Franziska Thomas1,2, Ai Niitsu1, Alain Oregioni3, Gail J Bartlett1, Derek N Woolfson1,4,5. 1. School of Chemistry, University of Bristol , Cantock's Close, Bristol BS8 1TS, U.K. 2. Institute for Organic and Biomolecular Chemistry, Georg-August-Universität Göttingen , Tammannstraße 2, 37077 Göttingen, Germany. 3. MRC Biomedical NMR Centre, The Francis Crick Institute , 1 Midland Road, London NW1 1AT, U.K. 4. School of Biochemistry, University of Bristol , Medical Sciences Building, University Walk, Bristol BS8 1TD, U.K. 5. BrisSynBio, University of Bristol , Life Sciences Building, Tyndall Avenue, Bristol BS8 1TQ, U.K.
Abstract
Coiled coils (CCs) are among the best-understood protein folds. Nonetheless, there are gaps in our knowledge of CCs. Notably, CCs are likely to be structurally more dynamic than often considered. Here, we explore this in an abundant class of CCs, parallel dimers, focusing on polar asparagine (Asn) residues in the hydrophobic interface. It is well documented that such inclusions discriminate between different CC oligomers, which has been rationalized in terms of whether the Asn can make side-chain hydrogen bonds. Analysis of parallel CC dimers in the Protein Data Bank reveals a variety of Asn side-chain conformations, but not all of these make the expected inter-side-chain hydrogen bond. We probe the structure and dynamics of a de novo-designed coiled-coil homodimer, CC-Di, by multidimensional nuclear magnetic resonance spectroscopy, including model-free dynamical analysis and relaxation-dispersion experiments. We find dynamic exchange on the millisecond time scale between Asn conformers with the side chains pointing into and out of the core. We perform molecular dynamics simulations that are consistent with this, revealing that the side chains are highly dynamic, exchanging between hydrogen-bonded-paired conformations in picoseconds to nanoseconds. Combined, our data present a more dynamic view for Asn at CC interfaces. Although inter-side-chain hydrogen bonding states are the most abundant, Asn is not always buried or engaged in such interactions. Because interfacial Asn residues are key design features for modulating CC stability and recognition, these further insights into how they are accommodated within CC structures will aid their predictive modeling, engineering, and design.
Coiled coils (CCs) are among the best-understood protein folds. Nonetheless, there are gaps in our knowledge of CCs. Notably, CCs are likely to be structurally more dynamic than often considered. Here, we explore this in an abundant class of CCs, parallel dimers, focusing on polar asparagine (Asn) residues in the hydrophobic interface. It is well documented that such inclusions discriminate between different CC oligomers, which has been rationalized in terms of whether the Asn can make side-chain hydrogen bonds. Analysis of parallel CC dimers in the Protein Data Bank reveals a variety of Asn side-chain conformations, but not all of these make the expected inter-side-chain hydrogen bond. We probe the structure and dynamics of a de novo-designed coiled-coil homodimer, CC-Di, by multidimensional nuclear magnetic resonance spectroscopy, including model-free dynamical analysis and relaxation-dispersion experiments. We find dynamic exchange on the millisecond time scale between Asn conformers with the side chains pointing into and out of the core. We perform molecular dynamics simulations that are consistent with this, revealing that the side chains are highly dynamic, exchanging between hydrogen-bonded-paired conformations in picoseconds to nanoseconds. Combined, our data present a more dynamic view for Asn at CC interfaces. Although inter-side-chain hydrogen bonding states are the most abundant, Asn is not always buried or engaged in such interactions. Because interfacial Asn residues are key design features for modulating CC stability and recognition, these further insights into how they are accommodated within CC structures will aid their predictive modeling, engineering, and design.
Coiled coils (CCs) are some
of the most abundant protein folds in nature.[1] They play key roles in many biological processes, directing and
stabilizing protein structures and protein–protein interactions.
Over the past three decades, short CCs (20–40 amino acids long)
have become favored models for studying protein folding and protein–protein
interactions. As a result, CCs are one of the best understood protein-folding
motifs available.[1,2] In turn, this has led to them
being used widely in peptide and protein design and engineering, and
for applications in materials science, biotechnology, synthetic biology,
and biomedicine.[1−4] While sequence–structure relationships have been discerned,
this does not mean that these are understood in physicochemical terms
at the atomistic and molecular levels.In CCs, two or more α-helices
combine to form bundles with
a left-handed supercoil. Underlying this is a regular seven-residue
or heptad-repeat sequence of hydrophobic () and polar () residues, , commonly denoted .[2,5] When configured into an α-helix, this
pattern brings together the and positions. The resulting hydrophobic face
drives association of multiple helices to form the bundles. These
helix–helix interfaces are cemented by intimate side-chain
interactions termed knobs-into-holes (KIH) packing.[6]Despite this apparent simplicity, CCs show a diversity
of oligomeric
states, the helices can be parallel or antiparallel, and the complexes
can be homo- or heteromeric. In nature, CCs are mostly dimeric, trimeric,
and tetrameric, although pentamers and higher-order oligomers are
known both in nature and through design.[2,5,7] The influence of the type of the residues at the and positions
on the oligomeric state has been studied systematically in the GCN4
leucine-zipper peptide (GCN4-p1).[8] In detail,
isoleucine (Ile) at position and leucine
(Leu) at position guide association
to parallel CC dimers; having Ile at positions and results in trimers,
and Leu at position and Ile at position are characteristic of tetrameric assemblies.Charged amino acids at the and positions, notably glutamic acid (Glu) and
lysine (Lys), also play roles in CC structure and stability. These
residues can direct CC folding, parallel or antiparallel helix orientation,
and homotypic versus heterotypic assembly.[9−14]Despite the importance of patterns,
polar residues occur surprisingly frequently at positions and , accounting
for ≈25% of all residues in the CC+ database of CCs culled
from the Protein Data Bank (PDB).[15,16] Although they
are thermodynamically destabilizing, it has become evident that these
residues play important roles in the specification of the CC oligomeric
state and orientation.[10,13,17−21] Indeed, such residues are often highly conserved through evolution.[22]Asparagine (Asn) is among the most abundant
of these polar inclusions.[23] For example,
in the trimeric CC domains of the
autotransporter adhesins, conserved Asn residues occur at position .[24] X-ray crystal
structures of these motifs show that these side chains are often associated
with sequestered halide anions in the core. More commonly, however,
buried Asn residues occur at the sites
of CC dimers, for example, the bZip transcription factors,[25,26] where the residues are often required for dimer specificity.[8,27,28] Indeed, Asn-at- is now almost an obligatory design feature in the
specification of completely de novo-designed homo-
and heterodimeric CCs, and in the construction of orthogonal CC pairs.[13,17,29−31] However, as
a cautionary note and to add additional nuance to this, the Asn-at- has to be located centrally to specify oligomer
state; otherwise, alternative and unintended CC assemblies can be
observed.[32]These sequence–structure
relationships present rules for
the de novo design of CCs. On this basis, we and
others have designed and characterized sets of homomeric and heteromeric
coiled coils, which have been used in synthetic biology and materials
design.[12,13,17,33] However, the demands on de novo CCs
through these and advancing applications are growing; notably, larger
sets of orthogonal heterodimers are required for more complex CC assemblies,[34,35] and structures beyond simple dimers to tetramers are being designed.[7,36] As a consequence, more sequence–structure relationships are
needed, and we need to develop a deeper understanding of those that
we have.An important aspect of this will be to understand the
dynamics
of CCs, especially of residues at the CC interfaces, and how these
contribute to CC specification. Analyses of crystal structures alone
will not be sufficient as these give only one or a small number of
the many possible CC conformations. The controversial discussion of
whether interhelical electrostatic interactions in CC dimers are stabilizing
provides an example of this. While X-ray crystal structures anticipate
salt-bridge formation at CC interfaces, solution-phase nuclear magnetic
resonance (NMR) gives a more complex view and generally identifies
fewer salt bridges than expected.[37−41] In GCN4-p1, acidic residues in these pairs make little
contribution to dimer stability, but certain basic residues do contribute
favorably.[42,43] Nonetheless, pH titrations removing
any formal electrostatic interactions result in subtle changes in
the overall CC structure and supercoil.[44]For buried Asn residues, hydrogen bonding between the amide
side
chains is observed in X-ray crystal structures[25] and is commonly assumed to offset the destabilization of
burying these functional groups. As with salt-bridge interactions,
however, these interactions are not straightforward and are more likely
highly dynamic. Indeed, the aforementioned pH titration of GCN4-p1
reveals a range of Asn side-chain conformations.[44] Related to this, the native dimeric state of GCN4-p1, which
has a central Asn-at-, forms trimers
under certain conditions.[45] In this state,
the Asn side chains point out from the hydrophobic core and water
fills the space left behind. This dimer–trimer ambiguity is
accentuated by mutating Asn to Gln in the GCN4 system.[28] These conformational dynamics in GCN4-p1 might
be extreme, but they are not unique. NMR spectroscopy focusing on
core Asn residues of a disulfide-linked Jun homodimer confirms hydrogen-bonded
Asn side chains but suggests fast exchange between two different asymmetric
hydrogen bonds.[46]Because of the
importance of the buried Asn residues in CC assembly,
recognition, and design, it is imperative to completely understand
the dynamics and interactions of these inclusions. This would provide
clarity about the mechanism of dimer specification by Asn in CC dimers
and facilitate the manipulation of these interactions to redesign
and design CC interfaces.Here we shed light on Asn inclusions
through detailed analysis,
experiments, and modeling of a de novo-designed parallel
CC homodimer, CC-Di.[17] CC-Di has four heptads
with Asn at the site of the third.
This is highly specifying for dimer, as mutation to the canonical
Ile gives a trimer.[17] The X-ray crystal
structure of the dimer shows that the core Asn residues are dynamic
with multiple Asn–Asn paired conformations present. We combine
analyses of Asn residues buried in dimeric CC interfaces of the PDB
and two- to four-dimensional NMR experiments to probe the dynamics
of Asn–Asn interaction directly. These reveal multiple paired
Asn–Asn conformations. While the major conformers are the hydrogen-bonded
pairs, other states exist in which the Asn side chains point out from
the hydrophobic core and do not interact with each other. Finally,
we perform molecular dynamics (MD) studies to visualize a mechanism
for this exchange process.
Materials and Methods
General
Fmoc-protected
amino acids, DIC and HBTU, and
peptide grade dimethylformamide were purchased from AGTC Bioproducts
(Hessle, U.K.). H-Rink Amide-Chemmatrix resin was acquired from PCAS
BioMatrix Inc. (Saint-Jean-sur-Richelieu, QC). 15N-labeled
amino acids Fmoc-Asn(Trt)-OH and Fmoc-Leu-OH were obtained from Sigma-Aldrich.
H-Leu-OH, which was labeled with 13C at the α-carbon,
was acquired from Campro Scientific (Berlin, Germany) and subsequently
Fmoc-protected following standard procedures. All other chemicals
were purchased form Fisher Scientific (Loughborough, U.K.). Water
was purified with a Synergy ultraviolet (UV) water purification system
from Millipore. Peptide concentrations were determined by UV absorbance
[λ280 (Trp) = 5690 mol–1 cm–1; λ280 (Tyr) = 1280 mol–1 cm–1] using a NanoDrop 2000 spectrophotometer
from Thermo Scientific.
Peptide Synthesis
The peptide amides
were synthesized
on an H-Rink Amide-Chemmatrix resin on a 0.1 mmol scale on a CEM microwave-assisted
synthesizer. The synthesis was conducted via a standard Fmoc protocol
using a DIC/HOBt coupling reagent mixture. N-Acetylation of the peptides
was performed by using acetic acid anhydride and pyridine (1:9). Acidic
cleavage from the resin was achieved by a treatment of the resin with
a mixture of trifluoroacetic acid (TFA), triisopropylsilane, and water
(90:5:5, 3 h). The resin was extracted with additional TFA (5 mL),
and the combined extracts were concentrated to a third of the initial
volume under a flow of nitrogen. The crude peptide was then precipitated
in cold diethyl ether (40 mL) and isolated by centrifugation and decantation
of the ether. The precipitate was redissolved in 5 mL of a 1:1 mixture
of acetonitrile and water and then freeze-dried to give a fine white
solid.
Peptide Purification
Peptides were purified by reverse-phase
high-performance liquid chromatography (HPLC) using a JASCO chromatography
system and a Kromatek C18HQsil column (150 mm × 10 mm) on which
a gradient of water and acetonitrile (buffer A consisted of water
and 0.1% TFA, and buffer B consisted of acetonitrile and 0.1% TFA)
run from 30 to 60% B over 30 min was applied.
Peptide Characterization
The peptides
were characterized
by mass spectrometry on a Bruker Daltonics UltrafleXtreme matrix-assisted
desorption ionization time-of-flight mass spectrometer operating in
positive-ion reflector mode [matrix of α-cyano-4-hydroxycinnamic
acid (CHCA), external calibration]. High-resolution mass spectrometry
was performed on a Waters Synapt G2-S nano-ESI-IMS-TOF mass spectrometer.
Analytical HPLC measurements were performed using a JASCO chromatography
system and a Phenomenex Prodigy ODS-3 column (5 μm, 4.6 mm ×
100 mm). For peptide characterization, a linear gradient of water
and acetonitrile (buffer A consisted of water and 0.1% TFA, and buffer
B consisted of acetonitrile and 0.1% TFA) run from 20 to 80% over
20 min was used. Chromatograms were monitored at wavelengths of 220
and 280 nm.
NMR Measurements
The unlabeled and
labeled CC-Di samples
were made at a total peptide concentration of 2 mM in a phosphate
buffer [8.2 mM sodium phosphate, 1.8 mM potassium phosphate, 68 mM
sodium chloride, and 1.4 mM potassium chloride (pH adjusted to 7.0)]
containing 10% D2O at 20 or 40 °C. The NMR data were
acquired on Bruker Avance and Avance III spectrometers at 600 MHz
(TCI Cryoprobe) and Bruker Avance III HD spectrometers at 700 MHz
(QCI Cryoprobe) and 800 MHz (TCI Cryoprobe). Primary assignments and
structure calculations for CC-Di were obtained from the unlabeled
sample using proton two-dimensional (2D) TOCSY (60 ms mixing time),
2D NOESY (80 and 150 ms mixing times), 2D COSY, and 15N-edited
SOFAST-HMQC[47] at 600 MHz.A selectively
labeled [15N]Leu and Asn sample was used at 600 and 700
MHz to study the dynamic properties of CC-Di. A model-free approach
was used on the data from 15N-edited T1, T2, and 15N 1NOE of the backbone residues.[48] The conformational exchange detected on the labeled Asn amide side
chains was studied by 15N-edited relaxation–dispersion
experiments.[49]To study the connectivity
of CC-Di, an equimolar mixture of 1 mM
selectively 15NNε-labeled Asn17 sample and 1 mM selectively 13Cα-labeled Leu13 sample was prepared, yielding a 0.5
mM abundance of CC-Di with one coil being 15N-labeled Asn
and the other 13C-labeled Leu. The trans-coil connectivity
was checked through a four-dimensional (4D) 13C-edited-HSQC-NOE-15N-edited-HMQC[50] with a 120 ms
NOESY mixing time at 800 MHz. Because of the selective labeling limiting
the number of peaks observed, only the proton–proton 2D plane
was necessary.The same sequence was used in a one-dimensional
(1D) form to record
an NOE buildup to gain insight into the cross-relaxation of the labeled
spins. The NOE buildup rate is proportional to cross-relaxation σ
from a spin S to a spin I, following:where S is the starting magnetization
of spin S.In turn, the cross-relaxation is linked to distance RIS between spins I and S:[51]where τC is the molecular
correlation time in nanoseconds giving RIS in angstroms.One problem with measuring the cross-relaxation
is a lack of normalization
of the NMR signals. Here, we use the knowledge of the N17NH–L13CαH proton distance from the crystal
structure (RN17–L13X). From eq , we obtainwhere σNH is the cross-relaxation
between the N17 amide proton of one strand and the L13 α-proton
of the other strand of the dimer and τC the global
correlation time of the dimer. Replacing σ in eq allows us to eliminate S (representing the L13Hα
starting magnetization):where dINH/dt is the NOE buildup curve of the N17 amide proton. Because
the starting point of the magnetization for the NOE transfer to the
side chains of N17 was also L13Hα, we can substitute S in the buildup calculations,
giving us a way to evaluate the cross-relaxation and hence the distances
to the side chains:where σSC is the cross-relaxation
between the N17 side-chain protons of one strand and the L13 α-proton
of the other strand and τC the global correlation
time of the dimer. The ratio of the buildup curves can be substituted
for the ratio of the slopes of the buildup curves calculated with
a normalization to the NH peaks. This allows a distance to be calculated
once it is placed back into eq :Equations –6 are set for a standard
setup of proton–proton interaction. In our case, we know that
the side chains are in exchange. However, because the exchange rate
is slow to intermediate (only one peak is seen) and likely to be around
20 s–1, substantially more than the R1 values of any backbone or side-chain residues, the dependence
of exchange on the measured (R1, NOE buildup)
or calculated (σIS or RIS) values is averaged but also unique, and the equations given above
still stand. Furthermore, because the exchange is slower than the
overall molecular tumbling, the averaging is truly over ⟨r–6⟩, and not ⟨r–3⟩.[52] The distances
and buildup slopes calculated from eqs –6 are listed in Table S3.The buildup curves were calculated
with a linear regression model
and the errors with an error propagation model using R [R Core Team
(2016) R: A language and environment for statistical computing (https://www.R-project.org/)].The NMR data were processed with either NMRPipe[53] or Bruker Tospsin and MestreNova. Structural
data were
analyzed with Bruker Topspin or MestreNova, and dynamic data were
analyzed with RELAX NMR.[54]
Molecular Dynamics
Simulations
Starting PDB structures
of dimeric assemblies with Asn-at- and
Asn-at- derived from PDB entry 4DZM were capped at the
N-terminus with an acetyl residue and at the C-terminus with an amide
residue. These were converted to GROMACS coordinate and topology files
using the AMBER99sb-ildn force field and solvated in a dodecahedral
box that is 1.5 nm larger than the peptide assembly in all directions
with TIP3P water molecules. To simulate isotonic ion concentrations,
the genion utility in GROMACS was used to add Na+ and Cl– ions to a final ionic strength of 150 mM at neutral
pH with no overall charge. Structures were subjected to an initial
200-step energy minimization using the steepest descent method. Simulations
were performed using periodic boundary conditions. Short-range electrostatic
and van der Waals interactions were truncated at 1.4 nm; long-range
electrostatics were treated with the particle-mesh Ewald method, and
a long-range dispersion correction was applied. The pressure was controlled
by Berendsen’s thermostat and the temperature by the V-rescale
thermostat. Simulations were integrated with a leapfrog algorithm
over a 2 fs time step, constraining bond vibrations with the P-LINCS
method. For replica exchange, 64 replicas were created with exponentially
distributed temperatures from 298 to 419 K. These were subjected to
an additional 200-step energy minimization as before, followed by
200 ps of position-restrained MD in which the peptide atom coordinates
were fixed. An initial 200 ps unrestrained REMD run showed average
exchange rates for both simulations ranging from 0.2 to 0.3; this
was judged to be sufficient for longer REMD simulation runs of 100
ns, giving a total REMD simulation time of 6.4 μs for each system.
Simulations were performed using 64 nodes on the Bristol High Performance
Computer BlueCrystal.[55] To test for convergence
of the system, the distributions of root-mean-square (rms) distance
for each structure in each replica were compared and found to be equivalent
(Figure S9).Replica trajectories
were concatenated such that each trajectory had a continuous temperature,
and the replica with the temperature closest to that at which the
NMR experiments were performed (313 K) was selected for analysis.
Results
Multiple Asparagine Conformers Occur in Coiled-Coil Interfaces
The X-ray crystal structure of the de novo-designed
parallel homodimeric CC, CC-Di [PDB entry 4DZM (Table S1)],
reveals a near-C2-symmetric quaternary assembly.[17] However, the crystallographic unit cell contains
two peptide monomers from different assemblies, and the C2 symmetry is broken by the Asn residues at position 17, which populate
three primary side-chain dihedrals (χ1). [As detailed
below, the full description of the side-chain conformation requires
this and the second dihedral angle (χ2), but for
the immediate discussion, we need to consider only χ1 as this directs the side chain relative to the interface.] We refer
to the three conformers as “inside” (χ1 ≈ −70°, “g”), “middle”
(χ1 ≈ ±180°, “t”), and “out” (χ1 ≈
−120°, “t*”) (Figure A). As a result,
there are nine potential paired conformations for the Asn–Asn
pair. Two of these could result in hydrogen bonding between the side
chains (both “inside–middle” conformations) if
the second dihedral allowed; in six, the residues are too distant
to form hydrogen bonds (the two “inside–out”,
“middle–middle”, two “middle–out”,
and “out–out” conformations), and there is one
disallowed conformation (“inside–inside”) as
the Asn side chains would clash in full quaternary models.
Figure 1
Conformations
adopted by Asn pairs in dimeric CC interfaces of
the PDB. Structures were superposed on the backbone atoms using ProFit.[57] Images were generated using PyMOL (www.pymol.org). (A) Multiple conformations
of Asn residues in PDB entry 4DZM. Two of the nine potential conformations allow hydrogen
bonding between the Asn residues; one would be prohibited due to steric
clashes, and others would point both residues out into the solvent.
(B) All Asn residues at pairs identified
by CC+ using a redundancy cutoff of 70%. (C) Structures grouped according
to side-chain dihedral combinations. Side-chain dihedrals χ1 and χ2 were calculated using a Python script.
χ1 is the dihedral formed by atoms N, Cα, Cβ, and Cγ, and χ2 is the dihedral formed by atoms Cα, Cβ, Cγ, and Oδ1. These were classified
as follows: t, χ > 120° or χ
<
−120°, with t* assigned a subclass of t where χ ≈ ±120°; g, χ < 0° and χ
> −120°; g, χ > 0° and χ < 120°. ‘0’
indicates a dihedral angle with a mean of around 0°, which is
classified as neither g– nor g: (i) 47 examples, (ii) 4
examples, (iii) 7 examples, (iv) 7 examples, (v) 2 examples, and (vi)
2 examples. Three additional combinations of side-chain dihedral angles
had one example each and are not depicted: gg/g–g, gg/tg, and gg/gg.
Conformations
adopted by Asn pairs in dimeric CC interfaces of
the PDB. Structures were superposed on the backbone atoms using ProFit.[57] Images were generated using PyMOL (www.pymol.org). (A) Multiple conformations
of Asn residues in PDB entry 4DZM. Two of the nine potential conformations allow hydrogen
bonding between the Asn residues; one would be prohibited due to steric
clashes, and others would point both residues out into the solvent.
(B) All Asn residues at pairs identified
by CC+ using a redundancy cutoff of 70%. (C) Structures grouped according
to side-chain dihedral combinations. Side-chain dihedrals χ1 and χ2 were calculated using a Python script.
χ1 is the dihedral formed by atoms N, Cα, Cβ, and Cγ, and χ2 is the dihedral formed by atoms Cα, Cβ, Cγ, and Oδ1. These were classified
as follows: t, χ > 120° or χ
<
−120°, with t* assigned a subclass of t where χ ≈ ±120°; g, χ < 0° and χ
> −120°; g, χ > 0° and χ < 120°. ‘0’
indicates a dihedral angle with a mean of around 0°, which is
classified as neither g– nor g: (i) 47 examples, (ii) 4
examples, (iii) 7 examples, (iv) 7 examples, (v) 2 examples, and (vi)
2 examples. Three additional combinations of side-chain dihedral angles
had one example each and are not depicted: gg/g–g, gg/tg, and gg/gg.To test if this heterogeneity of Asn–Asn interactions
was
representative of Asn-containing CC dimers more generally, we inspected
such structures in the RCSB PDB.[15] We used
CC+[16] to mine the PDB for parallel CC dimers
containing pairs of Asn residues at positions. The conformations of the Asn side chains varied (Figure B). However, clustering
the structures according to both side-chain dihedral angles, χ1 and χ2 (mentioned above), revealed a number
of specific conformations (Figure C). The most populated conformer was the “inside–middle”
arrangement, more formally g0/tg,[56] with approximately two-thirds of structures
accounting for this state [Figure C(i)]. This promotes a buried hydrogen bond between
the two Asn side chains. Of the other, less populated conformations,
only one allows a hydrogen bond [Figure C(ii), tg/gt], which is an alternative configuration within the “inside–middle”
group, equivalent to g0/tg but
with the amide atoms swapped. The rest either preclude a hydrogen
bond altogether [Figure C(v) and Figure C(vi)]
or allow a hydrogen bond only if the side chain of one Asn residue
were to flip at the Cγ position [Figure C(iii) and Figure C(iv)]. This analysis assumes that the atoms
have been built into these structures correctly, and given the nature
of the Asn side chain, there could be some ambiguity in the placement
of atoms.As with CC-Di, we found several of the structures
in the broader
PDB with Asn in multiple conformations. One was in a CC from Mycobacterium tuberculosis in which three conformers of
the Asn are seen on each strand (PDB entry 3m91(58)). This structure
is complicated further by two flanking helices that provide additional
Asn residues that compete for hydrogen bonding with the central Asn
side chains (Figure S1). Interestingly
and more generally, such potential interactions between Asn residues
often became apparent only when symmetry mates were generated, and
not all the combinations of conformations listed in the PDB file would
be allowed due to steric clashing (Figure A).It is clear from this analysis
that there are multiple possible
individual and paired conformations for buried Asn residues at dimeric
CC interfaces, which opens possibilities for dynamics between these.
The Interfacial Asparagine of CC-Di Is Dynamic but Forms Hydrogen
Bonds
We turned to NMR spectroscopy of CC-Di in solution
to probe side-chain dynamics experimentally (Table S1 and Figure S2). 1H chemical shifts for CC-Di
were assigned using 2D 1H–1H correlation
spectra [TOCSY and NOESY (Table S2)]. This
gave a single set of resonances consistent with the largely C2-symmetric X-ray structure. We extracted structural information
for CC-Di from the intramolecular connectivities observed in the 2D
NOESY spectrum (Figure A). dN,N(i, i + 1), dα,N(i, i + 3), and dα,N(i, i + 4) NOEs were found along the whole peptide sequence,
indicative of a fully α-helical structure. This was corroborated
by negative differences in chemical shifts (Δδ values)
of the αH protons from those expected for the fully unfolded
peptide (Figure B).
Figure 2
Structural
elucidation of CC-Di in solution by NMR spectroscopy.
(A) NOE connectivity table based on TOCSY and NOESY experiments for
CC-Di measured at 20 °C. (B) Δδ values of the Hα
proton chemical shifts. Δδ values were calculated as the
difference in the observed chemical shifts and the sequence-corrected
random-coil chemical shifts.[59] (C) TOCSY
(i), 15N-edited SOFAST-HMQC (ii), and NOESY (iii) spectra
showing signal broadening of the N17 amide backbone resonances (i
and ii) and the amide side-chain resonances (iii). Conditions: 2 mM
total peptide, 10 mM phosphate buffer [68 mM sodium chloride and 1.4
mM potassium chloride (pH adjusted to 7.0)], 10% D2O, using
a cryoprobe-equipped Bruker 600 MHz spectrometer.
Structural
elucidation of CC-Di in solution by NMR spectroscopy.
(A) NOE connectivity table based on TOCSY and NOESY experiments for
CC-Di measured at 20 °C. (B) Δδ values of the Hα
proton chemical shifts. Δδ values were calculated as the
difference in the observed chemical shifts and the sequence-corrected
random-coil chemical shifts.[59] (C) TOCSY
(i), 15N-edited SOFAST-HMQC (ii), and NOESY (iii) spectra
showing signal broadening of the N17 amide backbone resonances (i
and ii) and the amide side-chain resonances (iii). Conditions: 2 mM
total peptide, 10 mM phosphate buffer [68 mM sodium chloride and 1.4
mM potassium chloride (pH adjusted to 7.0)], 10% D2O, using
a cryoprobe-equipped Bruker 600 MHz spectrometer.More specifically, we found that the Asn resonances were
broadened
in all NMR spectra [Figure C(i–iii)] and that this was most apparent for the side-chain
resonances [Figure C(iii)]. This could be due in part to hydrogen bonding or even exchange
with solvent. However, the cross-peak between the side-chain amide
protons [Asn17(HD21–HD22)] was broad and asymmetric, indicative
of multiple resonances and an ensemble of conformers [Figure C(iii)]. Consequently, the
resulting weaker signal meant that Asn side-chain resonances were
not detected in 2D 1H–15N correlation
spectra [15N-edited SOFAST-HMQC and 1H–15N HSQC (Figure S6B)].To
resolve these issues, we introduced site-specific isotopic labeling.
First, CC-Di was made with Asn17 15N-labeled [CC-DiN(Asn) (Table S1 and Figure S3)].
This gave visible Asn17(HD) resonances in the 2D 1H–15N correlation spectrum at 20 °C. Peak broadening was
observed for both resonances, but to different extents (Figure S6C): the intensity of the 17Asn(HD22)
resonance was significantly decreased compared with that of 17Asn(HD21).
On this basis, we posit that HD22 is likely involved in hydrogen bonding
and, on the basis of our analysis of the PDB, that this hydrogen bond
is formed between the Asn residues of partnering CC strands.
Non-Hydrogen-Bonding
Conformations Are Also Populated
At micromolar concentrations,
CC-Di has a midpoint melting temperature
of 78 °C and its thermal unfolding transition starts above 40
°C.[17] This stability allowed us to
investigate the temperature dependence of signal broadening and thereby
to probe side-chain dynamics further, through three-dimensional (3D) 15N-edited NOESY at 10, 20, and 40 °C for CC-DiN(Asn). In the 1H–1H planes of these
spectra (Figure A),
peaks became sharper and more resonances appeared for Asn17 as the
temperature was increased. By 40 °C, all peaks were sharpened
and the HD22 resonances were visible. We used this 40 °C spectrum
to assign NOE contacts to the Asn side-chain amide protons. The most
intensive NOEs were to leucine (Leu) side chains, Leu13 or Leu20,
which flank Asn17 in the hydrophobic core. This indicates strongly
that the Asn side chains are buried in the hydrophobic core as expected.
However, this experiment has a caveat: it does not distinguish intra-
and interstrand NOEs.
Figure 3
Multidimensional NOE experiments to estimate interchain
side-chain
contacts. (A) 15N-edited NOESY at 10, 20, and 40 °C.
Assignments: 1, HD1 Leu13/Leu20; 2, HD2 Leu13/Leu20; 3, βH Leu13/Leu20;
4/5, βH Asn17; 6, αH Leu13; 7, αH Asn17/Leu20. (B)
2D plane of the 13C-HSQC-NOESY-15N-HMQC showing
cross-peaks between Asn17 and Leu13 of the partnering peptides. (C)
Relative intensity plot of Asn17(HN) (◆, dashed line), HD21
(■, dashed–dotted line), and HD22 (▲, solid line)
as a function of mixing time in 13C-HSQC-NOESY-15N-HMQC 1D spectra. Intensities were normalized to Asn17(HN). Conditions:
2 mM total peptide, 10 mM phosphate buffer [68 mM sodium chloride
and 1.4 mM potassium chloride (pH adjusted to 7.0)], 10% D2O, using a cryoprobe-equipped Bruker 600 MHz spectrometer (A and
C) or an 800 MHz spectrometer (B).
Multidimensional NOE experiments to estimate interchain
side-chain
contacts. (A) 15N-edited NOESY at 10, 20, and 40 °C.
Assignments: 1, HD1 Leu13/Leu20; 2, HD2 Leu13/Leu20; 3, βH Leu13/Leu20;
4/5, βH Asn17; 6, αH Leu13; 7, αH Asn17/Leu20. (B)
2D plane of the 13C-HSQC-NOESY-15N-HMQC showing
cross-peaks between Asn17 and Leu13 of the partnering peptides. (C)
Relative intensity plot of Asn17(HN) (◆, dashed line), HD21
(■, dashed–dotted line), and HD22 (▲, solid line)
as a function of mixing time in 13C-HSQC-NOESY-15N-HMQC 1D spectra. Intensities were normalized to Asn17(HN). Conditions:
2 mM total peptide, 10 mM phosphate buffer [68 mM sodium chloride
and 1.4 mM potassium chloride (pH adjusted to 7.0)], 10% D2O, using a cryoprobe-equipped Bruker 600 MHz spectrometer (A and
C) or an 800 MHz spectrometer (B).To address this, we made a third CC-Di peptide variant, CC-DiC(Leu13), with Leu13 labeled with 13C at the Cα
position (Table S1 and Figure S4), and
mixed this with CC-DiN(Asn) for 4D NOE experiments (13C-HSQC-NOESY-15N-HMQC).[60] The peptides were mixed in a 1:1 ratio, which, all other things
being equal, should have given 50% heterolabeled dimers. Consistent
with this, the (1H, 1H) plane from the 4D experiment
revealed NOEs between all three nitrogen-bound protons of Asn17 and
the Cα proton of Leu13 (Figure B). This is possible only if the two labeled peptides
are complexed and the Asn side chains spend at least some time buried
in the interface. Moreover, the NOEs from Leu13 had different intensities:
the weakest was to the backbone NH of Asn17, that for the HD22 proton
was also weak but slightly more intensive, and the strongest was for
HD21. This suggests decreasing contact distances between these pairs
of protons, again consistent with at least partial burial of the Asn
side chains.We estimated the Leu13–Asn17(HD21/HD22)
interproton distances
relative to the Leu13–Asn17(HN) distance through an interpeptide
NOE buildup experiment with mixing times of 40–120 ms (Figure C). This gave cross-relaxation
rate constants for HN, HD21, and HD22. From the X-ray crystal structure
of CC-Di, the Leu13(CαH)–Asn17(NH) distance is 7.5 Å
(Figure S7). As molecular dynamics simulations
(vide infra) suggested that the backbone structure
of the dimer is relatively rigid, we used this as a reference to estimate
the other distances from Leu13(CαH) to Asn17(HD21/HD22) (Materials and Methods and Table S3). In this way, we measured the Leu13(CαH)–Asn17(HD21)
and −Asn17(HD22) distances both as ≈7 Å, which
we recognize are averages over the experimental time. From the X-ray
crystal structure and MD simulations of CC-Di, with both Asn side
chains buried (i.e., “inside” or “middle”
conformations), these distances are expected to be 3.3–6.3
Å (Figure S7A–D) and if they
adopt “out” conformations 6.5–7.6 Å (Figure S7E). The fact that the experimentally
determined distances are toward the higher ends of these ranges indicates
strongly that the non-hydrogen-bonding “out” conformations
do exist in solution in a significant population, together with “inside”
and “middle” conformations. However, because many conformations
are potentially present, each with different distances resulting in
different NOE enhancements, it is not possible to infer their relative
populations.
Asparagine Conformers Exchange on the Millisecond
Time Scale
To probe the dynamics of Asn17 in the dimer, we
performed two relaxation
NMR experiments with a peptide, CC-DiN(Leu,Asn), in which
the four Leu residues at positions
and Asn17 were fully labeled with 15N (Table S1 and Figure S5).First, model-free analyses
were performed for backbone amide protons. These probe fast motions
on the picosecond to nanosecond time scale. This is done by transforming
observable relaxation parameters, T1, T2, and heteronuclear NOEs (Table S4), into interpretable parameters: the squared generalized
order parameter (S2) and the effective
correlation time (τe),[48] which indicate the amplitude and the time scale of local motions,
respectively. We employed the method of d’Auvergne and Gooley,
which refines the model-free coefficients using an independent tumbling
time (τm) for each residue and a selection of diffusion
models to compute S2 and τe (RELAX).[54] The S2 values for all of the backbone amide protons were closely
similar at ≈0.8 (Figure A and Table S5). This revealed
that the majority of the backbone structure of the peptide was almost
evenly rigid. However, notably, the S2 value for Asn17 was the largest among those of five labeled residues,
indicating that the motion of the Asn17–NH bond was the most
restricted. Also, its τe was the largest, by a factor
of 2 compared with those of the neighboring leucines. These experiments
and analyses illustrate that Asn17 has unique internal motions compared
to the more rigidly held leucines in the dimer interface.
Figure 4
Dynamics in
CC-Di investigated by NMR experiments. (A) S2 and (B) τe values obtained
from model-free analyses for backbone amide protons of Leu6, Leu13,
Asn17, Leu20, and Leu27. An S2 of 1.0
indicates the greatest restriction of bond-vector motion. (C) Relaxation–dispersion
curves for Asn17(HD21) at 600 MHz (black) and 700 MHz (gray). The
plots were obtained from a series of CPMG sequence experiments with
varying refocusing frequencies [RF (CPMG)]. The intensity of the data
at each of the refocusing frequencies was converted into an R2 value and the resulting curve fitted to the
Bloch–McConnell equations to extract the exchange rate (Rex).[55] The line is
the fit of the selected model: “CR72 Full” slow exchange
giving an Rex of 20 ± 4 s–1. Conditions: 1 mM total peptide, 10 mM phosphate buffer [68 mM sodium
chloride and 1.4 mM potassium chloride (pH adjusted to 7.0)], 50%
D2O, using a cryoprobe-equipped Bruker 600 and 700 MHz
spectrometer with 2H decoupling.
Dynamics in
CC-Di investigated by NMR experiments. (A) S2 and (B) τe values obtained
from model-free analyses for backbone amide protons of Leu6, Leu13,
Asn17, Leu20, and Leu27. An S2 of 1.0
indicates the greatest restriction of bond-vector motion. (C) Relaxation–dispersion
curves for Asn17(HD21) at 600 MHz (black) and 700 MHz (gray). The
plots were obtained from a series of CPMG sequence experiments with
varying refocusing frequencies [RF (CPMG)]. The intensity of the data
at each of the refocusing frequencies was converted into an R2 value and the resulting curve fitted to the
Bloch–McConnell equations to extract the exchange rate (Rex).[55] The line is
the fit of the selected model: “CR72 Full” slow exchange
giving an Rex of 20 ± 4 s–1. Conditions: 1 mM total peptide, 10 mM phosphate buffer [68 mM sodium
chloride and 1.4 mM potassium chloride (pH adjusted to 7.0)], 50%
D2O, using a cryoprobe-equipped Bruker 600 and 700 MHz
spectrometer with 2H decoupling.Second, to investigate conformational exchange of the Asn17
side
chain, we performed relaxation–dispersion experiments.[61,62] These detect slow chemical exchange in the microsecond to millisecond
regime via a series of Carr–Purcell–Meiboom–Gill
(CPMG) sequence experiments with varying refocusing pulse delays (Figure C). The data indicated
that the Asn17 side-chain conformers exchange in the 10–100
ms regime, while none of backbone amide protons exhibits any comparable
exchange (Figure S8). The exchange rate
for HD21 was calculated more precisely at 20 ± 4 s–1. However, because of the broader line shape of HD22, no exchange
model could be reasonably fitted. This calculated value likely combines
exchanges among several conformers at several exchange times and motion
on a shorter time scale. Nonetheless, considering that the results
of the NOE experiments indicated that the main Asn17 side-chain conformers
were with an “out” conformation, it is likely that these
will experience an exchange regime in the range of 10–100 ms.
Asparagines at Form Hydrogen
Bonds That Exchange on the Picosecond to Nanosecond Time Frame
To explore Asn conformations within CC interfaces and to examine
how these might influence oligomeric-state selection, we performed
replica exchange molecular dynamics (REMD) simulations.[62] Starting structures were generated from the
X-ray crystal structure of CC-Di.[17] From
possible starting conformations for the Asn17 pair (Figure A), we selected that with both
Asn side-chain amide groups pointing “out” toward solvent.
We chose this to test if a hydrogen bond would form between the Asn
side chains during the simulation, rather than starting with a lower-energy
hydrogen-bonded state and attempting to see bond rupture. Indeed,
we found that hydrogen bonding between the Asn side chains appeared
≈200 ps into the simulation. This became the default state
around 5 ns, and the structure remained stable from that point on
(Figure A). Nonetheless,
the hydrogen bond was very dynamic. The Asn residues switched frequently
between two forms of one conformation, with concomitant breaking and
re-forming of the hydrogen bonds (Figure S9C). The observed conformation matched the most popular hydrogen-bonded
conformation from the PDB analysis [Figure C(i)], i.e., g0/tg or “inside–middle”. What was not obvious
from the latter static structures, but became apparent in the REMD,
was that the Asn residues interconvert between the two equivalent
conformations, g0/tg and tg/g0. Effectively,
the side chains of the two peptides switch conformations and, therefore,
exchange between being a hydrogen-bond acceptor and a donor (Figure C). This interconversion
occurred ∼2800 times in ∼7800 consecutive snapshots
of the simulation that had exactly one hydrogen bond between the two
residues; i.e., the hydrogen bond was retained between steps, but
the conformation of the asparagine pair switched.
Figure 5
Dynamic equilibria of
the Asn side-chain conformations. (A and
B) The last 8000 ps of the molecular dynamics trajectories at 313
K for the (A) Asn-at- and (B) Asn-at- systems described in the text. Full details
of the REMD protocol can be found in the Supporting Information. The number of hydrogen bonds made between the
two Asn residues in the core is colored blue, and the backbone RMSD
is colored red. The Asn-at- simulation
showed continual interchange between side-chain conformations. By
contrast, there were very few hydrogen bonds made between Asn-at-, and where they did occur, they were short-lived.
(C) Proposed model of the dynamic processes of the Asn pair in CC-Di.
Dynamic equilibria of
the Asn side-chain conformations. (A and
B) The last 8000 ps of the molecular dynamics trajectories at 313
K for the (A) Asn-at- and (B) Asn-at- systems described in the text. Full details
of the REMD protocol can be found in the Supporting Information. The number of hydrogen bonds made between the
two Asn residues in the core is colored blue, and the backbone RMSD
is colored red. The Asn-at- simulation
showed continual interchange between side-chain conformations. By
contrast, there were very few hydrogen bonds made between Asn-at-, and where they did occur, they were short-lived.
(C) Proposed model of the dynamic processes of the Asn pair in CC-Di.Thus, pairs of Asn residues at
position are accommodated in the otherwise
hydrophobic interfaces of parallel
CC dimers, and some of the loss of solvation energy is compensated
by the formation of interhelix side-chain interactions. However, these
hydrogen bonds are not static but extremely dynamic, with different
rotamers of the Asn being explored to effect exchange between outward-
and inward-facing amide groups, with only the latter leading to hydrogen
bonding.For comparison, a second REMD simulation was performed
with Asn
residues at a position of CC-Di. For
this, a starting structure was constructed from 4DZM in which position
17 was mutated to Ile, to match the other positions in the structure, and position 13 was mutated to Asn.
Asn rotamers were chosen on the basis of the small number of CC dimers
found in CC+ with Asn at position .[16] In contrast to the Asn-at- simulation, the second calculation revealed that Asn residues
paired at positions rarely form a
hydrogen bond (Figure B). Moreover, on the odd occasion that a hydrogen bond was made,
it was at the expense of the overall structure, a kink formed in the
helix near the Asn position (Figure S9D); this destabilizes the core, and the helical structure unfolds
C-terminal to the Asn residues. Consistent with this, we found that
Asn occurs only rarely at positions
in dimeric CC structures: there were 19 examples in CC+ at 50% redundancy,
compared with 128 examples of Asn at sites.[17] Interestingly, the majority
of the former also have an Asn at position , which may help accommodate an Asn at position by specifying the dimer state. These findings are consistent
with recently described experimental systems that show that Asn at
position destabilizes dimers more
than Asn at position , and that Asn
at position is better accommodated
in parallel trimeric CCs.[17,24,32]
Discussion
The coiled-coil (CC) motif is one of the
most widely used peptide
building blocks in synthetic biology and biomaterials.[2,3] Such work relies on having sequence–structure relationships
to guide and deliver peptide designs de novo. Ideally,
these relationships should be understood at the physicochemical level.
For CCs, such rules do exist, but the underlying mechanisms of action
are not understood for all of these. Here we focus on examining in
detail one such rule of thumb, namely, that asparagine (Asn) residues
placed at the sites of the heptad
sequences repeats of CCs, , direct
the formation of parallel dimeric CCs. These positions are traditionally
considered as being buried within the otherwise hydrophobic CC interface,
and as such, they are usually paired with another Asn residue in the
partnering strand of the CC. It is assumed in the literature that
specificity for parallel, in-register dimers is conferred by the abilities
of these Asn pairs to form inter-side-chain hydrogen bonds.Our study combines bioinformatics analysis of known X-ray crystal
structures of dimeric CCs to explore the static conformations accessible
to these buried Asn residues and NMR experiments and MD simulations
to probe the dynamic states accessible to these pairings. The CC crystal
structures show different conformations for Asn where the side chain
points “inside”, toward the “middle”,
and “outside” of the CC interface. Only certain combinations
have the potential to make side-chain hydrogen bonds, however, namely, “inside–middle”.
Although other paired conformers have been observed, this is by far
the dominant one.2D NMR experiments of a designed CC dimer
with an Asn-at- (CC-Di) confirm a fully
α-helical structure
but, importantly, reveal significant broadening of both the Asn backbone
and side-chain resonances indicative of chemical exchange. Intra-
and interstrand NOE contacts with the Asn residues are obtained from
3D and 4D NMR experiments with 15N-labeled peptides. These
confirm contacts to neighboring leucine residues of the hydrophobic
core but show reduced-intensity cross-peaks indicating that the Asn
side chains are not exclusively inside the core. Moreover, many of
the possible combinations of “inside”, “middle”,
and “out” conformations appear to be populated in an
ensemble of local structures. These dynamics are probed further with
model-free analysis and relaxation–dispersion experiments.
The former confirm that the backbone structure of CC-Di is evenly
rigid, but with unique internal motions for Asn17, and the latter
reveal millisecond chemical exchange of its side-chain amide protons.
Together, these data strongly suggest that the Asn17 side chain is
in conformational exchange on a 10–100 ms time scale. MD studies
of CC-Di, initiated with a non-hydrogen-bonded “inside–inside”
pair conformation, confirm the formation of the “inside–middle”
hydrogen bond, and that this is a highly dynamic state switching between
two analogous side-chain dihedral conformations. By contrast, MD simulations
of a CC-Di variant with Asn-at- show
that the side chains are unable to form hydrogen-bonded pairs in a
parallel CC dimer. This is in accord with the relatively few examples
of CCs with Asn-at-,[16,63−65] and with a recent experimental study in which the
Leu13 → Asn mutation of CC-Di eliminates dimer specificity.[32] This underlines the importance and worth of
Asn-at- as a protein design rule.Taking all of these results into account, we propose the following
model (Figure C).
Asn residues at the positions of parallel
coiled-coil dimers increase the dimer specificity because the formation
of a hydrogen bond between side-chain amide groups is generally enabled.
However, the Asn pair can adopt several conformations in a dynamic
equilibrium. The most preferred conformations are the two “inside–middle”
pairs, g0/tg and tg/g0. These both lead to the
formation of hydrogen bonds between the Asn side chains, and there
is fast exchange between the two conformations. This constant bond
breaking and making occasionally results in a switch from an “inside–middle”
conformation to “out” conformations, most likely driven
by the hydrophilicity of the Asn residue. Subsequent hydrogen-bond
formation is potentially slowed because the “out” conformations
can be stabilized by contacts with polar groups and water. This chemical
exchange in the millisecond regime is likely to be responsible for
signal broadening of the asparagine resonances in the NMR experiments.Our model has features in common with that from a foregoing study
of NMR studies of the Jun leucine zipper, which is another CC dimer.[46] However, we have been able to address details
and specifics of the mechanism to an unprecedented level by identifying
the different conformational states that are possible through analyses
of many X-ray crystal structures; quantifying the time scales of the
dynamics and exchange processes with multidimensional NMR experiments;
validating a sequential mechanism for these processes using MD simulations;
and comparing data for how different Asn inclusions specify dimer
or do not. This presents a holistic view of the roles of buried Asn
residues in promoting and maintaining CC-dimer states.A recent
NMR study by Kaplan et al.[44] further highlights
the significance of the dynamics of side chains
on CC structure. As the pH is decreased from near neutral to acidic
in the GCN4-p1 system, interchain salt bridges are lost and the titratable
(glutamate and lysine) side chains involved become more dynamic. As
a consequence, and although helicity and CC interactions are maintained,
the whole structure relaxes, with the helices moving slightly farther
apart and the supercoil unwinding slightly.While these and
other studies illustrate that dynamics in CC systems
have not been entirely overlooked, it is true to say that much of
knowledge of these relationships comes from examining static structures
and experiments that assume near-static structures. Our study adds
to this move toward a holistic view of these assemblies that considers
dynamics, as well. We have focused on buried Asn residues in CC dimers
and found that these are far more dynamic than previously thought
with the inclusion of different Asn conformations in the hydrogen-bonded
state, and even that the Asn side chains temporarily shift outside
of the hydrophobic core. The latter observation has not been described
in any foregoing reports. This helps to explain why the incorporation
of polar residues is actually destabilizing, because a favorable contribution
from buried polar residues to stability is possible only if the unfavorable
energy of dehydration is completely compensated by hydrogen bonding
within the folded state.[66−70] Understanding these effects should help in the design of alternative
specification motifs for distinguishing between CC states. Indeed,
this has been attempted to some extent, though without considerations
of structural dynamics, using urea and guanidinium recognition motifs.[71−73] Generally, incorporating dynamical aspects of CC structure, assembly,
and specificity will improve our ability to model, engineer, and design
these important protein–protein recognition motifs.
Authors: Sarah L Rouse; Fisentzos Stylianou; H Y Grace Wu; Jamie-Lee Berry; Lee Sewell; R Marc L Morgan; Andrea C Sauerwein; Steve Matthews Journal: J Mol Biol Date: 2018-06-08 Impact factor: 5.469