In the framework of a multistep mechanism in which environmental motion triggers comparatively faster elementary electron-transfer steps and stabilizes hole-transfer products, microscopic coherence is crucial for rationalizing the observed yield ratios of oxidative damage to DNA. Interference among probability amplitudes of indistinguishable electron-transfer paths is able to drastically change the final outcome of charge transport, even in DNA oligomers constituted by similar building blocks, and allows for reconciling apparently discordant experimental observations. Properly tailored DNA oligomers appear to be a promising workbench for studying tunneling in the presence of dissipation at the macroscopic level.
In the framework of a multistep mechanism in which environmental motion triggers comparatively faster elementary electron-transfer steps and stabilizes hole-transfer products, microscopic coherence is crucial for rationalizing the observed yield ratios of oxidative damage to DNA. Interference among probability amplitudes of indistinguishable electron-transfer paths is able to drastically change the final outcome of charge transport, even in DNA oligomers constituted by similar building blocks, and allows for reconciling apparently discordant experimental observations. Properly tailored DNA oligomers appear to be a promising workbench for studying tunneling in the presence of dissipation at the macroscopic level.
Hole transport
along the DNA
double helix has been extensively studied in the recent decades,[1−8] both because its possible significance in mutagenesis, carcinogenesis,
and aging,[9,10] and because it has made DNA attractive for
applications in molecular electronics,[11−14] possibly leading to biocompatible
and biodegradable devices.[15]Several
pieces of experimental evidence have suggested that charge
transport in DNA is characterized by two distinct regimes:[3,16] a short-range regime, in which hole-transfer (HT) rates exponentially
decay with the donor–acceptor (DA) distance, and a long-range
regime, where HT rates display a much weaker distance dependence.
These results have usually been rationalized in terms of two different
mechanisms: one-step coherent hole tunneling (superexchange or flickering
resonance) for short DA distances and incoherent multistep hopping
for long-range hole transport.[16−21]Herein, we propose a unifying mechanism of hole transport
in DNA,
for both short- and long-range regimes, which accounts almost quantitatively
for the observed distributions of oxidative damage at DNA nucleobases
in different sets of oligomers, and allows for reconciling apparently
discordant experimental observations, obtained for two separated sets
of DNA oligomers, which, although sharing similar structural motifs,
exhibit drastically different charge transport properties.[3,4]The hole transport mechanism adopted here is a multistep mechanism
based on a manifold of fast coherent elementary electron-transfer
processes, which take place in resonance conditions, triggered by
environmental motions (see Scheme ). It essentially consists of four steps: (i) an activation
step which brings a donor and an acceptor group into vibronic degeneracy;
(ii) elementary electron transfer between resonant donor and acceptor
groups; (iii) relaxation of non-equilibrium species (including the
environment) to their minimum energy structures; (iv) formation of
oxidative damage products. In Scheme , D+(Bridge)A and D(Bridge)A+ denote the minimum energy structures with the charge localized on
the donor (D) and the acceptor (A) groups; [D+(Bridge)A]*
and [D(Bridge)A+]* indicate the ensembles of structures
in which D and A are in vibronic resonance, and PD and PA denote the products
of oxidative damage occurring at the D and A site. kAct’s are the rate constants of the activation
steps, which can be due to either collisions and/or environmental
motions. The usual Arrhenius dependence on temperature and activation
energy is assumed for kAct’s:where ΔEDA is the in situ electronic hole site energy difference
between donor and acceptor and kAct0 (T) is the
rate constant for bringing into electronic resonance two sites with
the same electronic hole site energies. kHT is the rate constant of the elementary HT processes, which, because
HT occurs only in resonance conditions, applies to both the direct
and the reverse steps. In polar solvents, energy relaxation of the
activated species [D+(Bridge)A]* and [D(Bridge)A+]* is mainly provided by solvent response to a nonequilibrium charge
distribution; time-resolved spectroscopic measurements have shown
that, in water solutions, solvent relaxation occurs on subpicosecond
time scales,[22,23] so that kRel in Scheme has been set to 1013 s–1 throughout.
Finally, kP,D and kP,A in Scheme denote the rates of formation of the products of oxidative damages.
Scheme 1
In the framework of the above mechanism, we have considered hole
transport in two sets of double-stranded DNA oligomers. The first
set (experimentally studied in ref (3)) is constituted by the series of double-stranded
ds-G(T)GGG (n = 1–16)
oligomers, (G, guanine; T, thymine), where the single G acts as hole
donor, being the site in which the hole is initially photoinjected,
and the G triplet acts as hole trap, by virtue of its lower hole site
energy.[24,25] The second set of oligomers (experimentally
studied in ref (4))
is constituted by single G’s and G doublets, as low-energy
sites for hole transport, differently spaced by either a single thymine
or by T multiplets, and by 8-oxo-7,8-dihydroguanine (8-oxoG) as hole
trap.[4] While in the first set of oligomers
the amount of oxidative damage at the thermodynamically favored G
triplet is always significantly higher than that at the single G,
independent of the length of the T bridge, in the second set of oligomers,
the T quadruplet behaves as an insurmountable barrier for hole transfer,
even in the presence of 8-oxoG, which is a much stronger hole trap
than GGG.[4,6]Among the several oligomers experimentally
investigated, we have
selected those with n = 1–7 of the ds-G(T)GGG series and the four double strands shown
in Figure which are
well representative of all the possible results observed in the second
set of oligomers: (i) In the absence of hole traps, the hole spreads
over all the low-energy sites (oligomer 1). (ii) The
hole migrates along the strand, splitting over the two end-capping
lower energy sites (oligomer 2). (iii) The hole migrates
along the strand, localizing on the deepest trap site (oligomer 3). (iv) The hole is not able to freely move along the strand
and localizes on the less deep GG trap site (oligomer 4).
Figure 1
Structures of four DNA oligomers studied in ref (4). A hole is injected on
the leftmost G or GG sites, by exciting at 350 nm an anthraquinone
group linked at an adenine site of the complementary strand (not shown),
producing oxidative damages at G, GG, and 8-oxoG sites; the distribution
of oxidative damage yields is revealed by piperidine strand cleavage.
Oligomer 1 does not possess trap sites, so that the hole
spreads over all the low-energy sites and oxidative damages is observed
almost with the same amount at all G sites. Oligomer 2 contains two end-capping trap sites, separated by several TGT steps
which act as an efficient hole shuttle: the hole migrates along the
strand, splitting to a larger extent over the two end-capping trap
sites (>80%) and to a lesser extent onto the single G sites. In
oligomer 3, the distal G doublet is substituted by an
8-oxoG, a deep
trap on which most of the oxidative damage (>90%) is observed.
In
oligomer 4, a T quadruplet is interposed between the
donor GG and the acceptor 8-oxoG; the hole is not able to freely move
along the strand and localizes to a larger extent on the G doublet
(>90%) and to a lesser extent on single G’s without crossing
the T quadruplet bridge.
Structures of four DNA oligomers studied in ref (4). A hole is injected on
the leftmost G or GG sites, by exciting at 350 nm an anthraquinone
group linked at an adenine site of the complementary strand (not shown),
producing oxidative damages at G, GG, and 8-oxoG sites; the distribution
of oxidative damage yields is revealed by piperidine strand cleavage.
Oligomer 1 does not possess trap sites, so that the hole
spreads over all the low-energy sites and oxidative damages is observed
almost with the same amount at all G sites. Oligomer 2 contains two end-capping trap sites, separated by several TGT steps
which act as an efficient hole shuttle: the hole migrates along the
strand, splitting to a larger extent over the two end-capping trap
sites (>80%) and to a lesser extent onto the single G sites. In
oligomer 3, the distal G doublet is substituted by an
8-oxoG, a deep
trap on which most of the oxidative damage (>90%) is observed.
In
oligomer 4, a T quadruplet is interposed between the
donor GG and the acceptor 8-oxoG; the hole is not able to freely move
along the strand and localizes to a larger extent on the G doublet
(>90%) and to a lesser extent on single G’s without crossing
the T quadruplet bridge.In order to set the rate
constants of elementary hole-transfer
processes, we start from the reasonable assumption that the elements
of the ensembles of the activated HT species [D(Bridge)A]+* differ from each other mainly for solvent configurations, the solute
being grosso modo in its equilibrium configuration
in the majority of the elements of the [D(Bridge)A]+* ensemble.
Because solvent configuration is irrelevant for the calculation of
tunneling rates in resonance conditions, the kHT’s can be extracted from quantum dynamics simulations
of hole transfer for each specific DNA sequence in its minimum-energy
configuration.The adopted model Hamiltonian for hole transfer
between nucleobases
is based on the usual tight binding approximation and includes as
many electronic states as the number of nucleobases.[26−28] Each electronic state corresponds to a diabatic state in which the
electron hole is fully localized on a single nucleobase, with all
the others in their neutral form, and is associated with a manifold
of vibrational states selected according to their equilibrium position
displacements upon hole motion. Accordingly, the adopted hole site
energies and intrastrand electronic couplings for stacked nucleobases,
reported in Table S1, have been inferred
from properly tailored electrochemical and spectroelectrochemical
measurements,[25,29] and their reliability has been
extensively tested on several DNA oligomers, providing oxidation potentials
in excellent agreement with the available experimental results.[30,31]Time-dependent kHT rate constants
have
been computed by numerically solving the time-dependent Schrödinger
equation (TDSE) with the appropriate initial conditions. In order
to keep the kinetic model as simple as possible, time-independent kHT’s have been obtained by averaging
over a half-period of the coherent transition times, i.e., at complete
depopulation of the initial state. Indeed, because solvent reorganization
is faster than HT dynamics, it is not reasonable to maintain a coherent
regime for a long time. The choice of averaging over a half period
of coherent oscillation is of course empirical; it has been adopted
because solvent reorganization must be triggered by hole dynamics
and because it yields, on average, a satisfying agreement with the
observed yield ratios for the whole ds-G(T)GGG series, with n = 1 and 7 (see the Supporting Information).Hole transfer
in ds-G(T)GGG oligomers
has been the topic of several theoretical works,[16−21] and a simpler version of our multistep charge transport mechanism
(Scheme ) was recently
applied to those oligomers.[27] Because the
charge transport mechanism has been slightly modified for adapting
it to more general systems, the new results for the yield ratios of
oxidative damage in ds-G(T)GGG oligomers
are reported in Figure S2 in the Supporting
Information together with their experimental counterparts. The results
are very similar to the previous ones and have already been extensively
discussed in ref (27).Regarding initial conditions, all quantum dynamics simulations
have been carried out at 0 K, and therefore, all of them started from
unit population of the ground vibronic state of the G site where charge
has been injected. Here, we have made the reasonable approximation
that tunneling rates are independent of T, but thermal
effects can be introduced at affordable computational costs.[32]The ds-G(T)GGG series of oligomers
represents a somewhat peculiar case because they are basically two-state
systems, with a single donor and a single acceptor species. In contrast,
the second set of oligomers contains several sites possessing close
hole energies, so that interference among probability amplitudes pertaining
to indistinguishable hole paths could arise. Charge transport in the
oligomers of this second set can in principle be modeled in two different
ways: either as an incoherent sequential hopping, in which transient
pairwise resonances promote charge transport, or as a coherent process
in which vibronic states of several sites are involved at once. We
have taken into consideration both possibilities in our quantum dynamics
HT simulations, considering both transient resonances involving single
pairs of nucleobases and transient resonances involving all the nucleobases
with close hole energies, excluding thymines and cytosines (C) because
of their much smaller activation rates.Hole transfer between
G’s in GTG steps of oligomer 1 is fast, of the
order of a few tenths of picoseconds (∼0.5)
and grows to 5 and 15 ps when the two resonant G’s are separated
by off-resonant TGT and TGTGT bridges, respectively (see the Supporting
Information, Figure S3). When resonant
conditions involve vibronic states of three or more G’s, hole-transfer
rates exhibit a much lower distance dependence. The situation is illustrated
in Figure , where
the time evolutions of hole populations in oligomer 1 are reported for two representative cases, one in which only the
two ending G’s of 1 are in vibronic resonance,
the other in which resonance involves vibronic states of all G’s.
While in the first case HT occurs in about 15 ps, in the other case
HT is more than 1 order of magnitude faster, exhibiting the peculiarity
that the probability of localizing the hole on the ending G’s
is significantly higher than over the central G’s.
Figure 2
Quantum dynamics
population as a function of time for oligomer 1 for two
representative cases: resonant G’s separated
by an off-resonance TGTGT bridge (left); all four G’s in electronic
resonance (right).
Quantum dynamics
population as a function of time for oligomer 1 for two
representative cases: resonant G’s separated
by an off-resonance TGTGT bridge (left); all four G’s in electronic
resonance (right).Setting the rates of
all the possible elementary HT processes from
the results of Figures and S3, and setting kAct0 = 2 ×
1010 s–1, the only adjustable parameter
in the kinetic model used unaltered throughout, the distribution of
oxidative damages in system 1 predicted by our multistep
mechanism, generalized to the case of several donor/acceptor species
(see the Supporting Information), is shown
in Figure a, 1 together with experimental results. The rate of formation
of oxidative damage kP has been set from
the rate of deprotonation of G (1 × 107 s–1) in double-stranded oligonucleotides, which has been accurately
measured by different groups.[33,34] That choice for kP arises because deprotonation is likely the
first step of irreversible damage at guanine sites and certainly a
process which takes nucleobases out of play for HT. Both the incoherent
hopping and the coherent charge transport model predict a roughly
equal amount of oxidative damage over all the G nucleobases, but while
the former yields a slightly decreasing amount of damage as the HT
distance increases, the latter yields larger amounts of damage at
the two end-capping nucleobases (see Figure a, 1), in better agreement with
experimental observations.[4]
Figure 3
Predicted and observed
oxidative damage yields for oligomers 1–4 (a−d) obtained by numerically
solving the set of ordinary differential equations associated with
the kinetic model of Scheme , generalized to the case of several donor/acceptor species
(see the Supporting Information). Predicted
values in blue (on the left in each panel) refer to the incoherent
multistep hopping mechanism, with rates extracted from quantum dynamics
simulation of hole transfer between pairs of resonant nucleobases.
Predicted values in green (on the right in each panel) refer to coherent
hole motion occurring when electronic resonance involves more than
two nucleobases, with hole-transfer rates extracted from quantum dynamics
simulations which include all indistinguishable paths at once. Experimental
data, in gray, have been adapted with permission from ref (4). Copyright 2006 American
Chemical Society. Note that damage yields for the two G’s constituting
a GG step are reported separately in the experimental data, whereas
they are summed up in the theoretical data.
Predicted and observed
oxidative damage yields for oligomers 1–4 (a−d) obtained by numerically
solving the set of ordinary differential equations associated with
the kinetic model of Scheme , generalized to the case of several donor/acceptor species
(see the Supporting Information). Predicted
values in blue (on the left in each panel) refer to the incoherent
multistep hopping mechanism, with rates extracted from quantum dynamics
simulation of hole transfer between pairs of resonant nucleobases.
Predicted values in green (on the right in each panel) refer to coherent
hole motion occurring when electronic resonance involves more than
two nucleobases, with hole-transfer rates extracted from quantum dynamics
simulations which include all indistinguishable paths at once. Experimental
data, in gray, have been adapted with permission from ref (4). Copyright 2006 American
Chemical Society. Note that damage yields for the two G’s constituting
a GG step are reported separately in the experimental data, whereas
they are summed up in the theoretical data.Predicted transition times for hole transfer in oligomer 2 are similar to those of oligomer 1 and are
reported in the Supporting Information,
together with the kinetic schemes and rate constants. As for 1, kP’s have been set as
the rates of deprotonation of G•+ and GG•+, 1 × 107 and 3 × 106 s–1, respectively.[33,34] The predicted PGG/PG ratio is ∼10,
in line with the experimental outcome (∼42/4.5), both for the
incoherent and the coherent mechanism (see Figure b, 2).Oligomer 3 differs from oligomer 2 by
the presence of a 8-oxoG, which exhibits a much lower oxidation potential
than GG,[35] which, according to eq , makes 8-oxoG a deep trap
which a hole cannot escape from. Because exoergonic HT between adjacent
nucleobases is predicted to occur on subpicosecond time scales,[36] we have assumed that hole localization on 8-oxoG
is irreversibly formed upon HT from the adjacent G, occurring with
the same time scales on which fast decay of the activated species
occurs. With that assumption, leaving unaltered all the other parameters,
the predicted yields of oxidative damage at 8-oxoG site are 87% and
93% for the incoherent and coherent model, respectively, the last
value being in very good agreement with the observed one (∼95%)
(see Figure c, 3).Oligomer 4 is the most interesting
sequence of the
second set, because no oxidative damage was experimentally observed
at the 8-oxoG site, so that in oligomer 4 the A:T quadruplet
(A, adenine) behaves as an almost insurmountable barrier for HT,[4] whereas the same structural motif acts as an
efficient shuttle in the ds-G(T)4GGG oligomer, for which
an experimental PGGG/PG ratio of 3.5 ± 0.5 was observed.[3]Modeling charge transport in 4 as an
incoherent hopping
between pairwise resonant nucleobases leads to a rate constant for
crossing the T4 bridge of ca. 50 ps–1, obviously the same as for ds-G(T)4GGG. In contrast,
by assuming that solvent activation leads the donor site to be in
resonance with all the single G’s on both sides of the T4 bridge, a reasonable assumption inasmuch as in situ hole site energies of all G’s in the gas phase would fall
within a range of a few millielectronvolts, well within vibronic broadening,
the hole-transfer dynamics changes significantly, as already observed
for oligomer 2. Predicted time-dependent hole populations
for the case in which the hole is initially localized on the G bonded
to the T bridge are reported in Figure . Within the first 50 ps, the hole mainly bounces among
the nearest G sites, without crossing the A:T quadruplet. Appreciable
hole population beyond the T bridge is predicted at significantly
longer times than in ds-G(T)4GGG: at t = 150 ps, hole population beyond the T bridge grows up to 50%, beginning
to oscillate between the G’s located beyond the T bridge, while
hole localization on the G adjacent to the 8-oxoG occurs at still
longer time, ca. 250 ps (see the Supporting Information). The results of quantum dynamics simulations for different initial
conditions are reported in the Supporting Information: independent of initial conditions, transition times for the hole
crossing the T quadruplet in 4 are much longer than in
ds-G(T)4GGG.
Figure 4
Time evolution of hole population in GGTG1TG2TTTTG3TG4TG58G. At t = 0 the hole is fully localized on G2, which is in electronic
resonance with G3. Populations are indicated by different
color bars (color palette shown on the right side). Computations include
both intrastrand and interstrand pathways, including vibronic states
of the T quadruplet and of the A quadruplet (whose negligible populations
are not shown for clarity) of the complementary strand.
Time evolution of hole population in GGTG1TG2TTTTG3TG4TG58G. At t = 0 the hole is fully localized on G2, which is in electronic
resonance with G3. Populations are indicated by different
color bars (color palette shown on the right side). Computations include
both intrastrand and interstrand pathways, including vibronic states
of the T quadruplet and of the A quadruplet (whose negligible populations
are not shown for clarity) of the complementary strand.The peculiarity of oligomer 4 is in the fact
that
several nucleobases can be brought in resonance with the donor site,
making it possible that the involvement in dynamics of different indistinguishable
paths all contribute to hole localization on the trap site. All those
indistiguishable paths—the direct one from any donor which
the hole is initially localized on and the several undirect ones,
going through any other resonant G’s—concur with the
tunneling toward the trap sites, giving rise to interference among
probability amplitudes, which significantly affects the overall rate
of crossing the T bridge. It is not possible to analyze in further
detail the dynamics of the system; any attempt to distinguish among
paths would bring back the alternative model of single pairwise resonances.
Thus, one can only affirm that when several nucleobases are involved
in dynamics the final outcome is different than that observed for
a single resonant pair. Hole dynamics depends on eigenvectors, and
therefore, a possible alternative way of looking at the phenomenon
could be that of tracing back interference among probability amplitudes
to the changes in the degree of delocalizations of vibronic eigenvectors
in going from the single pairwise resonance to the case of all resonant
G’s. In other words, the vibronic eigenstates, once delocalized
on several donor species, could exhibit a lower overlap with the states
of the T barrier, in comparison to the
more localized eigenstate of a single G. (We thank one of the reviewers
for suggesting this possibility to us.) Of course that would require
the diagonalization of the whole Hamiltonian matrix, which in the
present case is unaffordable for the large size of the Hilbert space
used in dynamics.The distributions of oxidative damages predicted
by the multistep
HT mechanism for the incoherent multihopping mechanism, in which each
possible hole path is considered with its own rate (probability),
independent of the existence of alternative indistinguishable paths,
lead to a high percentage (25%) of oxidative damage at 8-oxoG (see Figure d, 4, left panel). In contrast, the coherent hole transport mechanism,
for which HT rates are extracted from quantum dynamics simulations
which include all possible paths at once, yields a percentage of oxidative
damage at the 8-oxoG of ∼0.1% (see Figure d, 4, right panel), in agreement
with experimental results.The appearance of coherent effects
on macroscopic yield ratios
could appear somewhat surprising, especially because irreversible
damage at nucleobases occurs on a much longer time scale than coherent
hole motion. Coherent oscillations are indeed rapidly destroyed by
fast solvent deactivation and that, in some cases, can lead to the
formation of an equilibrium hole population. That occurs when coherent
effects are modest, even though observable, as in the cases of oligomers 2 and 3. For oligomer 4, the situation
is very different, and coherent effects are crucial; they cause the
formation of two different spatial regions, a kinetically allowed
region, within which a quasi-equilibrium population is reached on
comparatively longer time scales and an almost “kinetically
forbidden” region, in which hole populations are always too
low for establishing an equilibrium regime. Thus, in oligomer 4 the system is under complete kinetic control. The separation
into the two regions occurs on hole-transfer time scales, and therefore,
hole trapping probabilities, which in turn determine the final oxidative
damage yields on each nucleobase, actually depend on coherent oscillations.
The key role played by coherent effects in charge transport along
molecular wires has been already recognized in previous works: the
flickering resonance[20] and the unfurling[21] mechanisms are both based on the assumption
that transient degeneracy among different redox species triggers coherent
charge motion. It has been shown that coherent effects can account
both for the exponential decay of charge-transfer rates in the short-range
regime[20,21,37] and for almost
distance-independent rates in the long-range regime.[21] The mechanistic picture proposed here shares many common
points with those mechanisms but adds another important feature: coherent
effects can manifest themselves even in the presence of fast dephasing
mechanisms.In summary, we have presented a mechanistic picture
of hole transfer
in DNA which, taking the role of the environment into account phenomenologically,
is able to reconcile apparently discordant experimental data, leading
to predicted distributions of oxidative damages at DNA nucleobases
in excellent agreement with experimental results. It emerges that
in such complex systems, in which charge transport occurs through
a manifold of elementary hole-transfer processes regulated by random
environmental motions, quantum coherence, i.e., interference among
probability amplitudes of indistinguishable paths, plays such a significant
role that its underlying presence can be detected at the macroscopic
level in the distribution of the final products of charge transport,
possibly opening new experimental routes for a better understanding
of the effects of quantum coherence in chemistry.[38−41]
Methods
Many approaches
have been developed to solve TDSE for systems where
a high number of electronic states are coupled to several nuclear
degrees of freedom;[42,43] here, we employ a simple yet
efficient approach in which numerical solution of the TDSE is carried
out by using an orthogonalized Krylov subspace method and the most
relevant nuclear coordinates coupled to electron hole motion are chosen
as those showing the highest equilibrium position displacements upon
changing electronic state.[27,44] Indeed, all the vibrational
modes whose equilibrium positions are not affected by hole motion
can be kept frozen in their initial quantum state, because changes
in quantum numbers would make the Franck–Condon integrals,
which determine the couplings with the initial state, vanishingly
small (see the Supporting Information).
To further lower the computational burden, the entire Hilbert space
is partitioned into sets of subspaces, differing in the number of
vibrations which are allowed to be simultaneously excited. This partition
stems from the observation that the larger the number of simultaneously
excited modes, the smaller the relative Franck–Condon integrals,
which in our methodology are directly proportional to the coupling
between two vibronic states. Thus, it is expected that the effect
of states with a significant number of simultaneously excited vibrations
on the overall dynamics will be only marginal. Numerical convergence
is checked by iteratively increasing the number of subspaces included
in the computations until no significant variations of the properties
of interest (i.e., electronic population and transition times) are
observed (convergence tests are reported in the Supporting Information). This heuristic approach allows a
significant restriction of the active space of the problem and the
associated numerical complexity, while still retaining the most important
features of the dynamical behavior of the system. Only the strand
on which the charge is initially injected has been considered in dynamics,
except for ds-G(T)GGG with n > 3 of the first set and for oligomer 4 of the second
set of oligomers (Figure ), because the latter oligomers contain in the complementary
strand A multiplets, which possess a hole site energy low enough to
play a role in hole transfer.[29] In those
specific cases, hole-transfer dynamics have been performed by considering
the whole double strands.
Authors: Ferdinand C Grozema; Stefano Tonzani; Yuri A Berlin; George C Schatz; Laurens D A Siebbeles; Mark A Ratner Journal: J Am Chem Soc Date: 2008-03-07 Impact factor: 15.419
Authors: Gregory D Scholes; Graham R Fleming; Lin X Chen; Alán Aspuru-Guzik; Andreas Buchleitner; David F Coker; Gregory S Engel; Rienk van Grondelle; Akihito Ishizaki; David M Jonas; Jeff S Lundeen; James K McCusker; Shaul Mukamel; Jennifer P Ogilvie; Alexandra Olaya-Castro; Mark A Ratner; Frank C Spano; K Birgitta Whaley; Xiaoyang Zhu Journal: Nature Date: 2017-03-29 Impact factor: 49.962
Authors: Yuqi Zhang; Chaoren Liu; Alexander Balaeff; Spiros S Skourtis; David N Beratan Journal: Proc Natl Acad Sci U S A Date: 2014-06-25 Impact factor: 11.205