Abstract
A reliable method for recording evoked synaptic events in identified neurons in C. elegans would greatly accelerate our understanding of its nervous system at the molecular, cellular, and network levels. Here we describe a method for recording synaptic currents and potentials from identified neurons in nearly intact worms. Dissection and exposure of postsynaptic neurons is facilitated by microfabricated agar substrates and ChannelRhodopsin-2 is used to stimulate presynaptic neurons. We used the method to analyze functional connectivity between a polymodal nociceptor and a command neuron that initiates a stochastic escape behavior. We find that escape probability mirrors the time course of synaptic current in the command neuron. Moreover, synaptic input increases smoothly as stimulus strength is increased, suggesting that the overall input-output function of the connection is graded. We propose a model in which the energetic cost of escape behaviors in C. elegans is tuned to the intensity of the threat.
INTRODUCTION
Any method for synaptic physiology between identified neurons should allow for selective stimulation of the presynaptic neuron, quantitative control of presynaptic activation, and positive identification of the postsynaptic neuron. In many systems, these requirements can be met by making pairwise whole-cell patch clamp recordings. Such pairwise recordings are challenging in any system, but in C. elegans the challenge is compounded by the fact that whole-cell patch clamp recordings from individual neurons are comparatively short-lived. In genetically tractable organisms, however, the first two requirements can now be met using an optogenetic approach in which a photoactivatable ion channel is genetically targeted to the desired presynaptic neurons1–4. The third requirement can be met by targeting the expression of fluorescent proteins to the desired postsynaptic neurons5.
To develop such a method in C. elegans, we focused on the connection between the neuron classes ASH and AVA. ASH is a left-right pair of glutamatergic, nociceptive sensory neurons6–11. Anatomical reconstructions imply that ASH makes monosynaptic and polysynaptic connections onto AVA, a left-right pair of premotor command interneurons that expresses at least two types of glutamate receptors12–16. Our selection of the ASH-AVA connection was based on three main considerations. First, there is ample physiological evidence that the connection is functional as mechanical and optical stimulation of ASH elicits inward synaptic currents and calcium transients in AVA, respectively17, 18. Second, ASH makes monosynaptic connections onto AVA. Third, the connection is behaviorally relevant, as ASH neurons respond to stimuli that elicit escape responses8, and AVA neurons are required for, and active during, reverse locomotion14, 19, an inherent component of escape behaviors in C. elegans.
Here we present a method for recording quantitatively evoked synaptic currents and potentials at central synapses in C. elegans for the first time. ChannelRhodopsin-2 (ChR2) is used to photoactivate2 presynaptic neurons and the whole-cell patch-clamp configuration is used to record from postsynaptic neurons. To demonstrate the utility of the new methodology, we analyzed synaptic correlates of AVA-mediated escape responses. We found that the time course of excitatory synaptic currents in AVA closely matched the time course of the probability of escape behavior. Evoked currents were surprisingly complex, exhibiting three distinct components. The two main components increased smoothly as stimulus strength was increased, suggesting that the overall input-output function of AVA-mediated escape responses is graded. This result is consistent with a model in which the energetic cost of escape behaviors in C. elegans is tuned to the intensity of the threat.
RESULTS
Optogenetics and neuronal identification
To activate presynaptic neurons, we created a transgenic strain (XL165) in which ChR2, tagged with yellow fluorescent protein (YFP), is expressed under the control of the sra-6 promoter. This promoter was chosen because it has the greatest known specificity for ASH neurons. As expected from published sra-6 expression patterns11, we observed strong ChR2 expression in ASH and weak ChR2 expression in ASI, a left-right pair of chemosensory neurons required for diet-induced longevity, dauer formation, regulation of reverse locomotion, and chemotaxis20–22; we refer to ASH and ASI collectively as “sra-6 expressing neurons.” Although photostimulation is likely to activate both pairs of neurons, the synaptic current attributable to ASI is likely to be small relative to the current attributable to ASH because of the difference in expression levels.
The effectiveness of photostimulation was assessed in whole-cell patch clamp recordings from ASH (Fig. 1a,b), which revealed an inward current with the transient and sustained components that are characteristic of this probe14. The amplitude and time course of the photocurrents were functions of stimulus irradiance, consistent with previous results in other systems4, as well as muscles and other neurons in C. elegans2, 23. Photostimulation failed to elicit currents in worms grown in the absence of all-trans retinal, the essential cofactor2 for ChR2, indicating that native light sensitivity in C. elegans24, 25 did not contribute to the currents recorded in ASH neurons at the irradiances used here.
The two standard methods for exposing C. elegans neurons for patch clamp recording12, 26, 27 involve large incisions in the cuticle and a sudden release of internal pressure, either of which might disrupt synaptic connections. We found that the preparation’s physical integrity could be preserved to a greater degree by a new dissection procedure in which a tiny slit, less than 10 μm in length, is made immediately adjacent to the target neuron (AVA). In most instances, only a single neuron emerges from the slit. To facilitate this procedure, we manipulated worms before dissection into grooves formed in an agarose surface using a microfabricated mold (Fig. 1c) and glued them in place such that the worm’s cuticle was convex at the point nearest to the target neuron.
Postsynaptic neurons were identified for patch clamp recording by transgenic expression of a red fluorescent protein (RFP) which is visualized by green light. Although we also tried green fluorescent protein (GFP) for this purpose, we found that the likelihood of observing evoked synaptic currents was much lower than when RFP was used, presumably because the blue light used to visualize GFP depresses synaptic transmission by sustained excitation of ChR2.
Postsynaptic neurons were identified by expression of the RFP known as tdTomato28 under the control of the nmr-1 promoter, which labels the command neuron AVA, it’s nearest neighbor AVE, and four other interneurons that are further away12. Although AVA and AVE can be distinguished, in principle, by the relative positions of their somata, it was not always possible to discern which neuron emerged from the slit. However, inspection of the amplitude and time course of the current families measured in voltage clamp when either of the two neurons may have been exposed revealed two qualitatively distinct physiological types: one having small currents that activated almost instantaneously and decayed quickly, and the other having large currents that activated and decayed more slowly (Fig. 1d). We also noted that the whole-cell capacitance in recordings of the first type was systematically larger than the whole cell capacitance in the second type (0.77±0.02 pF vs. 0.53±0.02 pF; p < 0.001). This result suggested that the first type corresponds to AVA neurons, whose only neurite is twice as long as AVE’s16. We confirmed this correspondence by recording from a transgenic strain in which AVA could be identified positively as the only neuron that expressed both a red and a green fluorescent protein marker (Fig. 1e,f). Henceforth, we identified AVA by its unambiguous physiological characteristics alone, using the initial slope of the membrane current as shown in Fig. 1f.
Escape responses elicited by photostimulation
Before trying to record synaptic currents in AVA neurons in the strain XL165, we tested whether AVA neurons are likely to exhibit synaptic responses in this strain by attempting to elicit escape responses via photostimulation. These experiments were done using the so-called glued-worm preparation29, 30, in which the worm is glued by the head to an agarose-coated coverslip and bouts of reverse locomotion (“reversals”) are scored manually by noting the direction of propagation of undulatory waves along the worm’s body. To ensure that photostimulation was the same as in the electrophysiological experiments recounted below, we performed the behavioral assays in our patch clamp setup, using its light source and microscope objective for photostimulation. As expected, reversal bouts occurred stochastically31, 32 before, during, and after photostimulation (Fig. 2a). However, plotting the change in the probability of reverse locomotion versus time (Fig. 2b) revealed clear increases in probability for two of the three stimulus strengths used; the third stimulus was apparently too weak to elicit detectable behavior. Because AVA makes a major contribution to reversals14, these results provided some assurance that synaptic responses would be seen in patch clamp recordings from AVA.
Synaptic currents in AVA neurons
To investigate the relationship between synaptic input to AVA and the time course of reversal responses, we recorded synaptic currents in AVA in response to light pulses that matched the duration and irradiance of the light pulses used in the behavioral experiments of Fig. 2a,b. Synaptic currents elicited by photostimulation were inward (Fig. 2c), consistent with the fact that ASH is a glutamatergic neuron and AVA is known to express ionotropic glutamate receptors and to exhibit an inward current in response to direct application of glutamate in dissected preparations12, 15, 17. It should also be noted that laser ablations of ASI indicate that it normally acts to suppress reversal behavior22, suggesting that inward currents we observed in AVA are attributable solely to ASH. This fact, together with the above-mentioned contrast between ChR2 expression levels in ASH and ASI, suggests that the effect of ASI activation is at most a modest reduction in the amplitude of this inward current. Thus, photostimulation of sra-6 expressing neurons appears to be a reasonable approximation to photostimulation of ASH alone.
Synaptic currents in AVA were remarkably well correlated with reversal behavior (measured in different animals) in three important respects. First, currents were observed in response to the two stimuli that were behaviorally sufficient, whereas currents were absent in response to the only stimulus that was behaviorally insufficient. Second, the stimulus that elicited the strongest behavioral response also elicited the strongest synaptic response. Third, the overall duration of the currents matched the duration of the behavioral responses. We conclude that synaptic current in AVA is well correlated with reversal probability.
Further inspection of AVA synaptic currents revealed three phenomenologically distinct components. The first component (“onset transient,” Fig. 2c, asterisks) was a short latency current that decayed rapidly. Synaptic latency, measured relative to the onset of the light pulse (see Methods), was a decreasing function of stimulus irradiance (Supplementary Fig. 1). The peak amplitude of the onset transient was an increasing function of stimulus irradiance as shown by the current-irradiance (C-I) plot in Fig. 3a. The second component (“sustained current,” Fig 2c, red trace) was a long-lived current identified in the figure by median filtering of the membrane current. To quantify this component, we computed its average during the time period corresponding to the rising phase of the behavioral responses shown in Fig. 2b (0 ≤ t ≤ 2.1 s); it too was found to be an increasing function of irradiance (Fig. 3b). The third component (“unitary event frequency”, Fig. 2c, insets) was a transient increase in the frequency of small, unitary synaptic currents. The effect on this component of increasing stimulus irradiance was not statistically significant (Fig. 3c). We conclude that the onset and sustained components of the synaptic current observed in response to photostimulation are graded functions of stimulus strength.
Evidence for graded synaptic connectivity between ASH and AVA
As we understand the term, a “graded synaptic connection” is one in which action potentials are required neither for transmitter release nor for postsynaptic signaling, and incremental changes in membrane potential in the soma of the presynaptic neuron cause incremental changes in membrane potential in the soma of the postsynaptic neuron33. This term can be applied to monosynaptic connections and to so-called functional connections, which are defined in terms of the net effect of multiple synaptic pathways, including parallel pathways that may also be polysynaptic. The signature of a graded synaptic connection is a smoothly rising input-output function, defined by the curve obtained when postsynaptic membrane potential is plotted against presynaptic membrane potential. Conversely, the signature of a non-graded is an input-output function that exhibits a step-like discontinuity, indicating a distinct threshold for synaptic transmission.
To delineate the approximate input-output function of the connection between ASH and AVA, we recorded voltage responses in these neurons when ASH was stimulated by an increasing series of brief (50 ms) light pulses. We found that the amplitudes of responses of ASH and AVA to photostimulation were increasing functions of stimulus irradiance and lacked any discontinuities that might suggest non-graded synaptic transmission. This relationship held for presynaptic depolarizations in ASH (Fig. 4a,b), postsynaptic currents in AVA (Fig. 4c,d) and postsynaptic potentials in AVA (Fig. 4e,f). Discontinuities were also absent when, combining data from both experiments, we plotted postsynaptic membrane potential against presynaptic membrane potential (Fig. 4g), in accordance with the definition of a graded synaptic connection. Together, these data are consistent with a graded functional synaptic connection between ASH and AVA. This finding agrees with previous reports of graded synaptic transmission between neurons in the nematode Ascaris suum and at the neuromuscular junction in Ascaris suum and C. elegans23, 34, 35.
The design of the experiment in Fig. 4 also allowed us to compare the time course of synaptic currents and synaptic potentials in AVA neurons, albeit in different animals. It is interesting to note that average synaptic potentials outlasted average synaptic current evoked by the same photostimulus (Fig. 4c vs. e). Temporal filtering by passive membrane properties of AVA neurons was not sufficient to account for this discrepancy, as the average predicted membrane time constant of AVA neurons was 0.85±0.03 ms (see Methods). This result suggests that synaptic potentials in AVA may involve one or more types of sustained postsynaptic mechanisms. Possibilities include cellular-level mechanisms such as current through NMDA receptors expressed in AVA neurons12 or network level mechanisms such as positive feedback via recurrent excitatory synaptic connections16. Further experiments will be required to distinguish between these possibilities.
Distinguishing between chemical and electrical transmission
Gap junctions, the anatomical correlates of electrical synapses, are commonly encountered in the reconstructions of C. elegans central nervous system16. To test whether the synaptic current between sra-6 expressing neurons and AVA contains an electrical component, we attempted to record synaptic currents in mutant worms in which classical chemical synaptic transmission is known to have been essentially eliminated by a loss-of-function mutation in the gene unc-13. This gene encodes the nematode form of MUNC-13, which is required for the priming and release of clear-core vesicles characteristic of synapses that utilize glutamate and other classical neurotransmitters36, 37. We found that all three components of the synaptic current evoked by photo-simulation of sra-6 expressing neurons were absent in unc-13(e51) mutants (Fig. 5), leading us to conclude that pathways comprised of purely electrical synapses do not make a detectable contribution to evoked synaptic currents in AVA. We also found that the unc-13(e51) mutation eliminated the spontaneous events seen in the baseline periods before photostimulation (Fig. 5a,b,d), indicating that these events too are synaptic in origin. Together, these findings are consistent with the fact that the C. elegans neuronal connectivity database shows that there are only a few all-electrical synaptic pathways from sra-6 expressing neurons to AVA and all of them are highly indirect (fifth order or higher)16. The absence of evoked synaptic currents in unc-13 mutants does not, of course, rule out a contribution from polysynaptic pathways that contain both chemical and electrical synapses.
In addition to clear-core synaptic vesicles, C. elegans neurons also contain so-called dense core vesicles, which release catecholamines and neuropeptides38. Although ASH is not known to express synthetic enzymes for catecholamines39, it does express genes for at least four neuropeptides, and neuropeptide gene expression is also seen in neurons that are members of the polysynaptic pathways between ASH and AVA. To test whether a component of the synaptic current in AVA might involve the release of dense-core vesicles, we recorded synaptic currents in mutants in which this release mechanism has been impaired by a deletion (e928) in the gene unc-31, which is required for all dense core vesicle release in C. elegans40, 41. Although we observed a trend toward reduction of synaptic currents across all three components (Fig. 5), the effect failed to reach significance for any individual component. We conclude that there might be a modest requirement for UNC-31 in synaptic signaling between ASH and AVA, suggesting a possible role for peptides and catecholamines as neurotransmitters or neuromodulators. A similarly mild effect has been observed in null mutants of the analogous gene in Drosophila42.
Evidence for Glutamate transmission
Candidate glutamatergic synapses in C. elegans can be identified using genetic evidence for presynaptic expression of the glutamate vesicular transporter gene eat-46, together with postsynaptic expression of NMDA or non-NMDA glutamate receptor subunits15, 43. One such candidate is the monosynaptic connection from ASH to AVA. The observation that AVA neurons exhibit inward currents in response to exogenously applied glutamate15, 17 supports this view. However, glutamatergic synapses are likely to play a central role in polysynaptic connections as well. Indeed, by combining the C. elegans neuronal wiring diagram with published expression patterns of eat-4 and various glutamate receptor subunits6, 44, we found that 62 of the 72 polysynaptic pathways (up to fourth order) between ASH and AVA contain at least one connection that is a candidate glutamatergic synapse.
As a direct test of whether glutamatergic transmission is required for the connectivity between ASH and AVA, we first measured the peak current-voltage relationship of the synaptic currents elicited in AVA by photostimulation of sra-6 expressing neurons (Fig. 6a,b). We found that synaptic currents reversed near 0 mV, the value obtained in recordings from AVA neurons in dissected preparations in response to exogenous glutamate17. We next recorded synaptic currents in the combined presence of the glutamate antagonists CNQX and MK-801. We found that glutamate antagonists reduced the amplitude of all three components of the AVA synaptic current Fig. 6c–f. Together, these findings lead us to conclude that the overall connectivity between ASH and AVA is at least partly glutamatergic. The persistence of synaptic currents in the presence of glutamate antagonists may reflect a glutamate-independent component of the synaptic current or incomplete access of the antagonists to the central nervous system. The latter might be expected because the hole formed in the cuticle during dissection is small and likely to be partially occluded by surrounding soft tissue.
DISCUSSION
Although the present combination of photostimulation and patch clamp electrophysiology (“photo-electrophysiology”) has been used effectively in studies of synaptic transmission at the C. elegans neuromuscular junction1, 23, it has not been applied to synapses of the central nervous system in C. elegans until now. A key feature of the new method is a minimally invasive dissection procedure designed to increase the likelihood that synaptic connections remain intact after the cell body of the postsynaptic neuron is exposed for recording. This procedure was facilitated by gluing the animals in close-fitting groves formed by a microfabricated mold.
The main limitation of photo-electrophysiology in C. elegans is the current scarcity of pairs of promoters that are entirely specific for the presynaptic and postsynaptic neuron classes of interest. Fortunately, this limitation is at least partly surmountable. In cases in which unwanted presynaptic neurons express the photoprobe, it may be possible to identify the presynaptic neuron by the relative position of its cell body and to simulate it selectively using patterned illumination such as that provided by a digital mirror device18. In cases in which unwanted postsynaptic neurons are labeled, we have shown that ambiguities can sometimes be resolved using electrophysiological criteria such as the amplitude and time course of membrane current. Restriction of expression patterns using a combinatorial expression system45, 46 is another option for addressing this limitation.
An alternative method for determining functional connectivity in C. elegans is “all-optical interrogation” which also employs optogenetic techniques to activate (or inactivate) presynaptic neurons, but uses calcium imaging rather than electrophysiology to monitor postsynaptic neurons18. All-optical interrogation is probably better suited for a large-scale, first-pass examination of functional connectivity in which it is advantageous to investigate several pairs of neurons in a single preparation. Other advantages include the ability to resolve activity in subcellular compartments and to preserve both internal milieu and whole-animal behavior. Photo-electrophysiology is probably better suited for situations in which calcium concentration is an inappropriate proxy for membrane potential or synaptic current. Such situations include separation of the effects of membrane currents from the effects of synaptic currents, as well as the detection and analysis of synaptic inhibition, other subthreshold events, synaptic events that occur on the time scale of milliseconds to tens of milliseconds, and the latency of synaptic transmission. Other advantages include the ability to manipulate cellular and synaptic physiology by altering a neuron’s internal or external milieu.
The anatomical connectivity of the nervous system of the nematode worm C. elegans has been reconstructed completely16 but the signs and strengths of its synaptic connections are almost entirely unknown. Photo-electrophysiology should greatly accelerate the process of annotating the neuronal wiring diagram. Indeed, we used the new approach to characterize the net physiological effects sra-6 expressing neurons upon the command neuron AVA. The functional connection between these neurons and AVA exhibits three components: an onset transient, a sustained current, and an increase in unitary event frequency. We found that all three components are sensitive to glutamate antagonists. In perhaps the simplest interpretation of these findings, the onset transient and the sustained current are the result of temporal summation of the unitary currents, such that all three components are manifestations of a single synaptic mechanism. Under this interpretation, the fact that glutamate blockade is incomplete is explained by incomplete access of the antagonists to the central nervous system, but our experiments do not, of course, exclude the possibility that additional synaptic mechanisms are involved.
The conclusion that the functional connection between ASH and AVA is graded is complicated by the possibility that although expression of ChR2 in ASI neurons in XL165 worms is weak, it might be sufficient to generate a significant amount of synaptic current in AVA. If so, it is formally possible that the connection between ASH and AVA is not graded, i.e., it is a step-function whose effect is balanced by inhibitory effects of the functional connection between ASI and AVA. Although the ASI-AVA connection is likely to be inhibitory as the model requires, we think this scenario is unlikely because the it would require that the effect of ASI-AVA connection to be greatest when ASI is least activated (Fig. 7).
Graded synaptic transmission between ASH and AVA is consistent with a model in which stronger – and likely more dangerous – aversive stimuli elicit a greater number of stochastic escape responses per unit time. As energetic cost almost certainly increases with the number of escape responses, graded transmission between ASH and AVA may exist to provide a means of reserving the most costly responses for the most dangerous stimuli.
METHODS
Animals
The strains used in this study were wild-type C. elegans Bristol (N2), MT7929 unc-13(e51); CB169 unc-31(e169); XL157 ntIs29[nmr-1::tdTomato], XL153 ntIs27[sra-6::ChR2*YFP,unc-122::dsRed], XL165 ntIs2[sra-6::ChR2*YFP,unc-122::dsRED]; ntIs29[nmr-1::tdTomato], XL167 unc-31(e928);ntIs27[sra-6::ChR2*YFP,unc-122::dsRED];ntIs29[nmr-1::tdTomato], XL168 unc-13(e51);ntIs27[sra-6::ChR2*YFP,unc-122::dsRED];ntIs29[nmr-1::tdTomato]. NC1749 otEx239[(rig-3::GFP), pha-1(e2123)III]; hdIs32[glr-1::DsRed2] was a gift from Clay Spencer and David Miller47.
Molecular Biology
The sra-6::ChR2*YFP construct was made by first inserting the sra-6 promoter into the xba-1 site of the pPD95.75 Fire Vector48. ChR2*YFP was then inserted between the BamHI and EcoRI site of pPD95.75 3′ of the promoter. The psra-68 and ChR2*YFP2 were obtained as clones of preexisting constructs. The nmr-1::tdTomato plasmid was made by first inserting tdTomato between the BamHI and EcoR1 sites of pPD95.75. 5Kb of the nmr-1 promoter and the first 5 codons of the predicted nmr-1 protein coding sequence12 were amplified from genomic DNA by PCR and inserted between the sphI and salI to fuse tdTomato with the first 5 codons of nmr-1 in the pPD95.75 vector. All constructs were injected at 50 ng/μL using published methods48.
Photostimulation
Worms were photostimulated in both the behavioral and electrophysiological experiments using the blue channel (470 nm) of a dual wavelength LED module (Rapp OptoElectronic, Hamburg, Germany) that was focused by a 63x 1.4 NA oil immersion objective lens (Zeiss, part number 440762-9904). Irradiance was determined by measuring the power emitted from the objective using an optical power meter placed above the front lens of the objective (Newport, Irvine, Ca) and dividing by the area of the field of illumination at the focal plane of the preparation.
Electrophysiology
Worms were prepared for electrophysiology by gluing them to an agarose pad formed on a coverslip that became the bottom of the recording chamber as described in [ref 26]. Here, however, the pad contained grooves (cross-section 20 μm × 20μm) formed by pressing a microfabricated polydimethylsiloxane (PDMS) mold50 into a drop of molten agar to produce an obliquely crossed array (Fig. 1c). To ensure that the pad adhered to the coverslip and not to the mold, the coverslip was pre-coated with a thin layer of agarose that was allowed to dry before forming the pad. Prior to gluing, each worm was positioned with its body in one groove and the tip of its head in a second groove that intersected the first one. As a result, the neck region was bent slightly to one side, producing a convex surface at the point of contact between the dissecting probe and the body; this arrangement applies tension to the worm’s cuticle to facilitate entry of the sharp glass probe used for dissection. In addition, the worm was rotated so that its ventral midline was at the bottom of the first groove, placing the target neuron at the most favorable latitude for dissection. The chamber was filled with external saline and the cell body of the neuron was exposed by making a small slit in the cuticle. Recording pipettes were pulled and pressure-polished49 to achieve resistances of 10–20 MΩ when filled with normal internal saline. Voltage and current-clamp recordings were made with a modified Axopatch 200A26 amplifier. Pulses used to calculate whole-cell capacitance and series resistance were filtered at 50 kHz and sampled at 125 kHz. Voltage clamp current families, and recordings of photostimulation-evoked events, were filtered at 2 kHz and sampled at 10 kHz.
Physiological solutions
Internal saline consisted of (in mM): 125 K-gluconate ,1 CaCl2, 18 KCL, 4 NaCl, 1 MgCl2, 10 HEPES, 10 EGTA, pH 7.2 (KOH). External saline consisted of 5 KCl, 10 HEPES, 8 CaCl2, 143 NaCl, 30 glucose, pH 7.2 (NaOH).
Behavioral Analysis
Worms were prepared for behavioral experiments30 and care was taken to ensure that the conditions of behavioral and electrophysiological experiments were closely matched. Briefly, each worm was glued by the head to an agarose-coated coverslip that formed the bottom of the recording chamber. The preparation was submerged in external physiological saline and positioned on the stage of the inverted microscope normally used for patch clamping and photostimulation; thus, the same microscope objective (63x) and light source were used in both types of experiments. Whole-worm behavior was recorded (29.97 FPS) using a video camera attached to a 4x objective stationed above the preparation; the camera was fitted with a long-pass emission filter to prevent the ChR2 excitation light from reaching the camera. Behavioral state (forward or reverse) was scored off-line by noting the direction in which undulatory waves propagated along the worm’s body; the scorer was blind to the timing and irradiance of the stimulus as well as the experimental treatment (± all-trans retinal). The time course of the probability of each state was obtained by aligning the behavioral records of different animals to stimulus onset and computing bin-wise averages of the fraction of time spent in each state across animals.
Data analysis and statistics
Whole cell capacitance and series resistance were estimated from the currents evoked by a voltage pulse from −40 to −70 mV26. Briefly, after seal formation, we measured uncompensated electrode capacitance and seal resistance in the on-cell configuration before rupturing the patch to obtain the whole-cell configuration. The effects of uncompensated electrode capacitance the current across the seal resistance were removed by subtracting on-cell currents from whole-cell currents before further analysis. The time constant of AVA neurons was estimated as the product of whole-cell capacitance and resistance. Series resistance errors were compensated offline. We excluded cells that had a whole-cell capacitance of less than 0.2 pF, or a holding current at −55 mV that was outside the range of −40 pA to 20 pA, as these cells were likely to be damaged. In current-clamp experiments, we excluded cells in which the resting potential was less negative than −50 mV.
Components of synaptic current
The onset transient was quantified as the peak inward current observed during the first 50 ms of the photostimulus minus the peak current observed in the 50 ms immediately before the stimulus. The sustained component of the synaptic current was quantified as the average median-filtered current during the initial 2.1 s of the stimulus minus the average current during an equivalent period immediately before the photostimulus. The frequency of unitary events was defined in terms of events detected using a weighted least squares fit of a scaled template.50 For this component, synaptic response was defined as the frequency of unitary currents during the stimulus minus the frequency of unitary events during equivalent period immediately before the photostimulus. Analyses were performed using custom software written using IgorPro™ or the ScyPy51 Python libraries. Error bars represent ± standard error of the mean (SEM).
Supplementary Material
Acknowledgments
This work was supported by the National Institutes of Health (MH051383), (F31 NS061697), and the John S. Guggenheim Foundation. We are grateful for custom equipment modifications by Rapp Optoelectronic (Hamburg) and Applied Scientific Instrumentation (Eugene). We also thank David Miller and Clay Spencer for the gift of an unpublished strain.
Footnotes
AUTHOR CONTRIBUTIONS
S.R.L, T.H.L and T.R.T designed experiments. T.H.L performed the experiments and analyzed the data. T.H.L and T.R.T constructed strains. S.R.L and T.H.L assembled the manuscript.
COMPETING FINANCIAL INTERESTS
The authors declare no competing financial interests
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