Abstract
Genetically encoded voltage indicators (GEVIs) allow optical recordings of membrane potential changes in defined cell populations. Transgenic reporter animals that facilitate precise and repeatable targeting with high expression levels would further the use of GEVIs in the in vivo mammalian brain. However, the literature on developing and applying transgenic mouse lines as vehicles for GEVI expression is limited. Here we report the first in vivo experiments using a transgenic reporter mouse for the GEVI ArcLight, which utilizes a Cre/tTA dependent expression system (TIGRE 1.0). We developed two mouse lines with ArcLight expression restricted to either olfactory receptor neurons, or a subpopulation of interneurons located in the granule and glomerular layers in the olfactory bulb. The ArcLight expression in these lines was sufficient for in vivo imaging of odorant responses in single trials using epifluorescence and 2-photon imaging. The voltage responses were odor-specific and concentration-dependent, which supported earlier studies about perceptual transformations carried out by the bulb that used calcium sensors of neural activity. This study demonstrates that the ArcLight transgenic line is a flexible genetic tool that can be used to record the neuronal electrical activity of different cell types with a signal-to-noise ratio that is comparable to previous reports using viral transduction.
Subject terms: Olfactory bulb, Olfactory receptors, Multiphoton microscopy, Wide-field fluorescence microscopy, Imaging and sensing, Mouse, Fluorescent proteins, Optical imaging, Fluorescence imaging, Transgenic organisms
Introduction
Genetically encoded voltage indicators (GEVIs) can report changes in membrane potential from defined cell types. The membrane localization, and the spatial and temporal characteristics of voltage signals make GEVI development challenging1–6. However, recent advances have improved GEVI sensitivity, speed, and signal-to-noise ratio7–9, allowing for enhanced detection of electrical transients in vivo10–16. While sensitivity is critically important, widespread adoption of GEVIs for in vivo experiments would benefit from the availability of tools that facilitate selective expression in specific cell types. To date, most mammalian in vivo approaches have driven expression using in utero electroporation12,17 or injection of a viral vector (e.g., adeno-associated viruses, AAVs)10,11. These protocols complicate the experiment by requiring additional surgical procedures, and in some instances, available viruses have limited transduction capacity for particular cell types (e.g., olfactory receptor neurons)18. Transgenic animals can overcome these limitations, as demonstrated by studies using GEVIs in Drosophila where bipartite systems such as GAL4/UAS allow for targeted expression in any brain region19–23. However, there are currently a limited number of transgenic mice expressing GEVIs with high signal-to-noise ratios (Butterfly 2.124, QuasAr225, ASAP2s26), and even fewer studies showing their utility in vivo27,28. Here we took advantage of a novel transgenic reporter mouse, Ai86(TITL-ArcLight)24,26, that can be used to selectively drive the expression of the GEVI ArcLight7 in specific cell types. The expression of ArcLight in the presence of both tetracycline transactivator (tTA) and Cre recombinase enhances cell-type specificity of this line24,29.
When ArcLight was first reported7, its fractional fluorescence change and signal-to-noise ratio were a substantial improvement over the then available GEVIs. Despite the development of several new GEVIs, a recent comparison reported that ArcLight remains the best GEVI for in vivo mammalian signals17. Similarly, Armbruster et al. (2021) reported that “subsequent experiments were performed using ArcLight exclusively due to its better (than Archon) signal-to-noise characteristics”30.
The olfactory bulb is the first region of information processing in the mouse olfactory system. The terminals of the olfactory receptor neuron input and the dendrites of the mitral/tufted output neurons both innervate olfactory bulb glomeruli. GEVIs have been used to study sensory processing in different olfactory bulb cell types using viral transduction as the expression vector10,11. Here we report a novel transgenic line with ArcLight expression localized to either olfactory receptor neurons (OMP-ArcLight) or olfactory bulb interneurons (Emx1-ArcLight) and demonstrate their ability to report odor-evoked signals in vivo.
Material and methods
Transgenic mice
All experiments were performed in accordance with the recommendations in the Guide for the Care and Use of Laboratory Animals of the National Institutes of Health, and in compliance with the ARRIVE guidelines. The protocol used was approved by the Institutional Animal Care and Use Committees of Yale University and The John B. Pierce Laboratory.
The ArcLight transgenic mouse line Ai86(TITL-ArcLight) (JAX Stock No. 034694) was generated by the Allen Institute for Brain Science24,26. A detailed description of the mouse line and the intersectional transgenic approach can be found elsewhere24. Ai86 is a Cre/tTA double reporter mouse line in which the GEVI ArcLight A2427 is knocked into the TIGRE locus (TIGRE 1.0). For this study, the Ai86(TITL-ArcLight) founder line was independently crossed to either Camk2a-tTA (Jax Stock #007004) or Emx1-Cre (Jax Stock # 005628) yielding double mutant lines Ai86 x CamK2a-tTA and Ai86 x Emx1-Cre, respectively. The transgenic offspring of these lines were crossed to create a triple transgenic mouse line Ai86 x Camk2a-tTA x Emx1-Cre (named Emx1-ArcLight) with ArcLight expression targeted to the granule cell layer and a small population of interneurons located in the glomerular layer in the olfactory bulb. Out of 178 pups produced in these crossings 28 expressed all three genes (15.7%). A second triple transgenic line with ArcLight targeted to the olfactory receptor neurons was created by crossing Ai86 x Camk2a-tTA and OMP-Cre (Jax Stock # 006668) lines, yielding Ai86 x Camk2a-tTA x OMP-Cre (named OMP-ArcLight). 11 out of the 45 offspring resulting from this cross were transgenic (24.4%). We confirmed the presence of ArcLight, tTA, and Cre using PCR-based genotyping performed either in-house or by Transnetyx (Cordova, USA) on all experimental animals. Adult mice were examined for apparent physical or behavioral abnormalities. Both lines were maintained for at least 2 years without any obvious changes in phenotype. Mice were housed under standard environmental conditions, with room temperature ranging between 23–25 °C and under a 12 h light/dark cycle. Our measurements were made during the light phase.
Histology and confocal imaging
Following imaging, mice were euthanized (Euthasol) and brains (Emx1-ArcLight: N = 2; OMP-ArcLight: N = 1) were dissected and fixed in 4% paraformaldehyde for a minimum of 3 days. The OBs were embedded in 3% agarose and cut into 50–70 μm thick coronal slices on a vibratome. Sections were mounted on microscope slides using VECTASHIELD Mounting Medium with DAPI (Vector Labs, H-1500). Confocal images were obtained using a Zeiss LSM-780 confocal microscope (Carl Zeiss Microsystems, USA). The endogenous ArcLight fluorescence in histological sections was relatively bright and is presented without any amplification procedures.
Surgical procedure
All surgical procedures were performed under sterile conditions. Male and female mice, ages between 30–180 days, were used for functional imaging experiments. Ketamine/xylazine (90 mg kg−1/10 mg kg−1) (Covetrus, USA) were used to induce and maintain a deep anesthetic state via intraperitoneal (IP) injections. Anesthetic depth was frequently assessed via the pedal reflex. A heating pad was used for the maintenance of body temperature at 37 °C throughout the procedure. Atropine (0.2 mg/kg, I.P., Covetrus, USA) was administered to reduce excessive bronchial secretion. The head was shaved and scrubbed with Betadine, and Lidocaine (0.5%) was injected into the skin above the dorsal olfactory bulbs. The skin above the cranium and olfactory bulbs was removed, and a custom head-post was fixed to the back of the skull using either cyanoacrylate or Metabond (Parkell, USA). The mouse was then mounted on a custom-made holder, which allowed for precise head positioning and fixation. Depending on the experiment, a high-speed dental drill (XL-230 Osada, Japan) was used to either thin (1-photon microscopy) or remove (2-photon imaging) the skull above both olfactory bulbs. For 2-photon imaging, the craniotomy was covered with 2% agarose and sealed with a #1 glass coverslip.
Odorant stimuli and delivery
Different odorants (methyl valerate, isoamyl acetate, ethyl tiglate, and 2-heptanone; Sigma-Aldrich, USA) were used at concentrations between 0.12% and 11% of saturated vapor. A cleaned air stream was used for odorant dilution from saturated vapor. A flow dilution olfactometer 31 was designed to provide a constant airflow over the nares. A vacuum-controlled odorant delivery, where the vacuum was switched off during the odorant presentation. Separate Teflon tubing lines were used for each odor to avoid cross-contamination. In a subset of experiments, the time course and relative concentration of odors were confirmed with a photo-ionization detector (PID; Aurora Scientific, Aurora, ON). During imaging trials odorants were either delivered for 2–3 s with a 60-s delay between presentations, or odors were repeatedly presented with a 6-s interstimulus interval (adaptation trials).
Imaging systems
The epifluorescence imaging was performed on a custom upright microscope equipped with a Prizmatix LED (UHP-T-LED-White-High-CRI), using either of two objectives a 35 mm F/1.4 Computar or a 25 mm F/0.95 Computar CCTV lens. We used a 479 nm (Semrock FF01-479/40) excitation filter combined with a 515 nm long pass dichroic mirror, and a bandpass filter. The neuronal activity was recorded with a NeuroCCD SM256 camera (RedShirtImaging, USA) with 2 × 2, or 3 × 3 binning and at a frame rate between 50–250 Hz. The images were collected with NeuroPlex software (RedShirtImaging, USA).
For 2-photon imaging, we used a modified MOM two-photon laser-scanning microscope (Sutter Instruments, USA) with a Nikon 16x, 0.8NA lens, a Coherent Discovery laser light source, and detected fluorescence emission on a GaAsP PMT (#H10770PA-40–04, Hamamatsu, Japan). 2-photon excitation of the super ecliptic pHluorin GFP chromophore was achieved with 940–980 nm laser light with an imaging speed of 31 frames per second (resonant scanners; Cambridge Technology, USA). The laser power was measured by placing a power meter (PM100D, Thorlabs) directly underneath the objective lens at the beginning of experiments and ranged between 75–140 mW.
Data analysis
The data analysis was done in NeuroPlex, Excel and MATLAB. ArcLight reports voltage depolarization as decreases in fluorescence7, and all traces are inverted such that depolarizations are shown upwards. The presented optical traces are the spatial average of all the pixels within a region of interest (ROI). In the OMP-ArcLight transgenic mouse, individual glomeruli were visually identified in response to odor stimulation as glomerular-shaped peaks of activation ~ 50–100 μm in diameter using the Frame Subtraction feature of NeuroPlex. Response amplitudes for identified glomeruli were measured as the difference in the temporal average of the 1–2 s preceding the stimulus from a 0.8–1 s average around the peak of the response. Data are presented as the change in fluorescence divided by the resting fluorescence, ∆F/F. When necessary, the fluorescence traces were corrected to remove photobleaching by dividing the signal by a single exponential curve fitted to the portion of the trace prior to the stimulus. Pixels contaminated with blood vessel artifacts in major vessels were omitted from the analysis. The frame subtraction maps were generated in NeuroPlex using the Frame Subtraction function to subtract the temporal average of the 1–2 s preceding the stimulus from a 1 s temporal average around the response peak. The activity maps are displayed as depixelated (the depixelation function in NeuroPlex). The activity maps in Fig. 3 are average of 2–4 trials and are scaled to 90% of the maximum value at the highest odor concentration. In Fig. 6C, the activity maps are scaled to 97.5% of the maximum pixel value to emphasize the most active area, and the red contours were generated by carrying out a frame subtraction analysis in which the pixels with ∆F/F values between 95–100% of the maximum were identified. A contour was drawn around these pixels in Adobe Illustrator.
The error bars in Figs. 2, 3 and 5 and the statistics in the Results represent the standard error of the mean (s.e.m.). The baseline fluorescence analysis was carried out by measuring the mean fluorescence at the beginning of each trial. We restricted this analysis to a subset of our preparations in which we did not shift the imaging field of view and did not change the LED brightness. For the respiratory frequency analysis, the energy between 2–4.5 Hz was measured during the entire time period prior to the odor (~ 3 s), and during the odor presentation (~ 3 s) using the spectrogram function in MATLAB (Mathworks). The Hill coefficient analysis was carried out using the fit function in MATLAB where the half saturating odor concentration for each glomerulus was estimated by fitting the concentration versus response-amplitude points with an interpolated line, which was used to fit each glomerulus to the Hill equation:
Results
Generating ArcLight transgenic mice
We generated two transgenic mouse lines in which the genetically encoded voltage indicator ArcLight was targeted to two different cell populations. These lines use the intersectional tTA/Cre TIGRE 1.0 system in which ArcLight is selectively expressed in cells that also express both tTA and Cre (Fig. 1A)24,26. A diagram of the breeding schemes used to generate the two lines is shown in Fig. 1B. The Ai86 (TITL-ArcLight) line was crossed to either the Camk2a-tTA or the Emx1-Cre mouse line, resulting in two new lines that either expressed ArcLight and tTA (ArcLight-tTA), or ArcLight and Emx1-Cre (ArcLight-Emx1) (Fig. 1B, green). The cross between these lines resulted in ArcLight expression in a population of olfactory bulb interneurons (named Emx1-ArcLight). A second line that expressed ArcLight in the olfactory receptor neurons (OMP-ArcLight) was generated by crossing the ArcLight-tTA and OMP-Cre lines. In vivo imaging from the mouse olfactory bulb was subsequently carried out in both transgenic lines.
Robust and cell-specific expression of ArcLight in transgenic mouse lines
Individual glomeruli could be identified in OMP-ArcLight mice when imaging from the dorsal surface of the olfactory bulb using epifluorescence and 2-photon imaging from the glomerular layer in vivo (Fig. 1C). We confirmed in histological sections that ArcLight expression was restricted to the olfactory nerve and glomerular layer, and that no other cell types appeared to be labeled (Fig. 1D, N = 1 preparation). Resting fluorescence from the dorsal surface of the bulb in Emx1-ArcLight mice was diffuse under epifluorescence illumination, suggesting that the fluorescence was primarily localized outside of the glomerular layer (Fig. 1E). 2-photon imaging from the glomerular layer confirmed this observation as the glomeruli were weakly labeled, with higher expression levels present in neurons and processes surrounding each glomerulus (Fig. 1E, right panel). These observations were confirmed in histological sections in which the external plexiform layer was densely labeled with ArcLight fluorescence. This suggests a high expression of ArcLight in granule cells. Thus, the Emx1-ArcLight transgenic mouse has expression in interneurons located in the glomerular layer and the granule cell layer (Fig. 1F, N = 2 preparations). This result is consistent with a prior study indicating that Emx1 gives rise to a subpopulation of olfactory bulb interneurons32.
OMP-ArcLight mice
Ability of ArcLight to report respiratory modulation of receptor cell activity, and fluorescence stability
Odors evoked relatively large changes in fluorescence that were tightly coupled to the animal’s respiration in subsets of glomeruli in anesthetized mice in vivo (Fig. 2B). To illustrate this relationship, we identified a subset of single trials in different preparations in which the animal’s respiration varied (Fig. 2B, each row is a different preparation-glomerulus pair, dashed lines indicate respiration). In all cases, the odor evoked large changes in fluorescence that were tightly coupled with the animal’s respiration. This is further evident by comparing plots of time versus amplitude (Fig. 2C) and time versus frequency (Fig. 2D) of the ArcLight signal and the animal’s respiration. The respiration trace had relatively high power between 2–4 Hz (Fig. 2C,D, right panels), a typical respiratory rate for anesthetized mice. The ArcLight signal exhibited a large increase in power in that frequency range during the odor presentation (Fig. 2C,D, left panels). Overall, there was a significant increase in power at the respiratory frequency for the individual glomeruli in Fig. 2A,B (Fig. 2E, left panel, p < 0.05, ranksum = 10, N = 4 glomeruli), and across a population of glomeruli (Fig. 2E, right panel; p < 0.001, ranksum = 28, 43 glomeruli in 5 preparations). The respiratory modulation detected with ArcLight was substantially larger than that seen with GCaMP3 and GCaMP6f10.
The ArcLight baseline fluorescence and odor-evoked activity did not diminish during imaging sessions of up to 2 h. The average baseline fluorescence did not significantly change, which was quantified by measuring the baseline fluorescence across the entire bulb during an imaging trial occurring at the beginning of the experiment, and one at the end of the experiment (Initial: 4621 ± 293 a.u., Final: 4514 ± 384, p = 0.82, N = 7 preparations). These results demonstrate that ArcLight reports odor-evoked activity in the mouse olfactory bulb in vivo with a high signal-to-noise ratio and sufficiently fast temporal kinetics that reports respiratory coupled activity. Moreover, the baseline fluorescence of ArcLight does not undergo significant bleaching and can thus be used to carry out in vivo imaging across relatively long imaging sessions. These results are consistent with our prior work in which ArcLight was expressed using adeno-associated viral transduction10.
Concentration-dependence of odor-evoked activity in olfactory receptor neuron glomeruli
Different odor-concentration pairs. Responses to different odor-concentration pairs were imaged across the dorsal OB using epifluorescence imaging. A frame subtraction analysis was used to generate activity maps that demonstrate that different odors evoked distinct glomerular-sized peaks of activity. The results from a single preparation in which the response to three odors were measured across the same concentration range are illustrated in Fig. 3A. The fluorescence time course from two glomeruli in response to the odor methyl valerate presented between 0.12 and 11% of saturated vapor are shown in Fig. 3B (glomeruli indicated by arrows in the top row). Increasing the odor concentration caused increases in both the number of activated glomeruli (Fig. 3A) and the response amplitude (Fig. 3B).
The response amplitude evoked by each glomerulus-odor pair was measured (e.g., Fig. 3B) and normalized to the response evoked by the highest odor concentration (11% of saturated vapor). The concentration–response amplitude for each glomerulus-odor pair from the preparation in Fig. 3A,B is plotted against concentration in Fig. 3C (colors indicate odor). The response amplitude for all odor-glomerulus pairs within a preparation were averaged together (Fig. 3D, thin lines, each line reflects the measurement of 3–11 glomeruli, 10 preparation-odor pairs across 6 preparations). The thick black line in Fig. 3D illustrates the mean response across all preparation-odor pairs. Each of the preparation-odor pairs were fit to the Hill equation, and the Hill coefficient ranged between 1.03 and 2.2 (mean ± s.e.m. was 1.65 ± 0.12).
Overall, ArcLight measurements from olfactory receptor neuron glomeruli demonstrate that different odors evoked distinct activity maps and that they exhibited a steep concentration–response relationship. Thus, olfactory receptor neuron glomerular measurements carried out using the voltage sensor ArcLight were similar to previous reports using organic calcium dyes, protein sensors of calcium, and synaptic vesicle release11,33,34.
Temporal diversity of odor-evoked signals across olfactory bulb glomeruli
Olfactory receptor neuron glomeruli located in the caudal and rostral parts of the olfactory bulb show distinct temporal dynamics35. We carried out a frame subtraction analysis at four time points relative to the odor presentation, which demonstrates that the glomerular activation pattern varies dynamically across time (Fig. 4A). Fluorescence traces from two different glomeruli are illustrated in Fig. 4B (the gray bars indicate the time points used to generate the activity maps in Fig. 4A). Caudal glomeruli tended to be tightly coupled to respiration, returning toward the baseline between inhalations (Fig. 4B, ROI1). In contrast, those located more anteriorly were slower to reach their peak response and had less respiratory modulation (Fig. 4B, ROI2). These results demonstrating distinct temporal dynamics between glomeruli in different parts of the bulb are consistent with prior reports using voltage and calcium sensors10,35,36.
Adaptation in the olfactory bulb input
Prior studies have reported that olfactory receptor neurons exhibit modest adaptation over time periods of 5–10 seconds37–41. We examined the adaptation of olfactory receptor neurons by measuring the response to repeated 3-s odor presentations separated by a 6-s interstimulus interval. Figure 5A illustrates an activity map evoked by the odor methyl valerate (1.83% of saturated vapor) in response to the 1st and 3rd odor presentation. The overall pattern and amplitude are relatively similar to one another (the maps are scaled to the same range). Single-trial fluorescence time course from the two glomeruli identified by the red polygons in panel A are shown in Fig. 5B. Adaptation was measured in 188 odor-glomerulus pairs (7 preparations, 3–11 glomeruli per preparation, 1–3 odors tested per glomerulus, 3–4 concentrations tested per odor).
All odor-glomerulus pairs were averaged together from each preparation and examined as a function of odor concentration (Fig. 5C). The response to each odor presentation within a trial was normalized to the amplitude evoked by the 1st stimulus. The mean population response showed a significant reduction to the 3rd pulse at the highest odor concentration (Fig. 5C, 11% of saturated vapor, 3rd pulse: 0.74 ± 0.08, p < 0.01, 12 preparation-odor pairs in 7 preparations). However, glomerular signals evoked by lower concentrations were relatively stable across repeated odor presentation (1.83% of saturated vapor, 3rd pulse: 1 ± 0.12, p = 0.26; 11 preparation-odor pairs in 6 preparations; 0.36% of saturated vapor, 3rd pulse: 1.1 ± 0.14; p = 0.7, 9 preparation-odor pairs in 5 preparations; 0.12% of saturated vapor, 3rd pulse: 0.93 ± 0.15; p = 0.31, 4 preparation-odor pairs in 4 preparations; all values are normalized ∆F/F).
These results are consistent with prior reports using calcium sensitive sensors indicating that olfactory receptor neurons exhibit adaptation at very high odor concentrations but recover in response to odor stimuli at low-to-moderate concentrations with interstimulus intervals of 6 seconds39,40,42,43.
Emx1-ArcLight mice
Wide-field imaging. Similar imaging experiments using epifluorescence microscopy were carried out using the Emx1-ArcLight transgenic line. Unlike the OMP-ArcLight mouse, the baseline fluorescence in Emx1-ArcLight mice was diffuse and individual glomeruli could not be observed (Fig. 1E, 6A). Odors evoked relatively large and diffuse (i.e., non-glomerular) changes in fluorescence across the dorsal bulb (Fig. 6C). The lack of glomerular peaks of activity was also consistent with the histology showing minimal fluorescence located in glomeruli (Fig. 1F). Despite the diffuse signal, different odors could broadly evoke activity in different parts of the dorsal bulb (Fig. 6C, compare the contours drawn for each odor). In addition, some differences in temporal dynamics could be distinguished when comparing regions of interest taken from the caudal and rostral bulb (Fig. 6B, ROI1 vs ROI2). This observation is consistent with previous studies indicating that some of the temporal differences evident in olfactory receptor neuron glomeruli are also present postsynaptically (Fig. 4)35,36,44.
Two-photon imaging. Although histological examination of fixed sections confirmed that individual cells were labeled in the glomerular layer in Emx1-ArcLight mice (Fig. 1F), they could not be resolved using epifluorescence imaging due to light scattering and diffuse fluorescence originating from the deeper layers. Previous studies have shown that ArcLight is compatible with 2-photon imaging, which dramatically reduces the contribution from signals above and below the focal plane10,17,45. Here we asked whether it was possible to resolve activity from these neurons in vivo using 2-photon microscopy.
The average fluorescence imaged from the glomerular layer using 2-photon imaging is illustrated in Fig. 6D. Although glomeruli had relatively weak fluorescence (Fig. 6D, top, #2), the regions surrounding the glomeruli were brightly labeled and in many cases were consistent with individually labeled neurons with localized membrane fluorescence (Fig. 6D, top #1). Odor-evoked responses were not easily detectable from glomerular regions of interest (Fig. 6E, top), although they were detected in single trials in the regions surrounding the glomeruli (Fig. 6D, arrow #1).
We imaged at a higher magnification to examine the glomerular surrounds more closely, which revealed regions of interest that had the same size as a cell (Fig. 6D, bottom). Odors evoked clear responses from the cell-like region of interest while neighboring regions exhibited no detectable signal (Fig. 6E, bottom, compare ROIs 1 and 2). Qualitatively similar results were observed in 5 additional preparations. Thus, ArcLight in this transgenic mouse can be used to detect odor-evoked signals that are apparently from individual neurons in the olfactory bulb using 2-photon imaging.
Discussion
The GEVI ArcLight is a chimeric voltage indicator7 made of a voltage-sensitive domain derived from the Ciona intestinalis voltage-sensitive phosphatase46,47 and a mutated version (A227D)7 of super ecliptic pHluorin, a GFP48,49. Neuronal cells that express ArcLight exhibit a depolarization-dependent decrease in fluorescence intensity. While ArcLight has relatively slow kinetics (~ 10 ms fast time constant) which limits its ability to detect high-frequency spiking activity50, it is bright, sensitive, and has been shown to respond to neuronal activity in vivo in C. elegans, Drosophila, mouse, and even plants10,11,17,19,22,23,51–53. Previous imaging studies using ArcLight in mice used either in utero electroporation12,17 or AAV viral vectors under the control of different promoters (hSyn and CAG)10,11.
The ArcLight transgenic mouse line, Ai86(TITL-ArcLight), was developed as a part of an effort to increase the availability of transgenic mice that can be used to drive high levels of specific cell-type expression of various fluorescent reporters24,26. Here, we used wide-field epifluorescence and 2-photon microscopy to functionally characterize two de novo generated mouse lines with distinct patterns of ArcLight expression in the olfactory bulb (OMP- and Emx1-ArcLight). These mouse lines allowed us to examine different aspects of olfactory bulb physiology, including odor-evoked activity maps, temporal dynamics, concentration dependence, and adaptation.
While voltage imaging has been previously carried out from olfactory receptor neuron glomeruli in vertebrates54, this study provides the first report of its use in the mammalian olfactory bulb. Our prior attempts to use nasal infusion of voltage dyes to record from olfactory receptor neurons resulted in bright labeling, but we were unable to detect odor-evoked signals in vivo (di-8-ANEPPS; unpublished observation, D.A.S. and L.B.C.). Furthermore, attempts to use several AAVs expressing various indicators to transduce olfactory receptor neurons via nasal infusion resulted in little to no expression in our hands (unpublished observation, D.A.S. and L.B.C.) and others18. Thus, the OMP-ArcLight transgenic line represents the first in vivo measurements of membrane potential changes from olfactory receptor neuron glomeruli in mice. Because previous measurements of the odorant concentration dependence and adaptation in olfactory receptor neurons had been carried out with calcium sensitive indicators11,33,34,42, there was concern that those results might depend on the use of calcium as a surrogate for action potential activity. Using the OMP-ArcLight mice, we found that the voltage indicator results (Figs. 2–5) were essentially identical to those reported using calcium indicators.
The 2-photon imaging experiments were consistent with our prior report in which ArcLight could reliably report odor-evoked activity10. Here we found several examples that exhibited a cell-like appearance in the resting fluorescence in the regions surrounding olfactory bulb glomeruli in the Emx1-ArcLight transgenic line (e.g., Fig. 1F). A prior study crossed the Emx1-cre transgenic line to an eGFP reporter line and found labeled cells in the granule and glomerular layers. This result is consistent with the expression in our Emx1-ArcLight transgenic line32. Moreover, Kohwi et al. (2007) demonstrated that the glomerular layer interneurons included a subset of periglomerular cells, consistent with their anatomical location within the olfactory bulb. Regardless, we are uncertain whether the cell-like regions of interest found in our Emx1-ArcLight transgenic mouse are the same as described in this prior report, and thus we interpret the results cautiously. Future experiments are needed to confirm the genetic identity of this interneuron subpopulation. Moreover, because the ArcLight sensor was expressed throughout the periglomerular regions, it was difficult to confirm that the signal was indeed restricted to a single cell body. In the future, the application of targeting sequences that restrict GEVI expression to the neuronal membrane of the cell body will make it easier to confirm single-cell responses16,55,56.
Our experiments were carried out in mice that were anesthetized with ketamine/xylazine, an antagonist for NMDA receptors57 which play an important role in olfactory bulb signaling58–60. Anesthesia is known to alter the physiology of mitral and tufted cells36,61, thus it is possible that the anesthesia used in these experiments may have impacted our measurements. However, in preliminary experiments, we imaged odor responses from the OMP-ArcLight transgenic line while anesthetized, and again during wakefulness and found that the activity maps were qualitatively similar (J.P., L.B.C. and D.A.S., preliminary results). In another comparison, the olfactory bulbs of anesthetized and awake mice had similar adaptation properties42. Overall, additional awake-anesthetized comparisons may prove informative.
The original discovery of ArcLight led to a remarkably productive decade in which several laboratories have developed a catalog of GEVIs with varying biophysical (e.g., fluorescent protein vs opsin) and optical properties (i.e., sensitivity, signal-to-noise ratio, brightness, color)1,4. Although the specific choice of GEVI will depend on the application and preparation type1, ArcLight provides a bright and stable GEVI with a high signal-to-noise ratio that has been shown to work in multiple model organisms10,19,51,52, and in two different sensory systems in the mouse11,53. Indeed, in a comparison of GEVIs, ArcLight was found to have the largest signal-to-noise ratio17, and unlike opsin-based probes that do not function under 2-photon excitation17, ArcLight works when using both epifluorescence and 2-photon imaging (Fig. 6)10,21. Moreover, the ArcLight transgenic line is one of the few options for using transgenic mice in vivo.
Acknowledgements
We thank Yunsook Choi for helpful comments on the manuscript, and Humood Boqambar for assisting with pilot experiments to attempt viral transduction of olfactory receptor neurons. We would also like to thank The John B. Pierce Laboratory, Inc. and KIST for ongoing support, and acknowledge the contributions of the Pierce Laboratory Instrument shop, including John Buckley, Andrew Wilkins, Tom ‘D’ Alessandro, Ronald Goodman, and Angelo DiRubba. The authors have no competing interests to report. This study was supported by NIH grants U01 NS090565 (VAP), R01 NS083875 (VAP), R01 DC005259 (LBC), U01NS103517 (VAP), UF1NS107705 (VAP), DC016133 (DAS), DARPA N6600117C4012 (VAP), N660119C4020 (VAP), R01DA028298 (HZ), Korea Institute of Science and Technology (KIST) grants 2E26190 and 2E26170 (LBC), and an award from the State of Florida’s Consortium for Medical Marijuana Clinical Outcomes Research (DAS).
Author contributions
J.P. and D.A.S. carried out the experiments. J.P., D.A.S. and L.B.C. analyzed the data. J.P., D.A.S. and L.B.C. wrote the manuscript. L.M. and H.Z. generated the transgenic mouse used in the study. All authors reviewed the manuscript.
Competing interests
The authors declare no competing interests.
Footnotes
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Contributor Information
Jelena Platisa, Email: jelena.platisa-popovic@yale.edu.
Lawrence B. Cohen, Email: lawrence.b.cohen@hotmail.com
Douglas A. Storace, Email: dstorace@fsu.edu
References
- 1.Storace D, et al. Toward better genetically encoded sensors of membrane potential. Trends Neurosci. 2016;39:277–289. doi: 10.1016/j.tins.2016.02.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Sepehri Rad, M. et al. Voltage and calcium imaging of brain activity. Biophys. J.113, 2160–2167, 10.1016/j.bpj.2017.09.040 (2017). [DOI] [PMC free article] [PubMed]
- 3.Platisa J, Vasan G, Yang A, Pieribone VA. Directed evolution of key residues in fluorescent protein inverses the polarity of voltage sensitivity in the genetically encoded indicator arcLight. ACS Chem. Neurosci. 2017;8:513–523. doi: 10.1021/acschemneuro.6b00234. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Platisa J, Pieribone VA. Genetically encoded fluorescent voltage indicators: are we there yet? Curr. Opin. Neurobiol. 2018;50:146–153. doi: 10.1016/j.conb.2018.02.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Platisa, J., Han, Z. & Pieribone, V. Different categories of fluorescent proteins result in GEVIs with similar characteristics. (2020). 10.1101/2020.05.06.081018v1.
- 6.Rhee JK, et al. Biophysical parameters of GEVIs: considerations for imaging voltage. Biophys. J. 2020;119:1–8. doi: 10.1016/j.bpj.2020.05.019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Jin L, et al. Single action potentials and subthreshold electrical events imaged in neurons with a fluorescent protein voltage probe. Neuron. 2012;75:779–785. doi: 10.1016/j.neuron.2012.06.040. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Han Z, et al. Fluorescent protein voltage probes derived from ArcLight that respond to membrane voltage changes with fast kinetics. PLoS ONE. 2013;8:e81295. doi: 10.1371/journal.pone.0081295. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Gong Y, et al. High-speed recording of neural spikes in awake mice and flies with a fluorescent voltage sensor. Science. 2015;350:1361–1366. doi: 10.1126/science.aab0810. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Storace DA, Braubach OR, Jin L, Cohen LB, Sung U. Monitoring brain activity with protein voltage and calcium sensors. Sci. Rep. 2015;5:10212. doi: 10.1038/srep10212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Storace DA, Cohen LB. Measuring the olfactory bulb input-output transformation reveals a contribution to the perception of odorant concentration invariance. Nat. Commun. 2017;8:81. doi: 10.1038/s41467-017-00036-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Kannan M, et al. Fast, in vivo voltage imaging using a red fluorescent indicator. Nat. Methods. 2018;15:1108–1116. doi: 10.1038/s41592-018-0188-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Piatkevich KD, et al. Population imaging of neural activity in awake behaving mice. Nature. 2019;574:413–417. doi: 10.1038/s41586-019-1641-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Adam Y, et al. Voltage imaging and optogenetics reveal behaviour-dependent changes in hippocampal dynamics. Nature. 2019;569:413–417. doi: 10.1038/s41586-019-1166-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Abdelfattah AS, et al. Bright and photostable chemigenetic indicators for extended in vivo voltage imaging. Science. 2019;365:699–704. doi: 10.1126/science.aav6416. [DOI] [PubMed] [Google Scholar]
- 16.Villette V, et al. Ultrafast two-photon imaging of a high-gain voltage indicator in awake behaving mice. Cell. 2019;179:1590–1608.e1523. doi: 10.1016/j.cell.2019.11.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Bando, Y., Sakamoto, M., Kim, S., Ayzenshtat, I., & Yuste, R. Comparative evaluation of genetically encoded voltage indicators. Cell Rep.26, 802–813, 10.1016/j.celrep.2018.12.088 (2019). [DOI] [PMC free article] [PubMed]
- 18.Mathiesen, S. N., Lock, J. L., Schoderboeck, L., Abraham, W. C. & Hughes, S. M. CNS Transduction Benefits of AAV-PHP.eB over AAV9 are dependent on administration route and mouse strain. Mol. Ther. Methods Clin. Dev.19, 447–458, 10.1016/j.omtm.2020.10.011 (2020). [DOI] [PMC free article] [PubMed]
- 19.Cao G, et al. Genetically targeted optical electrophysiology in intact neural circuits. Cell. 2013;154:904–913. doi: 10.1016/j.cell.2013.07.027. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Yang HH, et al. Subcellular imaging of voltage and calcium signals reveals neural processing in vivo. Cell. 2016;166:245–257. doi: 10.1016/j.cell.2016.05.031. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Chamberland, S. et al. Fast two-photon imaging of subcellular voltage dynamics in neuronal tissue with genetically encoded indicators. Elife6, 10.7554/eLife.25690 (2017). [DOI] [PMC free article] [PubMed]
- 22.Raccuglia, D. et al. Presynaptic GABA receptors mediate temporal contrast enhancement in drosophila olfactory sensory neurons and modulate odor-driven behavioral kinetics. eNeuro3, 10.1523/ENEURO.0080-16.2016 (2016). [DOI] [PMC free article] [PubMed]
- 23.Raccuglia D, et al. Network-specific synchronization of electrical slow-wave oscillations regulates sleep drive in drosophila. Curr. Biol. 2019;29:3611–3621.e3613. doi: 10.1016/j.cub.2019.08.070. [DOI] [PubMed] [Google Scholar]
- 24.Madisen L, et al. Transgenic mice for intersectional targeting of neural sensors and effectors with high specificity and performance. Neuron. 2015;85:942–958. doi: 10.1016/j.neuron.2015.02.022. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Lou S, et al. Genetically targeted all-optical electrophysiology with a transgenic cre-dependent optopatch mouse. J. Neurosci. 2016;36:11059–11073. doi: 10.1523/jneurosci.1582-16.2016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Daigle, T. L. et al. A Suite of transgenic driver and reporter mouse lines with enhanced brain-cell-type targeting and functionality. Cell174, 465–480, 10.1016/j.cell.2018.06.035 (2018). [DOI] [PMC free article] [PubMed]
- 27.Shimaoka, D., Steinmetz, N. A., Harris, K. D. & Carandini, M. The impact of bilateral ongoing activity on evoked responses in mouse cortex. Elife8, 10.7554/eLife.43533 (2019). [DOI] [PMC free article] [PubMed]
- 28.Song C, Piscopo DM, Niell CM, Knopfel T. Cortical signatures of wakeful somatosensory processing. Sci. Rep. 2018;8:11977. doi: 10.1038/s41598-018-30422-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Zeng H, et al. An inducible and reversible mouse genetic rescue system. PLoS Genet. 2008;4:e1000069. doi: 10.1371/journal.pgen.1000069. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Armbruster, M. et al. Neuronal activity drives pathway-specific depolarization of astrocyte distal processes. bioRxiv, 2021.2007.2003.450922, doi:10.1101/2021.07.03.450922 (2021).
- 31.Vucinic D, Cohen LB, Kosmidis EK. Interglomerular center-surround inhibition shapes odorant-evoked input to the mouse olfactory bulb in vivo. J. Neurophysiol. 2006;95:1881–1887. doi: 10.1152/jn.00918.2005. [DOI] [PubMed] [Google Scholar]
- 32.Kohwi M, et al. A subpopulation of olfactory bulb GABAergic interneurons is derived from Emx1- and Dlx5/6-expressing progenitors. J. Neurosci. 2007;27:6878–6891. doi: 10.1523/JNEUROSCI.0254-07.2007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Wachowiak M, Cohen LB. Representation of odorants by receptor neuron input to the mouse olfactory bulb. Neuron. 2001;32:723–735. doi: 10.1016/S0896-6273(01)00506-2. [DOI] [PubMed] [Google Scholar]
- 34.Bozza T, McGann JP, Mombaerts P, Wachowiak M. In vivo imaging of neuronal activity by targeted expression of a genetically encoded probe in the mouse. Neuron. 2004;42:9–21. doi: 10.1016/S0896-6273(04)00144-8. [DOI] [PubMed] [Google Scholar]
- 35.Spors H, Wachowiak M, Cohen LB, Friedrich RW. Temporal dynamics and latency patterns of receptor neuron input to the olfactory bulb. J. Neurosci. 2006;26:1247–1259. doi: 10.1523/JNEUROSCI.3100-05.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Wachowiak M, et al. Optical dissection of odor information processing in vivo using GCaMPs expressed in specified cell types of the olfactory bulb. J. Neurosci. 2013;33:5285–5300. doi: 10.1523/jneurosci.4824-12.2013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Ghatpande AS, Reisert J. Olfactory receptor neuron responses coding for rapid odour sampling. J. Physiol. 2011;589:2261–2273. doi: 10.1113/jphysiol.2010.203687. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Wachowiak M, et al. Inhibition [corrected] of olfactory receptor neuron input to olfactory bulb glomeruli mediated by suppression of presynaptic calcium influx. J. Neurophysiol. 2005;94:2700–2712. doi: 10.1152/jn.00286.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Leinders-Zufall T, Greer CA, Shepherd GM, Zufall F. Imaging odor-induced calcium transients in single olfactory cilia: specificity of activation and role in transduction. J. Neurosci. 1998;18:5630–5639. doi: 10.1523/JNEUROSCI.18-15-05630.1998. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Kurahashi T, Menini A. Mechanism of odorant adaptation in the olfactory receptor cell. Nature. 1997;385:725–729. doi: 10.1038/385725a0. [DOI] [PubMed] [Google Scholar]
- 41.Ma M, Chen WR, Shepherd GM. Electrophysiological characterization of rat and mouse olfactory receptor neurons from an intact epithelial preparation. J Neurosci. Methods. 1999;92:31–40. doi: 10.1016/s0165-0270(99)00089-8. [DOI] [PubMed] [Google Scholar]
- 42.Storace, D. A. & Cohen, L. B. The mammalian olfactory bulb contributes to the adaptation of odor responses: a second perceptual computation carried out by the bulb. eNeuro, 10.1523/ENEURO.0322-21.2021 (2021). [DOI] [PMC free article] [PubMed]
- 43.Lecoq J, Tiret P, Charpak S. Peripheral adaptation codes for high odor concentration in glomeruli. J. Neurosci. 2009;29:3067–3072. doi: 10.1523/JNEUROSCI.6187-08.2009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Spors H, Grinvald A. Spatio-temporal dynamics of odor representations in the mammalian olfactory bulb. Neuron. 2002;34:301–315. doi: 10.1016/S0896-6273(02)00644-X. [DOI] [PubMed] [Google Scholar]
- 45.Denk W, Strickler JH, Webb WW. Two-photon laser scanning fluorescence microscopy. Science. 1990;248:73–76. doi: 10.1126/science.2321027. [DOI] [PubMed] [Google Scholar]
- 46.Murata Y, Iwasaki H, Sasaki M, Inaba K, Okamura Y. Phosphoinositide phosphatase activity coupled to an intrinsic voltage sensor. Nature. 2005;435:1239–1243. doi: 10.1038/nature03650. [DOI] [PubMed] [Google Scholar]
- 47.Dimitrov D, et al. Engineering and characterization of an enhanced fluorescent protein voltage sensor. PLoS ONE. 2007;2:e440. doi: 10.1371/journal.pone.0000440. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Miesenbock G, De Angelis DA, Rothman JE. Visualizing secretion and synaptic transmission with pH-sensitive green fluorescent proteins. Nature. 1998;394:192–195. doi: 10.1038/28190. [DOI] [PubMed] [Google Scholar]
- 49.Sankaranarayanan S, De Angelis D, Rothman JE, Ryan TA. The use of pHluorins for optical measurements of presynaptic activity. Biophys. J. 2000;79:2199–2208. doi: 10.1016/S0006-3495(00)76468-X. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Piao HH, Rajakumar D, Kang BE, Kim EH, Baker BJ. Combinatorial mutagenesis of the voltage-sensing domain enables the optical resolution of action potentials firing at 60 Hz by a genetically encoded fluorescent sensor of membrane potential. J. Neurosci. 2015;35:372–385. doi: 10.1523/JNEUROSCI.3008-14.2015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Ashida, K., Hotta, K. & Oka, K. The input-output relationship of AIY interneurons in caenorhabditis elegans in noisy environment. iScience19, 191–203, 10.1016/j.isci.2019.07.028 (2019). [DOI] [PMC free article] [PubMed]
- 52.Matzke AJ, Matzke M. Expression and testing in plants of ArcLight, a genetically-encoded voltage indicator used in neuroscience research. BMC Plant. Biol. 2015;15:245. doi: 10.1186/s12870-015-0633-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Borden PY, et al. Genetically expressed voltage sensor ArcLight for imaging large scale cortical activity in the anesthetized and awake mouse. Neurophotonics. 2017;4:031212. doi: 10.1117/1.NPh.4.3.031212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Friedrich RW, Korsching SI. Chemotopic, combinatorial, and noncombinatorial odorant representations in the olfactory bulb revealed using a voltage-sensitive axon tracer. J. Neurosci. 1998;18:9977–9988. doi: 10.1523/JNEUROSCI.18-23-09977.1998. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Bando, Y., Wenzel, M., Yuste R. Nat. Commun.10.1038/s41467-021-27444-9 (2021). [DOI] [PMC free article] [PubMed]
- 56.Platisa, J., Ye, X., Ahrens, A. M., Liu, C., Chen, I. A., Davison, I. G., Tian, L., Pieribone, V. A., Chen, J. L., BioRxiv. 10.1101/2021.12.07.471668 (2021).
- 57.Zorumski CF, Izumi Y, Mennerick S. Ketamine: NMDA receptors and beyond. J. Neurosci. 2016;36:11158–11164. doi: 10.1523/JNEUROSCI.1547-16.2016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Schoppa NE, Kinzie JM, Sahara Y, Segerson TP, Westbrook GL. Dendrodendritic inhibition in the olfactory bulb is driven by NMDA receptors. J. Neurosci. 1998;18:6790–6802. doi: 10.1523/JNEUROSCI.18-17-06790.1998. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Isaacson JS, Strowbridge BW. Olfactory reciprocal synapses: dendritic signaling in the CNS. Neuron. 1998;20:749–761. doi: 10.1016/s0896-6273(00)81013-2. [DOI] [PubMed] [Google Scholar]
- 60.Wilson DA, Sullivan RM, Gall CM, Guthrie KM. NMDA-receptor modulation of lateral inhibition and c-fos expression in olfactory bulb. Brain Res. 1996;719:62–71. doi: 10.1016/0006-8993(96)00083-2. [DOI] [PubMed] [Google Scholar]
- 61.Rinberg D, Koulakov A, Gelperin A. Sparse odor coding in awake behaving mice. J. Neurosci. 2006;26:8857–8865. doi: 10.1523/jneurosci.0884-06.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]