Abstract
Voltage imaging with fluorescent dyes offers promise for interrogating the complex roles of membrane potential in coordinating the activity of neurons in the brain. Yet, low sensitivity often limits the broad applicability of optical voltage indicators. In this paper, we use molecular dynamics (MD) simulations to guide the design of new, ultra-sensitive fluorescent voltage indicators that use photoinduced electron transfer (PeT) as a voltage-sensing switch. MD simulations predict an approximately 16% increase in voltage sensitivity resulting purely from improved alignment of dye with the membrane. We confirm this theoretical finding by synthesizing 9 new voltage-sensitive (VoltageFluor, or VF) dyes and establishing that all of them display the expected improvement of approximately 19%. This synergistic outworking of theory and experiment enabled computational and theoretical estimation of VF dye orientation in lipid bilayers and has yielded the most sensitive PeT-based VF dye to date. We use this new voltage indicator to monitor voltage spikes in neurons from rat hippocampus and human pluripotent stem cell-derived dopaminergic neurons.
Graphical abstract
The development of fluorescent indicators for biological analytes has revolutionized our ability to interrogate biochemistry and biophysics in living cells. However, the design of fluorescent dyes and sensors remains an outstanding challenge in the field.(1–12) Our group has recently initiated a program to build new chemical indicators for sensing membrane potential,(13–15) in order to further understand the roles that membrane voltage plays, not only in excitable cells, such as neurons and cardiomyocytes, but also in non-excitable cells in the rest of the body. Traditional methods to measure membrane potential rely on invasive electrodes, introduced via pipette or on micro or nano-arrays. Voltage imaging with fluorescent indicators, whether genetically-encoded(16) or chemically synthesized,(15) is an attractive solution because such imaging circumvents problems of low-throughput, low spatial resolution, and high invasiveness associated with more traditional electrode-based techniques.(17–19) Our lab is developing VoltageFluor, or VF, dyes which are a small molecule platform for voltage imaging operating via a photoinduced electron transfer (PeT) quenching mechanism(20, 21) to directly image transmembrane voltage changes.(13, 14, 22, 23) Previously reported VF dyes have proven useful for measuring membrane potential in a number of biological contexts ranging from isolated synaptic vesicles(24) to intact leech neuronal ganglia(25, 26) to stem cell-derived cardiomyocytes,(27, 28) among others.(29, 30) Improvement of genetically-encoded voltage indicators relies on site-directed mutagenesis and large-scale screening,(16) while small-molecule voltage indicators have the potential for rational improvement. However, a comprehensive design scheme for VF dyes remains elusive, due in part to our incomplete understanding of the biophysical properties influencing voltage sensitivity in the VoltageFluor scaffolds.
We therefore desired to study and improve a single, key aspect of the PeT-quenching mechanism(21) of VF dyes. We propose that VF dyes sense voltage via a PeT-based mechanism where the transmembrane potential of the cell strongly influences the rate of PeT: at hyperpolarizing, or negative, potentials, PeT is accelerated and fluorescence is quenched. At depolarizing, or positive, voltages, fluorescence increases as the rate of PeT decreases. Pioneering work by Loew and co-workers modeled the voltage sensitivity of electrochromic voltage-sensitive dyes and proposed that the magnitude of the molecular Stark effect, or perturbation of the chromophore orbital energies, which gives rise to the voltage sensitivity of these compounds, is proportional to the following expression:(31, 32)
Equation 1 |
Where ΔF/F is the fractional voltage sensitivity of a dye, ΔG represents the change in energy associated with the shift in wavelength, q is the effective charge transferred, r⃗ is the distance that quantity q travels and E⃗ is the electric field. By extension to PeT-based voltage sensitive dyes, the voltage sensitivity should be proportional to the change in driving force for PeT, which may be modeled by a similar equation when the transmembrane potential is within a physiologically-relevant range.(21) Because the interaction between the transferred electron and the membrane potential is highest when the electron transfer vector and electric field vectors are aligned and at a minimum when perpendicular, equation (1) can be rewritten as
Equation 2 |
where θ is the angle of displacement, or tilt, between the electron transfer vector and the electric field vector (Figure 1a–c).
Our initial assumption was that the tilt angle θ was close to 0°, thus giving us the maximum voltage sensitivity for a given dye, where q, r, and E remain constant. To test this hypothesis, ascertain how VF dyes orient in the membrane, and propose new structural motifs for voltage sensing, we turned to molecular modeling to measure the tilt angle of VF2.1.Cl, a prototypical VF dye, in a simulated lipid bilayer.
RESULTS AND DISCUSSION
We parameterized VF2.1.Cl with the CHARMM general force field (33) (see SI Fig. 1 and SI Text for details) and then performed molecular dynamics (MD) simulations of the VF dye embedded in a 1-palmitoyl-2-oleoyl-sn-glycerol-3-phosphocholine (POPC) lipid bilayer, as a simplified model of a mammalian cell membrane.(34, 35) By modeling the behavior of VF2.1.Cl in a POPC lipid bilayer, we aimed to both make observations regarding the tilt angle and propose structural modifications that we could then synthesize to assess changes in voltage sensitivity. We performed three replicates of ~500 ns molecular dynamics simulations of VF2.1.Cl in a pure POPC membrane and sampled the tilt angle θ (between the long axis of VF and the membrane normal) every 5 ps via principal component analysis (PCA). As shown in Figure 1d (SI Movie 1), the 2′ sulfonate of VF2.1.Cl localized primarily at the lipid:water interface, presumably to avoid burying the charged sulfonate in the non-polar lipid groups. Because the sulfonate of VF2.1.Cl is unsymmetrically positioned off the main axis of VF2.1.Cl, this results in a considerable tilt, with an average angle of 35° (Fig. 1d and f, Web Enhanced Object 1). Furthermore, the molecule appeared to be rather “floppy” in the membrane, with a standard deviation in the tilt angle of 17° (Fig. 1f) and a correlation time of 9.7 ns (±2.6 ns, ±SEM, n=3 simulations) (SI Fig. 2). An average tilt angle of 35° implies that the voltage sensitivity of VF2.1.Cl is only about 82% (cosine of 35°) of the theoretical maximum, assuming q and r remain the same. We wondered whether “straightening” VF dyes in the membrane would prove a general method for enhancing voltage sensitivity by approximately 22% (1/cosine 35°).
We reasoned that the tilt angle of the VF dye could be reduced in a straightforward manner by adding a second sulfonate group in the ortho-position on the meso-aryl ring of the xanthene chromophore (Fig. 1a–c). We hoped the new, doubly-sulfonated, disulfoVF dyes (dsVF), with two opposing sulfonate groups at the 2′- and 6′-positions, would have both reduced overall tilt angle and increased rigidity since exposing one sulfonate to bulk water via tilting the whole molecule would require the other sulfonate to become buried in the non-polar lipid layer. Overall, we hypothesized that smaller fluctuations in the tilt angle of dsVF would cause an improvement in voltage sensitivity relative to monosulfoVF dyes (msVF).
We used MD simulations to test whether the proposed dsVF dye displays enhanced alignment within a model membrane relative to its monosulfo counterpart. MD simulations of dsVF2.1.Cl (Fig. 1d–e, Web Enhanced Object 2) reveal a significant reduction in the tilt angle, θ, compared to msVF2.1.Cl: 19°±10° for dsVF2.1.Cl and 35°±17° for msVF2.1.Cl (Fig. 1f). Compared to msVF, dsVF displays less conformational flexibility within the lipid bilayer, as reflected in the smaller standard deviation of θ values for dsVF2.1.Cl (10° for dsVF vs. 17 ° for msVF). Analysis of the correlation time for msVF2.1.Cl reveals a much longer periodicity in θ fluctuations (9.7±2.6 ns; ±SEM, n = 3 simulations) with larger magnitude swings away from the average orientation (SI Fig. 2). In contrast, dsVF2.1.Cl has a much shorter period (1.8±0.1 ns; ±SEM, n= 3 simulations) characterized by smaller fluctuations in the average angle of displacement (SI Fig. 1b)
The increased rigidity of the dsVF dye comes primarily from a restriction in the movement of the dye in a single plane. Molecular orientation in the plane of the sulfonates (defined as the angle between the vector parallel to the meso ring system, “ArylP,” and the membrane normal “Z” (Fig. 2a) becomes more rigid upon going from msVF (61.3°) to dsVF (92.8°) (Fig. 2b–d). In contrast, motion in the plane perpendicular to the sulfonates (defined as the angle between the vector normal to the meso ring system, “ArylN” and the membrane normal, Fig. 2a) is relatively unchanged, shifting from 88.3° for msVF2.1.Cl to 92.0° for dsVF2.1.Cl (Fig. 2b–c and e). This is consistent with the hypothesis that symmetric sulfonation rigidifies VF dyes in the plane parallel to the meso aromatic ring, ArylP, but has little effect on motion in the orthogonal coordinate, ArylN (Fig. 2b–c).
Based on the MD simulations, we estimate an approximate 16% increase in voltage sensitivity upon going from a msVF to dsVF dye scaffold, if molecular orientation, or θ, is the only change. This improvement represents a critical increase in the sensitivity of VF-type dyes. According to Equation 3, for a given msVF/dsVF pair, the change in voltage sensitivity should be proportional to the ratio between the cosine of θ for msVF and dsVF.
Equation 3 |
Therefore, a change in θ from 35.4° to 19.4° should give a 16% increase in voltage sensitivity (cosine of 19.4°/cosine of 35.4° = 1.157).
To confirm the MD simulation results and experimentally test the hypothesis that improved orientation produces an increase in voltage sensitivity, we synthesized and characterized 6 new doubly-sulfonated VF dyes. Although the chromophores required for msVF are accessible via sulfonic acid anhydrides,(36) generation of the doubly-sulfonated precursors represented a synthetic challenge. To circumvent this problem, we devised a route from commercially available fluorobenzaldehydes (1 and 2) that enabled access to both singly and doubly sulfonated dye precursors. Sulfonated halobenzaldehydes 3 and 4 could be prepared via nucleophilic aromatic substitution (SNAr) with sodium sulfite/bisulfite,(37) enabling us to bypass both the deactivating nature of the sulfonate group and any challenges in directing the sulfonate substitution pattern. Both 5-bromo-2-formyl-benzenesulfonic acid 3 and 5-bromo-2-formyl-1,3-benzenedisulfonic acid 4 were prepared in good yields (72–76%) on the gram scale from commercially available 4-bromo-mono- and di-fluorobenzaldehydes via SNAr with sodium sulfite/bisulfite in a mixture of water and ethanol.
These aldehydes then condensed smoothly with unsubstituted and halogenated resorcinols in methanesulfonic acid (with in situ oxidation by air) to give an array of monosulfonated and disulfonated fluoresceins (5-10), with yields ranging from 40–84% (Figure 3). Generally, yields of monosulfo-fluoresceins (70–84%) were higher than for corresponding disulfo-fluoresceins (40–55%), which we attribute to the increased steric congestion of disulfo- vs. monosulfobenzaldehydes. The new disulfo-fluoresceins show absorption and emission profiles similar to their mono-sulfo counterparts and display high fluorescence quantum yields (near unity, SI Fig. 3) and aqueous solubility: up to 0.94 mM in H2O with 0.1% DMSO for ds-dichlorofluorescein vs. only 0.41 mM for ms-dichlorofluorescein.
Methoxy-substituted anilines generally give the best voltage sensitivity in the context of a fluorescein-based voltage sensor,(23) so we sought to make both 3-methoxy and unsubstituted aniline molecular wires to test if straightening via double sulfonation is a generalizable strategy. We used either a dimethyl aniline molecule wire or a N,N-diethyl-3-methoxyaniline wire as the two molecular wire scaffolds in this study. The N,N-diethyl-3-methoxyaniline was used in place of the previously described N,N-dimethyl-3-methoxyaniline wire because the diethyl derivative can be simply prepared from commercially available N,N-diethylsalicylaldehyde.(38) Heck coupling between the styrene molecular wires and corresponding mono- or di-sulfonated fluoresceins provided the ms- and dsVF dyes after purification via crystallization. Small amounts of dye were purified by semi-preparative HPLC for further analysis.
We synthesized a total of 9 new dyes: 6 new dsVF dyes and 3 new msVF dyes. Both msVF and dsVF dyes display similar excitation and emission profiles to previously reported msVF dyes (Table 1, SI Fig. 4), and all localized to the plasma membrane when applied to HEK293T cells via bath loading. (Fig. 3a–b, SI Fig. 5). In general, disulfonated fluorophores (8-10) and dsVF dyes (11b-16b) showed improved aqueous solubility relative to mono-sulfo derivatives (5-7, 11a-16a). Addition of a second sulfonate improved the aqueous solubility of fluorophore 8 2.3-fold relative to monosulfo 5, as determined either spectroscopically or gravimetrically (SI text). In the context of a full VF dye, a second sulfonate improved aqueous solubility by 22% for VF2.1.Cl and 55% for VF2.2(OMe).Cl (11a vs 11b; 12a vs 12b; SI Fig. 6).
Table 1.
Name | ID | R | R′ | R″ | Φfla | λabsa | λema | ΔF/F (%)b | Improvement (%)c |
---|---|---|---|---|---|---|---|---|---|
msVF2.1.Cl | 11a | Cl | Me | H | 0.06 | 522 | 536 | 30 | --- |
dsVF2.1.Cl | 11b | Cl | Me | H | 0.08 | 520 | 539 | 36 | 21 |
msVF2.2(OMe).Cl | 12a | Cl | Et | OMe | 0.06 | 518 | 534 | 53 | --- |
dsVF2.2(OMe).Cl | 12b | Cl | Et | OMe | 0.07 | 520 | 540 | 63 | 19 |
msVF2.1.H | 13a | H | Me | H | 0.10 | 507 | 528 | 17 | --- |
dsVF2.1.H | 13b | H | Me | H | 0.14 | 509 | 540 | 20 | 17 |
msVF2.2(OMe).H | 14a | H | Et | OMe | 0.08 | 508 | 530 | 53 | --- |
dsVF2.2(OMe).H | 14b | H | Et | OMe | 0.11 | 510 | 530 | 57 | 9 |
msVF2.1.F | 15a | F | Me | H | 0.09 | 508 | 524 | 27 | --- |
dsVF2.1.F | 15b | F | Me | H | 0.13 | 507 | 529 | 33 | 25 |
msVF2.2(OMe).F | 16a | F | Et | OMe | 0.06 | 505 | 524 | 49 | --- |
dsVF2.2(OMe).F | 16b | F | Et | OMe | 0.06 | 509 | 529 | 60 | 22 |
Measured in phosphate-buffered saline, pH 7.4 with 0.1% Triton X-100.
per 100 mV. Determined in HEK cells.
Relative to corresponding msVF.
To determine the voltage sensitivity of each of the dyes, we performed whole-cell patch clamp electrophysiology on HEK293T cells loaded with 200 nM VF (Fig. 3a–d). Depolarization of the cell membrane in the presence of VF dye results in a large increase of fluorescence, while hyperpolarization results in lower levels of fluorescence (Fig. 3c–d; SI Fig. 7). As a illustrative comparison, we found that msVF2.2(OMe).Cl (12a) had a voltage sensitivity of approximately 53% ± 1% ΔF/F per 100 mV, which is comparable to the previously reported msVF2.1(OMe).Cl, at 48% per 100 mV.(23) The disul foVF2.2(OMe).Cl (12b), when subjected to the same membrane depolarizations, had a voltage sensitivity of 63% ± 1% ΔF/F per 100 mV, representing a 19% improvement in voltage sensitivity over the monosulfonated VF analog, and the most sensitive VF dye to date.
We determined the voltage sensitivity for the remaining 10 VF dyes using dual optical and electrophysiological recordings in HEK cells (3–8 separate cells per dye). All of the dyes—VF2.1.Cl (11), VF2.1.H (13), VF2.1.F (15), VF2.2(OMe).H (14), and VF2.2(OMe).F (16)—showed comparable improvements in voltage sensitivity when the second sulfonate group is added (Table 1, Fig 4.). In all cases, we see an increase in voltage sensitivity upon transition to the dsVF dye. On average di-sulfoVF dyes show a 19% ± 2% increase in voltage sensitivity over its monosulfonated counterpart (Table 1). The experimentally determined average increase in voltage sensitivity of 19% matches well with the computationally predicted value of 16% and provides a validation both of our MD simulation methodology and our hypothesis that the relative orientation of the VF dye influences voltage sensitivity. The small discrepancy may arise from differences in the electronic nature of ms- vs dsVF dyes, which is known to affect voltage sensitivity.(23)
Due to its exceptional voltage sensitivity and good photostability compared to msVF2.2(OMe).Cl (SI Figure 8), we expected that disulfoVF2.2(OMe).Cl should be well-suited to observing membrane potential changes in neurons. Cultured rat hippocampal neurons bathed in disulfoVF2.2(OMe).Cl showed bright membrane staining, as confirmed by confocal microscopy (Fig. 5a). We also used dsVF2.2(OMe).Cl to image neuronal activity in midbrain dopaminergic (mDA) neurons derived from cultured human pluripotent stem cells (hPSCs) in culture (Fig. 5b) using differentiation conditions adapted from previously established protocols.(39) mDA neurons stained with dsVF2.2(OMe).Cl revealed distinct firing patterns (Fig. 5c, d). Functional analysis of human- or patient-derived differentiated neurons in a simple, non-invasive manner enabled by dsVF2.2(OMe).Cl may be an important diagnostic tool alongside more conventional methods in ascertaining proper differentiation as well as in investigating human disease phenotypes.
CONCLUSIONS
In summary, we use a molecular modeling approach to study the effects of dye orientation within the plasma membrane on the voltage sensitivity of VoltageFluor dyes and use the model to propose the structure of a dye with enhanced voltage sensitivity over previous incarnations of VF dyes. Based on orientation effects observed in MD simulations, we predicted an approximate 16% increase in the voltage sensitivity of dsVF dyes.
To validate our computational results, we present the design and synthesis of disulfonated fluoresceins, a novel group of xanthene fluorophores with increased water solubility. The new disulfonated xanthene fluorophores may be useful in their own right as labeling agents due to their ease of synthesis in isomerically-pure form, high water solubility, and potential for derivatization. We then synthesize new, more rigid disulfo-VoltageFluor dyes based on these novel disulfonated fluoresceins. All of the dsVF dyes display enhanced voltage sensitivity relative to their msVF cognates, with an average increase in sensitivity of 19%, which matches well with our calculated improvement of 16%.
These results validate our hypothesis that proper orientation of a VF dye within the membrane significantly influences its voltage sensitivity, in addition to providing excellent support for a PeT-based mechanism of voltage sensitivity. One of the new VF dyes, disulfoVF2.2(OMe).Cl shows the highest voltage sensitivity observed in PeT-based voltage sensors thus far (63% ΔF/F per 100 mV). Additionally, we demonstrate that disul-foVF2.2(OMe).Cl can be used to detect membrane potential changes in rat hippocampal neurons and in human-derived midbrain dopaminergic neurons.
The improved voltage sensitivity of disulfoVF2.2(OMe).Cl facilitates voltage imaging under conditions that degrade signal-to-noise ratio and sensitivity, such as low-power illumination, thicker tissue samples, and long-term imaging. Finally, the disulfonated VoltageFluor dyes represent one possible solution for designing future dyes with higher voltage sensitivity than first generation VF dyes. Efforts are currently underway in our lab to generalize this scaffold to other xanthene chromophores, such as rhodamines(38) and silicon-rhodamines(13), and integrate it with our understanding of the contributions electron affinities make to voltage sensing(23).
Supplementary Material
Acknowledgments
EWM acknowledges generous support from the University of California, Berkeley, Hellman Foundation, Alzheimer’s Association (2016-NIRG-394290), March of Dimes (5-FY16-65), Sloan Foundation, Klingenstein-Simons Foundation, and the National Institute of Neurological Disorders and Stroke (R00 NS07581), and the National Institute for General Medical Sciences (R35 GM119855). RUK was supported in part by a Chemical Biology Training grant from the National Institute of General Medical Sciences (T32 GM066698). MMA was supported in part by CIRM Training Grant TG2-01164 and CIRM RT3-07800. YW acknowledges project 21403183 supported by the NSFC and the Special Program for Applied Research on Super Computation of the NSFC-Guangdong Joint Fund (the second phase). Funds for the QB3 900 MHz NMR Spectrometer were provided by the NIH through grant GM68933. We dedicate this manuscript to the memory of our late colleague, Professor Roger Y. Tsien.
Footnotes
Synthetic details, spectroscopic analysis, supplemental cell imaging data, computational parameters, and molecular dynamics simulation movie files.
This paper contains enhanced objects.
References
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