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Belyaeva J, Elgeti M. Exploring protein structural ensembles: Integration of sparse experimental data from electron paramagnetic resonance spectroscopy with molecular modeling methods. eLife 2024; 13:e99770. [PMID: 39283059 PMCID: PMC11405019 DOI: 10.7554/elife.99770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 08/29/2024] [Indexed: 09/22/2024] Open
Abstract
Under physiological conditions, proteins continuously undergo structural fluctuations on different timescales. Some conformations are only sparsely populated, but still play a key role in protein function. Thus, meaningful structure-function frameworks must include structural ensembles rather than only the most populated protein conformations. To detail protein plasticity, modern structural biology combines complementary experimental and computational approaches. In this review, we survey available computational approaches that integrate sparse experimental data from electron paramagnetic resonance spectroscopy with molecular modeling techniques to derive all-atom structural models of rare protein conformations. We also propose strategies to increase the reliability and improve efficiency using deep learning approaches, thus advancing the field of integrative structural biology.
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Affiliation(s)
- Julia Belyaeva
- Institute for Drug Discovery, Leipzig University Medical School, Leipzig, Germany
- Institute for Medical Physics and Biophysics, Leipzig University Medical School, Leipzig, Germany
| | - Matthias Elgeti
- Institute for Drug Discovery, Leipzig University Medical School, Leipzig, Germany
- Institute for Medical Physics and Biophysics, Leipzig University Medical School, Leipzig, Germany
- Integrative Center for Bioinformatics, Leipzig University, Leipzig, Germany
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Christoff-Tempesta T, Cho Y, Kaser SJ, Uliassi LD, Zuo X, Hilburg SL, Pozzo LD, Ortony JH. Interfacial dynamics mediate surface binding events on supramolecular nanostructures. Nat Commun 2024; 15:7749. [PMID: 39237531 PMCID: PMC11377763 DOI: 10.1038/s41467-024-51494-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Accepted: 08/07/2024] [Indexed: 09/07/2024] Open
Abstract
The dynamic behavior of biological materials is central to their functionality, suggesting that interfacial dynamics could also mediate the activity of chemical events at the surfaces of synthetic materials. Here, we investigate the influence of surface flexibility and hydration on heavy metal remediation by nanostructures self-assembled from small molecules that are decorated with surface-bound chelators in water. We find that incorporating short oligo(ethylene glycol) spacers between the surface and interior domain of self-assembled nanostructures can drastically increase the conformational mobility of surface-bound lead-chelating moieties and promote interaction with surrounding water. In turn, we find the binding affinities of chelators tethered to the most flexible surfaces are more than ten times greater than the least flexible surfaces. Accordingly, nanostructures composed of amphiphiles that give rise to the most dynamic surfaces are capable of remediating thousands of liters of 50 ppb Pb2+-contaminated water with single grams of material. These findings establish interfacial dynamics as a critical design parameter for functional self-assembled nanostructures.
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Affiliation(s)
- Ty Christoff-Tempesta
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE, USA
| | - Yukio Cho
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- SLAC National Accelerator Laboratory, Stanford University, Menlo Park, CA, USA
| | - Samuel J Kaser
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Linnaea D Uliassi
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Xiaobing Zuo
- X-ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA
| | - Shayna L Hilburg
- Department of Chemical Engineering, University of Washington, Seattle, WA, USA
| | - Lilo D Pozzo
- Department of Chemical Engineering, University of Washington, Seattle, WA, USA
| | - Julia H Ortony
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, CA, USA.
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Kaser SJ, Christoff-Tempesta T, Uliassi LD, Cho Y, Ortony JH. Domain-Specific Phase Transitions in a Supramolecular Nanostructure. J Am Chem Soc 2022; 144:17841-17847. [PMID: 36125359 DOI: 10.1021/jacs.2c05908] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Understanding thermal phase behavior within nanomaterials can inform their rational design for medical technologies like drug delivery systems and vaccines, as well as for energy technologies and catalysis. This study resolves thermal phases of discrete domains within a supramolecular aramid amphiphile (AA) nanoribbon. Dynamics are characterized by X-band EPR spectroscopy of spin labels positioned at specific sites through the nanoribbon cross-section. The fitting of the electron paramagnetic resonance (EPR) line shapes reveals distinct conformational dynamics, with fastest dynamics at the surface water layer, intermediate dynamics within the flexible cationic head group domain, and slowest dynamics in the interior aramid domain. Measurement of conformational mobility as a function of temperature reveals first- and second-order phase transitions, with melting transitions observed in the surface and head group domains and a temperature-insensitive crystalline phase in the aramid domain. Arrhenius analysis yields activation energies of diffusion at each site. This work demonstrates that distinct thermal phase behaviors between adjacent nanodomains within a supramolecular nanostructure may be resolved and illustrates the utility of EPR spectroscopy for thermal phase characterization of nanostructures.
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Affiliation(s)
- Samuel J Kaser
- Department of Chemistry, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts02139, United States
| | - Ty Christoff-Tempesta
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts02139, United States
| | - Linnaea D Uliassi
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts02139, United States
| | - Yukio Cho
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts02139, United States
| | - Julia H Ortony
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts02139, United States
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Cho Y, Christoff-Tempesta T, Kim DY, Lamour G, Ortony JH. Domain-selective thermal decomposition within supramolecular nanoribbons. Nat Commun 2021; 12:7340. [PMID: 34930925 PMCID: PMC8688471 DOI: 10.1038/s41467-021-27536-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Accepted: 11/26/2021] [Indexed: 11/09/2022] Open
Abstract
Self-assembly of small molecules in water provides a powerful route to nanostructures with pristine molecular organization and small dimensions (<10 nm). Such assemblies represent emerging high surface area nanomaterials, customizable for biomedical and energy applications. However, to exploit self-assembly, the constituent molecules must be sufficiently amphiphilic and satisfy prescribed packing criteria, dramatically limiting the range of surface chemistries achievable. Here, we design supramolecular nanoribbons that contain: (1) inert and stable internal domains, and (2) sacrificial surface groups that are thermally labile, and we demonstrate complete thermal decomposition of the nanoribbon surfaces. After heating, the remainder of each constituent molecule is kinetically trapped, nanoribbon morphology and internal organization are maintained, and the nanoribbons are fully hydrophobic. This approach represents a pathway to form nanostructures that circumvent amphiphilicity and packing parameter constraints and generates structures that are not achievable by self-assembly alone, nor top-down approaches, broadening the utility of molecular nanomaterials for new targets.
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Affiliation(s)
- Yukio Cho
- grid.116068.80000 0001 2341 2786Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Ty Christoff-Tempesta
- grid.116068.80000 0001 2341 2786Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Dae-Yoon Kim
- Functional Composite Materials Research Center, Korea Institute of Technology, Bondong, JB 55324 Korea
| | - Guillaume Lamour
- grid.4444.00000 0001 2112 9282LAMBE, Université Paris-Saclay, University of Evry, CNRS, Evry-Courcouronnes, France
| | - Julia H. Ortony
- grid.116068.80000 0001 2341 2786Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
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Cho Y, Christoff-Tempesta T, Kaser SJ, Ortony JH. Dynamics in supramolecular nanomaterials. SOFT MATTER 2021; 17:5850-5863. [PMID: 34114584 DOI: 10.1039/d1sm00047k] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Self-assembly of amphiphilic small molecules in water leads to nanostructures with customizable structure-property relationships arising from their tunable chemistries. Characterization of these assemblies is generally limited to their static structures -e.g. their geometries and dimensions - but the implementation of tools that provide a deeper understanding of molecular motions has recently emerged. Here, we summarize recent reports showcasing dynamics characterization tools and their application to small molecule assemblies, and we go on to highlight supramolecular systems whose properties are substantially affected by their conformational, exchange, and water dynamics. This review illustrates the importance of considering dynamics in rational amphiphile design.
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Affiliation(s)
- Yukio Cho
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
| | - Ty Christoff-Tempesta
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
| | - Samuel J Kaser
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Julia H Ortony
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
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Christoff-Tempesta T, Ortony JH. Emerging investigator series: Aramid amphiphile nanoribbons for the remediation of lead from contaminated water. ENVIRONMENTAL SCIENCE. NANO 2021; 8:1536-1542. [PMID: 34211721 PMCID: PMC8211320 DOI: 10.1039/d1en00002k] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/02/2021] [Accepted: 05/12/2021] [Indexed: 06/13/2023]
Abstract
Self-assembled nanoribbons from small molecule amphiphiles with chelating head groups and a structural domain to impart mechanical stability are reported for the remediation of lead from contaminated water. The nanoribbons' remediation capacity is affected by pH and the presence of competing cations, and can be modulated by head group choice.
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Affiliation(s)
- Ty Christoff-Tempesta
- Department of Materials Science and Engineering, Massachusetts Institute of TechnologyCambridgeMA 02139USA
| | - Julia H. Ortony
- Department of Materials Science and Engineering, Massachusetts Institute of TechnologyCambridgeMA 02139USA
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Christoff-Tempesta T, Cho Y, Kim DY, Geri M, Lamour G, Lew AJ, Zuo X, Lindemann WR, Ortony JH. Self-assembly of aramid amphiphiles into ultra-stable nanoribbons and aligned nanoribbon threads. NATURE NANOTECHNOLOGY 2021; 16:447-454. [PMID: 33462430 DOI: 10.1038/s41565-020-00840-w] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Accepted: 12/10/2020] [Indexed: 06/12/2023]
Abstract
Small-molecule self-assembly is an established route for producing high-surface-area nanostructures with readily customizable chemistries and precise molecular organization. However, these structures are fragile, exhibiting molecular exchange, migration and rearrangement-among other dynamic instabilities-and are prone to dissociation upon drying. Here we show a small-molecule platform, the aramid amphiphile, that overcomes these dynamic instabilities by incorporating a Kevlar-inspired domain into the molecular structure. Strong, anisotropic interactions between aramid amphiphiles suppress molecular exchange and elicit spontaneous self-assembly in water to form nanoribbons with lengths of up to 20 micrometres. Individual nanoribbons have a Young's modulus of 1.7 GPa and tensile strength of 1.9 GPa. We exploit this stability to extend small-molecule self-assembly to hierarchically ordered macroscopic materials outside of solvated environments. Through an aqueous shear alignment process, we organize aramid amphiphile nanoribbons into arbitrarily long, flexible threads that support 200 times their weight when dried. Tensile tests of the dry threads provide a benchmark for Young's moduli (between ~400 and 600 MPa) and extensibilities (between ~0.6 and 1.1%) that depend on the counterion chemistry. This bottom-up approach to macroscopic materials could benefit solid-state applications historically inaccessible by self-assembled nanomaterials.
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Affiliation(s)
- Ty Christoff-Tempesta
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Yukio Cho
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Dae-Yoon Kim
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Institute of Advanced Composite Materials, Korea Institute of Science and Technology, Bondong, Korea
| | - Michela Geri
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Guillaume Lamour
- LAMBE, Université Paris-Saclay, University of Evry, CNRS, Evry-Courcouronnes, France
| | - Andrew J Lew
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Xiaobing Zuo
- X-ray Science Division, Advanced Photon Source, Argonne National Laboratory, Argonne, IL, USA
| | - William R Lindemann
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Julia H Ortony
- Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
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