1
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Donkor ED, Laio A, Hassanali A. Do Machine-Learning Atomic Descriptors and Order Parameters Tell the Same Story? The Case of Liquid Water. J Chem Theory Comput 2023. [PMID: 36920997 DOI: 10.1021/acs.jctc.2c01205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2023]
Abstract
Machine-learning (ML) has become a key workhorse in molecular simulations. Building an ML model in this context involves encoding the information on chemical environments using local atomic descriptors. In this work, we focus on the Smooth Overlap of Atomic Positions (SOAP) and their application in studying the properties of liquid water both in the bulk and at the hydrophobic air-water interface. By using a statistical test aimed at assessing the relative information content of different distance measures defined on the same data space, we investigate if these descriptors provide the same information as some of the common order parameters that are used to characterize local water structure such as hydrogen bonding, density, or tetrahedrality to name a few. Our analysis suggests that the ML description and the standard order parameters of the local water structure are not equivalent. In particular, a combination of these order parameters probing local water environments can predict SOAP similarity only approximately, and vice versa, the environments that are similar according to SOAP are not necessarily similar according to the standard order parameters. We also elucidate the role of some of the metaparameters in the SOAP definition in encoding chemical information.
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Affiliation(s)
- Edward Danquah Donkor
- The Abdus Salam International Center for Theoretical Physics (ICTP), Strada Costiera 11, 34151 Trieste, Italy.,Scuola Internazionale Superiore di Studi Avanzati (SISSA), via Bonomea 265, 34136 Trieste, Italy
| | - Alessandro Laio
- Scuola Internazionale Superiore di Studi Avanzati (SISSA), via Bonomea 265, 34136 Trieste, Italy
| | - Ali Hassanali
- The Abdus Salam International Center for Theoretical Physics (ICTP), Strada Costiera 11, 34151 Trieste, Italy
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2
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Tai T, Sha F, Wang X, Wang X, Ma K, Kirlikovali KO, Su S, Islamoglu T, Kato S, Farha OK. Leveraging Isothermal Titration Calorimetry to Explore Structure–Property Relationships of Protein Immobilization in Metal–Organic Frameworks. Angew Chem Int Ed Engl 2022; 61:e202209110. [DOI: 10.1002/anie.202209110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Indexed: 11/09/2022]
Affiliation(s)
- Tzu‐Yi Tai
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Fanrui Sha
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Xiaoliang Wang
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Xingjie Wang
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Kaikai Ma
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Kent O. Kirlikovali
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Shengyi Su
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Timur Islamoglu
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Satoshi Kato
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
| | - Omar K. Farha
- Department of Chemistry and International Institute for Nanotechnology Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
- Department of Chemical and Biological Engineering Northwestern University 2145 Sheridan Road Evanston IL 60208 USA
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3
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Tai TY, Sha F, Wang X, Wang X, Ma K, Kirlikovali KO, Su S, Islamoglu T, Kato S, Farha OK. Leveraging Isothermal Titration Calorimetry to Explore Structure‐Property Relationships of Protein Immobilization in Metal‐Organic Frameworks. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202209110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Tzu-Yi Tai
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Fanrui Sha
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Xiaoliang Wang
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Xingjie Wang
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Kaikai Ma
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Kent O. Kirlikovali
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Shengyi Su
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Timur Islamoglu
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Satoshi Kato
- Northwestern University Department of Chemistry Department of Chemistry UNITED STATES
| | - Omar K Farha
- Northwestern University Chemistry 2145 sheridan rd 60208 Evanston UNITED STATES
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4
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Namazi N. A Modified Polymeric Nano-formulation to Control Binding and Release of Insulin. J Pharm Sci 2022; 111:2481-2489. [DOI: 10.1016/j.xphs.2022.03.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 03/22/2022] [Accepted: 03/22/2022] [Indexed: 10/18/2022]
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5
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Sen S, Ali R, Onkar A, Ganesh S, Verma S. Strategies for interference of insulin fibrillogenesis: challenges and advances. Chembiochem 2022; 23:e202100678. [PMID: 35025120 DOI: 10.1002/cbic.202100678] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 01/11/2022] [Indexed: 11/10/2022]
Abstract
The discovery of insulin came up with very high hopes for diabetic patients. In the year 2021, the world celebrated the 100 th anniversary of the discovery of this vital hormone. However, external use of insulin is highly affected by its aggregating tendency that occurs during its manufacturing, transportation, and improper handling which ultimately leads its pharmaceutically and biologically ineffective form. In this review, we aim to discuss the various approaches used for decelerating insulin aggregation which results in the enhancement of its overall structural stability and usage. The approaches that are discussed are broadly classified as either a measure through excipient additions or by intrinsic modifications in the insulin native structure.
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Affiliation(s)
- Shantanu Sen
- Indian Institute of Technology Kanpur, Chemistry, INDIA
| | - Rafat Ali
- Indian Institute of Technology Kanpur, Chemistry, Room No 131 Lab No2, CESE department IIT Kanpur, 208016, Kanpur, INDIA
| | - Akanksha Onkar
- Indian Institute of Technology Kanpur, Biological Sciences and Bioengineering, INDIA
| | - Subramaniam Ganesh
- Indian Institute of Technology Kanpur, Biological Sciences and Bioengineering, INDIA
| | - Sandeep Verma
- Indian Institute of Technology-Kanpur, Department of Chemistry, IIT-Kanpur, 208016, Kanpur, INDIA
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6
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Schmüser L, Trefz M, Roeters SJ, Beckner W, Pfaendtner J, Otzen D, Woutersen S, Bonn M, Schneider D, Weidner T. Membrane Structure of Aquaporin Observed with Combined Experimental and Theoretical Sum Frequency Generation Spectroscopy. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2021; 37:13452-13459. [PMID: 34729987 DOI: 10.1021/acs.langmuir.1c02206] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
High-resolution structural information on membrane proteins is essential for understanding cell biology and for the structure-based design of new medical drugs and drug delivery strategies. X-ray diffraction (XRD) can provide angstrom-level information about the structure of membrane proteins, yet for XRD experiments, proteins are removed from their native membrane environment, chemically stabilized, and crystallized, all of which can compromise the conformation. Here, we describe how a combination of surface-sensitive vibrational spectroscopy and molecular dynamics simulations can account for the native membrane environment. We observe the structure of a glycerol facilitator channel (GlpF), an aquaporin membrane channel finely tuned to selectively transport water and glycerol molecules across the membrane barrier. We find subtle but significant differences between the XRD structure and the inferred in situ structure of GlpF.
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Affiliation(s)
- L Schmüser
- Department of Molecular Spectroscopy, Max Planck Institute for Polymer Research, Ackermannweg 10, Mainz 55128, Germany
- Department of Chemistry, Aarhus University, Langelandsgade 140, 8000 Aarhus C, Denmark
| | - M Trefz
- Department of Chemistry-Biochemistry, University of Mainz, Johann-Joachim-Becher-Weg 30, 55128 Mainz, Germany
| | - S J Roeters
- Department of Chemistry, Aarhus University, Langelandsgade 140, 8000 Aarhus C, Denmark
- Van't Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - W Beckner
- Department of Chemical Engineering, University of Washington, 105 Benson Hall, Seattle, Washington 98195-1750, United States
| | - J Pfaendtner
- Department of Chemical Engineering, University of Washington, 105 Benson Hall, Seattle, Washington 98195-1750, United States
| | - D Otzen
- iNANO, Aarhus University, Gustav Wieds Vej 14, 8000 Aarhus C, Denmark
| | - S Woutersen
- Van't Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - M Bonn
- Department of Molecular Spectroscopy, Max Planck Institute for Polymer Research, Ackermannweg 10, Mainz 55128, Germany
| | - D Schneider
- Department of Chemistry-Biochemistry, University of Mainz, Johann-Joachim-Becher-Weg 30, 55128 Mainz, Germany
| | - T Weidner
- Department of Chemistry, Aarhus University, Langelandsgade 140, 8000 Aarhus C, Denmark
- Department of Chemical Engineering, University of Washington, 105 Benson Hall, Seattle, Washington 98195-1750, United States
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7
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Hosseinpour S, Roeters SJ, Bonn M, Peukert W, Woutersen S, Weidner T. Structure and Dynamics of Interfacial Peptides and Proteins from Vibrational Sum-Frequency Generation Spectroscopy. Chem Rev 2020; 120:3420-3465. [DOI: 10.1021/acs.chemrev.9b00410] [Citation(s) in RCA: 75] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Saman Hosseinpour
- Institute of Particle Technology (LFG), Friedrich-Alexander-University Erlangen-Nürnberg (FAU), 91058 Erlangen, Germany
| | | | - Mischa Bonn
- Molecular Spectroscopy Department, Max Planck Institute for Polymer Research, 55128 Mainz, Germany
| | - Wolfgang Peukert
- Institute of Particle Technology (LFG), Friedrich-Alexander-University Erlangen-Nürnberg (FAU), 91058 Erlangen, Germany
| | - Sander Woutersen
- Van’t Hoff Institute for Molecular Sciences, University of Amsterdam, 1098 EP Amsterdam, The Netherlands
| | - Tobias Weidner
- Department of Chemistry, Aarhus University, 8000 Aarhus C, Denmark
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8
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Cheung DL. The air-water interface stabilizes α-helical conformations of the insulin B-chain. J Chem Phys 2019. [DOI: 10.1063/1.5100253] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Affiliation(s)
- David L. Cheung
- School of Chemistry, National University of Ireland Galway, Galway, Ireland
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9
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Lutz H, Jaeger V, Weidner T, de Groot BL. Interpretation of Interfacial Protein Spectra with Enhanced Molecular Simulation Ensembles. J Chem Theory Comput 2018; 15:698-707. [DOI: 10.1021/acs.jctc.8b00840] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- Helmut Lutz
- Department of Molecular Spectroscopy, Max Planck Institute for Polymer Research, Mainz 55128, Germany
| | - Vance Jaeger
- Department of Theoretical and Computational Biophysics, Max Planck Institute for Biophysical Chemistry, Göttingen 37077, Germany
| | - Tobias Weidner
- Department of Molecular Spectroscopy, Max Planck Institute for Polymer Research, Mainz 55128, Germany
| | - Bert L. de Groot
- Department of Theoretical and Computational Biophysics, Max Planck Institute for Biophysical Chemistry, Göttingen 37077, Germany
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10
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Dogan S, Paulus M, Forov Y, Weis C, Kampmann M, Cewe C, Kiesel I, Degen P, Salmen P, Rehage H, Tolan M. Human Apolipoprotein A1 at Solid/Liquid and Liquid/Gas Interfaces. J Phys Chem B 2018; 122:3953-3960. [PMID: 29488751 DOI: 10.1021/acs.jpcb.7b12481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
An X-ray reflectivity study on the adsorption behavior of human apolipoprotein A1 (apoA1) at hydrophilic and hydrophobic interfaces is presented. It is shown that the protein interacts via electrostatic and hydrophobic interactions with the interfaces, resulting in the absorption of the protein. pH dependent measurements at the solid/liquid interface between silicon dioxide and aqueous protein solution show that in a small pH range between pH 4 and 6, adsorption is increased due to electrostatic attraction. Here, the native shape of the protein seems to be conserved. In contrast, the adsorption at the liquid/gas interface is mainly driven by hydrophobic effects, presumably by extending the hydrophobic regions of the amphipathic helices, and results in a conformational change of the protein during adsorption. However, the addition of differently charged membrane-forming lipids at the liquid/gas interface illustrates the ability of apoA1 to include lipids, resulting in a depletion of the lipids from the interface.
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11
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Zapadka KL, Becher FJ, Gomes Dos Santos AL, Jackson SE. Factors affecting the physical stability (aggregation) of peptide therapeutics. Interface Focus 2017; 7:20170030. [PMID: 29147559 DOI: 10.1098/rsfs.2017.0030] [Citation(s) in RCA: 175] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
The number of biological therapeutic agents in the clinic and development pipeline has increased dramatically over the last decade and the number will undoubtedly continue to increase in the coming years. Despite this fact, there are considerable challenges in the development, production and formulation of such biologics particularly with respect to their physical stabilities. There are many cases where self-association to form either amorphous aggregates or highly structured fibrillar species limits their use. Here, we review the numerous factors that influence the physical stability of peptides including both intrinsic and external factors, wherever possible illustrating these with examples that are of therapeutic interest. The effects of sequence, concentration, pH, net charge, excipients, chemical degradation and modification, surfaces and interfaces, and impurities are all discussed. In addition, the effects of physical parameters such as pressure, temperature, agitation and lyophilization are described. We provide an overview of the structures of aggregates formed, as well as our current knowledge of the mechanisms for their formation.
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Affiliation(s)
| | - Frederik J Becher
- Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, UK
| | | | - Sophie E Jackson
- Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, UK
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12
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Liu TH, Yuyama KI, Hiramatsu T, Yamamoto N, Chatani E, Miyasaka H, Sugiyama T, Masuhara H. Femtosecond-Laser-Enhanced Amyloid Fibril Formation of Insulin. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2017; 33:8311-8318. [PMID: 28742366 DOI: 10.1021/acs.langmuir.7b01822] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Femtosecond (fs)-laser-induced crystallization as a novel crystallization technique was proposed for the first time by our group, where the crystallization time can be significantly shortened under fs laser irradiation. Similarly, we have further extended our investigation to amyloid fibril formation, also known as a nucleation-dependence process. Here we demonstrate that the necessary time for amyloid fibril formation can be significantly shortened by fs laser irradiation, leading to favorable enhancement. The enhancement was confirmed by both spectral measurements and direct observations of amyloid fibrils. The thioflavin T fluorescence intensity of laser-irradiated solution increased earlier than that of the control solution, and such a difference was simultaneously revealed by ellipticity changes. At the same time before intensity saturation in fluorescence, the number of amyloid fibrils obtained under laser irradiation was generally more than that in the control solution. Besides, such an enhancement is correlated to the laser power threshold of cavitation bubbling. Possible mechanisms are proposed by referring to fs-laser-induced crystallization and ultrasonication-induced amyloid fibril formation.
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Affiliation(s)
- Tsung-Han Liu
- Department of Applied Chemistry, National Chiao Tung University , Hsinchu 30010, Taiwan
| | - Ken-Ichi Yuyama
- Department of Applied Chemistry, National Chiao Tung University , Hsinchu 30010, Taiwan
| | - Takato Hiramatsu
- Department of Chemistry, Graduate School of Science, Kobe University , Kobe, Hyogo 657-8501, Japan
| | - Naoki Yamamoto
- Department of Chemistry, Graduate School of Science, Kobe University , Kobe, Hyogo 657-8501, Japan
| | - Eri Chatani
- Department of Chemistry, Graduate School of Science, Kobe University , Kobe, Hyogo 657-8501, Japan
| | - Hiroshi Miyasaka
- Division of Frontier Materials Science and Center for Promotion of Advanced Interdisciplinary Research, Graduate School of Engineering Science, Osaka University , Toyonaka, Osaka 560-8531, Japan
| | - Teruki Sugiyama
- Department of Applied Chemistry, National Chiao Tung University , Hsinchu 30010, Taiwan
- Graduate School of Materials Science, Nara Institute of Science and Technology , Ikoma, Nara 630-0192, Japan
| | - Hiroshi Masuhara
- Department of Applied Chemistry, National Chiao Tung University , Hsinchu 30010, Taiwan
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13
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Devineau S, Inoue KI, Kusaka R, Urashima SH, Nihonyanagi S, Baigl D, Tsuneshige A, Tahara T. Change of the isoelectric point of hemoglobin at the air/water interface probed by the orientational flip-flop of water molecules. Phys Chem Chem Phys 2017; 19:10292-10300. [DOI: 10.1039/c6cp08854f] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Nonlinear vibrational spectroscopy reveals that the isoelectric point of proteins can largely change when the proteins are adsorbed at the air/water interface.
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Affiliation(s)
- Stéphanie Devineau
- Molecular Spectroscopy Laboratory
- RIKEN
- Saitama 351-0198
- Japan
- Ecole Normale Supérieure
| | - Ken-ichi Inoue
- Molecular Spectroscopy Laboratory
- RIKEN
- Saitama 351-0198
- Japan
| | - Ryoji Kusaka
- Molecular Spectroscopy Laboratory
- RIKEN
- Saitama 351-0198
- Japan
| | | | - Satoshi Nihonyanagi
- Molecular Spectroscopy Laboratory
- RIKEN
- Saitama 351-0198
- Japan
- Ultrafast Spectroscopy Research Team
| | - Damien Baigl
- Ecole Normale Supérieure
- PSL Research University
- UPMC Univ Paris 06
- CNRS
- PASTEUR
| | | | - Tahei Tahara
- Molecular Spectroscopy Laboratory
- RIKEN
- Saitama 351-0198
- Japan
- Ultrafast Spectroscopy Research Team
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14
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Frachon T, Bruckert F, Le Masne Q, Monnin E, Weidenhaupt M. Insulin Aggregation at a Dynamic Solid-Liquid-Air Triple Interface. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2016; 32:13009-13019. [PMID: 27951683 DOI: 10.1021/acs.langmuir.6b03314] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Therapeutic proteins are privileged in drug development because of their exquisite specificity, which is due to their three-dimensional conformation in solution. During their manufacture, storage, and delivery, interactions with material surfaces and air interfaces are known to affect their stability. The growing use of automated devices for handling and injection of therapeutics increases their exposure to protocols involving intermittent wetting, during which the solid-liquid and liquid-air interfaces meet at a triple contact line, which is often dynamic. Using a microfluidic setup, we analyze the effect of a moving triple interface on insulin aggregation in real time over a hydrophobic surface. We combine thioflavin T fluorescence and reflection interference microscopy to concomitantly monitor insulin aggregation and the morphology of the liquid as it dewets the surface. We demonstrate that insulin aggregates in the region of a moving triple interface and not in regions submitted to hydrodynamic shear stress alone, induced by the moving liquid. During dewetting, liquid droplets form on the surface anchored by adsorbed proteins, and the accumulation of amyloid aggregates is observed exclusively as fluorescent rings growing eccentrically around these droplets. The fluorescent rings expand until the entire channel surface sweeped by the triple interface is covered by amyloid fibers. On the basis of our experimental results, we propose a model describing the growth mechanism of insulin amyloid fibers at a moving triple contact line, where proteins adsorbed at a hydrophobic surface are exposed to the liquid-air interface.
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Affiliation(s)
- Thibaut Frachon
- LMGP, University Grenoble Alpes, CNRS , F-38000 Grenoble, France
- Eveon S.A.S. , Inovallée, F-38330 Montbonnot Saint Martin, France
| | - Franz Bruckert
- LMGP, University Grenoble Alpes, CNRS , F-38000 Grenoble, France
| | - Quentin Le Masne
- Eveon S.A.S. , Inovallée, F-38330 Montbonnot Saint Martin, France
| | - Emmanuel Monnin
- Eveon S.A.S. , Inovallée, F-38330 Montbonnot Saint Martin, France
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15
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In Situ Investigation of Peptide-Lipid Interaction Between PAP248-286 and Model Cell Membranes. J Membr Biol 2016; 249:411-7. [PMID: 26884389 DOI: 10.1007/s00232-016-9878-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2015] [Accepted: 02/06/2016] [Indexed: 12/20/2022]
Abstract
Sum frequency generation vibrational spectroscopy (SFG) was utilized to investigate the interaction between PAP248-286 and the two lipid bilayer systems. The present study also provides spectroscopic evidence to confirm that, although PAP248-286 is unable to penetrate into the hydrophobic core of the lipid bilayers, it is capable of interacting more intimately with the fluid-phase POPG/POPC than with the gel-phase DPPG/DPPC lipid bilayer. The helical structure content of lipid-bound PAP248-286 was also observed to be high, in contrast to the results previously reported using nuclear magnetic resonance (NMR). Collectively, our SFG data suggest that lipid-bound PAP248-286 actually resembles its structure in 50 % 2,2,2-trifluoroethanol better than the structure when the peptide binds to SDS micelles. This present study questions the use of SDS micelles as the model membrane for NMR studies of PAP248-286 due to its protein denaturing activity.
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16
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Göhring H, Paulus M, Salmen P, Wirkert F, Kruse T, Degen P, Stuhr S, Rehage H, Tolan M. Salt induced reduction of lysozyme adsorption at charged interfaces. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2015; 27:235103. [PMID: 25992483 DOI: 10.1088/0953-8984/27/23/235103] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
A study of lysozyme adsorption below a behenic acid membrane and at the solid-liquid interface between aqueous lysozyme solution and a silicon wafer in the presence of sodium chloride is presented. The salt concentration was varied between 1 mmol L(-1) and 1000 mmol L(-1). X-ray reflectivity data show a clear dependence of the protein adsorption on the salt concentration. Increasing salt concentrations result in a decreased protein adsorption at the interface until a complete suppression at high concentrations is reached. This effect can be attributed to a reduced attractive electrostatic interaction between the positively charged proteins and negatively charged surfaces by charge screening. The measurements at the solid-liquid interfaces show a transition from unoriented order of lysozyme in the adsorbed film to an oriented order with the short protein axis perpendicular to the solid-liquid interface with rising salt concentration.
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Affiliation(s)
- Holger Göhring
- Fakultät Physik/DELTA, TU Dortmund, 44221 Dortmund, Germany
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