Azaria Solomon Eisenberg1, Laura J Juszczak. 1. Department of Chemistry, Brooklyn College of The City University of New York , 2900 Bedford Ave., Brooklyn, NY 11210, United States.
Abstract
Several nonradiative processes compete with tryptophan fluorescence emission. The difficulty in spectral interpretation lies in associating specific molecular environmental features with these processes and thereby utilizing the fluorescence spectral data to identify the local environment of tryptophan. Here, spectroscopic and molecular modeling study of Lys-Trp dipeptide charged species shows that backbone-ring interactions are undistinguished. Instead, quantum mechanical ground state isosurfaces reveal variations in indole π electron distribution and density that parallel charge (as a function of pK(1), pK(2), and pK(R)) on the backbone and residues. A pattern of aromaticity-associated quantum yield and fluorescence lifetime changes emerges. Where quantum yield is high, isosurfaces have a charge distribution similar to the highest occupied molecular orbital (HOMO) of indole, which is the dominant fluorescent ground state of the (1)L(a) transition dipole moment. Where quantum yield is low, isosurface charge distribution over the ring is uneven, diminished, and even found off ring. At pH 13, the indole amine is deprotonated, and Lys-Trp quantum yield is extremely low due to tautomer structure that concentrates charge on the indole amine; the isosurface charge distribution bears scant resemblance to the indole HOMO. Such greatly diminished fluorescence has been observed for proteins where the indole nitrogen is hydrogen bonded, lending credence to the association of aromaticity changes with diminished quantum yield in proteins as well. Thus tryptophan ground state isosurfaces are an indicator of indole aromaticity, signaling the partition of excitation energy between radiative and nonradiative processes.
Several nonradiative processes compete with tryptophan fluorescence emission. The difficulty in spectral interpretation lies in associating specific molecular environmental features with these processes and thereby utilizing the fluorescence spectral data to identify the local environment of tryptophan. Here, spectroscopic and molecular modeling study of Lys-Trpdipeptide charged species shows that backbone-ring interactions are undistinguished. Instead, quantum mechanical ground state isosurfaces reveal variations in indole π electron distribution and density that parallel charge (as a function of pK(1), pK(2), and pK(R)) on the backbone and residues. A pattern of aromaticity-associated quantum yield and fluorescence lifetime changes emerges. Where quantum yield is high, isosurfaces have a charge distribution similar to the highest occupied molecular orbital (HOMO) of indole, which is the dominant fluorescent ground state of the (1)L(a) transition dipole moment. Where quantum yield is low, isosurface charge distribution over the ring is uneven, diminished, and even found off ring. At pH 13, the indole amine is deprotonated, and Lys-Trp quantum yield is extremely low due to tautomer structure that concentrates charge on the indole amine; the isosurface charge distribution bears scant resemblance to the indole HOMO. Such greatly diminished fluorescence has been observed for proteins where the indolenitrogen is hydrogen bonded, lending credence to the association of aromaticity changes with diminished quantum yield in proteins as well. Thus tryptophan ground state isosurfaces are an indicator of indole aromaticity, signaling the partition of excitation energy between radiative and nonradiative processes.
Understanding the factors
responsible for Trp fluorescence changes
is critical to interpretation of biologically relevant, solvent-phase
protein structure. The basis for the observed thirty-fold variation[1,2] in tryptophan (Trp) fluorescence emission intensity (quantum yield)
in proteins has been under study for the last 40 years.[3−14]Within the past 20 years, the role of charge transfer has
gained
increasing importance in explaining fluorescence changes in intensity,
lifetime, and wavelength and is probably considered the primary factor
in quantum yield reduction for Trp in proteins. Proton transfer from
a terminal ammonium group to Trp can reduce quantum yield,[15−19] but in proteins, where amide groups predominate, quenching occurs
by electron transfer from the ring to an amide.[10,18,20−24] Charge transfer quenching involving residues is also
possible.[18,24,25]The
protein environment of a single tryptophan can be very complex
as many residues, charged or nonpolar, as well as backbone amides
may be within a 4 Å radius of interaction with the fluorescent
indole ring. In order to reduce the potential number of groups affecting
quantum yield, we chose to examine the fluorescence characteristics
of the Lys-Trpdipeptide in all possible charge states. As in previous
studies of Trpdipeptides,[26,27] we employ quantum mechanical
(QM) calculations and molecular dynamics (MD) simulations to provide
information on the dominant molecular conformations. We examine these
in tandem with fluorescence lifetimes, steady-state fluorescence emission
spectra, and quantum yield determinations for all Lys-Trp charged
species. As before, we find that backbone-ring interactions for all
Lys-Trp species are controlled by the dihedral angle, chi 1, and that
three angles predominate: 60°, 180°, and 300°. Digital
switching between the chi 1 conformers is also observed. Unlike past
studies, however, terminal amine cation–indole interactions
are all but absent and so cannot be used to explain spectroscopic
features for the cationic species. The van der Waals contacts for
Lys-Trp cations are not qualitatively or quantitatively different
from those observed for the zwitterion or anion species, and so these
also cannot account for the precipitous decrease in cationic quantum
yield and shorter fluorescence lifetimes. In addition, the relative
stability of the 60°, 180°, or 300° chi 1 rotamers
is unlikely to be a factor because, unlike the previous Trp-Glu study,[27] they do not display recognizably significant
differences in their stability.These spectroscopic features
remain inexplicable until the evidence
of exoring negative charge on Cβ′ and the
possibility of alternate indole resonance structures and changes in
aromaticity are considered. Therefore, we examine QM-MD-derived indole
ring isosurfaces,[28,29] which show the ground state π-electron
density at specific distances from the ring plane. This exercise reveals
a trend in decreased ring charge density and delocalization (i.e,
loss of aromaticity) with increased positive charge on the peptide
backbone and Lys residue, which is paralleled by decreased quantum
yield and fluorescence lifetime. A dramatic decrease in the intensity
is seen above the pKa of the indole amine,
which is also predicted by the notable alteration in isosurface charge
distribution or aromaticity. In the absence of isosurface data for
proteinaceous Trps, observed extremely low quantum yield is explained
with similar changes in aromaticity for tryptophans that are hydrogen
bonded at the indole amine. This is expected to give rise to the nonaromatic
π-electron density distribution observed for the deprotonated
indole tautomer.The association between ground state conformation
and fluorescence
of aromatic compounds, including indole derivatives, was first studied
in 1970 by IB Berlman.[30] More recently,
the optical and electronic properties of aryl-substituted benzobisoxazoles[31] and pyrenes[32] have
been tuned via substituents that affect the π-conjugated electrons.
These substituents mainly affect the highest occupied molecular orbital
(HOMO, ground state) and lowest unoccupied molecular orbital (LUMO,
first excited fluorescent state), but it has been demonstrated that
the HOMO can be tuned without significantly affecting the LUMO. Thus
it is found that the ground state can tune fluorescence properties.
These results further support our finding that the ground state isosurfaces
of Lys-Trp dipetide species correlate with quantum yield and fluorescence
lifetimes because for indole, the HOMO is the predominant ground state
for the fluorescing transition dipole, 1La.[33] In comparing the isosurfaces of the Lys-Trpdipeptide species, we find that the electron density distribution
for the isosurfaces of the highly fluorescent zwitterion and −1
charged species resemble that for the calculated HOMO molecular orbital
for indole, which is the dominant ground state orbital for the fluorescent
transition dipole, 1La.[33,34]This is the first time that changes in tryptophan quantum
yield
and lifetimes have been linked to changes in ring aromaticity.
Results
Fluorescence
Emission and Quantum Yield
The fluorescence
emission maximum for each Lys-Trp species is given in Table 1. The maxima range in value from 355 to 375 nm.
These values are red-shifted relative to the emission maximum for
aqueous Trp at 350 nm. The quantum yield measurements require recording
absorption spectra for the Lys-Trpdipeptides. The S1 absorption
band maxima are included in Table 1. Lys-Trp
species have maxima ranging from 279 to 283 nm.
Table 1
S1 Absorption Band and Fluorescence
Emission Maxima with Quantum Yield for Lys-Trp dipeptide Species
pH
absorption
maximum (nm)
emission
maximum (nm)
quantum yield
R2
1.5
279
355
0.032
0.97
5.3
279
357
0.059
0.99
9.3
279
358
0.14
0.93
11.0
280
359
0.14
0.95
13.0
283
375
0.014
0.89
The quantum
yields for Lys-Trp charged species fall into two sets: a low quantum
yield for (Lys-Trp)2+ (pH 1.5, QY = 0.032), (Lys-Trp)+ (pH 5.3, QY = 0.059), and (Lys-Trp)− with
deprotonated indole amine (pH 13.0, QY = 0.014), and a higher quantum
yield, QY= 0.14, identical to that of L-Trp,[35] for Lys-Trp zwitterion (pH 9.3) and (Lys-Trp)− (pH 11.0). Protonation at the indole amine at pH 1.5 is not a consideration
because Trp quantum yield is already at a minimum at this pH while
the indole minimum is at a pH < 1.[36] In a study of Tyr mutants at positions 8 and 10 of a 12-mer β-hairpin
peptide,[14] the quantum yield of the adjacent
Trp dropped to ∼0.02 at a pH above the TyrpKa. This suggests formation of a TyrO–, indole aminehydrogen bond, where partial deprotonation of the
indole amine results in a very low QY as for the Lys-Trpdipeptide
at pH 13.0 (above the pKa of the indoleamine).
Fluorescence Lifetime Measurements
Two sets of fluorescence
lifetimes are given in Table 2. The first set
of lifetimes, τ (set 1), found in the first column of Table 2, is derived from measurements made on the Ti:sapphire-pumped
laser system (ca. 45 ps instrument response function, fwhm), while
the second set (set 2) derives from the photodiode system (1.47 ns
instrument response function, fwhm). The fluorescence decay datum
obtained on the Ti:sapphire instrument for the Lys-Trp species at
pH 1.5 is shown in Figure S1 of the Supporting
Information, while the data obtained from both instruments
for the species at pH 11.0 are shown in Figures S2 and S3 of the Supporting Information. The fitted lifetime decays
and residuals are also shown. Fluorescence decay analyses found two
or three lifetimes for each Lys-Trp species (Table 2). This is true for both data sets.
Table 2
Fluorescence Lifetime Decay Analysis
for Lys-Trp Dipeptide Species
pH
τ (ns)
A (%)
χ2
1.5
–
–
–
–
0.589a0.769b
–
71a
–
1.03a
–
1.21
–
29
–
5.3
0.629 1.43
0.538 1.44
48
15
–
1.45
–
79
1.05
1.00
2.17
3.52
52
6.0
9.3
2.44 3.15
2.08 2.98
55
28
4.01
3.25
45
71
1.02
1.10
–
9.28
–
1.1
11.0
–
0.6773.66
–
6.4
1.78 2.84
2.72
45
72
1.21
1.19
3.70
7.89
55
21
13.0
–
0.904 1.03
–
98
–
1.26
–
8.85
–
1.6
Fit to RLBL data.
Italicized numbers are amplitude-weighted
average lifetimes.
A subnanosecond
lifetime dominates the results for (Lys-Trp)2+ (pH 1.5):
0.589 ns (amplitude = 71%), set 1. The average lifetime for (Lys-Trp)2+ is 0.769 (Table 2, italics). A reliable
fit to lifetime decay data from the photodiode system could not be
obtained. Two lifetimes of equivalent amplitude comprise the set 1
results for (Lys-Trp)+ (pH 5.3, Table 2): 0.629 and 2.17 ns. Set 2 is dominated by similar lifetimes
with a different amplitude distribution: 0.538 ns (A = 15%) and 1.45
ns (A = 79%). The average lifetimes for (Lys-Trp)+ in both
data sets are 1.4 ns, noticeably longer than that for the (Lys-Trp)2+ species. Both sets of lifetimes for Lys-Trp zwitterion (pH
9.3) are dominated by two ns lifetimes of magnitude 2 < τ
< 4 but amplitudes vary. Amplitude is nearly evenly split between
lifetimes of 2.44 and 4.01 ns in set 1, while a lifetime of 3.25 ns
dominates set 2 (A = 71%). The average lifetime in both data sets
is 3ns, which is significantly longer than that of the (Lys-Trp)+ species. The two lifetimes of set 1 for (Lys-Trp)− (pH 11.0), 1.78 and 3.70 ns, are shorter than those for the Lys-Trp
zwitterion in set 1, but the average lifetime is the same (3 ns).
Set 2 lifetimes consist mainly of a dominant (A = 72%) lifetime of
2.72 ns and a longer lifetime of 7.89 ns (A = 21%) with an average
lifetime of 4 ns. The lifetime measurement for the indole conjugate
base of (Lys-Trp)− (pH 13.0) (i.e., the indole amine
is deprotonated) is dominated (A = 98%) by a 0.9 ns lifetime. The
minor lifetime (A = 2%) component is 8.85 ns. The average lifetime
is 1.0 ns.
MD Simulation
Conformers Defined
by the Dihedral Angle, chi 1
As
for Trp-Gly, Gly-Trp,[26] and Trp-Glu[27] dipeptide species, molecular dynamics simulations
for the Lys-Trpdipeptide species show that the relative position
of the backbone to the indole ring is defined by the chi 1 dihedral
angle. Again, three chi 1 dihedral angle distributions define this
orientation. These distributions are centered at ca. 60°, 180°,
and 300°. The simulated time course of the chi 1 angle changes
for four of the Lys-Trp species are given in Figures S4–S7
of the Supporting Information. As for other
Trpdipeptides,[26,27] conformational switching between
chi 1 angles can generally be described as digital. That is, the molecule
resides at or near one of the characteristic chi 1 angles before switching
instantaneously (ca. 1 fs) to another of the preferred chi 1 angles.Fit to RLBL data.Italicized numbers are amplitude-weighted
average lifetimes.
Probability
Distribution of chi 1 Dihedral Angle Conformers
The chi 1
= 300° conformation is generally the most disfavored
for all Lys-Trp charged species while the chi 1 = 60° conformation
is the most favored by all species except (Lys-Trp)2+.
The lowest energy conformers for Lys-Trpdipeptide charged species
are shown in Figure 1 along with their probability,
and the electrostatic potential (in atomic units) through the indole
plane. All stabilizing and destabilizing intramolecular backbone–indole
ring interactions within 4 Å are included in Table S1 of the Supporting Information, although the strength
of these interactions is not included. Generally, ring-backbone attractive
interactions are balanced by an equal number of repulsive interactions.
Intramolecular backbone–backbone interactions are given in
Table S2 of the Supporting Information.
The atomic labeling used to describe these intramolecular interactions
is given in Figure 2.
Figure 1
Electrostatic potential
surfaces of the indole plane for all lowest
energy Lys-Trp species. All conformers are arranged in order of increasing
chi 1 angle from left to right: 60°, 180°, and 300°.
The probability, P, of each conformer is indicated.
(a–c) (Lys-Trp)2+, (d–f) (Lys-Trp)+, (g–i) (Lys-Trp)0, (j–l) (Lys-Trp)−. Significant electrostatic interactions (<4 Å)
are given in Table S1 of the Supporting Information. The electrostatic potential scale at the bottom of each conformer
is in atomic units, with red indicating negative charge and blue,
positive charge.
Figure 2
Atomic labeling of the
Lys-Trp dipeptide in the zwitterion state.
Electrostatic potential
surfaces of the indole plane for all lowest
energy Lys-Trp species. All conformers are arranged in order of increasing
chi 1 angle from left to right: 60°, 180°, and 300°.
The probability, P, of each conformer is indicated.
(a–c) (Lys-Trp)2+, (d–f) (Lys-Trp)+, (g–i) (Lys-Trp)0, (j–l) (Lys-Trp)−. Significant electrostatic interactions (<4 Å)
are given in Table S1 of the Supporting Information. The electrostatic potential scale at the bottom of each conformer
is in atomic units, with red indicating negative charge and blue,
positive charge.
Common Features of Lys-Trp Lowest Energy chi 1 Conformers
The lysine residue is usually not found in the vicinity of the
indole ring (Figure 1) except for the (Lys-Trp)2+ chi 1 = 60°, (Lys-Trp)0, and (Lys-Trp)− chi 1 = 300° conformers. For these conformers,
the probability is low (10–20%). The general disposition of
the lysine residue in the remaining conformers is one of an extended
chain positioned far from the indole plane. In general, ring-backbone
stabilizing interactions are balanced by destabilizing interactions
at similar interatomic distances for most Lys-Trp conformers (Table
S1 of the Supporting Information). These
interactions support the idea that backbone-ring orientation is driven
by steric hindrance rather than electrostatic interactions. Such destabilizing
interactions provide for the increased frequency of chi 1 angle switching
between the three dominant angles and, therefore, the roughly equal
probability of the major Lys-Trp conformers. Interaction of the N-terminal
amine cation with the indole ring, observed in Trp-Gly, Gly-Trp,[26] and Trp-Glu[27] charged
species, is observed only in the (Lys-Trp)+ chi 1 = 60°
conformer. Lys-Trp backbone conformations are stabilized by hydrogen
bonds between backbone charged groups (Table S2 of the Supporting Information).
Chi 1 Conformer
Ring-Backbone Electrostatic Interactions
For the sake of
brevity, only the conformers with higher probability
are discussed. For all (Lys-Trp)2+ conformers (Table S1
of the Supporting Information), there are
19 favorable ring-backbone interactions within 4 Å. The chi 1
= 180° conformer (P = 56%) is stabilized by
four interactions of the C-terminal carboxylic acid hydroxyl group
with indoles C3, C4, C4-H, and C9. The lower probability (P = 24%) chi 1 =
300° conformer is stabilized by peptide carbonyl and amine interactions
with the ring. The peptide NH is electrostatically attracted to C2 and C3, and the peptide carbonyl is positioned
2.83 Å from the indole C2 hydrogen. There are also
19 favorable ring-backbone interactions within 4 Å for all (Lys-Trp)+ conformers (Table S1 of the Supporting
Information). Only the chi 1 = 60° conformer (P = 43%) shows ring interaction with the terminal amine
cation. Peptide amide and terminal COOH interactions are also present.
The chi 1 = 180° (P = 40%) conformer only shows
three terminal COOH–ring interactions and one peptide carbonyl
interaction. The (Lys-Trp)0 conformers have 29 favorable
ring–backbone interactions. For the chi 1 = 60° conformer
(P = 48%), interactions with the terminal COO– are favored over those with the peptide carbonyl and
amine. The 180° conformer (P = 31%) has four
attractive interactions with the terminal COO–.
The (Lys-Trp)− conformers partake in 15 favorable
ring–backbone interactions. The chi 1 = 60° conformer
(P = 50%) has numerous ring interactions with the
peptide carbonyl and amine and the terminal carboxylate. The chi 1
= 180° conformer (P = 39%) has only a single
ring interaction each with the terminal carboxylate and the peptide
carbonyl. While a pattern for charged species’ backbone–indole
ring interactions is difficult to distinguish, we note that a terminal
NH3–amide O hydrogen bond is peculiar to conformers
for the positively charged species (Table S2 of the Supporting Information).
Isosurfaces Reveal Differing
Patterns of π-Electron Delocalization
Electron density
isosurfaces ranging from 0.02 to 0.30 in increments
of 0.01 were generated for the indole ring of Trp in each of the conformers
for five Lys-Trp species. Isosurfaces where negative charge first
appears over the indole ring are given in Figure 3 for one low-energy chi 1 conformer for each dipeptide charged
species. For all charged species, the isosurface shown represents
the charge distribution for one or more of the remaining two conformers
of that charged species. A color scale for the associated charge is
shown above each isosurface. Note the progressive shift of the zero
charge point to the blue end of the scale as negative charge on the
dipeptide increases. Where isosurface charge distribution varied for
a conformer, that isosurface is represented by an inset structural
model. Isosurfaces not illustrated are included in Supporting Information as slide files of isosurfaces up to
an isosurface value of 0.15. The pattern of charge density changes
for each conformer is outlined below. Note that isosurface values
increase as distance from the ring decreases.
Figure 3
Charge
density isosurfaces for the indole of each Lys-Trp charged
dipeptide. The color-coded electrostatic potential scale, with zero
potential marker, is given above each figure. The inset figures are
models for the isosurface of conformers not represented by the color
images. Solid contour lines represent ring position of high electron
density (−10–1) while dashed lines represent
ring position of weak election density (less than −10–2). Where no contour line is present, the isosurface show zero or
positive charge. (a) (Lys-Trp)2+, chi 1 = 60°, 0.080
isosurface; also represents the 0.050 isosurface of the 300°
conformer. Inset: chi 1 = 180°, 0.060 isosurface (b) (Lys-Trp)+, chi 1 = 180° and 300°, 0.020 isosurface. Inset:
chi 1 = 60°, 0.020 isosurface. (c) (Lys-Trp)0, chi
1 = 60° and 180°, 0.020 isosurface. Inset: chi 1 = 300°,
0.02 isosurface. (d) (Lys-Trp)− chi 1 = 60°,
0.020 isosurface; represents 0.020 isosurface of all anionic conformers.
(e) (Lys-Trp)−/Ind N conj base, chi 1 = 60°,
0.02 isosurface. Inset: tautomer structure. (f) Highest occupied molecular
orbital (HOMO) for indole in vacuum calculated via an ab initio method (MP2/6–31G*) image adapted from ref (44). This is the major ground
state orbital for the 1La transition, the primary
fluorescing transition in indole.
Weak π-Electron Density Concentrated at
Indole Ring Periphery
in (Lys-Trp)2+ and (Lys-Trp)1+
Π-Electron density (−0.00049) first
appears at C4 −C7, along the N—C2 bond
and at Cβ′ at the 0.08 isosurface for the
chi 1 = 60° conformer of (Lys-Trp)2+ (Figure 3a). The remaining ring carbons, C3, C8, and C9, are positive at this isosurface value
(0.195). At isosurface value 0.11, C7 and Cβ′ are the most negative (−0.0631); C3, C8, and C9 remain positive (ca. 0.200); remaining ring atoms
have close to zero charge. At an isosurface value of 0.15, the Cβ′ carries more negative charge (−0.170)
than any ring atom except nitrogen.Isosurfaces for the chi
1 = 300° conformer of (Lys-Trp)2+ share this charge
distribution. Π-Electron density first appears at isosurface
0.05 (−0.00190) from C4–C7. At
isosurface 0.08, C4–C7 and Cβ′ are at a charge of −0.0200 while the N—C2 bond is less negative. Ring carbons, C3, C8, and C9, are positive (ca. 0.100). At an isosurface value
of 0.13, C4, C7, and Cβ′ are most negative (−0.112); C3, C8,
and C9 remain positive.The pattern of π-electron
density for the chi 1 = 180°
conformer of (Lys-Trp)2+ differs (Figure 3a, inset). C4–C7 and the N—C2 bond first appear negatively charged (−0.000157) at
isosurface 0.06, but Cβ′ is positive, as are
C8 and C9 (ca. 0.15). At isosurface 0.12, negative
charge (−0.0623) can be found at C4 −C7 and at the N—C2 bond, but the remaining
ring carbons and Cβ′ are positive. For all
(Lys-Trp)2+ conformers, the ring π-electron density
is not uniform over the indole ring; the aromaticity would be diminished.For all (Lys-Trp)+ conformers, a weak π-electron
density (−0.076 to −0.03) appears at an isosurface value
of 0.02 (Figure 3b), further from the indole
ring plane than in (Lys-Trp)2+. C8 and C9 remain positive (<0.1). For the chi 1 = 60° conformer
of (Lys-Trp)+ (Figure 3b, inset)
at isosurface 0.02, the weak negative charge extends to Cβ′, while for the chi 1 = 180° and chi 1 = 300°, it does
not (Figure 3b). For this cation, the ring
π-electron density lacks uniformity over the entire indole molecule,
and the aromaticity is still diminished over most of the isosurfaces
studied for this charge species.
Π-Electron Density
Spans the Indole Ring in (Lys-Trp)0 and (Lys-Trp)–
For all (Lys-Trp)0 conformers, π-electron
density (ca. −0.15 –
−0.10) appears at C4–C7 at an
isosurface value of 0.02 (Figure 3c). C8, C9, and Cβ′ are weakly
negative in the 60° and 180° conformers only. The N–C2–C3 portion of the pyrrole ring also has
relatively high π-electron density in the 60° and 180°
conformers (Figure 3c). As the isosurface value
increases (where the distance is closer to the ring plane), π-electron
density concentrates at C4–C7 and N–C2–C3, while C8 and C9 become less negative.The π-electron density distribution
for the 300° conformer (Figure 3c, inset)
deviates from the above pattern in that N and C3 carry
a charge of ca. −0.1, but C2 is only slightly negative.
As the isosurface value increases, C3 carries the greatest
ring charge for the 300° conformer.All ring atoms of all
(Lys-Trp)− conformers carry
a π-electron density of ca. −0.2 to −0.1 at the
0.02 isosurface (Figure 3d). For both the (Lys-Trp)0 and (Lys-Trp)1– species, the π-electron
density is continuous even at the 0.020 isosurface, conferring aromaticity
to these species.
(Lys-Trp)−/Ind N Conj Base
Deprotonation
of the indole amine is predicted to result in π bond migration
(tautomerization) from C2---C3 to N---C2.[37,38] While the pKa of indole in dimethyl sulfoxide is 21, and substitution of C3 with N reduces pKa to only 16.4,[39] Osysko and Muino similarly found that the quantum
yield of aqueous Trp, Trp-Asp, and Trp-Argdipeptides dropped precipitously
above pH 11.[12] They attributed the quantum
yield decrease to deprotonation of the indole amine, as crossing of
the potential energy surface for the nonradiative Rydberg state, A″
(πσ*), with those of the fluorescent 1La(ππ*) and ground states occurs as a function of
the indole N---H distance.[40]The
0.02 isosurface for the (Lys-Trp)−/Ind N conj base
(Figure 3e) indeed shows −0.17 to −0.1
π-electron density around the benzyl ring and at C2. The pyrrole N has the highest negative charge (−0.2), while
C3 is only weakly negative (less than −0.06). A
different pattern of π-electron density on the indole ring results
for this species. The tautomer structure for indole with deprotonated
pyrrole is given in the inset of Figure 3e.
NMR Spectroscopy Insensitive to Aromaticity Changes
NMR
spectroscopy of Lys-Trp at pH 1.5 and 12.5 was carried out to
confirm the changes in aromaticity observed in isosurfaces. Chemical
shifts for indole C2, C4, and C7 hydrogens
were 0.5 ppm, which is within the standard error on peak positions
in proteins.[41a] Therefore, NMR is insensitive
to the diminished aromaticity found in the isosurface studies, unlike
fluorescence quantum yield.
Other Measures of Aromaticity
The harmonic oscillator
measure of aromaticity (HOMA)[41] and nucleus-independent
chemical shifts method (NICS)[42] were not
appropriate for our molecules and did not yield values that tracked
with changes in quantum yield or fluorescence lifetime.The
HOMA measure of aromaticity (41) is better-suited
to predicting aromaticity in different extended ring systems where
there are substantial changes in bond length and the number of rings
changes. For example, for perylene, the center ring HOMA index is
0.140, whereas the highest index for an outer ring is 0.842.[41] The dipeptides here do not constitute such a
system. The difference between our dipeptides is in the charge on
the backbone and the change in orientation of the backbone with respect
to the indole ring. The variation in HOMA aromaticity index for the
indoles in the LysTrpdipeptides in different charge states is small:
0.829–0.845, and does not track with the quantum yield or fluorescence
lifetimes. A similar result is expected for Randic’s method
of conjugated circuits.[43]Atomic labeling of the
Lys-Trpdipeptide in the zwitterion state.The NCSI data is mainly for the deshielding effects of the
electrons.
This is an indirect effect of the electron density and configuration
within the molecule. The absorption and fluorescence, however, relate
to the state of the electronic energy levels and are more directly
affected by the electron density in the indole ring.The NCSI
information tells very little, if anything at all, about
the aromaticity differences. It does show a very slight increase of
aromaticity for the (Lys-Trp)− over the (Lys-Trp)+2 when not in the plane of the nuclei of the indole ring,
but a slight decrease of aromaticity when in or very close to the
atoms of the indole ring. The calculated differences between the two
species might be small enough to be indistinguishable experimentally.Charge
density isosurfaces for the indole of each Lys-Trp charged
dipeptide. The color-coded electrostatic potential scale, with zero
potential marker, is given above each figure. The inset figures are
models for the isosurface of conformers not represented by the color
images. Solid contour lines represent ring position of high electron
density (−10–1) while dashed lines represent
ring position of weak election density (less than −10–2). Where no contour line is present, the isosurface show zero or
positive charge. (a) (Lys-Trp)2+, chi 1 = 60°, 0.080
isosurface; also represents the 0.050 isosurface of the 300°
conformer. Inset: chi 1 = 180°, 0.060 isosurface (b) (Lys-Trp)+, chi 1 = 180° and 300°, 0.020 isosurface. Inset:
chi 1 = 60°, 0.020 isosurface. (c) (Lys-Trp)0, chi
1 = 60° and 180°, 0.020 isosurface. Inset: chi 1 = 300°,
0.02 isosurface. (d) (Lys-Trp)− chi 1 = 60°,
0.020 isosurface; represents 0.020 isosurface of all anionic conformers.
(e) (Lys-Trp)−/Ind N conj base, chi 1 = 60°,
0.02 isosurface. Inset: tautomer structure. (f) Highest occupied molecular
orbital (HOMO) for indole in vacuum calculated via an ab initio method (MP2/6–31G*) image adapted from ref (44). This is the major ground
state orbital for the 1La transition, the primary
fluorescing transition in indole.
Discussion
A common pattern is found
for Lys-Trp species quantum yields and
fluorescence lifetimes. While the number of lifetimes for each data
set (Table 2) and species varies, lifetimes
with the highest amplitude have a match across the two sets for each
species when available, and weighted average lifetimes are similar
for both data sets. The dominant lifetime for (Lys-Trp)2+ (pH 1.5, Table 2) is 0.589 (A = 71%). A 10–1 ns lifetime is also found for (Lys-Trp)+ (pH 5.3, Table 2) in both data sets, but
the amplitude of this component has diminished (A = 48% and 15%).
Instead, 100 ns lifetimes dominate fluorescence decays.
With the loss of a proton on the N-terminal amine, lifetimes are dominated
by two 100 ns values (Table 2, pHs
9.3 and 11.0). When the indole amine is deprotonated (Table 2, pH 13.0), a 10–1 ns lifetime
once again dominates (A = 98%), and there is a minor (A = 2%) 9 ns
component. Weighted average lifetimes result in a 0.77 ns lifetime
for (Lys-Trp)2+, 1.0 for (Lys-Trp)−/Ind
N conj base, and a 1.4 ns lifetime for (Lys-Trp)+. Weighted
average lifetimes for (Lys-Trp)0 and (Lys-Trp)− are all in the 3–4 ns range for both data sets (Table 2).Weighted average lifetime (ns, sets 1 and 2, Table 2) plotted as a function of quantum yield (Table 1) for Lys-Trp species at pH 1.5–13.0. Linear
fit plotted
with y intercept at (x,y) = (0,0), R2 = 0.894.Quantum yields for these Lys-Trp species follow
a similar pattern.
Cations, (Lys-Trp)2+ and (Lys-Trp)+, have low
quantum yields of 0.032 and 0.059 (Table 1).
The quantum yield for the (Lys-Trp)−/Ind N conj
base is the lowest obtained, 0.014. The Lys-Trp zwitterion and anion,
however, both have quantum yields of 0.14, which is the same value
obtained for Trp at pH 7.4. Plotting the weighted average lifetime
as a function of quantum yield reveals a linear relationship for the
Lys-Trp species (Figure 4). Such a clear relationship
between these fluorescence parameters does not exist for single tryptophan
proteins.[7,45,46] This is likely
due to the superposition of effects caused by numerous residues for
protein tryptophans.
Figure 4
Weighted average lifetime (ns, sets 1 and 2, Table 2) plotted as a function of quantum yield (Table 1) for Lys-Trp species at pH 1.5–13.0. Linear
fit plotted
with y intercept at (x,y) = (0,0), R2 = 0.894.
In earlier studies of the Trp-Gly, Gly-Trp,
and Trp-Glu species,[26,27] a terminal amine cation was found
in close proximity to the indole
ring for several conformers of charged species, which would facilitate
proton transfer.[24] For the Lys-Trp species
studies here, a terminal amine cation in close proximity (3.7 Å,
Table S1 of the Supporting Information)
to an indole ring is found only for the (Lys-Trp)+ chi
1 = 60° conformer. Favorable van der Waals ring contacts with
the peptide amide and/or terminal carbonyl groups provide for possible
electron transfer for all four Lys-Trp species below pH 13.[17,20,24,47,48] Indeed, these van der Waals contacts are
most likely a major quenching route for all species, as even the relatively
strong fluorescing zwitterion and anion have a diminished quantum
yield of 0.14 relative to the high value of 0.34 observed for aqueous
3-methylindole.[17] The cationic Lys-Trp
species are distinguished by terminal amine cation–amideoxygenhydrogen bonds. Theoretical[49] and spectroscopic[50] studies of N-acetyl tryptophanamide (NATA) and its methyl amide (NATMA) have revealed an LE excited
state along a peptide backbone hydrogen bond, which acts as an excitation
conduit from the fluorescent 1La state to charge
transfer (CT) deexcitation. The reduced and asymmetric π-electron
density for the indole in these Lys-Trp cationic species may constitute
a telltale for such a CT state.Quantum mechanical isosurface
charge distribution for Lys-Trp peptides
shows changes in ring aromaticity with molecular charge and pKR. One factor that has not been considered is
the effect of molecular charge on distribution of ring π-electron
density. The isosurface charge distribution on the indole ring for
(Lys-Trp)2+ conformers reveals a π-electron density
that is diminished and weak, extending above the ring plane only to
isosurface 0.05–0.08 (i.e., near the ring plane) (Figure 3a). Furthermore, charge density does not encircle
the ring, and charge density is found off the ring on Cβ′, suggesting that a resonance structure with off-ring conjugation
is favored. Positive charge on the backbone favors off-ring π-electron
density. This results in greatly diminished aromaticity for the (Lys-Trp)2+ species, which increases the ground state energy of the
indole ring, placing it closer to the LE origin.[49] Short-lived deexcitation pathways, such as the LE to CT
transition, are favored over the nanosecond fluorescence emission
route. A low quantum yield (0.032) and a predominant subnanosecond
lifetime (Table 2) is characteristic of nonaromatic
compounds and are observed here for the (Lys-Trp)2+ species.A small increase in ring charge density is found for (Lys-Trp)+ conformers in that weak charge is extended out to the 0.02
isosurface (Figure 3b), but the π-electron
density is not continuous about the ring here either. Charge density
along the C3–Cβ′ bond is
observed for the 60° conformer, suggesting that exoring conjugation
also contributes to the π-electron density distribution. Quantum
yield is also low for (Lys-Trp)+ (0.059), but lifetimes
have increased with an average lifetime of 1.4 ns. A smaller positive
charge on the dipeptide allows for an increased stabilization of the
excited state and, therefore, a small increase in fluorescence lifetime.The Lys-Trp zwitterion 0.02 isosurface charge density is stronger
still and continuous about the ring (Figure 3c). Exoring charge density does not appear to be a part of the π-electron
distribution as the isosurface shows Cβ′ to
be positively charged. The quantum yield, 0.14, is identical to that
for Trp in water. An average lifetime of 3 ns results.The π-electron
density distribution on the indole ring for
the (Lys-Trp)− conformers is strong and relatively
uniform at the 0.02 isosurface (Figure 3d).
Aromaticity prevails, and the quantum yield is the same as for aqueous
Trp. Negative charge on the peptide should stabilize the excited state
where electrons are at a further distance from the indole plane and,
therefore, favor the long-lived fluorescence emission process. Slightly
longer average lifetimes of 3–4 ns are found (Table 2). Deprotonation of the indole amine at pH 13.0
again disrupts the ring π electron distribution (Figure 3e). There is little electron density at C3 and high electron density at the pyrrole nitrogen. The result is
that quantum yield drops to 0.014 and the average lifetime is shortened
to 1.0 ns. Positive charge on C3 and the pyrrole ring is
consistent with the dissociative state, π→σ*,[50] which is predicted to cross the 1Lb energy function just above the indole NH stretch vibration.[49]
Accounting for a
10-fold Decrease in Trp Quantum Yield in Proteins:
Loss of Aromaticity
Our finding of loss of aromaticity for
Lys-Trp cationic and deprotonated indole amine species provides a
plausible explanation for the drop in quantum yield from 0.14, observed
for aqueous Trp, to the minima of 0.01 observed in proteins. For the
cationic species, backbone and Lys residue positive charge can shift
fluid ring π-electron density toward the exoring Cβ′, as shown by the isosurfaces (Figure 3, panels
a and b). The ground state isosurfaces for the cationic Lys-Trp species
(Figure 3, panels a and b) are lacking in π-electron
density at the C2 or C3 ring atoms characteristic
of the fluorescent 1La ground state, the HOMO
(Figure 3f). Concomitantly, these same positive
charges destabilize the electronic excited state, disfavoring the
longer, nanosecond process of fluorescence emission. For the deprotonated
indole amine species, the pyrrole C2---C3 double
bond is shifted to N---C2 and electron density is concentrated
at the pyrrole nitrogen, a tautomer is favored (Figure 3e, inset).[37,38] The corresponding isosurface
(Figure 3e) shows a very distorted ring π-electron
distribution, which is also very different from the fluorescent 1La ground state. Loss of aromaticity favors a nonradiative
process of deexcitation and a lower quantum yield, as found in the
fluorescence spectra.
Loss of Aromaticity Can Account for Low Quantum
Yield in Proteins
This line of reasoning can be applied to
the pKa-dependent quantum yield results
for mutants of a dodecamer
β-hairpin peptide, where residues flanking either face of a
single tryptophan were mutated.[14] Plots
of fluorescence yields follow the pKa for
the Trp-flanking residue and the associated molecular charge. If the
flanking residue is Asp (pKR = 3.65),
Glu (pKR = 4.25), Cys (pKR = 8.18), or His (pKR = 6.00),
quantum yield is higher when the residue is in the anionic state and
lower when the residue is protonated. This is readily explained by
the diminished indole aromaticity found in the presence of positive
charge as found here for Lys-Trp cations. When the flanking residue
is Tyr, the quantum yield for the β-hairpin peptide follows
a different rule with respect to the residue pKR, as discussed below.
Hydrogen Bonding at the
Indole Amine Favors a Tautomer
The strength of a concept
rests in how well it explains the observed
phenomena. As hydrogen bonding at the indole amine favors Trp tautomerization
(Figure 3e, inset), and the C3 tautomer
has been shown to be of lowest energy,[38] it is reasonable to expect that indole aromaticity and, therefore,
quantum yield, would be affected, as observed here for Lys-Trp at
pH 13. This scenario has, in fact, been documented in studies of Trp
fluorescence in proteins. The pH-dependent fluorescence yields for
Trp in the β-hairpin Phe10Tyr and Ala8Tyr mutants follow Tyr
pKR = 10.07. (14) The Trp fluorescence yields drop to ca. 0.02 when Tyr OH is deprotonated.
Examination of the NMR structure for the Phe10Tyr mutant provided
therewithin shows that TyrO–---Trp pyrrole NH hydrogen
bonding is possible. Hydrogen bonding at the indole amine favors an
indole tautomer-like structure and, therefore, a low quantum yield
is expected and observed for the β-hairpin mutant.In
a study of the pH-dependence of fluorescence for the W126Y/W158Y/Q105H
single Trp mutant of T4 lysozyme,[51] average
lifetime falls from 3 to 2 ns and fluorescence yield decrease 3-fold
as pH rises above HispKa. This result
is in disagreement with the low Trp quantum yields that have been
associated with protonated His.[52−54] As His replaces the wild-type
Gln105 in mutant T4 lysozyme, which crystal structure shows is hydrogen
bonded to the Trp138 indole amine,[55] similar
hydrogen bonding by the His anion was indicated.[51] Once again, a Trp tautomer would be favored, leading to
the observed lower fluorescence. The evidence supports a loss of aromaticity
and a tautomer structure for the T4 lysozyme mutant Trp138 above His
pKR as observed here for Lys-Trp at pH
13.0.Finally, we examine the low quantum yield obtained for
members
of the homeodomain element from the family of homeotic proteins.[8] The single Trphuman homeodomain, Pbx-1, with
an extremely low quantum yield,[56] contains
a Trp25 pyrrole NH-Glu39 OE hydrogen bond of length 2.37
Å, as revealed by NMR.[57]Drosophila homeodomain antennapedia C39S mutant,
which contains two Trps, shows very low fluorescence emission with
an average folded lifetime of 1.30 ns and a 4-fold increase in fluorescence
emission upon unfolding.[8] The NMR structure
for this homeodomain shows a Thr13 residue O-Trp48 pyrrole NH hydrogen
bond distance of 1.97 Å (PDB 1hom). Other Drosophila homeodomains, Ubx and Eng, also exhibit very low fluorescence yield;[8] however, NMR or crystal structures free of the
structure-altering DNA adduct are not available, and so hydrogen bonding
at the indole amine cannot be checked. The concurrence of these results
supports the concept of indole ring π-electron density redistribution
via hydrogen bonding at the indole amine and a drastic reduction in
Trp quantum yield as a result of loss of aromaticity that this electron
density change causes.
Conclusions
The Lys-Trpdipeptide
was studied both spectroscopically and in silico in
pH-induced charge states ranging from 2+ to 1– and deprotonated at the indole amine.
Quantum yields for the Lys-Trpdipeptide species followed a linear
relationship with fluorescence lifetime averages. As for Trp-Gly,
Gly-Trp, and Trp-Gludipeptides, the chi 1 dihedral angle is found
to control the relative disposition of the backbone to the indole
ring. Simulations for Lys-Trp cations did not reveal a predilection
for the terminal amine cation to interact with the indole ring. The
absence of backbone and Lys residue interaction with the indole ring
in all charge states necessitates some explanation for the quantum
yield and fluorescent lifetime decreases observed when Lys-Trp is
in the cationic state or when the indole amine is deprotonated. A
feasible explanation is provided by the quantum mechanically derived
isosurfaces of the indole ring, which reveal molecular charge- and
pKR-associated changes in π-electron
density that are tantamount to changes in ring aromaticity. It is
noteworthy that the isosurface charge distributions for the higher
quantum yield Lys-Trp zwitterion and anion most closely matches that
of the calculated indole HOMO, which is the main ground state for
the fluorescing 1La transition dipole moment.
Thus it is not necessary to calculate individual molecular orbital
charge distribution as the isosurface represents the sum charge distribution,
which can be compared to the ground state of the fluorescing 1La transition dipole moment. At pH 13, where the
indole amine is deprotonated, a tautomer is favored that concentrates
π-electron density at the nitrogen, and consequently the quantum
yield is extremely low (0.014). The ground state does not resemble
that for the 1La transition dipole. In the absence
of isosurfaces for proteinaceous Trps, verification of a correlation
between extremely low Trp quantum yield and loss or aromaticity is
found in extremely low fluorescing Trp-containing proteins where hydrogen
bonding at the indole amine can be demonstrated. The expected indole
π-electron charge distribution is like that observed here for
Lys-Trp with deprotonated indole amine. It is noteworthy that these
changes in aromatic character are not found using ordinary proton
NMR. The electron density has a direct effect on the energy states
that govern fluorescence phenomena, whereas the effect of aromaticity
on the deshielding of neighboring protons is an indirect effect. Here
we see that fluorescence spectroscopy can be a more sensitive probe
of the aromatic character of the indole ring electron density distribution.
Experimental
Procedures
The Lys-Trpdipeptide was purchased from Research
Plus, Inc. (Barnegat,
NJ) and used without further purification. Aqueous solution pH was
adjusted with 1 mM HCl or NaOH solution. The pH was adjusted to 1.5
for (Lys-Trp)2+ (fully protonated), 5.5 for (Lys-Trp)+ (additionally, terminal acid deprotonated), 9.5 for (Lys-Trp)0 (terminal amine deprotonated), 11.5 for (Lys-Trp)− (lysine deprotonated), and 13.0 for (Lys-Trp)−, indole conjugate base (indole amine deprotonated). l-tryptophan
was purchased from Acros Organics (Thermo-Fisher Scientific, NJ),
and 2-aminopyridine was purchased from Alfa Aesar (Ward Hill, MA).
Absorption
Measurements
Background corrected absorption
spectra were recorded on a Cary 100 Bio UV–vis spectrophotometer
(Varian Instruments, Walnut Creek, CA) with a 2 nm slit width, 1 cm
path length, and 1 nm interval.
Steady-State Fluorescence
Emission Measurements
Fluorescence
emission spectra for quantum yield determinations were recorded on
a Fluorolog 3 model FL-1000 (Horiba Jobin Yvon, Edison, NJ) fluorometer
using an excitation wavelength of 280 nm and a 1 nm interval. The
integration time was set to 0.1 s. The slit width matched that of
absorption spectrophotometer (2 nm). All concentrations were <
0.01 mM to avoid inner filter effects.
Quantum Yield Determination
Aqueous L-Trp (QY = 0.14[35]) and 2-aminopyridine
in 0.1 M sulfuric acid (QY = 0.60[58]) were used as quantum yield standards. Lys-Trp quantum
yields were determined by the method given in ref (59). Briefly, the quantum
yield of the two quantum yield standards are first determined via
reference against each other to ensure confidence in quantum yields
measured for the unknown. The integrated fluorescence intensity of
each fluorophore is determined from emission spectra at several fluorophore
concentrations, all less than 0.01 mM, to avoid the inner filter effect.
The integrated intensity is plotted as a function of the measured
absorbance at each concentration. A linear fit is calculated, ensuring
that the fit line runs through the origin. Obviously, the goodness-of-fit
should be close to unity. The slope of the fit is the gradient, G, used in calculation of the quantum yield, QY:where the subscript, st, signifies the quantities
for the quantum yield standard, and x are the quantities
for the fluorophore of unknown quantum yield. η is the refractive
index for each solution: η = 1.333 for water and η = 1.334
for 0.1 M sulfuric acid.[60]
Fluorescence lifetime
measurement of the Lys-Trpdipeptide species,
pH 1.5–11.0, was carried out on two different instruments:
a commercial instrument that employs a laser diode excitation source
with a broad (1.47 ns) instrument response function (Horiba Jobin
Yvon, Edison, NJ), and a Ti:sapphire-pumped, lab-built laser system
at the NIH-sponsored Ultrafast Optical Processes Laboratory (University
of Pennsylvania, Philadelphia, PA). Lifetimes for the pH 13.0 species
were measured on the laser diode system only.The Ti:sapphire-based
instrument uses the time-correlated single photon counting method.
It provides 300 mW of approximately 800 nm with a repetition rate
of 85 MHz. A lab-build beta barium borate-based, third harmonic generator
yields the necessary 280 nm excitation pulses. An experimental instrument
response function (ca. 45 ps fwhm) was collected from the scattered
light off a thin wire, which is necessary for proper deconvolution.[61] Emission at 340 nm was monitored in a magic
angle geometry through a subtractive double monochromator with a microchannel
plate-photomultiplier tube (model R2809U, Hamamatsu Photonics, Bridgewater,
NJ) connected to a time-correlated single photon counting computer
board (model SPC-630, Becker and Hickl, Berlin, Germany).Excitation
was achieved at 280 nm, while emission was monitored
at 340 nm in both set of lifetime measurements. The lifetime measurements
were duplicated with an instrument of narrower response function (i.e.,
the Ti:Sapphire system).
Fluorescence Lifetime Decay Analysis
The lifetimes
for decays collected on the diode instrument were determined by iterative
convolution using the vendor-provided Decay Analysis, DAS6. Details
of this method can be found in ref (27). The lifetime decay data acquired on the Ti-sapphire-pumped
system were analyzed with the fitting program, FluoFit (Picoquant,
Photonics North America, West Springfield, MA).
NMR Measurements
NMR spectra were obtained on a 200
MHz Varian NMR (Agilent Technologies, CA), using MestRe-C v. 2.1.0
(Mestrelab Research, Escondido, CA) for data processing and analysis.
Density Functional Theory Calculations
Gaussian 09[62] was used for ab initio quantum
mechanical (QM) calculations. Details of our method are given in ref (27). As mentioned, the B3LYP
density functional theory method and 6–31++g(df,p) basis set
were utilized. The polarizable continuum method with implicit water
was used. Ground-state QM calculations for the favored chi 1 angles
and lowest energy conformation, revealed by molecular dynamics, were
performed. Atomic charges were checked against the NBO (natural bond
orbital) results and found to be consistent. The main goal of the
calculations was to determine the electrostatic potential distribution
in the dipeptide, as this gives insight into intramolecular interactions.
The Molekel 5.4.0.8[63] was used for visualization
of the peptide species and their isosurfaces. Interatomic distances
between atoms participating in electrostatic interactions were measured
with gOpenMol.[64] Isosurface values are
not directly proportional to the actual distances from the nuclei,
but the relationship between these isosurfaces and the distance from
the indole ring can be estimated with the formula of d = y0 + Ae(-, where d is the distance
in Å, y0 = 0.370, A = 1.105, t = 0.07228, and i is the isosurface value.
Molecular Dynamics Simulation
Simulations were carried
out using GROMACS 4.5.3[65] for all dipeptide
species except the indole conjugate base. A cubic box of dimension
1 nm beyond the dipeptide boundary with ∼1000 water molecules
was utilized. Periodic boundary conditions were applied in three dimensions.
0.5 fs time steps for a total of 20–30 ns were simulated, thus
ensuring that all of the chi 1 dihedral angle space was sampled. Additional
details of our method are given in ref (27).
Authors: Brian C Tlach; Aimée L Tomlinson; Alden G Ryno; Dawn D Knoble; Dana L Drochner; Kyle J Krager; Malika Jeffries-EL Journal: J Org Chem Date: 2013-06-25 Impact factor: 4.354