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Christoforou E, Leontiadou H, Noé F, Samios J, Emiris IZ, Cournia Z. Investigating the Bioactive Conformation of Angiotensin II Using Markov State Modeling Revisited with Web-Scale Clustering. J Chem Theory Comput 2022; 18:5636-5648. [PMID: 35944098 DOI: 10.1021/acs.jctc.1c00881] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Molecular dynamics simulation is a powerful technique for studying the structure and dynamics of biomolecules in atomic-level detail by sampling their various conformations in real time. Because of the long timescales that need to be sampled to study biomolecular processes and the big and complex nature of the corresponding data, relevant analyses of important biophysical phenomena are challenging. Clustering and Markov state models (MSMs) are efficient computational techniques that can be used to extract dominant conformational states and to connect those with kinetic information. In this work, we perform Molecular Dynamics simulations to investigate the free energy landscape of Angiotensin II (AngII) in order to unravel its bioactive conformations using different clustering techniques and Markov state modeling. AngII is an octapeptide hormone, which binds to the AT1 transmembrane receptor, and plays a vital role in the regulation of blood pressure, conservation of total blood volume, and salt homeostasis. To mimic the water-membrane interface as AngII approaches the AT1 receptor and to compare our findings with available experimental results, the simulations were performed in water as well as in water-ethanol mixtures. Our results show that in the water-ethanol environment, AngII adopts more compact U-shaped (folded) conformations than in water, which resembles its structure when bound to the AT1 receptor. For clustering of the conformations, we validate the efficiency of an inverted-quantized k-means algorithm, as a fast approximate clustering technique for web-scale data (millions of points into thousands or millions of clusters) compared to k-means, on data from trajectories of molecular dynamics simulations with reasonable trade-offs between time and accuracy. Finally, we extract MSMs using various clustering techniques for the generation of microstates and macrostates and for the selection of the macrostate representatives.
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Affiliation(s)
- Emmanouil Christoforou
- ITMB, Department of Informatics & Telecommunications, National and Kapodistrian University of Athens, Athens 15772, Greece.,Biomedical Research Foundation, Academy of Athens, 4 Soranou Ephessiou, Athens 11527, Greece
| | - Hari Leontiadou
- Biomedical Research Foundation, Academy of Athens, 4 Soranou Ephessiou, Athens 11527, Greece
| | - Frank Noé
- Fachbereich Mathematik und Informatik, Freie Universität Berlin, Arnimallee 6, Berlin 14195, Germany
| | - Jannis Samios
- Department of Chemistry, Laboratory of Physical Chemistry, National & Kapodistrian University of Athens, Athens 15772, Greece
| | - Ioannis Z Emiris
- ITMB, Department of Informatics & Telecommunications, National and Kapodistrian University of Athens, Athens 15772, Greece.,Athena Research Center, Marousi 15125, Greece
| | - Zoe Cournia
- ITMB, Department of Informatics & Telecommunications, National and Kapodistrian University of Athens, Athens 15772, Greece.,Biomedical Research Foundation, Academy of Athens, 4 Soranou Ephessiou, Athens 11527, Greece
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Zhang F, Hong J, Xu W, Qu F. Straight nano-electrospray ionization and its coupling of mobility capillary electrophoresis to mass spectrometry. Talanta 2019; 206:120183. [PMID: 31514879 DOI: 10.1016/j.talanta.2019.120183] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2019] [Revised: 07/24/2019] [Accepted: 07/26/2019] [Indexed: 12/18/2022]
Abstract
Mobility capillary electrophoresis (MCE) was developed previously in our group, which has the capabilities of ion separation and biomolecule hydrodynamic radius analysis. The coupling of MCE with mass spectrometry (MS) would greatly improve complex sample identification capability as well as system detection sensitivity. In the present study, a simple and robust ionization source, named as straight nano-electrospray ionization (nanoESI) source was developed, which was applied to couple MCE with MS. A stainless-steel needle attached directly at the end of an MCE capillary was used as the nanoESI emitter, and the connection between this emitter to the liquid flow in the MCE separation channel was established through a liquid bridge. After optimization, this straight nanoESI source enhanced the ion signal intensity by ~10 times when compared with a commercial nanoESI source. The MCE-straight nanoESI-MS system was also characterized in terms of mixture separation and peptide hydrodynamic radius measurements. Compared to our previous work when a UV detector was used in a commercial Lumex CE system (model Capel 105 M, St. Petersburg, Russia), peptides with much lower concentrations could be analyzed (from ~1 mg/mL to ~20 μg/mL) in terms of radius measurement.
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Affiliation(s)
- Fei Zhang
- School of Life Science, Beijing Institute of Technology, Beijing, 100081, China
| | - Jie Hong
- School of Life Science, Beijing Institute of Technology, Beijing, 100081, China
| | - Wei Xu
- School of Life Science, Beijing Institute of Technology, Beijing, 100081, China.
| | - Feng Qu
- School of Life Science, Beijing Institute of Technology, Beijing, 100081, China.
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Nesmelova IV, Melnikova DL, Ranjan V, Skirda VD. Translational diffusion of unfolded and intrinsically disordered proteins. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2019; 166:85-108. [PMID: 31521238 DOI: 10.1016/bs.pmbts.2019.05.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Translational (or self-diffusion) coefficient in dilute solution is inversely proportional to the size of a diffusing molecule, and hence self-diffusion coefficient measurements have been applied to determine the effective hydrodynamic radii for a range of native and nonnative protein conformations. In particular, translational diffusion coefficient measurements are useful to estimate the hydrodynamic radius of natively (or intrinsically) disordered proteins in solution, and, thereby, probe the compactness of a protein as well as its change when environmental parameters such as temperature, solution pH, or protein concentration are varied. The situation becomes more complicated in concentrated solutions. In this review, we discuss the translational diffusion of disordered proteins in dilute and crowded solutions, focusing primarily on the information provided by pulsed-field gradient NMR technique, and draw analogies to well-structured globular proteins and synthetic polymers.
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Affiliation(s)
- Irina V Nesmelova
- Department of Physics and Optical Sciences, University of North Carolina, Charlotte, NC, United States; Center for Biomedical Engineering and Science, University of North Carolina, Charlotte, NC, United States.
| | | | - Venkatesh Ranjan
- Department of Chemistry, University of North Carolina, Charlotte, NC, United States
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Gerig JT. Examination of Trifluoroethanol Interactions with Trp-Cage through MD Simulations and Intermolecular Nuclear Overhauser Effects. J Phys Chem B 2016; 120:11256-11265. [DOI: 10.1021/acs.jpcb.6b08430] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- J. T. Gerig
- Department of Chemistry and
Biochemistry, University of California at Santa Barbara, Santa Barbara, California 93106, United States
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5
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Gerig JT. Further Efforts Toward a Molecular Dynamics Force Field for Simulations of Peptides in 40% Trifluoroethanol–Water. J Phys Chem B 2015; 119:5163-75. [DOI: 10.1021/acs.jpcb.5b01270] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- John T. Gerig
- Department of Chemistry and
Biochemistry, University of California, Santa Barbara, Santa Barbara, California 93105 United States
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6
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Sekhar A, Latham MP, Vallurupalli P, Kay LE. Viscosity-Dependent Kinetics of Protein Conformational Exchange: Microviscosity Effects and the Need for a Small Viscogen. J Phys Chem B 2014; 118:4546-51. [DOI: 10.1021/jp501583t] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Ashok Sekhar
- Departments
of Molecular Genetics, Biochemistry and Chemistry, The University of Toronto, Toronto, Ontario Canada, M5S 1A8
| | - Michael P. Latham
- Departments
of Molecular Genetics, Biochemistry and Chemistry, The University of Toronto, Toronto, Ontario Canada, M5S 1A8
| | - Pramodh Vallurupalli
- Departments
of Molecular Genetics, Biochemistry and Chemistry, The University of Toronto, Toronto, Ontario Canada, M5S 1A8
| | - Lewis E. Kay
- Departments
of Molecular Genetics, Biochemistry and Chemistry, The University of Toronto, Toronto, Ontario Canada, M5S 1A8
- Program
in Molecular Structure and Function, Hospital for Sick Children, 555
University Avenue, Toronto, Ontario Canada M5G 1X8
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Gerig JT. Toward a Molecular Dynamics Force Field for Simulations of 40% Trifluoroethanol–Water. J Phys Chem B 2014; 118:1471-80. [DOI: 10.1021/jp408879g] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- J. T. Gerig
- Department of Chemistry and
Biochemistry, University of California, Santa Barbara, Santa Barbara, California 93106, United States
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Gerig JT. Cross relaxation in liquid methanol. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2011; 210:171-176. [PMID: 21450499 DOI: 10.1016/j.jmr.2011.03.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2010] [Revised: 02/28/2011] [Accepted: 03/01/2011] [Indexed: 05/30/2023]
Abstract
The cross relaxation rate for intermolecular dipole-dipole interactions between methyl protons in liquid methanol at 0 °C was measured and compared to the rate predicted from MD simulations of the experimental system. The experimental and calculated values agree well, even though the translational diffusion coefficient and bulk viscosity of the sample are not well-predicted by the simulations.
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Affiliation(s)
- J T Gerig
- Department of Chemistry & Biochemistry, University of California, Santa Barbara, CA 93106, USA.
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Neuman RC, Gerig JT. Interactions of Nonprotic Organic Solvents with [Val5]angiotensin in Water. J Phys Chem B 2011; 115:1712-9. [DOI: 10.1021/jp1107125] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Robert C. Neuman
- Department of Chemistry and Biochemistry, University of California Santa Barbara, Santa Barbara, California 93106, United States
| | - John T. Gerig
- Department of Chemistry and Biochemistry, University of California Santa Barbara, Santa Barbara, California 93106, United States
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Chagolla DP, Gerig JT. Conformations of Betanova in aqueous trifluoroethanol. Biopolymers 2010; 93:893-903. [DOI: 10.1002/bip.21498] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Neuman RC, Gerig JT. Interaction of Alcohols with [Val5]angiotensin in Alcohol−Water Mixtures. J Phys Chem B 2010; 114:6722-31. [DOI: 10.1021/jp101305u] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- R. C. Neuman
- Department of Chemistry & Biochemistry, University of California, Santa Barbara, California 93106
| | - J. T. Gerig
- Department of Chemistry & Biochemistry, University of California, Santa Barbara, California 93106
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Saielli G, Bagno A. Preferential solvation of glucose and talose in water-acetonitrile mixtures: a molecular dynamics simulation study. Phys Chem Chem Phys 2010; 12:2981-8. [PMID: 20449390 DOI: 10.1039/b922550a] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We have investigated the preferential solvation of four carbohydrates, namely alpha- and beta-glucose and alpha- and beta-talose, in mixtures of water and acetonitrile. The structure of the solvation shell, obtained by means of molecular dynamics simulation, has been analyzed using radial and spatial distribution functions. In agreement with available experimental data, water is found to preferentially solvate the sugars. The micro-heterogeneity of the mixture, with clusters of hydrogen-bonded water molecules and clusters of dipole-dipole interacting acetonitrile molecules, favours the solvation of the carbohydrates by the water clusters. This, in turn, causes a stronger intermolecular NOE of the alkyl sugar protons with water than with acetonitrile.
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Affiliation(s)
- Giacomo Saielli
- Istituto per la Tecnologia delle Membrane del CNR, Sezione di Padova, Via Marzolo, 1 35131, Padova, Italy.
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Neuman RC, Gerig JT. Interactions of 2,2,2-trifluoroethanol with melittin. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2009; 47:925-931. [PMID: 19634131 DOI: 10.1002/mrc.2489] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Melittin dissolved in 42% trifluoroethanol-water at pH 2 has been shown to be alpha-helical between residues 6 and 12 and between residues 13 and 25, with the two helical regions separated by a bend at the Leu13 residue. The inter-helix angle was found to be 154 +/- 3 degrees at 0 degrees C and 135 +/- 3 degrees at 25 degrees C. The dominant conformation of the peptide is thus similar to those observed by previous workers for the peptide in a variety of media. At 25 degrees C, intermolecular nuclear Overhauser effects arising from nuclear spin dipole-dipole interactions between melittin hydrogens and fluorines of the solvent are essentially those expected for a system that is homogeneous as regards concentration and translational diffusion of the peptide and fluoroalcohol components. However, at 0 degrees C, peptide-trifluoroethanol cross-relaxation terms are negative, a result consistent with the conclusion that fluoroalcohol molecules associate with the peptide for times (approximately 1 ns) that are long compared to the time of a typical peptide-fluoroalcohol diffusive encounter (approximately 0.2 ns). Such interactions may be responsible for the reduction of the translational diffusion coefficient of trifluoroethanol produced by dissolved peptides.
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Affiliation(s)
- Robert C Neuman
- Department of Chemistry & Biochemistry, University of California, Santa Barbara, CA 93106, USA
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Vieira RFF, Casallanovo F, Marín N, Paiva ACM, Schreier S, Nakaie CR. Conformational properties of angiotensin II and its active and inactive TOAC-labeled analogs in the presence of micelles. Electron paramagnetic resonance, fluorescence, and circular dichroism studies. Biopolymers 2009; 92:525-37. [DOI: 10.1002/bip.21295] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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15
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Neuman RC, Gerig JT. Solvent interactions with the Trp-cage peptide in 35% ethanol-water. Biopolymers 2008; 89:862-72. [DOI: 10.1002/bip.21028] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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16
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Gerig JT. Solvent Interactions with [Val5]angiotensin II in Ethanol−Water. J Phys Chem B 2008; 112:7967-76. [DOI: 10.1021/jp801489q] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- John T. Gerig
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, California 93106
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Dutot L, Gaucher A, Elkassimi K, Drapeau J, Wakselman M, Mazaleyrat JP, Peggion C, Formaggio F, Toniolo C. Synthesis and Characterisation of Helical β-Peptide Architectures that Contain (S)-β3-HDOPA(Crown Ether) Derivatives. Chemistry 2008; 14:3154-63. [DOI: 10.1002/chem.200701360] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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18
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Crisma M, Saviano M, Moretto A, Broxterman QB, Kaptein B, Toniolo C. Peptide alpha/3(10)-helix dimorphism in the crystal state. J Am Chem Soc 2007; 129:15471-3. [PMID: 18027948 DOI: 10.1021/ja076656a] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Marco Crisma
- Institute of Biomolecular Chemistry, Padova Unit, CNR, Department of Chemistry, University of Padova, 35131 Padova, Italy.
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