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Mancini G, Fusè M, Lipparini F, Nottoli M, Scalmani G, Barone V. Molecular Dynamics Simulations Enforcing Nonperiodic Boundary Conditions: New Developments and Application to the Solvent Shifts of Nitroxide Magnetic Parameters. J Chem Theory Comput 2022; 18:2479-2493. [PMID: 35257572 PMCID: PMC9009096 DOI: 10.1021/acs.jctc.2c00046] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
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Multiscale methods
combining quantum mechanics and molecular mechanics
(QM/MM) have become the most suitable and effective strategies for
the investigation of the spectroscopic properties of medium-to-large
size chromophores in condensed phases. In this context, we are developing
a novel workflow aimed at improving the generality, reliability, and
ease of use of the available computational tools. In this paper, we
report our latest developments with specific reference to a general
protocol based on atomistic simulations, carried out under nonperiodic
boundary conditions (NPBC). In particular, we add to our in house
MD engine a new efficient treatment of mean field electrostatic contributions
to energy and forces, together with the capability of performing the
simulations either in the canonical (NVT) or in the
isothermal–isobaric (NPT) ensemble. Next,
we provide convincing evidence that the NBPC approach enhanced by
specific tweaks for rigid body propagation, allows for the simulation
of solute–solvent systems with a minimum number of degrees
of freedom and large integration time step. After its validation,
this new approach is applied to the challenging case of solvatochromic
effects on the electron paramagnetic resonance (EPR) spectrum of a
prototypical nitroxide radical. To this end, we propose and validate
also an automated protocol to extract and weight simulation snapshots,
making use of a continuous description of the strength of solute–solvent
hydrogen bridges. While further developments are being worked on,
the effectiveness of our approach, even in its present form, is demonstrated
by the accuracy of the results obtained through an unsupervised approach
characterized by a strongly reduced computational cost as compared
to that of conventional QM/MM models, without any appreciable deterioration
of accuracy.
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Affiliation(s)
- Giordano Mancini
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy.,Istituto Nazionale di Fisica Nucleare (INFN) sezione di Pisa, Largo Bruno Pontecorvo 3, 56127 Pisa, Italy
| | - Marco Fusè
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy
| | - Filippo Lipparini
- Dipartimento di Chimica e Chimica Industriale, Universitaá di Pisa, Via G. Moruzzi 13, 56124 Pisa, Italy
| | - Michele Nottoli
- Dipartimento di Chimica e Chimica Industriale, Universitaá di Pisa, Via G. Moruzzi 13, 56124 Pisa, Italy
| | - Giovanni Scalmani
- Gaussian, Inc., 340 Quinnipiac Street, Building 40, Wallingford, Connecticut 06492, United States
| | - Vincenzo Barone
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy.,Istituto Nazionale di Fisica Nucleare (INFN) sezione di Pisa, Largo Bruno Pontecorvo 3, 56127 Pisa, Italy
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Mitusińska K, Wojsa P, Bzówka M, Raczyńska A, Bagrowska W, Samol A, Kapica P, Góra A. Structure-function relationship between soluble epoxide hydrolases structure and their tunnel network. Comput Struct Biotechnol J 2021; 20:193-205. [PMID: 35024092 PMCID: PMC8715294 DOI: 10.1016/j.csbj.2021.10.042] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/21/2021] [Accepted: 10/23/2021] [Indexed: 12/04/2022] Open
Abstract
Enzymes with buried active sites maintain their catalytic function via a single tunnel or tunnel network. In this study we analyzed the functionality of soluble epoxide hydrolases (sEHs) tunnel network, by comparing the overall enzyme structure with the tunnel's shape and size. sEHs were divided into three groups based on their structure and the tunnel usage. The obtained results were compared with known substrate preferences of the studied enzymes, as well as reported in our other work evolutionary analyses data. The tunnel network architecture corresponded well with the evolutionary lineage of the source organism and large differences between enzymes were observed from long fragments insertions. This strategy can be used during protein re-engineering process for large changes introduction, whereas tunnel modification can be applied for fine-tuning of enzyme.
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Key Words
- CH65-EH, soluble epoxide hydrolase from an unknown source, sampled in hot springs in China
- Protein engineering
- Sibe-EH, soluble epoxide hydrolase from an unknown source, sampled in hot springs in Russia
- Soluble epoxide hydrolases
- StEH1, Solanum tuberosum soluble epoxide hydrolase
- Structure–function relationship
- TrEH, Trichoderma reesei soluble epoxide hydrolase
- Tunnel network
- VrEH2, Vigna radiata soluble epoxide hydrolase
- bmEH, Bacillus megaterium soluble epoxide hydrolase
- hsEH, Homo sapiens soluble epoxide hydrolase
- msEH, Mus musculus soluble epoxide hydrolase
- sEHs, soluble epoxide hydrolases
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Affiliation(s)
- Karolina Mitusińska
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Piotr Wojsa
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Maria Bzówka
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Agata Raczyńska
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Weronika Bagrowska
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Aleksandra Samol
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Patryk Kapica
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
| | - Artur Góra
- Tunneling Group, Biotechnology Centre, Silesian University of Technology, Gliwice, Poland
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Barone V, Puzzarini C, Mancini G. Integration of theory, simulation, artificial intelligence and virtual reality: a four-pillar approach for reconciling accuracy and interpretability in computational spectroscopy. Phys Chem Chem Phys 2021; 23:17079-17096. [PMID: 34346437 DOI: 10.1039/d1cp02507d] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
The established pillars of computational spectroscopy are theory and computer based simulations. Recently, artificial intelligence and virtual reality are becoming the third and fourth pillars of an integrated strategy for the investigation of complex phenomena. The main goal of the present contribution is the description of some new perspectives for computational spectroscopy, in the framework of a strategy in which computational methodologies at the state of the art, high-performance computing, artificial intelligence and virtual reality tools are integrated with the aim of improving research throughput and achieving goals otherwise not possible. Some of the key tools (e.g., continuous molecular perception model and virtual multifrequency spectrometer) and theoretical developments (e.g., non-periodic boundaries, joint variational-perturbative models) are shortly sketched and their application illustrated by means of representative case studies taken from recent work by the authors. Some of the results presented are already well beyond the state of the art in the field of computational spectroscopy, thereby also providing a proof of concept for other research fields.
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Affiliation(s)
- Vincenzo Barone
- Scuola Normale Superiore, Piazza dei Cavalieri 7, I-56126 Pisa, Italy.
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Mancini G, Fusè M, Lazzari F, Chandramouli B, Barone V. Unsupervised search of low-lying conformers with spectroscopic accuracy: A two-step algorithm rooted into the island model evolutionary algorithm. J Chem Phys 2020; 153:124110. [DOI: 10.1063/5.0018314] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Affiliation(s)
- Giordano Mancini
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56125 Pisa, Italy
| | - Marco Fusè
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56125 Pisa, Italy
| | - Federico Lazzari
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56125 Pisa, Italy
| | | | - Vincenzo Barone
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56125 Pisa, Italy
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Mancini G, Del Galdo S, Chandramouli B, Pagliai M, Barone V. Computational Spectroscopy in Solution by Integration of Variational and Perturbative Approaches on Top of Clusterized Molecular Dynamics. J Chem Theory Comput 2020; 16:5747-5761. [PMID: 32697580 PMCID: PMC8009517 DOI: 10.1021/acs.jctc.0c00454] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
![]()
Multiscale QM/MM approaches have
become the most suitable and effective
methods for the investigation of spectroscopic properties of medium-
or large-size chromophores in condensed phases. On these grounds,
we are developing a novel workflow aimed at improving the generality,
reliability, and ease of use of the available tools. In the present
paper, we report the latest developments of such an approach with
specific reference to a general workplan starting with the addition
of acetonitrile to the panel of solvents already available in the
General Liquid Optimized Boundary (GLOB) model enforcing nonperiodic
boundary conditions (NPBC). Next, the solvatochromic shifts induced
by acetonitrile on both rigid (uracil and thymine) and flexible (thyrosine)
chromophores have been studied introducing in our software a number
of new features ranging from rigid-geometry NPBC molecular dynamics
based on the quaternion formalism to a full integration of variational
(ONIOM) and perturbative (perturbed matrix method (PMM)) approaches
for describing different solute–solvent topologies and local
fluctuations, respectively. Finally, thymine and uracil have been
studied also in methanol to point out the generality of the computational
strategy. While further developments are surely needed, the strengths
of our integrated approach even in its present version are demonstrated
by the accuracy of the results obtained by an unsupervised approach
and coupled to a computational cost strongly reduced with respect
to that of conventional QM/MM models without any appreciable accuracy
deterioration.
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Affiliation(s)
- Giordano Mancini
- Scuola Normale Superiore di Pisa, Piazza dei Cavalieri 7, I-56126 Pisa, Italy.,Istituto Nazionale di Fisica Nucleare (INFN) sezione di Pisa, Largo Bruno Pontecorvo 3, 56127 Pisa, Italy
| | - Sara Del Galdo
- Scuola Normale Superiore di Pisa, Piazza dei Cavalieri 7, I-56126 Pisa, Italy
| | | | - Marco Pagliai
- Dipartimento di Chimica "Ugo Schiff", Università degli Studi di Firenze, Via della Lastruccia 3, 50019 Sesto Fiorentino, Italy
| | - Vincenzo Barone
- Scuola Normale Superiore di Pisa, Piazza dei Cavalieri 7, I-56126 Pisa, Italy.,Istituto Nazionale di Fisica Nucleare (INFN) sezione di Pisa, Largo Bruno Pontecorvo 3, 56127 Pisa, Italy
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Licari D, Fusè M, Salvadori A, Tasinato N, Mendolicchio M, Mancini G, Barone V. Towards the SMART workflow system for computational spectroscopy. Phys Chem Chem Phys 2018; 20:26034-26052. [DOI: 10.1039/c8cp03417f] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Is it possible to convert highly specialized research in the field of computational spectroscopy into robust and user-friendly aids to experiments and industrial applications?
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Affiliation(s)
- Daniele Licari
- Scuola Normale Superiore
- 56126 Pisa
- Italy
- Istituto Italiano di Tecnologia
- 16163 Genova
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Chandramouli B, Chillemi G. Conformational Dynamics of Lysine Methyltransferase Smyd2. Insights into the Different Substrate Crevice Characteristics of Smyd2 and Smyd3. J Chem Inf Model 2016; 56:2467-2475. [PMID: 27959541 DOI: 10.1021/acs.jcim.6b00652] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Smyd2, the SET and MYND domain containing protein lysine methyltransferase, targets histone and nonhistone substrates. Methylation of nonhistone substrates has direct implications in cancer development and progression. Dynamic regulation of Smyd2 activity and the structural basis of broad substrate specificity still remain elusive. Herein, we report on extensive molecular dynamics simulations on a full length Smyd2 in the presence and absence of AdoMet cofactor (covering together 1.3 μs of sampling), and the accompanying conformational transitions. Additionally, dynamics of the C-terminal domain (CTD) and structural features of substrate crevices of Smyd2 and Smyd3 are compared. The CTD of Smyd2 exhibits conformational flexibility in both states. In the holo form, however, it undergoes larger hinge motions resulting in more opened configurations than the apo form, which is confined around the partially open starting X-ray configuration. AdoMet binding triggers increased elasticity of the CTD leading Smyd2 to adopt fully opened configurations, which completely exposes the substrate binding crevice. These long-range concerted motions highlight Smyd2's ability to target substrates of varying sizes. Substrate crevices of Smyd2 and Smyd3 show distinct features in terms of spatial, hydration, and electrostatic properties that emphasize their characteristic modes of substrates interaction and entry pathways for inhibitor binding. On the whole, our study shows how the elasticity and hinge motion of the CTD regulate its functional role and underpin the basis of broad substrate specificity of Smyd2. We also highlight the specific structural principles that guide substrate and inhibitor binding to Smyd2 and Smyd3.
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Affiliation(s)
| | - Giovanni Chillemi
- SCAI-SuperComputing Applications and Innovation Department, CINECA ,Via dei Tizii 6, 00185 Rome, Italy
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Taghizadeh M, Goliaei B, Madadkar-Sobhani A. Variability of the Cyclin-Dependent Kinase 2 Flexibility Without Significant Change in the Initial Conformation of the Protein or Its Environment; a Computational Study. IRANIAN JOURNAL OF BIOTECHNOLOGY 2016; 14:1-12. [PMID: 28959320 DOI: 10.15171/ijb.1419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
BACKGROUND Protein flexibility, which has been referred as a dynamic behavior has various roles in proteins' functions. Furthermore, for some developed tools in bioinformatics, such as protein-protein docking software, considering the protein flexibility, causes a higher degree of accuracy. Through undertaking the present work, we have accomplished the quantification plus analysis of the variations in the human Cyclin Dependent Kinase 2 (hCDK2) protein flexibility without affecting a significant change in its initial environment or the protein per se. OBJECTIVES The main goal of the present research was to calculate variations in the flexibility for each residue of the hCDK2, analysis of their flexibility variations through clustering, and to investigate the functional aspects of the residues with high flexibility variations. MATERIALS AND METHODS Using Gromacs package (version 4.5.4), three independent molecular dynamics (MD) simulations of the hCDK2 protein (PDB ID: 1HCL) was accomplished with no significant changes in their initial environments, structures, or conformations, followed by Root Mean Square Fluctuations (RMSF) calculation of these MD trajectories. The amount of variations in these three curves of RMSF was calculated using two formulas. RESULTS More than 50% of the variation in the flexibility (the distance between the maximum and the minimum amount of the RMSF) was found at the region of Val-154. As well, there are other major flexibility fluctuations in other residues. These residues were mostly positioned in the vicinity of the functional residues. The subsequent works were done, as followed by clustering all hCDK2 residues into four groups considering the amount of their variability with respect to flexibility and their position in the RMSF curves. CONCLUSIONS This work has introduced a new class of flexibility aspect of the proteins' residues. It could also help designing and engineering proteins, with introducing a new dynamic aspect of hCDK2, and accordingly, for the other similar globular proteins. In addition, it could provide a better computational calculation of the protein flexibility, which is, especially important in the comparative studies of the proteins' flexibility.
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Affiliation(s)
- Mohammad Taghizadeh
- Laboratory of Biophysics and Molecular Biology, Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran
| | - Bahram Goliaei
- Laboratory of Biophysics and Molecular Biology, Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran
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