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Rubach P, Płonka J, Gren BA, Bruno da Silva F, Korpacz M, Sulkowska JI. AlphaLasso-a web server to identify loop and lasso motifs in 3D structure of biopolymers. Nucleic Acids Res 2025:gkaf375. [PMID: 40331416 DOI: 10.1093/nar/gkaf375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2025] [Revised: 04/20/2025] [Accepted: 04/23/2025] [Indexed: 05/08/2025] Open
Abstract
With the growing number of AI-predicted protein structures, automated methods of broad-scale analysis are required to parse this volume of data. The application of mathematically defined topologies to protein science enables such analysis. Building on the foundation of lasso peptides, complex lasso motifs are their macroscopic analogs in proteins, promising novel discoveries in drug design and the biopolymer industry. Here we present AlphaLasso, a web server designed to find and analyze lasso-type topologies in protein structures. It finds cysteine, amide, ester, and thioester or user-specified closing bridges. The modern visualization interface provides extensive capabilities to study lasso motifs, such as structure smoothing, creating topology maps, searching for similar proteins, in-depth model evaluation, and metadata annotation. This rich feature set makes AlphaLasso a powerful tool useful in biology, biophysics, chemistry, and mathematics. To enable large-scale analysis, we have precomputed the lasso topologies of high-quality models from the AlphaFold Database, finding >14 million proteins with lasso motifs closed by cysteine bridges, 2.2 million of which are complex lassos. Lasso motifs classified by complexity are available to users via an interactive website, supporting comparison with user-submitted structures. AlphaLasso is available at https://alphalasso.cent.uw.edu.pl/.
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Affiliation(s)
- Pawel Rubach
- Institute of Information Systems and Digital Economy, Warsaw School of Economics, Al. Niepodleglosci 162, 02-554 Warsaw, Poland
- Centre of New Technologies, University of Warsaw, Banacha 2c, 02-097 Warsaw, Poland
| | - Jacek Płonka
- Centre of New Technologies, University of Warsaw, Banacha 2c, 02-097 Warsaw, Poland
- Faculty of Chemistry, University of Warsaw, Pasteura 1, 02-093 Warsaw, Poland
| | - Bartosz A Gren
- Centre of New Technologies, University of Warsaw, Banacha 2c, 02-097 Warsaw, Poland
| | | | - Marta Korpacz
- Centre of New Technologies, University of Warsaw, Banacha 2c, 02-097 Warsaw, Poland
| | - Joanna I Sulkowska
- Centre of New Technologies, University of Warsaw, Banacha 2c, 02-097 Warsaw, Poland
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Thompson RD, Carbaugh DL, Nielsen JR, Witt CM, Faison EM, Meganck RM, Rangadurai A, Zhao B, Bonin JP, Nicely NI, Marzluff WF, Frank AT, Lazear HM, Zhang Q. Lifetime of ground conformational state determines the activity of structured RNA. Nat Chem Biol 2025:10.1038/s41589-025-01843-1. [PMID: 39939412 DOI: 10.1038/s41589-025-01843-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Accepted: 01/15/2025] [Indexed: 02/14/2025]
Abstract
Biomolecules continually sample alternative conformations. Consequently, even the most energetically favored ground conformational state has a finite lifetime. Here, we show that, in addition to the three-dimensional (3D) structure, the lifetime of a ground conformational state determines its biological activity. Using hydrogen-deuterium exchange nuclear magnetic resonance spectroscopy, we found that Zika virus exoribonuclease-resistant RNA (xrRNA) encodes a ground conformational state with a lifetime that is ~105-107 longer than that of canonical base pairs. Mutations that shorten the apparent lifetime of the ground state without affecting its 3D structure decreased exoribonuclease resistance in vitro and impaired virus replication in cells. Additionally, we observed this exceptionally long-lived ground state in xrRNAs from diverse infectious mosquito-borne flaviviruses. These results demonstrate the biological importance of the lifetime of a preorganized ground state and further suggest that elucidating the lifetimes of dominant 3D structures of biomolecules may be crucial for understanding their behaviors and functions.
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Affiliation(s)
- Rhese D Thompson
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Derek L Carbaugh
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Joshua R Nielsen
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Ciara M Witt
- Department of Biophysics and Chemistry, University of Michigan, Ann Arbor, MI, USA
| | - Edgar M Faison
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Rita M Meganck
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Atul Rangadurai
- Department of Biochemistry, Duke University, Durham, NC, USA
- NanoVation Therapeutics, Vancouver, British Columbia, Canada
| | - Bo Zhao
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jeffrey P Bonin
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Nathan I Nicely
- Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - William F Marzluff
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Aaron T Frank
- Department of Biophysics and Chemistry, University of Michigan, Ann Arbor, MI, USA.
- Arrakis Therapeutics, Waltham, MA, USA.
| | - Helen M Lazear
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - Qi Zhang
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- RNA Discovery Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
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da Silva FB, Simien JM, Viegas RG, Haglund E, Leite VBP. Exploring the folding landscape of leptin: Insights into threading pathways. J Struct Biol 2024; 216:108054. [PMID: 38065428 DOI: 10.1016/j.jsb.2023.108054] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 11/27/2023] [Accepted: 12/04/2023] [Indexed: 12/17/2023]
Abstract
The discovery of new protein topologies with entanglements and loop-crossings have shown the impact of local amino acid arrangement and global three-dimensional structures. This phenomenon plays a crucial role in understanding how protein structure relates to folding and function, affecting the global stability, and biological activity. Protein entanglements encompassing knots and non-trivial topologies add complexity to their folding free energy landscapes. However, the initial native contacts driving the threading event for entangled proteins remains elusive. The Pierced Lasso Topology (PLT) represents an entangled topology where a covalent linker creates a loop in which the polypeptide backbone is threaded through. Compared to true knotted topologies, PLTs are simpler topologies where the covalent-loop persists in all conformations. In this work, the PLT protein leptin, is used to visualize and differentiate the preference for slipknotting over plugging transition pathways along the folding route. We utilize the Energy Landscape Visualization Method (ELViM), a multidimensional projection technique, to visualize and distinguish early threaded conformations that cannot be observed in an in vitro experiment. Critical contacts for the leptin threading mechanisms were identified where the competing pathways are determined by the formation of a hairpin loop in the unfolded basin. Thus, prohibiting the dominant slipknotting pathway. Furthermore, ELViM offers insights into distinct folding pathways associated with slipknotting and plugging providing a novel tool for de novo design and in vitro experiments with residue specific information of threading events in silico.
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Affiliation(s)
- Fernando Bruno da Silva
- Centre of New Technologies, University of Warsaw, Banacha 2c, Warsaw, Poland; Institute of Biosciences, Humanities and Exact Sciences (IBILCE), São Paulo State University (UNESP), São José do Rio Preto, SP, Brazil
| | - Jennifer M Simien
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, Hawaii 96822, United States
| | - Rafael G Viegas
- Institute of Biosciences, Humanities and Exact Sciences (IBILCE), São Paulo State University (UNESP), São José do Rio Preto, SP, Brazil; Federal Institute of Education, Science and Technology of São Paulo (IFSP), Catanduva, SP 15.808-305, Brazil
| | - Ellinor Haglund
- Department of Chemistry, University of Hawaii at Manoa, Honolulu, Hawaii 96822, United States.
| | - Vitor Barbanti Pereira Leite
- Institute of Biosciences, Humanities and Exact Sciences (IBILCE), São Paulo State University (UNESP), São José do Rio Preto, SP, Brazil.
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Noel JK, Haglund E. Topological Reaction Coordinate Captures the Folding Transition State Ensemble in a Pierced Lasso Protein. J Phys Chem B 2024; 128:117-124. [PMID: 38118146 DOI: 10.1021/acs.jpcb.3c06678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2023]
Abstract
Proteins with a pierced lasso topology (PLT) have a covalent loop created by a disulfide bond, and the backbone circles back to thread the loop. This threaded topology has unique features compared to knotted topologies; notably, the topology is controlled by the chemical environment and the covalent loop remains intact even when denatured. In this work, we use the hormone leptin as our model PLT system and study its folding using molecular dynamics simulations that employ a structure-based (Go̅-like) model. We find that the reduced protein has a two-state folding mechanism with a transition state ensemble (TSE) that can be characterized by the reaction coordinate Q, the fraction of native contacts formed. In contrast, the oxidized protein, which must thread part of the polypeptide chain through a covalent loop, has a folding process that is poorly characterized by Q. Instead, we find that a topological coordinate that monitors the residue crossing the loop can identify the TSE of oxidized leptin. By precisely identifying the predicted TSE, one may now reliably calculate theoretical phi-values for the PLT protein, thereby enabling a comparison with experimental measurements. We find the loop-threading constraint leads to noncanonical phi-values that are uniformly small because this PLT protein has a flat energy landscape through the TSE.
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Affiliation(s)
- Jeffrey K Noel
- Structural Biology, Max Delbrück Center for Molecular Medicine, 13125 Berlin, Germany
| | - Ellinor Haglund
- Department of Chemistry, University of Hawaii, Manoa, Honolulu, Hawaii 96822, United States
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Signorini LF, Perego C, Potestio R. Protein self-entanglement modulates successful folding to the native state: A multi-scale modeling study. J Chem Phys 2021; 155:115101. [PMID: 34551527 DOI: 10.1063/5.0063254] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The computer-aided investigation of protein folding has greatly benefited from coarse-grained models, that is, simplified representations at a resolution level lower than atomistic, providing access to qualitative and quantitative details of the folding process that would be hardly attainable, via all-atom descriptions, for medium to long molecules. Nonetheless, the effectiveness of low-resolution models is itself hampered by the presence, in a small but significant number of proteins, of nontrivial topological self-entanglements. Features such as native state knots or slipknots introduce conformational bottlenecks, affecting the probability to fold into the correct conformation; this limitation is particularly severe in the context of coarse-grained models. In this work, we tackle the relationship between folding probability, protein folding pathway, and protein topology in a set of proteins with a nontrivial degree of topological complexity. To avoid or mitigate the risk of incurring in kinetic traps, we make use of the elastic folder model, a coarse-grained model based on angular potentials optimized toward successful folding via a genetic procedure. This light-weight representation allows us to estimate in silico folding probabilities, which we find to anti-correlate with a measure of topological complexity as well as to correlate remarkably well with experimental measurements of the folding rate. These results strengthen the hypothesis that the topological complexity of the native state decreases the folding probability and that the force-field optimization mimics the evolutionary process these proteins have undergone to avoid kinetic traps.
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Affiliation(s)
- Lorenzo Federico Signorini
- The George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel and Department of Physics, University of Trento, Trento, Italy
| | - Claudio Perego
- Department of Innovative Technologies, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland and Polymer Theory Department, Max Planck Institute for Polymer Research, Mainz, Germany
| | - Raffaello Potestio
- Department of Physics, University of Trento, Trento, Italy and INFN-TIFPA, Trento Institute for Fundamental Physics and Applications, Trento, Italy
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