The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.
Optimizing epitope conformational ensembles using α -synuclein cyclic peptide “glycindel” scaffolds: A customized immunogen method for generating oligomer-selective antibodies for Parkinson’s disease
Open accessPreprint — published as 10.1021/acschemneuro.1c00567 · Paper page
Abstract
Effectively presenting epitopes on immunogens, in order to raise conformationally selective antibodies through active immunization, is a central problem in treating protein misfolding diseases, particularly neurodegenerative diseases such as Alzheimer’s disease or Parkinson’s disease. We seek to selectively target conformations enriched in toxic, oligomeric propagating species while sparing the healthy forms of the protein that are often more abundant. To this end, we computationally modelled scaffolded epitopes in cyclic peptides by inserting/deleting a variable number of flanking glycines (“glycindels”), to best mimic a misfolding-specific conformation of an epitope of α -synuclein enriched in the oligomer ensemble, as characterized by a region most readily disordered and solvent-exposed in a stressed, partially denatured protofibril. We screen and rank the cyclic peptide scaffolds of α -synuclein in silico based on their ensemble overlap properties with the fibril, oligomer-model, and isolated monomer ensembles. We present experimental data of seeded aggregation that supports nucleation rates consistent with computationally predicted cyclic peptide conformational similarity. We also introduce a method for screening against structured off-pathway targets in the human proteome, by selecting scaffolds with minimal conformational similarity between their epitope and the same solvent-exposed primary sequence in structured human proteins. Different cyclic peptide scaffolds with variable numbers of glycines are predicted computationally to have markedly different conformational ensembles. Ensemble comparison and overlap was quantified by the Jensen-Shannon Divergence, and a new measure introduced here—the embedding depth, which determines the extent to which a given ensemble is subsumed by another ensemble, and which may be a more useful measure in developing immunogens that confer conformational-selectivity to an antibody. Graphical TOC Entry:
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764
Flagged first, then by citations
Research works printed but not linked: 92
- Plotkin, S. S. , and Cashman, N. R. (2020) Passive immunotherapies targeting A-beta and tau in Alzheimer’s disease. Neurobiology of Disease 105010. · DOI
- 10.1146/annurev-biochem-061516-045115 · DOI · Paper page
- 10.1002/jmr.747 · DOI · Paper page
- McAlary, L. , Plotkin, S. S. , and Cashman, N. R. (2019) Emerging developments in targeting proteotoxicity in neurodegenerative diseases. CNS drugs 1–22. · DOI
- 10.1038/nrd1525 · DOI
- 2017, Aβ seeds and prions: how close the fit?, Prion, 11, 215, 10.1080/19336896.2017.1334029 · DOI
- 10.1101/cshperspect.a023507 · DOI
- 10.1111/nan.12197 · DOI · Paper page
- Dujardin, S. , and Hyman, B. T. (2019) Tau prion-like propagation: state of the art and current challenges. Tau Biology 305–325. · DOI · Paper page
- 2017, The synucleinopathies: twenty years on, Journal of Parkinson’s disease, 7, S51, 10.3233/JPD-179005 · DOI
- 2016, Alpha-synuclein oligomers—neurotoxic molecules in Parkinson’s disease and other Lewy body disorders, Frontiers in neuroscience, 10, 408
- 10.1016/j.cbpa.2017.02.006 · DOI
- Mulligan, V. K. (2020) The emerging role of computational design in peptide macrocycle drug discovery. Expert Opinion on Drug Discovery 1–19. · DOI
- 10.1002/cbic.201402430 · DOI
- 2015, A cyclic peptide mimic of the β-amyloid binding domain on transthyretin, ACS chemical neuroscience, 6, 778, 10.1021/cn500272a · DOI
- 10.1021/ja200222n · DOI
- 10.1371/journal.pone.0019110 · DOI
- 2018, A Rational Structured Epitope Defines a Distinct Subclass of Toxic Amyloid-beta Oligomers, ACS Chemical Neuroscience, 9, 1591, 10.1021/acschemneuro.7b00469 · DOI
- 2019, A rationally designed humanized antibody selective for amyloid beta oligomers in Alzheimer’s disease, Scientific reports, 9, 1
- 2018, Prediction of Misfolding-Specific Epitopes in SOD1 Using Collective Coordinates, The Journal of Physical Chemistry B, 122, 11662, 10.1021/acs.jpcb.8b07680 · DOI
- 2016, X-ray crystallographic structure of oligomers formed by a toxic β-hairpin derived from α-synuclein: trimers and higher-order oligomers, Journal of the American Chemical Society, 138, 4458, 10.1021/jacs.5b13261 · DOI
- Peng, X. , Gibbs, E. , Silverman, J. M. , Cashman, N. R. , and Plotkin, S. S. (2021) A method for systematically ranking therapeutic drug candidates using multiple uncertain screening criteria. Statistical Methods in Medical Research https://doi.org/10.1177/09622802211002861. · DOI
- 10.1371/journal.pone.0004203 · DOI
- 2015, ENCORE: Software for Quantitative Ensemble Comparison, PLOS Computational Biology, 11, 1
- 10.2307/2290720 · DOI
- Cox, M. A. , and Cox, T. F. (2008) Handbook of data visualization - Multidimensional scaling. Springer 315–347. · DOI
- 2010, Topological solitons and folded proteins, Physical Review E, 82, 011916, 10.1103/PhysRevE.82.011916 · DOI
- 2011, Discrete nonlinear Schrödinger equation and polygonal solitons with applications to collapsed proteins, Physical Review Letters, 106, 078102, 10.1103/PhysRevLett.106.078102 · DOI
- 2012, Soliton concepts and protein structure, Physical Review E, 85, 031906, 10.1103/PhysRevE.85.031906 · DOI
- 2011, Discrete Frenet frame, inflection point solitons, and curve visualization with applications to folded proteins, Physical Review E, 83, 061908, 10.1103/PhysRevE.83.061908 · DOI
- 10.1074/jbc.M411805200 · DOI
- 10.1021/ja100646t · DOI
- 10.1074/jbc.273.41.26292 · DOI
- 10.1046/j.1471-4159.2002.01020.x · DOI
- 10.1385/MN:30:1:001 · DOI
- 2021, Membrane Interactions of α-Synuclein Revealed by Multiscale Molecular Dynamics Simulations, Markov State Models, and NMR, The Journal of Physical Chemistry B, 125, 2929, 10.1021/acs.jpcb.1c01281 · DOI
- 2016, Molecular mechanisms of protein aggregation from global fitting of kinetic models, Nature protocols, 11, 252, 10.1038/nprot.2016.010 · DOI
- 10.1038/nature19791 · DOI
- 10.1016/j.cbpa.2017.02.004 · DOI
- 2018, Designing macrocyclic disulfide-rich peptides for biotechnological applications, Nature Chemical Biology, 14, 417, 10.1038/s41589-018-0039-y · DOI
- 2018, Computational design of epitope-specific functional antibodies, Cell reports, 25, 2121, 10.1016/j.celrep.2018.10.081 · DOI · Paper page
- 10.1016/j.str.2010.06.010 · DOI
- 2018, CRISPro: An Auto-mated Pipeline for Protein Conformation Stabilization by Proline, Journal of chemical information and modeling, 58, 2189, 10.1021/acs.jcim.8b00592 · DOI
- 10.1016/B978-0-12-381270-4.00019-6 · DOI
- 10.1002/(SICI)1097-4547(19970415)48:2<128::AID-JNR5>3.0.CO;2-E · DOI
- 2009, Functional reconstruction of structurally complex epitopes using CLIPS™ Technology, The Open Vaccine Journal, 2, 56, 10.2174/1875035400902010056 · DOI
- Nimmo, J. T. , Kelly, L. , Verma, A. , Carare, R. O. , Nicoll, J. A. , and Dodart, J.-C. (2021) Amyloid-β and α-synuclein immunotherapy: from experimental studies to clinical trials. Frontiers in Neuroscience 15. · DOI
- 10.1002/anie.199726801 · DOI
- 2018, A mini-review and perspective on multicyclic peptide mimics of antibodies, Chinese Chemical Letters, 29, 1063, 10.1016/j.cclet.2018.03.015 · DOI
- 1994, Design and synthesis of a biologically active antibody mimic based on an antibody-antigen crystal structure, Journal of the American Chemical Society, 116, 2725, 10.1021/ja00086a005 · DOI
- 1991, Design of bioactive peptides based on antibody hypervariable region structures. Development of conformationally constrained and dimeric peptides with enhanced affinity, Journal of Biological Chemistry, 266, 5182, 10.1016/S0021-9258(19)67772-0 · DOI
- 10.1523/JNEUROSCI.4742-11.2012 · DOI · Paper page
- 10.1073/pnas.0703137104 · DOI
- 10.1371/journal.pone.0072301 · DOI · Paper page
- 10.1073/pnas.022627199 · DOI
- 2018, Cryo-EM of full-length α-synuclein reveals fibril polymorphs with a common structural kernel, Nature Communications, 9, 3609, 10.1038/s41467-018-05971-2 · DOI
- 10.7554/eLife.36402 · DOI
- 10.1073/pnas.1218792109 · DOI
- 10.1021/bm501837w · DOI
- 2018, Zinc ion rapidly induces toxic, off-pathway amyloid-β oligomers distinct from amyloid-β derived diffusible ligands in Alzheimer’s disease, Scientific reports, 8, 1
- 10.1111/jnc.14808 · DOI
- 10.1016/j.cell.2012.03.037 · DOI · Paper page
- 10.1074/jbc.M110.133108 · DOI
- 2008, EGCG redirects amyloidogenic polypeptides into unstructured, off-pathway oligomers, Nature structural & molecular biology, 15, 558, 10.1038/nsmb.1437 · DOI
- 10.1093/bioinformatics/btt473 · DOI · Paper page
- 10.1016/S0076-6879(99)09020-5 · DOI · Paper page
- 10.1098/rsos.160696 · DOI
- 10.1007/BF00585226 · DOI · Paper page
- 2009, Improved prediction of protein side-chain conformations with SCWRL4, Proteins: Structure, Function, and Bioinformatics, 77, 778, 10.1002/prot.22488 · DOI
- 1998, Glycine-containing sequences conferring invisibility to the immune system, US Patent, 5, 991
- 10.1016/j.jtbi.2011.05.018 · DOI
- 10.1002/jcc.20291 · DOI
- 10.1016/j.cpc.2009.05.011 · DOI
- 2017, CHARMM36m: an improved force field for folded and intrinsically disordered proteins, Nature Methods, 14, 71, 10.1038/nmeth.4067 · DOI
- 2016, Solid-state NMR structure of a pathogenic fibril of full-length human α-synuclein, Nature structural & molecular biology, 23, 409, 10.1038/nsmb.3194 · DOI
- 2003, A protein-chameleon: conformational plasticity of α-synuclein, a disordered protein involved in neurodegenerative disorders, Journal of Biomolecular Structure and Dynamics, 21, 211, 10.1080/07391102.2003.10506918 · DOI
- 2021, Folding Free-Energy Landscape of α-Synuclein (35–97) Via Replica Exchange Molecular Dynamics, Journal of Chemical Information and Modeling, 61, 432, 10.1021/acs.jcim.0c01278 · DOI
- 2013, Unfolded protein ensembles, folding trajectories, and refolding rate prediction, J. Chem. Phys, 139, 121925, 10.1063/1.4817215 · DOI
- 10.1063/1.1364637 · DOI
- 1988, The pivot algorithm: A highly efficient Monte Carlo method for the self-avoiding walk, Journal of Statistical Physics, 50, 109, 10.1007/BF01022990 · DOI
- 2011, Improved measures for the shape of a disordered polymer to test a mean-field theory of collapse, Macromolecules, 44, 6182, 10.1021/ma200454e · DOI
- 2006, Characterizing the conformational ensemble of monomeric polyglutamine, Proteins: Structure, Function, and Bioinformatics, 63, 297, 10.1002/prot.20761 · DOI
- 2013, Polymer uncrossing and knotting in protein folding, and their role in minimal folding pathways, PloS one, 8, e53642, 10.1371/journal.pone.0053642 · DOI
- 2019, Recent advances in computational protocols addressing intrinsically disordered proteins, Biomolecules, 9, 146, 10.3390/biom9040146 · DOI
- 10.1126/science.153.3731.34 · DOI · Paper page
- 1969, Information radius, Zeitschrift für Wahrscheinlichkeitstheorie und verwandte Gebiete, 14, 149, 10.1007/BF00537520 · DOI
- 1991, Divergence measures based on the Shannon entropy, IEEE Transactions on Information theory, 37, 145, 10.1109/18.61115 · DOI
- 10.1016/j.transproceed.2017.12.043 · DOI
- Cover, T. , and Thomas, J. (1991) Elements ofInfonnaiion The ory. New York: Wiley · DOI
- Hwang, C.-L. , and Masud, A. S. M. (2012) Multiple objective decision making—methods and applications: a state-of-the-art survey. Springer Science & Business Media 164.
- 10.1074/jbc.M112.372961 · DOI
- 2009, Soluble aggregates of the amyloid-β peptide are trapped by serum albumin to enhance amyloid-β activation of endothelial cells, Journal of Biological Engineering, 3, 1
Metadata
- Authors
- Hsueh, S. C. C., Aina, A., Roman, A. Y., Cashman, N. R., Peng, X., & Plotkin, S. S.
- Affiliations
- University of British Columbia (CA)
- Corresponding author
- Plotkin, Steven S.
- Venue
- ACS Chemical Neuroscience
- Publisher
- openRxiv
- Published
- 2021-09-15
- Volume
- 13
- Issue
- 15
- Pages
- 2261-2280
- ISSN
- 1948-7193 (ISSN-L)
- PMC
- PMC9354795
- OpenAlex
- W4285592040
- Cited by
- 8
- References
- 1
- Citations by year
- 2025: 1 · 2024: 1 · 2023: 3 · 2022: 3
- FWCI
- 1.05
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc-nd
- Locations
- ACS Chemical Neuroscience (publishedVersion, cc-by-nc-nd)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Funders
- Compute Canada (RRG3071)
- Alberta Innovates (PTM13007)
- Canadian Institutes of Health Research
- Topics
- Health Sciences › Medicine › Clinical Neurology › Parkinson's Disease Mechanisms and Treatments
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Physical Sciences › Chemistry › Organic Chemistry › Chemical Synthesis and Analysis
- Keywords
- alpha-synuclein, Parkinson's disease, seeded aggregation, nucleation rate, protein misfolding, embedment depth, Jensen-Shannon divergence, active immunization
- MeSH terms
- Antibodies, Epitopes, Humans, Parkinson Disease, Peptides, Cyclic, Protein Conformation, Solvents, alpha-Synuclein
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review