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Virginia Tech

Development of Transferable Coarse-Grained Models of Amino Acids

Abstract

dc:description.abstract

There are twenty standard amino acids that are the structural units of biomolecules and biomaterials such as proteins and peptide amphiphiles (PAs). The focus of this study was to develop accurate transferable coarse-grained (CG) models of those amino acids. In CG models, several atoms are represented together as a single pseudo-atom or "bead," which can allow the modeling of processes like self-assembly of biomolecules and biomaterials through reduction of degrees of freedom and corresponding increased computational speed. A 2:1 to 4:1 mapping scheme, in which a CG bead is comprised of two to four heavy atoms, respectively, and associated hydrogens, has been employed to represent functional groups in the amino acids. The amino acid backbone atoms are modeled as two beads while the side chains are modeled with one to three beads, and each terminus is modeled as one bead. The bonded parameters for the CG models were obtained from bond, angle, and dihedral distributions from all-atom molecular dynamics (MD) simulations of dipeptides. Non-bonded parameters were optimized using the particle swarm optimization (PSO) method to reproduce experimental properties (heat of vaporization, surface tension, and density) of analogues of the side chains, termini, and backbone groups of the amino acids. These CG models were used to study the self-assembly pathways and mechanisms of the PA c16-AHL3K3-CO2H in the presence of explicit CG water.

Degree

thesis:*
Name thesis:degree_name
Master of Science
Level thesis:degree_level
masters
Discipline thesis:degree_discipline
Chemical Engineering
Department dc:contributor.department
Chemical Engineering
Grantor dc:publisher
Virginia Tech
Year dc:date.issued
2019

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Conway, Olivia Kristine
Chairs dc:contributor.committeechair
  • Achenie, Luke E. K.
  • Deshmukh, Sanket A.
Committee member dc:contributor.committeemember
  • Matson, John B.

Subjects

dc:subject × 2

Rights

dc:rights
Statement dc:rights
  • In Copyright

Identifiers

dc:identifier.*
Dc Identifier Other
vt_gsexam:22341
OAI identifier oai:identifier
oai:vtechworks.lib.vt.edu:10919/94320

Chain of custody

source
Harvested from
Virginia Tech
Base URL
vtechworks.lib.vt.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Conway, Olivia Kristine. Development of Transferable Coarse-Grained Models of Amino Acids. masters thesis, Virginia Tech, 2019. http://hdl.handle.net/10919/94320