Marco Bonechi1, Massimo Innocenti1, Davide Vanossi2, Claudio Fontanesi2. 1. Department of Chemistry, University of Firenze, via della Lastruccia 3, 50019 Sesto Fiorentino, Italy. 2. Department of Engineering "Enzo Ferrari", University of Modena and Reggio Emilia, Via Vivarelli 10, 41125 Modena, Italy.
Abstract
The Kane-Maguire polymerization mechanism is disassembled at a molecular level by using DFT-based quantum mechanical calculations. Resorcinol electropolymerization is selected as a case study. Stationary points (transition states and intermediate species) leading to the formation of the dimer are found on the potential energy surface (PES), and elementary reactions involved in the dimer formation are characterized. The latter allow to further propagate the polymerization chain reaction, when applied recursively. In this paper, the fundamental role of the sulfate anion (a typical base electrolyte) is addressed. Investigation of the PES in terms of both stationary-state properties and of ab initio molecular dynamics results (dynamic reaction coordinate) allows the appreciation in detail of the critical role of the base electrolyte anion in making the proton dissociation from the initial radical ion, a feasible (downhill in energy) process.
The Kane-Maguire polymerization mechanism is disassembled at a molecular level by using DFT-based quantum mechanical calculations. Resorcinol electropolymerization is selected as a case study. Stationary points (transition states and intermediate species) leading to the formation of the dimer are found on the potential energy surface (PES), and elementary reactions involved in the dimer formation are characterized. The latter allow to further propagate the polymerization chain reaction, when applied recursively. In this paper, the fundamental role of the sulfate anion (a typical base electrolyte) is addressed. Investigation of the PES in terms of both stationary-state properties and of ab initio molecular dynamics results (dynamic reaction coordinate) allows the appreciation in detail of the critical role of the base electrolyte anion in making the proton dissociation from the initial radical ion, a feasible (downhill in energy) process.
Chemistry is well-known
as a complex, multifaceted, and nonlinear
science,[1] spanning from pure compound characterization
to the field of “chemical reactivity”. In particular,
the knowledge of chemical reactivity is somehow the ultimate goal
of a chemist, where even “experimentalists” do not limit
their activity to pure laboratory/instrumental work, but they do love
to speak of “reaction mechanism”.[2] The latter is a dramatically complex subject, quite often
mixing physics and chemistry in a nonlinear way: the ultimate achievement
is writing the reaction “time law”, which is expressed
by a system of partial differential equations.[2,3] In
this respect, electrochemistry is an archetypal field of scientific
research where the reductionist approach (here reductionist is meant
as an elementary scheme focusing only on the properties of the molecule
involved in the reaction and ignoring complicating side processes)
can lead to interesting results, concerning both faradaic processes
(reduction/oxidation) and “simple” electrochemical-driven
adsorption/desorption interfacial processes.[4−10] Within such an approach, the role of the base electrolyte is in
general neglected, as the ideal base electrolyte is both hoped and
thought to simply allow for electrical conductivity in solution without
participating in any chemical rection. For instance, a reductionist
approach allows the rationalization in detail of the first electron
transfer in faradaic processes: for instance, the well-known LUMO
energy vs reduction potential relationship.[9] Also, in the case of dissociation reactions following the first
electron transfer, a reductionist reaction scheme is able to catch
the energy/“molecular structure” relationship. But this
is not the case when a series of complex chemical reactions follow
the first charge transfer process, for instance, in the case of electropolymerization
reactions, where ample studies are devoted to the determination of
the properties of the polymer rather than to the reaction mechanism
(which is by far a more complex subject).[11,12] In this field a detailed and successful reaction mechanism rationalization
based on only the characteristics of the pristine compounds does not
work.[13] Thus, in this paper the focus is
on the resorcinol polymerization mechanism, which is a quite important
chemical reaction, also in connection with applicative aspects connected
to the production of industrial resins.[14−17] In fact, resorcinol polymerization
must proceed through the dissociation of one (or two) hydrogen atom,
as it is also assumed in resorcinol condensation reactions.[18] This is the case for other complex reactive
systems, spanning from photochemistry to electrochemistry, where the
charge transfer elementary act is coupled with the proton dissociation.[19−22] In our study we focused on the initial reaction steps leading to
the formation of dimers. Dimers can be produced following (i) the
formation of a carbon–oxygen bond, (ii) the formation of a
carbon–carbon bond, and (iii) the rather exotic, but possible,
formation of a peroxo compound. In any case the polymerization reaction
must proceed with the dissociation of an O–H or C–H
bond. In this paper a theoretical approach is followed to shed light
on the polymerization elementary mechanism, with a detail which is
experimentally out of reach. To study the polymerization mechanism,
we relied not only on a steady-state potential energy surface analysis
(determining stationary points as equilibrium reagents, products,
intermediate species, and transition states) but also on ab initio
molecular dynamics (MD) calculations by using the dynamic reaction
coordinate (DRC) approach.[23] The latter
is a classical trajectory analysis based on an ab initio PES (as electronic
state description cannot be avoided in the case of reactions involving
radical charged species). It is clearly shown that the presence of
the base electrolyte, namely, here the sulfate anion, SO42–, is of
fundamental importance making the dissociation of the H+ feasible. Thus, this shows that the SO42– is acting as a sort of catalyzer
decreasing dramatically the dissociation energy of the O–H
or C–H process, eventually making it a feasible reaction.
Methods
All the theoretical results here reported concerning species in
all possible oxidation states and spin multiplicity are performed
in the framework of ab initio quantum mechanical based methods. Unless
otherwise indicated, all calculations were performed using C1 symmetry and unrestricted wave function, by using the
GAMESS,[24] Gaussian 16,[25] and Firefly Rev 8.20[26] (Firefly
is partially based on the GAMESS (US)8 source code) programs. Chemcraft[27] is used for visualization purposes, both molecular
structures, and ab initio molecular orbitals display, and MacMolPlt[28] served to display DRC trajectories. Original
Fortran-based codes were created for the extraction of molecular geometrical
parameters from DRC calculations, to allow for the analysis of angle
and bond distance variations as a function of time (available on request
from the author C.F.). For all the structures reported as stationary
states shown in the PES versus reaction coordinates plot, reaction
paths A, B, C, and D, vide infra, molecular geometries
are obtained by full optimization carried out at both the UB3LYP/6-31G*
and UB3LYP/cc-pVTZ levels of the theory. To account for solute–solvent
interaction, geometry optimization is carried out by using the Barone
and Cossi’s polarizable conductor model (CPCM);[29,30] the latter is based on Tomasi’s Polarized Continuum Model
(PCM).[31] The stability of all the species
is checked by Hessian calculation (vibrational frequency spectrum).
In the case of reagents, products, and intermediate reaction species,
all the frequency values are found as real and positive. Transition
state search was pursued by analyzing relaxed scan curves. Transition
states feature a single imaginary negative frequency, and two negative
frequencies are found for the intermediate species which dissociates
two protons to yield the final dimer.In ab initio molecular
dynamics, DRC trajectories (as implemented
in the GAMESS and Firefly programs) are started at molecular geometries
relevant to stationary points on the reaction PES, i.e., transition
states and intermediate reaction species. The velocity vector needed
to start the molecular dynamics is obtained by the projection of Hessian
vibrational eigenvectors. In the present DRC results the kinetic energy
is partitioned over all normal modes, assigning only the zero-point
energy to each normal mode (unless otherwise stated). This attempts
to minimize the influence of the initial geometrical and velocity
vector on the molecular dynamic trajectory (an alternative strategy
would be to assign arbitrary energy to some selected vibrational modes,
for instance the mode leading to dissociation of the proton which
corresponds to an imaginary frequency in the transition state).[32] MP3/cc-pVTZ and MP4(SDTQ)/cc-pVTZ single-point
energy calculations (Figure S1) are used
to cross-check the energy ordering of the DFT data (Møller–Plesset
postscf method exploits a completely “different” strategy
to account for electron correlation effects). This is a point of paramount
importance in that DRC calculations that are run on a “wrong”
PES would be meaningless.
Reaction Mechanism
Scheme shows the
single elementary steps considered in the polymerization of resorcinol.
The elementary steps are mainly inspired by the Kane–Maguire
mechanism.[33,34]
Scheme 1
Elementary reaction
steps of five different reaction paths are
considered. Path A refers to the simple one-electron oxidation of
resorcinol (1) leading to the relevant radical cation
(2); in principle this is a reversible step. Suitable
experimental conditions, low temperature, very fast potential scan
in cyclic voltammetry (CV), and ultradry and oxygen free solvent,
could allow for the observation of a reversible or quasi-reversible
voltammogram.[35,36] The standard oxidation potential, , of the 1/2 redox
couple has been calculated at the UB3LYP/cc-pVTZ, resulting in +1.1
V vs Ag/AgCl/KClsat (compare the Supporting Information for the calculation details), which is a result
in fair agreement with the experimental value.[37]Path B is one possible main route for the polymerization
reaction,
leading to the neutral radical species 3 by the dissociation
of the hydroxylic O–H proton: the formation of 3 is a crucial reactive species in the possible polymerization propagation
mechanism.The simplest follow-up reaction involves radicals 2 and 3, path C:Path C yields a stable
closed-shell dimer, 5, through
intermediate charged species 4. Remarkably, a proton
dissociation reaction, 4 to 5 via transition
state TS2(C), is the crucial step. We will address explicitly the
role of A(−).[38]The Path D final product is the closed-shell dimer species 7. In this case the most complex step is the dissociation
of two protons of intermediate species 6. The protons
are yielded by C–H bond dissociation.Path E is considered
for the sake of a complete approach. Direct
reaction involving two neutral radicals, 3, with the
formation of the closed shell dimer 8 (Supporting Information section Peroxo Product). Indeed, 8 appears as a rather reactive unstable peroxide.
Results and Discussion
Reaction Paths A and B
A detailed analysis
of the polymerization mechanism clearly shows how, following the oxidation
process (mechanism step A, vide supra), a fundamental
role is played by the dissociation of the proton from the resorcinol
radical cation (mechanism step B, the elementary step leading to TS(B)).
Or, an alternative route is the dissociation of two protons in the
intermediate species, 6, in path D, which eventually
yields a dimer, 7, through the formation of a new single C–C
bond. Indeed, the direct proton dissociation is revealed to be a nonviable
process because the relaxed dissociation scan of species 2 shows an uphill energy pattern. The dissociation energy of 1 is found to be larger than 100 kcal mol–1, including an explicit water molecule with a relaxed scan in which
the dissociation energy decreases to 32 kcal mol–1, which still (at 298 K) is an energy barrier too large for allowing
a spontaneous proton dissociation (Supporting Information Figure S2). A completely different picture is obtained
when the base electrolyte anion, in the case of the sulfate (SO42–) anion,
is considered. Figure S3 shows the relaxed-scan
PES concerning the elementary reaction , i.e., the proton dissociation assisted
by the sulfate anion. The overall process is downhill in energy. Figure shows the path B
stationary-state PES; the right panel in Figure sketches the TS(B) structure. TS(B) is found
to be 8 kcal mol–1 higher in energy than the reagents;
thus, the dissociation process features a feasible activation energy,
and from the thermodynamic point of view the path B process is 37
kcal mol–1 more stable in energy going from reagents
(2 + SO42–) to products (3 + HSO4–); compare Figure .
Figure 1
Potential energy surface
for reaction path B, at the B3LYP/cc-pVTZ
level of theory. Gibbs free energy of reagents , final products , and transition state (TS(B)). Bonds used
to characterize the proton dissociation mechanism: O2–H10.
Potential energy surface
for reaction path B, at the B3LYP/cc-pVTZ
level of theory. Gibbs free energy of reagents , final products , and transition state (TS(B)). Bonds used
to characterize the proton dissociation mechanism: O2–H10.
Path C
Path B products can allow to
propagate further into step C, where the reaction between 2 (resorcinol radical cation) and 3 (the relevant deprotonated
species) takes place. The formation of the closed shell dimer 5 proceeds through the formation of transition state TS1(C)
and the sigma complex intermediate species 4. Then, the
sigma complex deprotonation occurs due to the reaction with the sulfate
anion: . This eventually
yields the dimer 5, where the two aromatic rings are
bridged via a Csp2–O–Csp2 bond. Figure shows the energy
pattern of path C relevant
to the five stationary-state systems: (i) reagents ; (ii) ; (iii) ; (iv) TS2(C); and
(v) . Figure shows also the transition
states TS1(C)and TS2(C)
molecular structures.
Figure 2
Potential energy surface for reaction path C, at the B3LYP/cc-pVTZ
level of theory. Gibbs free energy of reagents , final products , reaction intermediate , and transition states and TS2. Bonds used to characterize the
proton dissociation mechanism: H13–O29, C5–O15, C5–H13. TS1(C) and TS2(C) dihedral angle atoms 6–4–5–13
are used to characterize the proton dissociation mechanism.
Potential energy surface for reaction path C, at the B3LYP/cc-pVTZ
level of theory. Gibbs free energy of reagents , final products , reaction intermediate , and transition states and TS2. Bonds used to characterize the
proton dissociation mechanism: H13–O29, C5–O15, C5–H13. TS1(C) and TS2(C) dihedral angle atoms 6–4–5–13
are used to characterize the proton dissociation mechanism.Path C could also yield the formation of a peroxo
compound, where
an O–O bond connects the two aromatic rings. This reaction
path is due to the reaction between two 3 radicals (Supporting Information Figure S8).
Path D
It is convenient, before going
into the details of route D, to examine net charge and atomic spin
density distribution concerning the radical cation 2 (Figure ), aiming to discern
the most probable reactive site of 2. Indeed, the analysis
of the mesomeric effect (resonance structures shown in the scheme
relevant to path A, vide supra) shows that the position
ortho to the hydroxylic moiety should be the most reactive. This is
also supported by B3LYP/cc-pVTZ results, as the carbon net charge
is the lowest (ensuring minimization in coulomb repulsion) and the
atomic spin density is the highest (suggesting high reactivity in
forming a new bond). This is in qualitative agreement with the results
reported by Nady et al.[39]
Figure 3
Resorcinol radical cation,
B3LYP/cc-pVTZ: (a) Mulliken net charges;
(b) atomic spin density distribution.
Resorcinol radical cation,
B3LYP/cc-pVTZ: (a) Mulliken net charges;
(b) atomic spin density distribution.For path D here will be reported the results in detail concerning
only the most reactive position as the “active” site
for dimer formation through a single Csp2–Csp2 bond, which leads to intermediate species 6 and final dimer 7. Indeed, different reactive paths
have been considered too; for instance, the molecular structure relevant
to an attempt of carbon hydrogen dissociation is reported in the Supporting Information (Figure S9). Route D features
the direct coupling of radical cations, 2, to produce
the sigma complex dication (6). Hessian analysis of 6 following geometry full-optimization shows that it is a
real minimum, all the frequencies being real and positive (both B3LYP/6-31G(d)
and B3LYP/cc-pVTZ results). Then the dissociation of two protons is
needed to obtain the dimer 7. Also, in this case the
direct dissociation from 6 is a process dramatically
uphill in energy, just more than 100 kcal mol–1,
while (as in the previous route C) the presence of sulfate anions
explicitly considered causes a dramatic modification of the overall
picture, and the reaction becomes downhill in energy,
as
reported in Figure . Remarkably, route D is, basically, a monotonic step down in the
energy reaction path, without any activation energy. This at variance
with route C.
Figure 4
Reaction path D, at the B3LYP/cc-pVTZ level of theory.
Gibbs free
energy of reagents , final products , reaction intermediate 6,
and transition states and TS2(D). TS1(D) and TS2(D) dihedral
angle atoms 6–4–5–13. Bonds used to characterize
the proton dissociation mechanism: H13–O30, H27–O37, C5–C19, C5–H13, C19–H27.
Reaction path D, at the B3LYP/cc-pVTZ level of theory.
Gibbs free
energy of reagents , final products , reaction intermediate 6,
and transition states and TS2(D). TS1(D) and TS2(D) dihedral
angle atoms 6–4–5–13. Bonds used to characterize
the proton dissociation mechanism: H13–O30, H27–O37, C5–C19, C5–H13, C19–H27.Once the dimer species 7 is obtained, the propagation
of the chain reaction can occur by applying the same mechanism recursively.
Note that path D can lead also to a stable quinoid-like structure,
with the formation of a bond bridging the two carbon-based rings (the
relevant molecular structure is reported in the Supporting Information, Figure S10). The formation of the
quinoid-like dimer would stop the further propagation of the polymerization.
Molecular Dynamics Calculation: DRC for Path
B, C, and D
Ab initio molecular dynamics calculations are
calculated starting from different characteristic “points”
of the PES. Namely, although not strictly required, in general DRC
trajectories are started from reagents, reaction intermediate species,
or transition states. The most important critical choice concerns
the suitable selection of the velocity vector. In all the DRC results
reported here, the kinetic energy is partitioned over each normal
mode, and the initial velocity vector is obtained by projection of
the Hessian matrix obtained by a previous calculation step, which
is run at the initial DRC geometry. The initial kinetic energy is
obtained assigning only the zero-point energy to each normal mode.
Trajectory analysis focuses on the information concerning the variation
of potential energy (dissociating-bond distances, dihedral angle variation)
as a function of time. Trajectories as a function of time show a marked
ripple which is due to the activity of the intramolecular/intermolecular
vibrational mode.
Path B DRC
Figure a shows the potential energy versus time
pattern obtained
starting the trajectory from TS(B), route B. The potential energy
decreases as a function of time, as can be expected based on previous
PES vs reaction coordinate behavior, compared with Figure . Figure b displays the O2–H10 distance variation versus time, which is relevant to the
dissociating proton. The proton dissociation, due to the presence
of the sulfate group, becomes a feasible downhill process as shown
in the previous section (compare Figure and the relevant discussion). This is reflected
in the overall DRC potential energy versus time trajectory. In Figure b for the oxygen
proton distance as a function of time, after an initial induction
period, the pattern is monotonically increasing from 60 fs onward.
Figure 5
Path B
DRC results, B3LYP/6-31G(d): (a) molecular electronic potential
energy vs time; (b) O2–H10 bond distance
vs time (inset in Figure b shows a wider time domain).
Path B
DRC results, B3LYP/6-31G(d): (a) molecular electronic potential
energy vs time; (b) O2–H10 bond distance
vs time (inset in Figure b shows a wider time domain).
Path C DRC
Figure summarizes the DRC results pertinent to path C, which
concerns the elementary reaction between the radical cations 2 and the relevant deprotonated neutral radical species 3. The DRC starting point is the TS1(C) structure (sigma complex:
C5 is coplanar with the five rings’ carbons, but
it is sp3 hybridized). In this peculiar case two trajectories
are calculated. Figure shows the trajectory obtained with the explicit presence of the
sulfate anion. Here the energy is monotonically decreasing as a function
of time. Figure b
shows that the H13–O29 distance, blue
line, decreases from 2 to 0.9 Å (please note the regular oscillations
after 50 fs, representative of the equilibrium H–O distance
of the moiety); a similar behavior is shown by
the C5–O15 distance, black line, which
decreases from 2 to 1.45 Å. In the same graph is also shown the
dissociating bond C5–O13 distance, red,
which after 100 fs increases monotonically.
Figure 6
Path C DRC results, B3LYP/6-31G(d).
(a) Molecular electronic potential
energy vs time. (b) H13–O29, C5–O15, C5–H13 bonds
distances. (c) Dihedral angle between rings, i.e., plane containing
centers (4, 5, 6) and plane containing centers (17, 22, 21); molecular
model on the right allows the appreciation of the relevant geometrical
disposition. (d) Dihedral angle atoms 6–4–5–13;
molecular model on the left allows the appreciation of the relevant
geometrical disposition.
Path C DRC results, B3LYP/6-31G(d).
(a) Molecular electronic potential
energy vs time. (b) H13–O29, C5–O15, C5–H13 bonds
distances. (c) Dihedral angle between rings, i.e., plane containing
centers (4, 5, 6) and plane containing centers (17, 22, 21); molecular
model on the right allows the appreciation of the relevant geometrical
disposition. (d) Dihedral angle atoms 6–4–5–13;
molecular model on the left allows the appreciation of the relevant
geometrical disposition.Energy versus time and
distance versus time patterns are marked
by a discontinuity at about 100 fs for all these distance versus time
graphs, Figures a
and 6b, respectively, indicating a tight relation
between the dissociating and forming chemical bonds. The DRC trajectory
starting from TS1(C) without the presence of the sulfate anion is
characterized by a constant potential energy versus time pattern,
without any indication of proton dissociation from the relevant sigma
complex (compare Figures S4 and S5, Supporting Information). Thus, the presence of the sulfate anion plays
a decisive role in making the proton dissociation a feasible reaction.
Path D DRC
Figure summarizes the DRC results pertinent to path D, maybe
the most interesting. In that, the two aromatic rings form a dimer
at the end of path D through a single Csp2–Csp2 bond. Here the elementary reaction between two radical
cations 2 is considered. The starting point of the Figure DRC trajectory is
the TS1(D) structure, sigma complex 6. In this peculiar
case three DRC trajectories are calculated: Figure shows the trajectory obtained with the explicit
presence of two sulfate anions (total system charge is minus two;
electronic state multiplicity is one). Also, in this case the energy
is monotonically decreasing as a function of time. Figure b shows that the H13–C5 (black line) and H19–C19 (red line) distances increase from 1 Å to nonbonded
distances. After 120 fs both these distances are larger than 2 Å.
The DRC trajectory starting from TS1(D) without the presence of the
sulfate anion is characterized by a constant potential energy versus
time pattern, without any indication of proton dissociation from the
relevant sigma complex (compare Figures S6 and S7, Supporting Information). Thus, also concerning path D the
presence of the sulfate anion plays a decisive role in making the
proton dissociation a feasible reaction. Eventually, a DRC calculation
was started from TS2(D), and the relevant overall results fall in
line, in tight agreement, with the DRC outcome of Figure a.
Figure 7
Path D DRC results, B3LYP/6-31G(d).
(a) Molecular electronic potential
energy vs time. (b) C5–C19 bond distance.
(c) C5–H13 and C19–H27 bonds distances. (d) Dihedral angle between aromatic rings,
i.e., plane containing centers (18, 19, 20) and plane containing centers
(4, 5, 6); molecular model on the right allows the appreciation of
the relevant geometrical disposition.
Path D DRC results, B3LYP/6-31G(d).
(a) Molecular electronic potential
energy vs time. (b) C5–C19 bond distance.
(c) C5–H13 and C19–H27 bonds distances. (d) Dihedral angle between aromatic rings,
i.e., plane containing centers (18, 19, 20) and plane containing centers
(4, 5, 6); molecular model on the right allows the appreciation of
the relevant geometrical disposition.
Conclusions
For the first time the Kane–Maguire
polymerization mechanism
(for the resorcinol case study) has been disassembled and studied
in terms of ab initio molecular dynamics and reaction elementary steps.
To such a level of molecular detail, the theoretical approach remains
the only viable approach. DFT steady-state and molecular dynamics
results indicate that the sulfate anion plays a fundamental role,
making the crucial first step of proton dissociation a feasible process:
direct proton dissociation is about 100 kcal mol–1 uphill in energy. The proposed mechanism for the resorcinol electrochemical
polymerization is fully consistent with experimental results present
in the literature and with preliminary experimental results obtained
in our lab. Moreover, our modelistic approach appears to be applicable
also to different systems of high practical importance, like the complex
polymerization chain of reactions leading to the formation of lignin.[40] A main role in the formation of the precursors
is played by the hydrogenolysis reaction, which follows oxidation.[41] The main conclusions follow.Our results account
explicitly for the
fundamental role played by the base electrolyte. The latter, in the
polymerization process, is acting as a hidden kind of catalyzer. Indeed,
the final protonated form is a true-product, but due to the very
large amount of the sulfate anion base electrolyte present in the
solution (usually 20–100 times the concentration of the electroactive
species), the relevant variation of concentration is negligible.Ab initio MD (DRC) trajectories
clearly
show that the dimer formation can be directly obtained starting from
the first transition state structure of each reaction
path (C and D). Thus, the role played by intermediate species (sigma
complex) and subsequent transition states is actually minor, if not
negligible (making their search and analysis more an academic subject
than a real point needed to explain the observed experimental results).
Moreover, the analysis of the DRC trajectory shows that the dissociating
proton distance is a significant reaction coordinate parameter, but
the dihedral angle between the proton and the aromatic ring is equally
important (compare route D sigma complex dissociation).DRC molecular dynamics data show also
the existence, and not negligible role, of “transient interactions”
of an electrostatic nature (hydrogen bond) mainly between the sulfateoxygens and hydroxyl protons, which yield oscillations in energy due
to transient stray intermediates.The active role of the base electrolyte
gives reason for the experimental studies devoted to investigating
the so-called “base electrolyte” effect. Indeed, different
results in the polymerization process can be expected as a function
of the chemical nature of the base electrolyte anion.[42−46]
Authors: Snehashis Choudhury; Zhengyuan Tu; A Nijamudheen; Michael J Zachman; Sanjuna Stalin; Yue Deng; Qing Zhao; Duylinh Vu; Lena F Kourkoutis; Jose L Mendoza-Cortes; Lynden A Archer Journal: Nat Commun Date: 2019-07-12 Impact factor: 14.919