Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Folding Coarse-Grained Oligomer Models with PyRosetta

Journal Article · · Journal of Chemical Theory and Computation
Non-biological foldamers are a promising class of macromolecules that share similarities to classical biopolymers such as proteins and nucleic acids. Currently, designing novel foldamers is a non-trivial process, often involving many iterations of trial synthesis and characterization until folded structures are observed. In this work, we aim to tackle these foldamer design challenges using computational modeling techniques. We developed CG PyRosetta, an extension to the popular protein folding python package, PyRosetta, which introduces coarse-grained (CG) residues into PyRosetta, enabling the folding of toy CG foldamer models. Although these models are simplified, they can help explore overarching physical hypotheses about how oligomers can form. Through systematic variation of CG parameters in these models, we can investigate various folding hypotheses at the CG scale to inform the design process of new foldamer chemistries. In this study, we demonstrate CG PyRosetta’s ability to identify minimum energy structures with a diverse structural search over a range of simple models, as well as two hypothesis-driven parameter scans investigating the effects of side-chain size and internal backbone angle on secondary structures. We are able to identify several types of secondary structures from single- and double-helices to sheet-like and knot-like structures. Here, we show how side-chain size and backbone bond angle both play an important role in the structure and energetics of these toy models. Optimal side-chain sizes promote favorable packing of side chains, while specific backbone bond angles influence the specific helix type found in folded structures.
Research Organization:
Univ. of Colorado, Boulder, CO (United States)
Sponsoring Organization:
National Science Foundation (NSF); USDOE Office of Science (SC), Basic Energy Sciences (BES). Materials Sciences & Engineering Division
Grant/Contract Number:
SC0018651
OSTI ID:
1899349
Journal Information:
Journal of Chemical Theory and Computation, Journal Name: Journal of Chemical Theory and Computation Journal Issue: 10 Vol. 18; ISSN 1549-9618
Publisher:
American Chemical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (74)

A Rationally Designed Aldolase Foldamer journal January 2009
Metal-Coordination-Assisted Folding and Guest Binding in Helical Aromatic Oligoamide Molecular Capsules journal May 2017
Helices and other secondary structures of β- and γ-peptides journal January 2006
Peptoid conformational free energy landscapes from implicit-solvent molecular simulations in AMBER journal December 2010
SPICKER: A clustering approach to identify near-native protein folds journal January 2004
Toy amphiphiles on the computer: What can we learn from generic models? journal May 2009
Structure prediction for CASP8 with all-atom refinement using Rosetta journal January 2009
Assembly of protein tertiary structures from fragments with similar local sequences using simulated annealing and bayesian scoring functions journal April 1997
Beitrag zur Theorie des Ferromagnetismus journal February 1925
Identifying ligand binding sites and poses using GPU-accelerated Hamiltonian replica exchange molecular dynamics journal December 2013
Silhouettes: A graphical aid to the interpretation and validation of cluster analysis journal November 1987
Rosetta3: An Object-Oriented Software Suite for the Simulation and Design of Macromolecules book January 2011
Protein Structure Prediction Using Rosetta book January 2004
MDTraj: A Modern Open Library for the Analysis of Molecular Dynamics Trajectories journal October 2015
Simple data and workflow management with the signac framework journal April 2018
A Smoothed Backbone-Dependent Rotamer Library for Proteins Derived from Adaptive Kernel Density Estimates and Regressions journal June 2011
Toward the Synthesis of Artificial Proteins journal May 2002
Designing Helical Molecular Capsules Based on Folded Aromatic Amide Oligomers journal March 2018
Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure journal September 2021
The Rosetta All-Atom Energy Function for Macromolecular Modeling and Design journal May 2017
Therapeutic Potential of Foldamers: From Chemical Biology Tools To Drug Candidates? journal July 2016
Evaluating the Conformations and Dynamics of Peptoid Macrocycles journal July 2022
Foldamer Architectures of Triazine-Based Sequence-Defined Polymers Investigated with Molecular Dynamics Simulations and Enhanced Sampling Methods journal October 2019
De Novo Design of Antimicrobial Polymers, Foldamers, and Small Molecules: From Discovery to Practical Applications journal January 2010
Foldamers:  A Manifesto journal April 1998
Practically Useful: What the R osetta Protein Modeling Suite Can Do for You journal April 2010
Predicting Order and Disorder for β-Peptide Foldamers in Water journal September 2014
β-Peptides:  From Structure to Function journal October 2001
A Field Guide to Foldamers journal December 2001
Clustering Molecular Dynamics Trajectories: 1. Characterizing the Performance of Different Clustering Algorithms journal October 2007
A γ-Amino Acid That Favors 12/10-Helical Secondary Structure in α/γ-Peptides journal October 2014
Biomimetic Nanostructures: Creating a High-Affinity Zinc-Binding Site in a Folded Nonbiological Polymer journal July 2008
Foldamer-Based Molecular Recognition journal March 2000
Impact of γ-Amino Acid Residue Preorganization on α/γ-Peptide Foldamer Helicity in Aqueous Solution journal August 2016
Molecular Recognition within the Cavity of a Foldamer Helix Bundle: Encapsulation of Primary Alcohols in Aqueous Conditions journal March 2017
A Peptoid Square Helix via Synergistic Control of Backbone Dihedral Angles journal June 2017
Zipper-Featured δ-Peptide Foldamers Driven by Donor−Acceptor Interaction. Design, Synthesis, and Characterization journal December 2003
Solid Phase Synthesis of Aromatic Oligoamides: Application to Helical Water-Soluble Foldamers journal October 2010
The MARTINI Force Field:  Coarse Grained Model for Biomolecular Simulations journal July 2007
Global Optimization by Basin-Hopping and the Lowest Energy Structures of Lennard-Jones Clusters Containing up to 110 Atoms journal July 1997
A lattice statistical mechanics model of the conformational and sequence spaces of proteins journal October 1989
Improving Foldamer Synthesis through Protecting Group Induced Unfolding of Aromatic Oligoamides journal October 2006
Oligooxopiperazines as Nonpeptidic α-Helix Mimetics journal March 2010
Computer simulation of protein folding journal February 1975
Non-haemolytic β-amino-acid oligomers journal April 2000
Free-floating ultrathin two-dimensional crystals from sequence-specific peptoid polymers journal April 2010
Improved protein structure refinement guided by deep learning based accuracy estimation journal February 2021
Single helically folded aromatic oligoamides that mimic the charge surface of double-stranded B-DNA journal April 2018
SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020
Deep learning 3D structures journal March 2020
Helical arylamide foldamers: structure prediction by molecular dynamics simulations journal January 2015
Interplay of secondary and tertiary folding in abiotic foldamers journal January 2019
Foldamer dynamics expressed via Markov state models. I. Explicit solvent molecular-dynamics simulations in acetonitrile, chloroform, methanol, and water journal September 2005
Perspective: Coarse-grained models for biomolecular systems journal September 2013
Derivation of coarse-grained potentials via multistate iterative Boltzmann inversion journal June 2014
Dynamic force matching: A method for constructing dynamical coarse-grained models with realistic time dependence journal April 2015
Density-based cluster algorithms for the identification of core sets journal October 2016
A backbone-based theory of protein folding journal October 2006
De novo design and in vivo activity of conformationally restrained antimicrobial arylamide foldamers journal April 2009
Folded biomimetic oligomers for enantioselective catalysis journal August 2009
De novo structure prediction and experimental characterization of folded peptoid oligomers journal August 2012
Monte Carlo-minimization approach to the multiple-minima problem in protein folding. journal October 1987
A test of lattice protein folding algorithms. journal January 1995
PyRosetta: a script-based interface for implementing molecular modeling algorithms using Rosetta journal January 2010
Homology modeling using parametric alignment ensemble generation with consensus and energy-based model selection journal August 2006
FoldamerDB: a database of peptidic foldamers journal November 2019
Crystal Statistics. I. A Two-Dimensional Model with an Order-Disorder Transition journal February 1944
Toy model for protein folding journal August 1993
The Protein Data Bank journal May 2002
DBSCAN Revisited, Revisited: Why and How You Should (Still) Use DBSCAN journal August 2017
Enhancing fragment-based protein structure prediction by customising fragment cardinality according to local secondary structure journal May 2020
Protein modeling and structure prediction with a reduced representation. journal June 2004
Protocol for the Solid-phase Synthesis of Oligomers of RNA Containing a 2'-O-thiophenylmethyl Modification and Characterization via Circular Dichroism journal July 2017
Enhancing fragment-based protein structure prediction by customising fragment cardinality according to local secondary structure collection January 2020

Similar Records

How Cooperatively Folding Are Homopolymer Molecular Knots?
Journal Article · Wed Sep 21 20:00:00 EDT 2022 · Macromolecules · OSTI ID:1899348

What are the Principles Controlling Biomimetic Heteropolymer Secondary Structure? (Final Technical Report)
Technical Report · Tue May 28 00:00:00 EDT 2024 · OSTI ID:2367328

Using a Coarse-Grained Modeling Framework to Identify Oligomeric Motifs with Tunable Secondary Structure
Journal Article · Tue Sep 07 20:00:00 EDT 2021 · Journal of Chemical Theory and Computation · OSTI ID:1839292