TOP-DNP is an innovative pulsed DNP method that efficiently enhances NMR signals with moderate microwave power at high fields.
Abstract
Pulsed dynamic nuclear polarization (DNP) techniques can accomplish electron-nuclear polarization transfer efficiently with an enhancement factor that is independent of the Zeeman field. However, they often require large Rabi frequencies and, therefore, high-power microwave irradiation. Here, we propose a new low-power DNP sequence for static samples that is composed of a train of microwave pulses of length τp spaced with delays d. A particularly robust DNP condition using a period τm = τp + d set to ~1.25 times the Larmor period τLarmor is investigated which is a time-optimized pulsed DNP sequence (TOP-DNP). At 0.35 T, we obtained an enhancement of ~200 using TOP-DNP compared to ~172 with nuclear spin orientation via electron spin locking (NOVEL), a commonly used pulsed DNP sequence, while using only ~7% microwave power required for NOVEL. Experimental data and simulations at higher fields suggest a field-independent enhancement factor, as predicted by the effective Hamiltonian.
INTRODUCTION
Dynamic nuclear polarization (DNP) (1, 2) is a powerful technique used to enhance the sensitivity of nuclear magnetic resonance (NMR) spectroscopy by transferring the high polarization of unpaired electrons to the nuclear spins of interest. The maximum enhancement factor is determined by the ratio of the electron to nuclear gyromagnetic ratios, which, for protons, is γe/γ1H ~ 658. DNP experiments are typically performed by dispersing stable free radicals in a glassy matrix containing the sample of interest and by applying microwave irradiation at or near the electron Larmor frequency to mediate the polarization transfer. Over the past two decades, this technique, together with refinements in methods and instrumentation, has improved substantially particularly in magic angle spinning (MAS) NMR experiments conducted at high fields (>5 T) (3). However, essentially all current high-field DNP experiments use continuous-wave (CW) irradiation that exploits DNP mechanisms such as solid effect (SE), cross effect, or Overhauser effect (4–8). These DNP techniques have successfully enabled many new structural studies in both materials and biological science that were previously impossible, for instance, diamond nitrogen vacancy centers (9), membrane proteins (10, 11), amyloid fibrils (12, 13), and porous materials (14). However, the CW techniques have been predicted and demonstrated experimentally to yield a lower enhancement at higher fields. Accordingly, pulsed DNP techniques were proposed as promising and robust approaches to increasing sensitivity because the enhancement factor is theoretically field independent (15, 16). Another advantage of using pulsed DNP methods is that the experiments can potentially be performed at higher temperatures for specific systems, rather than at cryogenic temperatures (<100 K), because the polarization transfer mechanism is not a saturation-based or CW technique. For instance, it was demonstrated experimentally that NOVEL (nuclear spin orientation via electron spin locking) was able to transfer polarization efficiently at room temperature (15, 17). Despite a lower Boltzmann population, this could be an important advantage in situations where there is significant line broadening at lower temperatures.
Nevertheless, a concurrent disadvantage of the existing repertoire of pulsed DNP methods is that they often necessitate high microwave Rabi frequencies. For example, NOVEL (15, 18, 19) requires that the electron Rabi frequency, ω1S, matches the nuclear Larmor frequency ω0I (ω1S = ω0I) for optimal polarization transfer. This motivated us to search for different strategies to circumvent the direct dependence on the magnitude of the Rabi frequency, and we described two low-power alternatives, off-resonance NOVEL (20) and frequency-swept integrated SE (21, 22). Both approaches yielded significant enhancements using only a fraction of microwave power required by NOVEL. In addition, a different pulsed DNP mechanism exploiting both electron paramagnetic resonance (EPR) and NMR excitation pulses combined with specific relaxation pathways was demonstrated on a special system of the endohedral fullerene, N@C60, although direct detection of the NMR signal was not reported (23). In this contribution, we demonstrate an alternate low-power approach where the DNP matching condition is predominantly determined by the strategic timing of the microwave pulses, rather than the Rabi fields. The experiment is inspired by the theory of dipolar recoupling experiments in MAS NMR.
In contemporary MAS NMR experiments, anisotropic interactions like dipolar couplings are attenuated by MAS yielding high-resolution spectra but are reintroduced during mixing periods to mediate polarization transfer. The reintroduction of dipolar couplings is known generically as recoupling (24, 25), and they are often performed using rotor-synchronized pulse sequences such as radio frequency driven recoupling (RFDR) (26). In the case of DNP NMR, the pseudosecular hyperfine interaction is modulated by the larger nuclear Zeeman interaction in a mathematically similar way to the averaging of anisotropic interactions by MAS. Thus, we anticipate that the pseudosecular term can be recoupled to polarize the nuclei via microwave pulses time-synchronized with or close to the Larmor period. This is in analogy to rotor-synchronized sequences in MAS NMR. We show that by choosing the pulse length τp and delay d (Fig. 1) in a microwave pulse train strategically (27), i.e., satisfying the hyperfine recoupling condition (vide infra), an efficient and broad-banded DNP field profile can be achieved. In particular, we achieve enhancements ~15% larger than NOVEL but with only ~7% of the microwave power. Simulations performed for two cases at ω0I/2π = 800 MHz suggest that efficient DNP can be performed at similarly modest Rabi frequencies. Accordingly, we denote such a sequence as TOP-DNP (time-optimized pulsed DNP).
Theory
We will show that the effective Hamiltonian of TOP-DNP can be derived analytically using Floquet theory (28–33). Let us consider a two-spin e−-1H system with the general Hamiltonian in the electron rotating frame given by
(1) |
The symbols A and B are the secular and nonsecular part of the hyperfine interaction, and the microwave Rabi field is ωS(t) = ω1S during the pulse τp or ωS(t) = 0 during the delay d (Fig. 1). Next, an interaction-frame transformation is performed to obtain
(2) |
where , , is the Dyson time-ordering operator, and
(3) |
Note that the time-dependent Hamiltonian in the interaction frame (Eqs. 2 and 3) is modulated by the three characteristic frequencies (29, 30) involved in TOP-DNP, namely, the nuclear Larmor frequency ω0I, the modulation frequency ωm = 2π/τm, and the effective field ωeff (29, 30). The modulation frequency is determined by the cycle time τm = τp + d at which the sequence is repeated, and it is a fundamental parameter in designing pulse sequences for MAS NMR experiments. For instance, the value of τm is often chosen to be a multiple integer of the rotor period for a recoupling experiment, i.e., rotor-synchronized sequences. The effective field ωeff = βeff/τm is defined as the net rotation angle βeff over the cycle time τm of a periodic sequence. The notion of an effective or net rotation angle βeff is an essential element in designing multiple-pulse sequences, and a feature that was exploited in a similar context when composite pulses were first introduced (34). A famous example includes the composite pulse (90y180x90y) that generates an effective βeff = π pulse. If the composite pulse, or, in general, any multiple-pulse sequence, were to repeat itself periodically with a cycle time τm, then the Hamiltonian will be modulated by a frequency of ωeff = βeff/τm. Thus, the composite rotation induced by the pulse and a delay in TOP-DNP was determined using quaternions (35), and we obtained
(4) |
where and θ = tan−1(ω1S/ΩS) (see the Supplementary Materials for derivation). Note that the effective field ωeff has an indirect dependence on the Rabi ω1S and offset ΩS = ωe − ωμw frequencies. This could be advantageous because it relieves the critical dependence of the transfer efficiency on the Rabi frequency across the sample or pulse imperfections, as anticipated from the concept of composite pulse. Note that the sequence reduces to the SE (ωeff = ωa) in the special case of d = 0.
The effect of the characteristic frequencies ωm and ωeff in the interaction-frame Hamiltonian and information are embedded in the Fourier coefficients (Eq. 3), which are complex numbers bounded by . They can be interpreted as the scaling factors (29, 30, 36) that dictate the performance of a particular TOP-DNP sequence. For instance, a large scaling factor that scales the polarization transfer terms (vide infra) is desirable for robust performance. The coefficients were calculated numerically by Fourier-transforming the interaction-frame trajectory of the term (Eq. 3), i.e., . The integration limits in a Fourier transform are, by definition, from −∞ to ∞. However, this is not computationally practical, and we have chosen a value for time T, such that it is longer than both 2π/ωeff and 2π/ωm, to ensure the convergence on the value of . Alternatively, the coefficients can be determined efficiently using a more advanced method introduced recently (31). The analytical description of the interaction-frame transformation and the calculation of the Fourier coefficients (Eq. 3) were performed in Mathematica (Wolfram Research) and MATLAB, respectively.
By combining Eqs. 2 and 3, we can rewrite as a Fourier series with three characteristic frequencies
(5) |
with the Fourier components given by
(6) |
Last, the first-order effective Hamiltonian, given by , can be determined if the matching conditions are fulfilled
(7) |
where n and l are integer numbers running from −1 to 1 and k is an integer. The absolute values of both n and l are limited to 1 because we consider only one proton in the system. In principle, they can be larger integers when more nuclei are involved and higher-order terms can appear. An alternate interpretation of the DNP matching condition (Eq. 7) is when the sum or difference of the time ratio τm/τLarmor, with the effective rotation βeff/2π, is equal to an integer number k, i.e., τm/τLarmor ± βeff/2π = k. Again, the idea of matching the rotations induced by the microwave irradiation, the periodicity of the pulses, and the Larmor interaction to transfer polarization condition is anticipated from the recoupling experiments in MAS NMR. We will focus on (Eq. 6) because commutes with the nuclear terms and thus cannot mediate polarization transfer. Numerical simulations were performed (results not shown) to ensure that the presence of A in is insignificant and can be safely neglected.
There are, in principle, many ways of choosing the frequencies ω0I, ωm, and ωeff to satisfy the hyperfine recoupling conditions (Eq. 7). Nevertheless, we will focus on the matching condition ωm + ωeff = ω0I, which results in the effective Hamiltonian given by
(8) |
and another matching condition 2ωm − ωeff = ω0I with effective Hamiltonian
(9) |
The symbol c.c. stands for complex conjugate, are the ladder operators, and . The operators , , and are double-quantum (DQ), zero-quantum (ZQ), and single-quantum (SQ) terms, respectively. The DQ and ZQ terms are responsible for mediating positive and negative polarization transfer, respectively, while the SQ terms could interfere with the transfer term if their magnitudes become comparable to the DQ/ZQ terms. In an ideal situation, a purely ZQ or DQ effective Hamiltonian is desired for an efficient polarization transfer. Thus, the difference between ZQ and DQ contributions, i.e., the magnitudes of a− and a+ coefficients in the effective Hamiltonian (Eq. 8), is computed to gauge the performance of TOP-DNP (vide infra).
RESULTS
Experimental and numerical results at 0.35 T
An EPR spectrum of trityl and DNP field profiles for pulsed SE (20) and NOVEL are shown in Fig. 2A. We obtained a maximum enhancement of ε ~ 172 at the NOVEL condition, ω1S/(2π) ~ 15 MHz (see the Supplementary Materials), and we recorded ε ~ 150 and −170 at the SE condition, Ω ± ω0I. Following that, we transformed the pulsed SE sequence into the TOP-DNP sequence by interleaving the microwave pulses of length τp with delays of duration d. We found a robust DNP condition using the parameters τm/τLarmor ~ 1.25 with τp = 28 ns and d = 56 ns, which then yields a field profile (Fig. 2B) that is notably different from the one obtained with the SE. One can see that the TOP-DNP field profile has multiple DQ and ZQ DNP conditions spanning a very broad range of frequencies, i.e., at Ω ~ ± 0.25 ω0I, ± ω0I, and ± 2ω0I. Using a Rabi frequency of ω1S/(2π) = 4 MHz at Ω/(2π) ~ 29 MHz, we observed a maximum enhancement of ~200, which is higher than ε ~ 172 from NOVEL. The lower enhancement in NOVEL is likely because it is more susceptible to resonance mismatch, which explains superior improvement in adiabatic NOVEL (37).
In addition, we performed numerical simulations using a custom simulation package in MATLAB (The MathWorks) to substantiate the experimental results. We performed the simulations on a three-spin e−-1H-1H system. We found that the major features observed in the experimental data, i.e., the positions and the intensities of the DNP minima/maxima, are well reproduced in the numerical simulation on a three-spin system. Initial simulations using idealized parameters without relaxation yielded high enhancement factors that were larger than the experimental results. This is because each radical is, in reality, surrounded by many solvent protons. We have therefore incorporated a relaxation mechanism by introducing relaxation superoperators (38, 39) in the Liouville space into the simulation package. We have adapted the values for the relaxation parameters, number of loops m, and h, so that the simulated enhancement resembles a more realistic value of ~200. The details of the simulation package and the values of the parameters used for the experimental and simulated data are shown in Table 1.
Table 1. Values of the parameters used for both the experimental and simulated results.
SE-DNP (experimental; Fig. 2A) |
TOP-DNP (experimental; Fig. 2B) |
TOP-DNP (simulated; Fig. 2B) |
TOP-DNP (experimental; Fig. 3) |
2D (experimental; Fig. 4) |
TOP-DNP (experimental; Fig. 5A) |
TOP-DNP (simulated; Fig. 5B) |
|
ω1S/(2π) (MHz) |
4 | 4 | 4 | 4 | 2 | 20 | 50* 200† |
Ω/(2π) (MHz) | — | — | — | 3 | 4 | — | — |
τp (ns) | 1800 | 28 | 28 | 28 | — | 10 | 0.7 |
d (ns) | 0 | 56 | 56 | 56 | — | 14 | 0.8 |
m | 1 | 115 | 8 | — | 350 | 400 | 8192 |
h | 8192 | 35,840 | 512 | — | 8192 | 409,600‡ | 262,144 |
B0 field (T) | 0.35 | 0.35 | 0.35 | 0.35 | 0.35 | 1.2 | 18.8 |
*Performed at 18.8 T and τRep = 100 μs on BDPA with isotropic hyperfine couplings of 5.3 and 5.6 MHz and g values of [2.0032, 2.0033, 2.0034] to mimic a Gaussian EPR line.
†Performed at 18.8 T and τRep = 100 μs on trityl with literature g values of [2.00258, 2.00319, 2.00319] and with isotropic hyperfine couplings set to 0.
‡Performed using τRep = 130 μs.
In addition, we also calculated the characteristic frequencies ωm + ωeff = ω0I and 2ωm − ωeff = ω0I (Eqs. 4 and 7) to verify the DNP matching conditions observed in Fig. 2B. One can see that all the DNP conditions observed have been predicted accurately by the theoretical calculations (Fig. 2C). Nevertheless, satisfying the matching conditions does not dictate the signs and efficiencies of the DNP enhancements. Thus, the difference between the ZQ and DQ contributions (Eqs. 8 and 9) is computed to dictate the sign and performance of the polarization transfer. One can infer from the resulting plot (Fig. 2C) that the scaling factor κDQ − κZQ is large and negative at Ω/(2π) ~ 27 MHz, leading to a ZQ transfer with a strong negative enhancement. The converse is also true; i.e., a small positive value of κDQ − κZQ at Ω/(2π) ~ 9 MHz predicts a weak positive enhancement. It also follows that the absence of DNP enhancement at Ω/(2π) = ±21 MHz can be explained by realizing that the ZQ and DQ terms have almost equal sizes and thus canceled each other’s contributions, despite the fulfillment of the matching conditions. Most features observed in the simulated field profiles, for instance, the positions, relative magnitude, and signs of the DNP conditions, are well predicted by the theoretical evaluation of the resonance conditions (Eq. 7) and the Fourier coefficients (Eqs. 8 and 9). On the other hand, the maximum scaling factor of TOP-DNP at this experimental condition (~0.02) is low by comparison to NOVEL’s. Hence, we anticipate that TOP-DNP will have a longer buildup time and therefore be more susceptible to lower T2e relative to NOVEL. We have measured the enhancement buildup curve (Fig. 3) as a function of mixing time τmix by incrementing the loop m (Fig. 1). The single exponential fit yields a time constant of τ1mix ~ 2.5 μs, which is longer than the ~300 ns reported for NOVEL in the literature (19). Nevertheless, the bulk polarization time τ1DNP is found to be ~8.4 s (Fig. 3B) compared to ~8 s for NOVEL (19). For practical DNP NMR experiments, the recycle delay is set to ~1.3 τ1DNP for optimal sensitivity, while the mixing time τmix is relevant only if the microwave amplifier has a limited operational duty cycle. Thus, we have demonstrated that the relatively low scaling factor of TOP-DNP has negligible influence on the performance of DNP NMR experiments.
To investigate the dependence of the matching conditions on the precise settings of the pulse width τp and delay d, we performed a pseudo–two-dimensional (2D) experiment to measure the DNP enhancement as a function of τp and d at a fixed offset Ω. The contour plot (Fig. 4) shows a narrow diagonal band of positive enhancement along the predicted condition ωm − ωeff = ω0I and another broader diagonal band of negative enhancement at ωm + ωeff = ω0I. The experimental results show that the matching condition is sensitive to the cycle time τm = τp + d, much like the importance of ensuring rf pulses are synchronized with the rotor period during the recoupling sequences in MAS NMR experiments.
Experimental and numerical results at 1.2 and 18.8 T
It was shown that the effective Hamiltonians (Eqs. 8 and 9) do not have an explicit dependence on the static magnetic field B0, as expected from the first-order recoupling sequence in MAS NMR. This opens the potential to theoretically attain large enhancement factors at higher fields, provided the timing of the microwave pulses and sufficiently high microwave power are feasible. Thus, we have investigated the sequence using the current state-of-the-art microwave amplifiers at ~1.2 T/34 GHz/51 MHz, which shows that an absolute enhancement of ~188 (Fig. 5A) was obtained using a Rabi frequency of ω1S/(2π) = 20 MHz, τp = 10 ns, and d = 14 ns. The experimental result shows that a similar enhancement factor can be achieved upon repeating the TOP-DNP experiment at 1.2 T, which is a factor of ~3.5 times the magnetic field used in a previously shown experiment (Fig. 2A). This is a clear indication for a proof of principle that it is very likely that TOP-DNP will be as efficient at higher fields, as predicted theoretically.
Since the microwave technology to perform such an experiment at higher fields is under development (40, 41), we performed a numerical simulation at 18.8 T using the matching condition τm/τLarmor ~ 1.2 (τp = 0.7 and d = 0.8 ns), as anticipated from scaling the parameters in our current experiment (τm = 84 ns at 0.35 T). The simulated field profile for trityl using ω1S/2π = 200 MHz (Fig. 5B) yields an enhancement of ~200, which again demonstrates a field-invariant enhancement factor. In addition, we show that similar enhancement can be achieved on BDPA (1,3-bisdiphenylene-2-phenylallyl) using a lower Rabi field [ω1S/(2π) = 50 MHz] because the radical is homogeneously broadened by 1H hyperfine couplings and hence yields a narrower linewidth than trityl at high fields. The details of the parameters used for the numerical simulations are tabulated in Table 1. We note that these predicted power levels amount to <7% of that required to meet the NOVEL condition. Thus, TOP-DNP or a related sequence may well be the method of choice for DNP at very high fields.
DISCUSSION
Inspired by recoupling sequences in MAS NMR, we proposed and examined a new hyperfine recoupling sequence, referred to as TOP-DNP, that is composed of a train of microwave pulses of a judiciously chosen width separated by delays. When the linear combination of the characteristic frequencies (ωm and ωeff) governed by the microwave pulse train matches the nuclei Larmor frequency (see Fig. 6), it results in the electron spin evolving with Fourier components at the nuclear Larmor frequency. This TOP-DNP effect then mediates transfer of polarization to the nuclei. The resulting field profile is multibanded and spans 4ω0I with a maximum 1H enhancement of ~200 compared to ε ~ 172 for NOVEL at X-band frequencies. Moreover, a Rabi frequency of 4 MHz used in TOP-DNP represents ~7% of the microwave power needed for the case of NOVEL (~15 MHz at 0.35 T). This shows the utility of TOP-DNP over NOVEL at higher fields or microwave frequency, where high-power microwave sources are not readily available. Futhermore, numerical simulations and analytical theory are in good agreement with the experimental data. Last, experimental data at 1.2 T and numerical results at 18.8 T have confirmed that the enhancement of TOP-DNP is field independent, i.e., a promising candidate for DNP applications at higher fields. One of the issues expected of TOP-DNP at higher field is that it requires shorter pulse lengths and delays. These are technically feasible as commercial arbitrary waveform generators (for instance, M8190A, Keysight Technologies) have a time resolution of 11.1 ps. Moreover, a recent experiment demonstrated the capability of amplifying (40) ~100-ps pulses using a gyrotron amplifier (41). Alternatively, the issue can be circumvented using longer a pulse τp (or lower ωm, which corresponds to a larger integer k in the matching condition; Eq. 7).
Another feature of the sequence is that its efficiency is primarily determined by the timing of the pulses and delays rather than the microwave power. This is advantageous because it is more reliable to control the timing than the microwave power, which can be inhomogeneous across the sample. Thus, we have demonstrated the innovative design of a pulsed DNP sequence by adopting a similar theoretical treatment in MAS NMR. We foresee that more advanced sequences involving phase modulation of microwave pulses can be investigated in future experiments, either for EPR, hyperfine recoupling (DNP), or decoupling (42).
MATERIALS AND METHODS
Experimental design at 0.35 T
We performed the experiments at 0.35 T/9.8 GHz/15 MHz on a sample of ~5 mM trityl OX063 in a mixture of d8-glycerol/D2O/H2O (6:3:1 by volume), i.e., “DNP juice”, at 80 K. All field profiles except NOVEL were obtained by varying the ELDOR (electron-electron double resonance) frequencies while keeping the magnetic field constant. The EPR spectrum was obtained by using spin echo detected spectra in a field-swept experiment at ωμw/2π = 9.771 GHz. The presaturation of the 1H channel (Fig. 1) was implemented before the DNP sequence to suppress the remaining NMR polarization. This is achieved using eight 30° pulses spaced by a delay (τdelay) of 100 μs. An echo of the 1H signal was generated using solid echo with τSE = 20 μs, so that the signal remains detectable beyond the receiver dead time and avoids the distortion by the ringdown in the probe. The 1H spectrum at thermal equilibrium was measured with 1120 scans with a recycle delay of ~3T1n = 39 s. In this contribution, we define the enhancement factor as the signal measured scaled with the fully relaxed 1H signal without microwave irradiation, calculated from the measured signal at ~3T1n.
Experimental design at 1.2 T
We repeated the experiment at 1.2 T (Q-band) and at 80 K using the same sample, i.e., 5 mM trityl OX063 in “DNP juice”, but loaded in a CFQ EPR tube with an outer diameter of 1.6 mm (Wilmad-LabGlass). The NMR acquisition was performed using a standard Bruker AVANCE II console with a 300-W rf amplifier connected to ENDOR probe model number Bruker EN5170-D2 via a Bruker H132224 tuning and matching circuit. In contrast to the NMR acquisition regime used at 0.35 T, we used spin echo (π/2 − τ − π − τ − echo) with a delay of 40 μs, and π/2 and π pulse lengths of 4 and 8 μs, respectively, to attenuate the large 1H background signal present in the probe. The residual 1H contribution present in the DNP experiment was removed by taking a difference spectrum with and without a loaded sample tube. The relaxation times T1n of the 1H background and sample signals are ~1 and 40 s, respectively. Note that a relatively small loop number of m = 400 was used in TOP-DNP (Fig. 5A) due to a limitation of the EPR hardware. Consequently, a short repetition time (τRep)= of 130 μs was used to exploit the full duty cycle (~10%) of the 150 W microwave traveling-wave tube amplifier model Bruker E5805830.
Computational method
The DNP numerical simulations were performed in a Liouville space with powder orientations chosen using the Zaremba-Conroy-Cheng scheme (43). A point-dipole model was used to model both electron-nuclei dipolar couplings with a distance of 4.3 Å, and the isotropic hyperfine interaction was not considered, i.e., aiso = 0. We used a set of g values = [2.0046, 2.0038, 2.0030] to mimic the EPR Gaussian signal in Fig. 2A. The Euler angles in the principal axis system for the g tensor and the hyperfine interactions for e − n1 and e − n2 are set to be (0°, 40°, 0°), (0°, 0°, 0°), and (30°, 90°, 70°), respectively. The relaxation mechanism was modeled using relaxation superoperators or double commutators (38), where σ is the density operator and kχ incorporates the details of the relaxation constants. The double commutator mimics the isotropic uncorrelated fluctuation of the local magnetic field that induces relaxations on the spin system. We used relaxation times of T1e = 1 ms, T2e = 5 μs and T1n = 13 s, T2n = 1 ms for the electron and 1H nuclei, respectively. The details of the numerical simulation package will be discussed in a future publication.
Supplementary Material
Acknowledgments
We thank M. Ernst, A. B. Nielsen, and S. Jain for support and stimulating discussions. Funding: K.O.T. was supported by an Early Postdoc Mobility grant from the Swiss National Science Foundation (grant no. 165285). G.M. was supported by the Deutsche Forschungsgemeinschaft through an Emmy Noether Grant (project no. 321027114). The research was supported by grants to R.G.G. from the National Institutes of Biomedical Imaging and Bioengineering (EB-002804 and EB-002026). Author contributions: K.O.T. and R.G.G. designed and performed experiments, with assistance from G.M. and R.T.W. K.O.T. carried out the theoretical analysis. K.O.T. and C.Y. ran numerical simulations. K.O.T., C.Y., R.T.W., G.M., and R.G.G. wrote the paper. Competing interests: The authors declare that they have no competing interests. Data and materials availability: All data needed to evaluate the conclusions in the paper are present in the paper and/or the Supplementary Materials. Additional data related to this paper may be requested from the authors.
SUPPLEMENTARY MATERIALS
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