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Scalone E, Broggini L, Visentin C, Erba D, Bačić Toplek F, Peqini K, Pellegrino S, Ricagno S, Paissoni C, Camilloni C. Multi-eGO: An in silico lens to look into protein aggregation kinetics at atomic resolution. Proc Natl Acad Sci U S A 2022; 119:e2203181119. [PMID: 35737839 PMCID: PMC9245614 DOI: 10.1073/pnas.2203181119] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 05/17/2022] [Indexed: 12/25/2022] Open
Abstract
Protein aggregation into amyloid fibrils is the archetype of aberrant biomolecular self-assembly processes, with more than 50 associated diseases that are mostly uncurable. Understanding aggregation mechanisms is thus of fundamental importance and goes in parallel with the structural characterization of the transient oligomers formed during the process. Oligomers have been proven elusive to high-resolution structural techniques, while the large sizes and long time scales, typical of aggregation processes, have limited the use of computational methods to date. To surmount these limitations, we here present multi-eGO, an atomistic, hybrid structure-based model which, leveraging the knowledge of monomers conformational dynamics and of fibril structures, efficiently captures the essential structural and kinetics aspects of protein aggregation. Multi-eGO molecular dynamics simulations can describe the aggregation kinetics of thousands of monomers. The concentration dependence of the simulated kinetics, as well as the structural features of the resulting fibrils, are in qualitative agreement with in vitro experiments carried out on an amyloidogenic peptide from Transthyretin, a protein responsible for one of the most common cardiac amyloidoses. Multi-eGO simulations allow the formation of primary nuclei in a sea of transient lower-order oligomers to be observed over time and at atomic resolution, following their growth and the subsequent secondary nucleation events, until the maturation of multiple fibrils is achieved. Multi-eGO, combined with the many experimental techniques deployed to study protein aggregation, can provide the structural basis needed to advance the design of molecules targeting amyloidogenic diseases.
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Affiliation(s)
- Emanuele Scalone
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
| | - Luca Broggini
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
- Institute of Molecular and Translational Cardiology, IRCCS Policlinico San Donato, 20097 San Donato Milanese, Italy
| | - Cristina Visentin
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
- Institute of Molecular and Translational Cardiology, IRCCS Policlinico San Donato, 20097 San Donato Milanese, Italy
| | - Davide Erba
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
| | - Fran Bačić Toplek
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
| | - Kaliroi Peqini
- Dipartimento di Scienze Farmaceutiche, Sezione Chimica Generale e Organica, Università degli Studi di Milano, 20133 Milano, Italy
| | - Sara Pellegrino
- Dipartimento di Scienze Farmaceutiche, Sezione Chimica Generale e Organica, Università degli Studi di Milano, 20133 Milano, Italy
| | - Stefano Ricagno
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
- Institute of Molecular and Translational Cardiology, IRCCS Policlinico San Donato, 20097 San Donato Milanese, Italy
| | - Cristina Paissoni
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
| | - Carlo Camilloni
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133 Milano, Italy
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Localization of Energetic Frustration in Proteins. METHODS IN MOLECULAR BIOLOGY (CLIFTON, N.J.) 2021; 2376:387-398. [PMID: 34845622 DOI: 10.1007/978-1-0716-1716-8_22] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
We present a detailed heuristic method to quantify the degree of local energetic frustration manifested by protein molecules. Current applications are realized in computational experiments where a protein structure is visualized highlighting the energetic conflicts or the concordance of the local interactions in that structure. Minimally frustrated linkages highlight the stable folding core of the molecule. Sites of high local frustration, in contrast, often indicate functionally relevant regions such as binding, active, or allosteric sites.
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Ferreiro DU, Komives EA, Wolynes PG. Frustration, function and folding. Curr Opin Struct Biol 2017; 48:68-73. [PMID: 29101782 DOI: 10.1016/j.sbi.2017.09.006] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Revised: 09/25/2017] [Accepted: 09/27/2017] [Indexed: 01/08/2023]
Abstract
Natural protein molecules are exceptional polymers. Encoded in apparently random strings of amino-acids, these objects perform clear physical tasks that are rare to find by simple chance. Accurate folding, specific binding, powerful catalysis, are examples of basic chemical activities that the great majority of polypeptides do not display, and are thought to be the outcome of the natural history of proteins. Function, a concept genuine to Biology, is at the core of evolution and often conflicts with the physical constraints. Locating the frustration between discrepant goals in a recurrent system leads to fundamental insights about the chances and necessities that shape the encoding of biological information.
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Affiliation(s)
- Diego U Ferreiro
- Protein Physiology Lab, FCEyN-Universidad de Buenos Aires, IQUIBICEN/CONICET, Intendente Güiraldes 2160, Ciudad Universitaria, C1428EGA Buenos Aires, Argentina
| | - Elizabeth A Komives
- Department of Chemistry and Biochemistry, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92092-0378, USA
| | - Peter G Wolynes
- Center for Theoretical Biological Physics, Rice University, Houston, TX, USA; Department of Chemistry, Rice University, Houston, TX, USA; Department of Physics, Rice University, Houston, TX, USA; Department of Biosciences, Rice University, Houston, TX, USA
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Vasile F, Civera M, Belvisi L, Potenza D, Tiana G. Thermodynamically–Weighted Conformational Ensemble of Cyclic RGD Peptidomimetics from NOE Data. J Phys Chem B 2016; 120:7098-107. [DOI: 10.1021/acs.jpcb.6b04941] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- F. Vasile
- Department
of Chemistry, Università degli Studi di Milano, via Golgi
19, 20133 Milano, Italy
| | - M. Civera
- Department
of Chemistry, Università degli Studi di Milano, via Golgi
19, 20133 Milano, Italy
| | - L. Belvisi
- Department
of Chemistry, Università degli Studi di Milano, via Golgi
19, 20133 Milano, Italy
| | - D. Potenza
- Department
of Chemistry, Università degli Studi di Milano, via Golgi
19, 20133 Milano, Italy
| | - G. Tiana
- Center
of Complexity and Biosystems and Department of Physics, Università degli Studi di Milano and INFN, via Celoria 16, 20133 Milano, Italy
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