes. A prototypical and well-studied example is loop opening and closure in triosephosphate isomerase (TIM), which is thought to determine the rate of catalytic turnover in many circumstances. Specifically, TIM loop 6 “grips” the phosphodianion of the substrate and, together with a change in loop 7, sets up the TIM active site for efficient catalysis. Crystal structures of TIM typically show an open or a closed conformation of loop 6, with the tip of the loop moving ∼7 Å between conformations. Many studies have interpreted this motion as a two-state, rigid-body transition. Here, we use extensive molecular dynamics simulations, with both conventional and enhanced sampling techniques, to analyze loop motion in apo and substrate-bound TIM in detail, using five crystal structures of the dimeric TIM from Saccharomyces cerevisiae. We find that loop 6 is highly flexible and samples multiple conformational states. Empirical valence bond simulations of the first reaction step show that slight displacements away from the fully closed-loop conformation can be sufficient to abolish most of the catalytic activity; full closure is required for efficient reaction. The conformational change of the loops in TIM is thus not a simple “open and shut” case and is crucial for its catalytic action. Our detailed analysis of loop motion in a highly efficient enzyme highlights the complexity of loop conformational changes and their role in biological catalysis.

21 August 2017 in ACS Catalysis
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Journal Article
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DPDusan Petrovic
Dusan Petrovic
DFDavid Frank
David Frank
SKShina Caroline Lynn Kamerlin
Shina Caroline Lynn Kamerlin
KHKurt Hoffmann
Kurt Hoffmann
Birgit StrodelBirgit Strodel
Birgit Strodel
Glucose oxidase has wide applications in the pharmaceutical, chemical, and food industries. Many recent studies have enhanced key properties of this enzyme using directed evolution, yet without being able to reveal why these mutations are actually beneficial. This work presents a synergistic combination of experimental and computational methods, indicating how mutations, even when distant from the active site, positively affect glucose oxidase catalysis. We have determined the crystal structures of glucose oxidase mutants containing molecular oxygen in the active site. The catalytically important His516 residue has been previously shown to be flexible in the wild-type enzyme. The molecular dynamics simulations performed in this work allow us to quantify this floppiness, revealing that His516 exists in two states: catalytic and noncatalytic. The relative populations of these two substates are almost identical in the wild-type enzyme, with His516 readily shuffling between them. In the glucose oxidase mutants, on the other hand, the mutations enrich the catalytic His516 conformation and reduce the flexibility of this residue, leading to an enhancement in their catalytic efficiency. This study stresses the benefit of active site preorganization with respect to enzyme conversion rates by reducing molecular reorientation needs. We further suggest that the computational approach based on Hamiltonian replica exchange molecular dynamics, used in this study, may be a general approach to screening in silico for improved enzyme variants involving flexible catalytic residues.

1 April 2018 in Biophysical Journal
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Journal Article
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BUBoran Uluca
Boran Uluca
TVThibault Viennet
Thibault Viennet
DPDusan Petrovic
Dusan Petrovic
HSHamed Shaykhalishahi
Hamed Shaykhalishahi
FWFranziska Weirich
Franziska Weirich
HHHenrike Heise
Henrike Heise
Intrinsically disordered proteins dynamically sample a wide conformational space and therefore do not adopt a stable and defined three-dimensional conformation. The structural heterogeneity is related to their proper functioning in physiological processes. Knowledge of the conformational ensemble is crucial for a complete comprehension of this kind of proteins. We here present an approach that utilizes dynamic nuclear polarization-enhanced solid-state NMR spectroscopy of sparsely isotope-labeled proteins in frozen solution to take snapshots of the complete structural ensembles by exploiting the inhomogeneously broadened line-shapes. We investigated the intrinsically disordered protein α-synuclein (α-syn), which plays a key role in the etiology of Parkinson's disease, in three different physiologically relevant states. For the free monomer in frozen solution we could see that the so-called "random coil conformation" consists of α-helical and β-sheet-like conformations, and that secondary chemical shifts of neighboring amino acids tend to be correlated, indicative of frequent formation of secondary structure elements. Based on these results, we could estimate the number of disordered regions in fibrillar α-syn as well as in α-syn bound to membranes in different protein-to-lipid ratios. Our approach thus provides quantitative information on the propensity to sample transient secondary structures in different functional states. Molecular dynamics simulations rationalize the results.

20 February 2020 in Proceedings of the National Academy of Sciences
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LLLiam Longo
Liam Longo
DPDusan Petrovic
Dusan Petrovic
SKShina Caroline Lynn Kamerlin
Shina Caroline Lynn Kamerlin
DTDan S. Tawfik
Dan S. Tawfik
Significance: The first enzymes emerged ∼4 billion y ago and have subsequently become the most diverse and functionally important component of life. But what were the first enzymes doing and how did they look? We probed the properties of the first enzymes by analyzing phospho-ligand binding across all known protein evolutionary lineages. We find that phospho-ligand binding was the founding function of the most ancient enzymes. As opposed to younger evolutionary lineages, ancient enzymes preferentially use N termini of α-helices to bind phosphate moieties. The dominance of N-helix binding sites in the earliest enzymes reflects the ability of the α-helix to realize binding via short and simple sequences, including serines and threonines that interact via both the backbone and side chain.