Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2012 Mar;80(3):920-34.
doi: 10.1002/prot.23249. Epub 2011 Dec 21.

Geofold: topology-based protein unfolding pathways capture the effects of engineered disulfides on kinetic stability

Affiliations

Geofold: topology-based protein unfolding pathways capture the effects of engineered disulfides on kinetic stability

Vibin Ramakrishnan et al. Proteins. 2012 Mar.

Abstract

Protein unfolding is modeled as an ensemble of pathways, where each step in each pathway is the addition of one topologically possible conformational degree of freedom. Starting with a known protein structure, GeoFold hierarchically partitions (cuts) the native structure into substructures using revolute joints and translations. The energy of each cut and its activation barrier are calculated using buried solvent accessible surface area, side chain entropy, hydrogen bonding, buried cavities, and backbone degrees of freedom. A directed acyclic graph is constructed from the cuts, representing a network of simultaneous equilibria. Finite difference simulations on this graph simulate native unfolding pathways. Experimentally observed changes in the unfolding rates for disulfide mutants of barnase, T4 lysozyme, dihydrofolate reductase, and factor for inversion stimulation were qualitatively reproduced in these simulations. Detailed unfolding pathways for each case explain the effects of changes in the chain topology on the folding energy landscape. GeoFold is a useful tool for the inference of the effects of disulfide engineering on the energy landscape of protein unfolding.

PubMed Disclaimer

Figures

Figure 1
Figure 1
(a) Elemental subsystem for the kinetic model, a cut. f is any spatially contiguous substructure of a protein, and is partitioned into spatially contiguous substructures u1 and u2. (b) Diamond shapes represent the cuts, each having a type (color) and an associated energy barrier ‡. A pivot motion is single point revolute joint. A hinge rotates around two points. A break is a pure translational motion. Rotations and translations must not cross chains. (c) Top portion of an unfolding pathway DAG for DHFR. Node 1 is the fully folded state. Green lines indicate the pathway of maximum unfolding traffic; grey lines are other significant pathways. Unfolding simulations start with all of the protein in node 1, and end when node concentrations reach equilibrium.
Figure 2
Figure 2
(a) Barnase ribbon showing locations of first four pivot locations and the disulfide positions. (b) Secondary structure element diagram of barnase showing locations of disulfide linkages. Online color version shows the predominant pathway of unfolding from red (early unfolding) to blue (late unfolding). (c) Simulated unfolding kinetics, showing a slowing effect for mutants 85-102 and 70-92, a result of blocking early unfolding steps. Note that slow unfolding rates with ln(ku) < −5 cannot be measured. (d) Equilbrium unfolding simulation, varying desolvation energy ω.
Figure 3
Figure 3
(a) Figure 2 from Matsumura et al, used by permission, showing the changes in melting temperature for reduced versus oxidized disulfide mutants of T4 lysozyme. (b) Changes in equilibrium unfolding point, as ω value, in GeoFold simulations. Mutants 127-154 and 90-122 unfold at the same w at WT*. (c-d) Age plot for unfolding pathway of (c) wild type T4 lysozyme, or reduced, or 127-154 or 90-122 mutants, and (d) oxidized 21-142 or 9-164 mutants, with contacts colored red to blue according to unfolding order. Upper inset in (c-d): first unfolding step, a pivot move in (c), a hinge move in (d). Lower inset: ribbon drawing showing how the structure is divided in the first unfolding step by (c) the pivot move p, and (d) the hinge move h.
Figure 4
Figure 4
DHFR. (a) Figure 4 from Villafranca et al, used by permission, showing urea gradient gel electrophoresis equilibrium denaturation of reduced and oxidized P39C DHFR. (b) Simulated equilibrium denaturation curve from GeoFold. The axes have been reversed to match the image. (c) DHFR ribbon showing location of engineered disulfide and first unfolding steps in the inside-out pathway, hinge h, and the outside-in pathway, pivot p.
Figure 5
Figure 5
FIS. (a) Figure 4 from Meinhold et al, used by permission, showing equilibrium unfolding circular dichroism data for FIS disulfide variants. (b) Simulated equilibrium unfolding curves from GeoFold for the same variants. Note that axes are reversed to conform with (a). (c) Ribbon diagram for alpha helical part of FIS dimer, showing principle cleavage points and locations of mutations.
Figure 6
Figure 6
GeoFOLD algorithm.

Similar articles

Cited by

References

    1. Plaxco KWS, Baker KT, Contact Order D. Transition State Placement and the Refolding Rates of Single Domain Proteins. J Mol Biol. 1998;277(4):985–994. - PubMed
    1. Gromiha M. M. a. T., A M, Selvaraj S. FOLD-RATE: prediction of protein folding rates from amino acid sequence. Nucleic Acids Research. 2006;34:W70–W74. - PMC - PubMed
    1. Beck DA, Daggett V. Methods for molecular dynamics simulations of protein folding/unfolding in solution. Methods (San Diego, Calif. 2004;34(1):112–20. - PubMed
    1. Duan Y, Kollman PA. Pathways to a protein folding intermediate observed in a 1-microsecond simulation in aqueous solution. Science. 1998;282(5389):740–4. - PubMed
    1. Dill KA, Chan HS. From Levinthal to pathways to funnels. Nat Struct Biol. 1997;4(1):10–9. - PubMed

Publication types

MeSH terms

LinkOut - more resources