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Neuron populations use variable mixtures of short-term suggestions mechanisms to stabilize firing fee


Summary

Neurons tightly regulate firing fee and a failure to take action results in a number of neurological problems. Subsequently, a elementary query in neuroscience is how neurons produce dependable exercise patterns for many years to generate conduct. Neurons have built-in suggestions mechanisms that permit them to observe their output and quickly stabilize firing fee. Most work emphasizes the position of a dominant suggestions system inside a neuronal inhabitants for the management of moment-to-moment firing. In distinction, we discover that respiratory motoneurons use 2 activity-dependent controllers in distinctive mixtures throughout cells, dynamic activation of an Na+ pump subtype, and fast potentiation of Kv7 channels. Each programs constrain firing fee by decreasing excitability for as much as a minute after a burst of motion potentials however are recruited by totally different mobile indicators related to exercise, elevated intracellular Na+ (the Na+ pump), and membrane depolarization (Kv7 channels). Particular person neurons don’t merely comprise equal quantities of every system. Relatively, neurons underneath sturdy management of the Na+ pump are weakly regulated by Kv7 enhancement and vice versa alongside a continuum. Thus, every motoneuron maintains its attribute firing fee by means of a novel mixture of the Na+ pump and Kv7 channels, that are dynamically regulated by distinct suggestions indicators. These outcomes reveal a brand new organizing technique for secure circuit output involving a number of quick exercise sensors scaled inversely throughout a neuronal inhabitants.

Introduction

Neural circuits should produce secure output in an ever-changing atmosphere or else a set of neurological problems comply with [1,2]. To perform this aim, many neurons can monitor their firing fee in actual time and make fast physiological changes to stabilize exercise. One vital technique entails mobile programs that transduce firing fee by means of the dynamics of Ca2+, Na+, or voltage, which then alter excitability over the following a number of seconds to maintain exercise from drifting into an unhealthy vary [39]. These mechanisms depend on quick adverse suggestions and have a potent stabilizing impact on neuronal output. Nonetheless, they differ from what is usually termed “homeostatic plasticity,” as intrinsic biochemical and bodily dynamics keep firing fee inside a decent vary fairly than bringing exercise again into line following a big perturbation [1012]. Though many indicators feed again onto neurons, a design function of adverse suggestions programs throughout biology entails a dominant sensory sign for a given regulated variable, e.g., adjustments in stress for yeast osmoregulation [13] and pH for blood fuel regulation [14]. This group could forestall the unstable output that happens when a number of indicators with totally different set factors attempt to keep homeostasis of a single course of [15,16]. Thus, most research on the moment-to-moment regulation of neuronal output deal with how a key suggestions sign controls firing fee inside a given cell kind [39].

The Na+/Ok+ ATPase is greatest recognized for its housekeeping position in ion regulation; nonetheless, it’s expressed selectively in some neurons to regulate excitability by means of activity-dependent suggestions [17]. After a burst of motion potentials, the loading of intracellular Na+ recruits a subtype of the Na+/Ok+ ATPase with a low affinity for Na+ (referred to right here because the “dynamic” Na+ pump). When this pump kicks on, it hyperpolarizes the membrane for tens of seconds to cut back the chance of future firing [18]. Suggestions management by the dynamic Na+ pump performs an vital position in animal conduct, because it shapes locomotor efficiency in bugs [19], amphibians [3,20], and rodents [21]. Subsequently, the dynamic type of the Na+ pump represents a conserved sensor of Na+ dynamics, which controls neuronal output in response to current firing.

We now have been investigating mechanisms that underly dependable output of the respiratory community in amphibians [2224]. Given the position of the dynamic Na+ pump in locomotion [3,20], we investigated its position in respiratory motoneurons. In starting this work, we recognized activity-dependent suggestions attribute of the dynamic Na+ pump, with intense stimulation resulting in membrane hyperpolarization over the next minute. As a result of the dynamic Na+ pump generates outward present with out opening an ion channel, this “ultraslow afterhyperpolarization” (usAHP) doesn’t often happen with adjustments in membrane enter resistance (Rin) [3,21]. Thus, we have been struck as this usAHP was accompanied by a variety of decreases in Rin from cell to cell, spanning from small to giant. This end result led us to hypothesize that variable mixtures of activity-dependent mechanisms involving the dynamic Na+ pump and quick enhancement of a Ok+ channel, which might lower Rin, stabilize exercise throughout this inhabitants of motoneurons. Beneath, we element how 2 suggestions controllers, the dynamic Na+ pump (a Na+ sensor) and Kv7 channels (by means of voltage-sensitive potentiation), scale reciprocally throughout neurons for the quick management of firing fee. These outcomes point out that secure circuit output can come up by means of distinctive units of fast exercise sensors unfold all through a neuronal inhabitants.

Outcomes

Spike-dependent and impartial suggestions trigger the usAHP

We started this research to evaluate the position of suggestions from the dynamic Na+ pump in motoneurons that gate lung airflow in American bullfrogs (vagal motoneurons; Fig 1A). In locomotor neurons, Na+ loading throughout burst firing prompts the pump and triggers an usAHP that lasts for about 30 to 60 seconds to homeostatically scale back membrane excitability [3,18,20]. Respiratory motoneurons exhibited an analogous usAHP (Fig 1A). Nonetheless, we discovered that hyperpolarization corresponded with decreases in Rin that recovered with the membrane potential following stimulation. Rin adjustments have been variable from cell to cell, spanning from roughly no change to a 40% drop (Fig 1B and 1C, and S1 Fig). The slope of the usAHP didn’t correlate with the discount in Rin (Fig 1D), suggesting that a number of mechanisms mix to generate a phenotypically related usAHP throughout cells. Certainly, neurons with secure Rin following stimulation had an usAHP triggered by spiking, because the block of motion potentials throughout stimulation diminished the usAHP (Fig 1E and 1F). In distinction, neurons with comparatively giant decreases in Rin retained the usAHP throughout stimulation with out spiking (Fig 1E and 1F). Subsequently, mixtures of two suggestions mechanisms, with spike-dependent and impartial elements, regulate membrane excitability over the identical timescale of about 1 minute.

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Fig 1. The usAHP entails a number of mechanisms pushed by totally different exercise indicators.

(A) Recognized vagal motoneurons that innervate the glottal dilator exhibit short-term regulation of excitability following intense firing, termed the usAHP. (B) The usAHP is related to variable Rin adjustments throughout neurons, with 1 instance exhibiting largely secure Rin (black/grey) and one other with a lower (blue). (C) Rin throughout the usAHP reported as a relative change from baseline in n = 43 neurons following stimulation, colour coded by no (black), modest (inexperienced), and huge (blue) Rin adjustments. (D) The usAHP doesn’t correlate with measurement of the Rin drop (n = 43 neurons from N = 15 animals). (E) Totally different exercise indicators drive the usAHP in affiliation with the change in Rin. Neurons with secure Rin have an usAHP pushed by spiking, and people with the most important Rin decreases persist with out spiking. (F) Imply knowledge exhibiting the affect of spiking on the usAHP (paired t take a look at). Secure Rin (n = 9 neurons from N = 2 animals) and Rin decreases (n = 6 neurons from N = 6 animals). The information underlying this determine may be present in S1 Knowledge.


https://doi.org/10.1371/journal.pbio.3001971.g001

Scaling of the dynamic Na+ pump and Kv7 channels compose the usAHP

A spike-sensitive usAHP with secure Rin is according to suggestions from the dynamic Na+ pump [3]. Nonetheless, diminished Rin throughout the usAHP pointed to the activation of a Ok+ conductance. At the least 2 Ok+ channels have been proven to be enhanced by quick depolarization with out spiking over the time course we observe right here (roughly 1 minute): Ca2+-activation of Ok+ leak channels [9] and depolarization-induced potentiation of Kv7 channels [4]. Subsequently, we examined whether or not inhibitors of the dynamic type of the Na+ pump (2 μM ouabain), Ca2+ channels (30 μM Cd2+), and Kv7 channels (10 μM XE-991) diminished the amplitude of the usAHP (Fig 2A). Ouabain and XE-991 diminished the usAHP by ≥10% in most neurons, whereas Cd2+ had little-to-no impact (Fig 2B and 2C). These outcomes recommend the dynamic Na+ pump and Kv7 channels generate the usAHP, with no clear position for the activation of Ok+ channels by Ca2+ inflow. Strikingly, variation within the sensitivity of the usAHP to ouabain and XE-991 was correlated with the activity-dependent drop in Rin. usAHPs with a big contribution from the dynamic Na+ pump, which manifested as a better sensitivity to ouabain, had the smallest reductions in Rin. These with a decrease pump contribution had bigger adjustments in Rin (Fig 2D). We noticed the other pattern for the Kv7 channel blocker, XE-991. Neurons with usAHPs containing a better position of Kv7 channels had bigger decreases in Rin (Fig 2E). Furthermore, the better the block of the usAHP by XE-991, the extra XE-991 opposed the lower in Rin (Fig 2F). Thus, Kv7 channels contribute to each the usAHP in addition to the accompanying change in Rin. This relationship didn’t exist for the block of Ca2+ channels (S2 Fig). These outcomes present that every suggestions controller is scaled throughout neurons and recommend that cells with a better position of the Na+ pump have a smaller contribution from Kv7 channels and vice versa.

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Fig 2. The dynamic Na+ pump and Kv7 channels account for short-term suggestions, with variable contributions from cell to cell.

(A) Instance recordings exhibiting the impact of two μM ouabain (dynamic Na+ pump, n = 12 cells from N = 8 animals), 10 μM XE-991 (Kv7, n = 17 cells from N = 5 animals), and 30 μM Cd2+ (Ca2+ channels, n = 14 neurons from N = 4 animals) on the usAHP. (B) 2 μM ouabain and 10 μM XE-991 diminished the usAHP in most neurons, whereas 30 μM Cd2+ didn’t. The frequency of optimistic results differed throughout medicine (Chi-square take a look at; p = 0.012). (C) Imply adjustments within the usAHP by every drug (one-way ANOVA adopted by Holm–Sidak A number of Comparability take a look at). (D) Correlation between sensitivity of the usAHP to ouabain and the drop within the first Rin measurement following stimulation. Traces illustrate Rin responses for every instance neuron at totally different ends of the correlation. (E) Identical as (D) however for XE-991. (F) Correlation between sensitivity of the usAHP and the drop in Rin after block of Kv7 by XE-991. The x-axis reveals the ratio of the change in Rin throughout the usAHP after and earlier than XE-991. Thus, better values replicate a better block of the Rin drop following XE-991. Inset for (E) reveals the flexibility for XE-911 to counter the drop in Rin in neurons the place XE-991 additionally diminished the usAHP. The information underlying this determine may be present in S1 Knowledge.


https://doi.org/10.1371/journal.pbio.3001971.g002

Reciprocal perform of dynamic Na+ pump and Kv7 currents, however linear co-expression of mRNA transcripts

We subsequent examined instantly for reciprocal perform of the dynamic Na+ pump and Kv7 channels throughout neurons. For this, we measured the Kv7 part of the whole outward present in voltage clamp after which estimated pump perform by means of the sensitivity of the remaining usAHP to ouabain. Certainly, particular person neurons with giant Kv7 currents had a smaller block of the usAHP by 2 μM ouabain (Fig 3A and 3B1). In distinction, neurons with comparatively small Kv7 currents had better obvious dynamic Na+ pump perform (Fig 3A-B2). The connection seemed to be hyperbolic, with a steeper slope by means of a lot of the distribution and a shallow slope on the high. Some cells exhibited a residual usAHP after the applying of each ouabain and XE-991, suggesting that further suggestions processes exist in some neurons. However, these outcomes reveal an inverse relationship between the dynamic Na+ pump and Kv7 present density, the place graded mixtures of those 2 suggestions mechanisms combine current exercise historical past of the neuron after which alter membrane excitability over the following minute.

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Fig 3. Co-expression of Kv7 present density and the dynamic Na+ pump at practical and mRNA ranges.

(A) Inverse relationship between Kv7 present density and the dynamic Na+ pump throughout neurons (n = 14 neurons from N = 10 animals); (B1) reveals a neuron with a comparatively giant Kv7 present density (XE-991 distinction present recorded at −10 mV) and low perform of the dynamic Na+ pump (almost no ouabain sensitivity of the remaining usAHP); (B2) reveals the other instance, a neuron with comparatively small Kv7 present density however a bigger contribution of the dynamic Na+ pump to the usAHP. (C) KCNQ2 and KCNQ3 (Kv7 subunits) mRNA expression from single neurons correlate with ATP1A3, the gene that codes for the Na+ affinity α subunit of the Na+ pump. Every level represents the mRNA for every gene from a single neuron (n = 19 neurons from N = 8 animals). Arrow factors to values recognized as outliers within the Grubbs’ take a look at. The dotted traces point out the regression traces for every correlation run with out the outlier level, with Pearson r, p worth, and slope of the connection proven in the important thing. The information underlying this determine may be present in S1 Knowledge.


https://doi.org/10.1371/journal.pbio.3001971.g003

The co-expression of ionic currents is usually related to correlated messenger RNA (mRNA) transcripts [11,25]. To grasp the transcriptional foundation of the connection between the dynamic Na+ pump and Kv7 channels, we assessed single-cell mRNA co-expression of genes that encode mind Kv7 channels (KCNQ2, KCNQ3, and KCNQ5) and the α3 subunit thought to present rise to dynamic activation of the Na+ pump (ATP1A3) [21,26]. In distinction to the connection on the practical degree, mRNA copy numbers of KCNQ2 and KCNQ3 confirmed optimistic co-expression with ATP1A3 throughout neurons (Fig 3C). We didn’t observe the identical correlation for KCNQ5 and ATP1A3 (S3 Fig). As well as, 2 glutamate receptors didn’t correlate with ATP1A3 (S3 Fig), supporting specificity of the mRNA correlation between KCNQ2KCNQ3 and the α3 subunit of the Na+ pump. Thus, mRNA transcripts that encode Kv7 and the dynamic Na+ pump are positively correlated throughout neurons. Because the features of those 2 proteins are inversely associated, mobile processes that lie between mRNA and practical protein seemingly flip the connection between these 2 mechanisms.

What proxy of exercise does every suggestions mechanism monitor? Loading of intracellular Na+ throughout spiking prompts the dynamic Na+ pump, hyperpolarizing the membrane over tens of seconds because it exchanges 3 Na+ for two Ok+ ions [3]. That is according to our outcomes exhibiting that spiking causes the usAHP in cells with small Rin adjustments and excessive sensitivity to 2 μM ouabain (Figs 1E1 and 2D). For Kv7 channels, depolarization over a number of seconds can potentiate currents with out spiking or Ca2+ inflow over the identical time course [4]. Subsequently, we examined if depolarization enhances the Kv7 part of the outward present (S4 Fig). For this, we measured the diploma of Ok+ present potentiation within the 25-second interval following a 10-second step to −22 mV in voltage clamp, after which correlated it with the drop in Rin throughout the usAHP measured in present clamp throughout the identical neuron (S4A–S4C Fig). Neurons that diminished Rin throughout the usAHP additionally had potentiated outward currents induced by depolarization, suggesting a relationship between these 2 processes (S4A Fig). XE-991 diminished potentiation of the outward present, indicating that Kv7 channels play a job on this response (S4D Fig). These outcomes present that depolarization with out spiking enhances Kv7 currents over an analogous time course as spike-dependent suggestions from the dynamic Na+ pump.

Regulation of firing fee by mixed suggestions from dynamic Na+ pump and Kv7 channels

We final sought to find out if respiratory motoneurons expertise sluggish activity-dependent hyperpolarization within the intact community, after which, if reciprocal co-expression of the dynamic Na+ pump and Kv7 channels performs a job in regulating firing fee throughout reasonable exercise. Fig 4A reveals whole-cell present clamp recordings of recognized vagal motoneurons from 3 totally different “semi-intact preparations” receiving physiological synaptic inputs from the respiratory rhythm generator, as described in reference [45]. After rhythmic bursts related to lung air flow, every neuron exhibited an afterhyperpolarization that lasted for a number of seconds earlier than the following burst. Subsequently, sluggish activity-dependent hyperpolarization happens throughout the native community, suggesting a job for the dynamic Na+ pump and Kv7 in regulating excitability to regulate respiratory motor conduct.

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Fig 4. The dynamic Na+ pump and Kv7 channels contribute to regulation of firing fee by means of activity-dependent suggestions.

(A) Recognized vagal motoneurons receiving enter from the respiratory rhythm generator exhibit sluggish afterhyperpolarization following rhythmic burst firing, demonstrating that physiological bursting is adopted by extended membrane hyperpolarization, according to recruitment of the dynamic Na+ pump and Kv7 channels. (B) Present clamp recordings of firing in response to stimulation of present enter that mimics synaptic drive in slices. (C) Every neuron confirmed differential adjustments in firing fee in response to 2 μM ouabain and 10 μM XE-991 alongside a spectrum (n = 14 from N = 8 animals). (D) High instance reveals a neuron with a big contribution of the Na+ pump for the management of firing fee, with little enter from Kv7 channels. Backside instance reveals a neuron with little contribution from the pump however a big position for Kv7 in controlling firing fee. (E) Instance recordings of resting membrane potential in silent neurons throughout software of two μM ouabain (n = 8 neurons from N = 4 animals), 10 μM XE-991 (n = 8 neurons from N = 4 animals), and 20 μM ouabain to dam the “housekeeper” type of the Na+ pump (n = 5 neurons from N = 3 animals). (F) Imply knowledge for results of every drug on resting membrane potential. The information underlying this determine may be present in S1 Knowledge.


https://doi.org/10.1371/journal.pbio.3001971.g004

To find out the position of every suggestions mechanism for the management of firing fee, we stimulated neurons in mind slices with present enter that mimicked physiological synaptic drive (Fig 4B). This allowed us to simulate respiratory-related synaptic enter in remoted motoneurons and keep away from confounds related to drug software in the whole community. Upon the sequential block of the dynamic Na+ pump with 2 μM ouabain after which Kv7 with 10 μM XE-991, we noticed a continuum of adjustments in firing fee throughout fictive synaptic enter related to respiration. Inhibition of the dynamic Na+ pump led to progressive hyperexcitability in some neurons, and these neurons have been much less delicate to the block of Kv7 channels (Fig 4C and 4D, high). In neurons that have been much less delicate to the block of the dynamic Na+ pump, hyperexcitability occurred in response to inhibition of Kv7 channels alongside a continuum (Fig 4C and 4D, backside). These outcomes point out that reciprocally expressed units of the dynamic Na+ pump and Kv7 channels regulate firing fee throughout physiological bursting. To verify the position of activity-dependent suggestions, we utilized every drug to silent neurons. Each blockers had little-to-no impact on the resting membrane potential (Fig 4E and 4F). Utility of ouabain at 20 μM to inhibit the constitutively energetic Na+ pump [20] led to depolarization and lack of the membrane potential, supporting 2 μM ouabain’s actions on the “dynamic” type of the pump (Fig 4E and 4F). Little-to-no affect of those currents on the resting membrane potential helps the concept dynamic chemical and bodily indicators throughout ongoing exercise have interaction the Na+ pump and Kv7. Thus, neurons throughout the identical motor pool regulate their firing charges throughout bursting by means of distinctive mixtures of activity-dependent suggestions that monitor totally different mobile readouts of neuronal exercise.

Dialogue

Neurons are thought to trace the dynamics of a grasp command sign that follows firing fee to regulate their output. Many research adhere to this interpretation for each short- and long-term regulation, stating it explicitly or implying the existence of a dominant sign that controls neuronal output over seconds to days [3,4,8,15,2729]. As an alternative, we offer proof that secure firing charges come up as neurons quickly transduce distinct exercise indicators in various mixtures from cell to cell. These knowledge reveal that constant output from a inhabitants of neurons—ostensibly producing the identical conduct—could emerge by means of a number of suggestions programs with totally different relative weights throughout cells.

The main discovering from this research is that particular person neurons throughout the identical inhabitants use distinctive mixtures of molecular suggestions controllers to take care of burst firing charges, with every course of graded throughout the inhabitants. We attribute regulation to quick activity-dependent suggestions as a result of each the dynamic type of the Na+ pump and Kv7 reply to neuronal exercise and scale back excitability following sturdy bursting (Fig 2A and 2B) however have little contribution to the resting membrane potential (Fig 4F). Dynamic suggestions from the Na+ pump is believed to come up from the incorporation of an α3 subunit with a low affinity for intracellular Na+, which serves to hyperpolarize the neuron because it extrudes Na+ after firing [17]. Subsequently, this type of the pump acts as each a spike sensor and effector for quick suggestions regulation [3,17]. For Kv7 channels, membrane depolarization throughout exercise—impartial from spiking (Fig 1) and Ca2+ inflow (Fig 2)—quickly potentiates currents to constrain neuronal output (S4 Fig). Membrane depolarization per se prompts PI4 kinase to induce the manufacturing of PIP2 [30], which sensitizes Kv7 currents over an analogous time course as we present right here [4]. Thus, Kv7 channels appear to behave as effectors that reply to quick voltage-sensitive signaling throughout bursting, probably linked by means of the manufacturing of PIP2 or another intermediate. These types of suggestions differ from basic examples of “homeostatic plasticity.” That’s, they use real-time dynamics of Na+ and voltage to stabilize neuronal output, fairly than partaking compensatory cell signaling that recovers exercise following a robust perturbation. However, totally different types of homeostatic plasticity might also use a number of exercise sensors and integration pathways throughout the identical cell kind [11,31,32]. Thus, we advise that reciprocal scaling of a number of management mechanisms could also be a function for each fast and long-term regulation of neuronal output.

How do neurons “know” to specific every suggestions system in their very own distinctive means? Single-cell mRNA expression gives perception into transcriptional management which will give rise to this group. Secure neuronal output can come up by means of variable expression of ionic conductances [33], however channels with related properties are typically inversely co-expressed throughout neurons [34]. This aligns with our outcomes exhibiting a reciprocal relationship between 2 suggestions programs that act in the identical course, magnitude, and timescale. In distinction, mRNA transcripts coding for Kv7 protein subunits (KCNQ2 and KCNQ3) and the dynamic Na+ pump (ATP1A3) are positively correlated throughout neurons. Given a reciprocal relationship on the practical degree, optimistic mRNA correlations could appear contradictory. Nonetheless, reverse relationships for mRNA abundance (optimistic) and corresponding channel currents (adverse) have been demonstrated beforehand [11], and adverse co-expression of channel transcripts has by no means been reported, even when the practical channel currents are inversely correlated [35]. Others have advised the upkeep of channel mRNAs at roughly mounted ratios, which manifest as optimistic correlations throughout neurons, could replicate important gene modules wanted to generate sure neuronal properties whatever the remaining relationship of the practical currents [35]. Why neuronal populations seem to take care of mRNAs solely at linear optimistic relationships, and what mechanisms flip the course of those relationships alongside the trail from mRNA to protein perform corresponding to we current, is just not recognized. However, optimistic correlations of channel mRNAs are regarded as actively maintained largely by means of sluggish suggestions from voltage-dependent signaling in rhythmic motoneurons [36]. Thus, we speculate that activity-dependent transcription constrains related mRNA relationships, after which by means of undefined mobile mechanisms, guides the correct mixture of those fast suggestions programs in every cell.

Every neuron within the vagal motor pool seems to repeatedly sense totally different features of its exercise to constrain inhabitants motor output for respiration. What’s the benefit of a number of fast suggestions programs reciprocally balanced throughout neurons? Many behaviors require secure neuronal output. A failure to take care of stability can result in community dysfunction if left unchecked, and quick suggestions as we describe right here could permit neurons to right course almost in actual time to keep away from illness states [9,37]. We recommend that scattering 2 molecular controllers throughout neurons could forestall the entire lack of stability on the inhabitants degree throughout transient disturbances to 1 suggestions system. For instance, exercise of the Na+ pump is tied to native ATP concentrations [38], and the excessive consumption of ATP used to gas different pricey neuronal processes could restrict the flexibility of the pump to stabilize firing fee. Subsequently, behaviors that contain energetically costly synapses [39] or exercise throughout extreme metabolic stress [40] could spiral uncontrolled if suggestions in each neuron relied solely on the dynamic Na+ pump. Certainly, mutations within the dynamic type of the Na+ pump and Kv7 channels are implicated in epilepsy [41,42], the place states of hyperexcitability are generally related to mitochondrial dysfunction [43]. Thus, though we uncovered this suggestions group within the amphibian brainstem, we advise that it could lengthen to different species, whereby adjustments within the stability of those 2 suggestions programs might result in disordered circuit perform.

A grand problem for contemporary neuroscience is to know how neurons keep secure perform for a lot of days, weeks, and years [35]. As neurological illness happens when firing fee strays from a wholesome vary, regulatory rules have broad implications for the therapy of huge mind problems. Our outcomes spotlight that animals could scale totally different mixtures of regulatory mechanisms all through a inhabitants of neurons, which presents a problem for outlining uniform rules and making use of them to illness. Neuronal stability seemingly entails a set of interwoven mechanisms performing over lengthy and quick timescales by means of activity-dependent and neuromodulatory suggestions, in addition to genetic management [36,44]. Knowledge introduced right here emphasize that overarching frameworks for the management of neuronal output could must account for assortments of suggestions processes unfold variably throughout neurons of the identical inhabitants that in the end give rise to secure behaviors.

Supplies and strategies

All experiments carried out have been accepted by the Institutional Animal Care and Use Committee (IACUC) on the College of North Carolina at Greensboro (#19–006 and #2022–1163). Grownup American Bullfrogs, Lithobates catesbeianus, have been bought from Rana Ranch (Twin Falls, Idaho) and have been housed in 20-gallon plastic tanks containing dechlorinated faucet water at room temperature bubbled with room air. Tanks have been bubbled repeatedly with room air and entry to each moist and dry areas was out there. Frogs have been maintained on a 12-hour gentle/darkish cycle and fed as soon as per week. Water was cleaned day by day and adjusted as wanted. All experiments occurred throughout the gentle cycle.

Preparation of brainstem slices and labeling of respiratory motoneurons

Mind slice preparations containing labeled respiratory motoneurons that innervate the glottal dilator (a respiratory muscle in frogs) have been generated utilizing commonplace strategies [23]. Briefly, frogs have been anesthetized with 1 ml isoflurane in an roughly 1 L container till lack of the toe-pinch reflex. Euthanasia was achieved by way of fast decapitation. Brainstem dissection was carried out in ice-cold synthetic cerebrospinal fluid (aCSF) bubbled with 98.5% O2/1.5% CO2 the place the forebrain, optic tectum, brainstem, and spinal twine have been faraway from the pinnacle. aCSF was composed of (in mM): 104 NaCl, 4 KCl, 1.4 MgCl2, 7.5 Glucose, 1 NaHPO4, 40 NaHCO3, 2.5 CaCl2. The forebrain was rapidly crushed, the spinal twine was trimmed caudal to spinal nerve III, and the brainstem was transferred to an roughly 6 ml Sylgard-coated Petri dish, superfused with aCSF utilizing a peristaltic pump (Watson-Marlow, Wilmington, Massachusetts, USA). The brainstem preparation was stabilized by the addition of two pins, 1 within the rostral midbrain and 1 within the spinal twine. We then loaded the fourth department of vagus nerve with a fluorescent dye (Dextran, Tetramethylrhodamine, 3000 MW, anionic) for 1 hour on 1 aspect and a couple of hours on the opposite (3 hours complete), as roughly 75% of those neurons obtain respiratory-related synaptic enter related to respiration [45]. Transverse 300 μm-thick slices of the brainstem (for brainstem slices) or the dorsal portion of the brainstem (for the “semi-intact” community preparation) [45] have been then reduce utilizing a Vibratome Collection 1000 sectioning system in ice-cold aCSF bubbled with 98.5% O2/1.5% CO2. Tissue preparations got 1 hour to get well and maintained in room temperature aCSF bubbled with 98.5% O2/1.5% CO2 all through the experiments.

Drug options

All medicine have been dissolved in commonplace aCSF. Cadmium (Cd2+; Thermo Fisher Scientific, Waltham, Massachusetts, USA) at 30 μM was used to cut back the perform of voltage-gated Ca2+ channels [46]. TTX citrate at 250 nM (HelloBio, Princeton, New Jersey, USA) was used to dam voltage-gated Na+ channels. Ouabain (2 μM or 20 μM; HelloBio, Princeton, New Jersey, USA) was used to dam the Na+-Ok+ ATPase. Low-dose ouabain is comparatively selective for the dynamic type of the pump, because the α3 subunit has the next affinity for ouabain in comparison with the constitutively energetic isoform [20]. XE-991 dihydrochloride (HelloBio, Princeton, New Jersey, USA) at 10 μM was used to dam Kv7 channels.

Electrophysiology

Complete-cell present clamp.

Experiments utilizing present clamp electrophysiology have been carried out on the Axopatch 200B amplifier or the Multiclamp 700A amplifier and digitized with a Digidata 1550B (Molecular Gadgets, San Jose, California, United States of America). Patch pipettes for present clamp recordings have been pulled on a P-87 Puller (Sutter Devices, Navato, California, USA) with a tip resistance between 2.5 and 5 MΩ when full of intracellular answer containing (in mM): 110 Ok-gluconate, 2 MgCl2, 10 HEPES, 1 Na2ATP, 0.1 Na2GTP, 2.5 EGTA, pH = 7.2 with KOH. Glass used for patch pipettes was bought from both Harvard Equipment (1.5 ODx1.17IDx100L mm) or World Precision Devices (1.5ODx1.12ID). Cells that have been optimistic for fluorescence (excitation, 540 nm: emission, 605 nm) have been visualized at 40× after which approached with the patch pipette utilizing IR-DIC optics. After breaking the GΩ seal, cells got between 2 and three minutes to stabilize. Cells with apparent well being points (e.g., depolarized membrane potentials, no motion potentials) have been discarded. Membrane potential of all neurons have been held at −55 mV in present clamp mode by injecting a DC bias present. Neurons have been initially injected with a variety of currents to estimate maximal sustained firing frequency. If cells entered depolarization block throughout present injection, present was diminished to acquire repetitive firing all through the ten second pulse. Most present injected was 1 nA on this research. Following the ten second stimulation interval, we noticed the usAHP over the following 75 seconds. Enter resistance (Rin) was measured instantly earlier than stimulation, after which following the ten second stimulation, each 10 seconds after throughout the 75 second restoration interval. Enter resistance was measured by delivering a −100 pA present injection for 200 ms. Following the preliminary usAHP measurement, a variety of neurons have been uncovered to 2 μM ouabain, 10 μM XE-991, and 30 μM Cd2+ for about quarter-hour. In experiments that assessed the position of spiking on the usAHP, 250 nM TTX was included within the aCSF or stimulation was delivered to succeed in depolarization block. Motion potentials are truncated in all traces to focus on the usAHP.

To find out whether or not sluggish hyperpolarizations comply with burst firing within the intact respiratory community, we used a semi-intact preparation that permits simultaneous entry to extracellular nerve root recordings and motoneuron patch clamp recordings throughout the ongoing respiratory rhythm [45]. We additionally used this preparation to make recordings of synaptic currents onto the motoneuron which might be related to respiration. We then took this synaptic present recording and transformed it right into a present clamp protocol. This allowed us to ship present to the cell that simulated synaptic enter near what vagal motoneurons would usually obtain throughout respiratory bursts, however in neurons remoted in brainstem slices (Fig 4B). For this, we constructed a present clamp protocol that injected cells with present that matched the precise waveform of synaptic enter recorded from the intact community and paced them at a frequency according to the respiratory rhythm. Thus, we might restore breathing-related motor patterns in neurons that have been disconnected from the rhythmic community [22,45]. The protocol consisted of 10, roughly 1-second injections of physiological synaptic enter separated by an roughly 9-second-long interval.

For present clamp experiments assessing firing fee in response to physiological stimulation, cells have been allowed the identical restoration interval after whole-cell entry as earlier experiments. Cells have been held at roughly −55 mV in present clamp mode. Solely neurons that could possibly be maintained at roughly −55 mV by the bias present have been included in these experiments. The baseline measurement of burst firing was taken 5 minutes after the cell was stimulated with “fictive” respiratory-related synaptic drive. After the baseline measurement, 2 μM ouabain was washed in for quarter-hour adopted by 10 μM XE991 blended with 2 μM ouabain for the following quarter-hour. Fictive synaptic enter related to respiration was repeatedly delivered throughout all drug exposures. This identical drug publicity protocol was given to neurons that didn’t obtain rhythmic enter to evaluate their affect on resting Vm. Vm measurements characterize the typical for 1 minute earlier than and after quarter-hour of every drug therapy.

Complete-cell voltage clamp.

All voltage clamp experiments have been carried out utilizing the Axopatch 200B amplifier. Patch pipettes have been pulled utilizing the identical puller as the present clamp experiments with a tip resistance between 2.5 and 4 MΩ utilizing the identical glass as the present clamp experiments. Ideas have been wrapped in parafilm to cut back pipette capacitance and full of commonplace intracellular answer. Cells got 1 minute to get well following institution of whole-cell entry. Collection resistance was compensated between 75% and 98% and solely cells with an efficient collection resistance of three MΩ or decrease with a change of lower than 0.5 MΩ have been used on this research. The outward Ok+ present was then evoked with a step protocol, utilizing a −80 mV holding potential to +0 mV in 10 mV increments for 250 ms each 500 ms. After the preliminary outward Ok+ present was decided, XE991 (10 μM) was washed in for about 7 minutes, and the step protocol was repeated. The Kv7 channel present density at −10 mV was decided by taking the distinction between the steady-state outward Ok+ present in aCSF and after wash-in of XE991, normalized for the cell capacitance learn off the “whole-cell capacitance” dial on the amplifier. Kv7 is often a sluggish activating and non-inactivating present in neurons. Nonetheless, in some neurons, we noticed sluggish inactivation of the XE-991 distinction present. To reinforce our confidence that we assessed the density of the “true” Kv7 part, we solely report knowledge on the finish of the five hundred ms step. Present traces have been filtered offline with a lowpass Boxcar filter.

To evaluate of outward present potentiation in response to transient depolarization, we obtained a baseline outward present measurement by stepping from −80 to −10 mV for 500 ms. We then stepped to −22 mV for 10 seconds. Neurons have been then stepped again to −80 for five seconds after which stepped to −10 mV for 500 ms each 10 seconds to evaluate present amplitude following depolarization to −22 mV. Through the step to −22 mV, no cells have been included right here confirmed proof of unclamped motion potentials all through the 10-second step, and those who did have been discarded. In a subset of neurons with potentiation following depolarization, we utilized 10 μM XE-991 after which reran the protocol to evaluate the contribution of Kv7 currents.

Single-cell cDNA synthesis and quantitative PCR

To find out mRNA expression for Kv7 and Na+ pump subunits, we used single-cell quantitative PCR. Briefly, after making a whole-cell recording with 2.5 μL of ordinary pipette filling answer within the tip, light and progressively growing adverse stress was utilized by means of a 60 ml syringe related the pipette holder. Stress started light, as to not disrupt the seal between the pipette and the cell membrane over the primary 4 minutes, after which suction was elevated over the following 2 minutes. Through the suction processes, the membrane potential was stepped from –5 mV to +20 mV at 5 ms intervals in voltage clamp to carry RNA within the pipette tip answer [47]. We then transferred the contents of the pipette into 100 μL of lysis buffer and remoted complete RNA utilizing a column-based extraction (Fast-RNA MicroPrep Package, Zymo Analysis). We synthesized cDNA from every single-cell RNA pattern utilizing SuperScript IV VILO in a 14 μL response based on the producer’s directions (Thermo Fisher Scientific, Waltham, Massachusetts, USA). We then preamplified our targets of curiosity from every cell’s 14 uL cDNA response (KCNQ2, KCNQ3, KCNQ5, ATP1A3, GluR1, GluR2) utilizing PerfeCTa PreAmp Supermix (Quanta BioDesign, Plan Metropolis, Ohio) in a 20 μL response based on the producer’s directions. After preamplification, the contents of the tube have been diluted 7.5-fold in nuclease-free water (150 μL remaining quantity), which was then used because the template for real-time quantitative PCR.

PCR primers for KCNQ3, KCNQ5, ATP1A3, GluR1, and GluR2 have been designed based mostly on sequences recognized within the coding DNA sequence for Lithobates catesbeianus. Briefly, we used annotated amino acid sequences for our targets of curiosity from Rana temporaria as a question within the Lithobates catesbeianus amino acid database. This produced hits with excessive amino acid sequence conservation. We then carried out a reciprocal BLAST in opposition to the whole nonredundant protein database utilizing hits from Lithobates catesbeianus to confirm the identification of the goal. Accession numbers have been then used to establish the open studying body within the CDS to design PCR primers. We couldn’t establish KCNQ2 sequences within the bullfrog CDS, seemingly on account of low protection of the Lithobates catesbieansus draft genome [48]. Subsequently, we discovered the areas of the KCNQ2 coding sequence in Rana temporaria (a species intently associated to L. catesbeianus) and N. parkeri (a extra distantly associated frog species) with excessive similarity to design PCR primers for KCNQ2. Our rationale was that shut sequence identification on the nucleotide degree between these 2 species would permit us to design primers to be used in Lithobates catesbeianus.

Primer units for all targets have been every validated in-house with a collection of 4 4-fold dilutions of brainstem cDNA utilizing the thermal biking situations acknowledged under. All primer units used right here produced efficiencies better than 80% (Tables 1 and 2) and a single peak within the soften curve, suggesting the amplification of 1 PCR product. In a number of circumstances throughout primer validation, primer units that produced 1 peak within the soften curve with cDNA from bulk mind tissue confirmed a number of peaks within the soften curve after single cell samples have been preamplified. These primer units have been discarded and redesigned. Subsequently, every primer set used on this research was validated on each bulk tissue and single cell samples following cDNA synthesis and preamplification.

All neurons on this experiment have been assessed for the expression of every goal gene. Quantitative PCR was run in 10 μL reactions containing 2.5 μM ahead and reverse primers following the directions of the 2X SYBR Inexperienced Mastermix (Utilized Biosystems, Thermo Fisher Scientific, Waltham, Massachusetts, USA). Assays have been run on 96-well plates on an Utilized Biosystems QuantStudio 3 (Utilized Biosystems, Thermo Fisher Scientific, Waltham, Massachusetts, USA) utilizing the next biking situations based on the SYBR Inexperienced directions: 50 °C-2m, 95 °C-10 m, 95 °C-15 s, 60 C-1 m. Following 40 cycles of PCR (95 °C-15 s, 60 °C-1 m), soften curves for all PCR merchandise have been acquired by growing the temperature in increments of 0.3 °C for five seconds from 60 °C to 95 °C. GluR1 and GluR2 have been run utilizing duplexed probed-based assays. For this, we used the identical primer focus as described for SYBR Inexperienced assays, 312.5 nM reporter probes, and adopted the directions of the 5× PerfeCTa qPCR Toughmix mastermix (Quanta Bio); 18 seconds ribosomal RNA was run to make sure high quality of the pattern. Absolute quantitation of transcript abundance was estimated by means of copy quantity commonplace curves as beforehand described [36].

Supporting info

S1 Fig. Absolute adjustments in Rin following exercise.

Knowledge proven listed below are the identical as proven in Fig 1C, however as a substitute plotted as absolute fairly than relative Rin. Purple represents the smallest 1/3 of Rin adjustments within the dataset, inexperienced represents the center 1/3, and blue reveals the most important Rin drops within the dataset. The information underlying this determine may be present in S1 Knowledge.

https://doi.org/10.1371/journal.pbio.3001971.s001

(TIF)

References

  1. 1.
    Bülow P, Murphy T, Bassell GJ, Wenner P. Homeostatic intrinsic plasticity is functionally altered in Fmr1 KO cortical neurons. Cell Rep. 2019;26(6):1378–88. e3. pmid:30726724
  2. 2.
    Styr B, Slutsky I. Imbalance between firing homeostasis and synaptic plasticity drives early-phase Alzheimer’s illness. Nat Neurosci. 2018;1. pmid:29403035
  3. 3.
    Zhang H-Y, Sillar KT. Quick-term reminiscence of motor community efficiency by way of activity-dependent potentiation of Na+/Ok+ pump perform. Curr Biol. 2012;22(6):526–531.
  4. 4.
    Cao Y, Bartolomé-Martín D, Rotem N, Rozas C, Dellal SS, Chacon MA, et al. Rescue of homeostatic regulation of striatal excitability and locomotor exercise in a mouse mannequin of Huntington’s illness. Proc Natl Acad Sci U S A. 2015;112(7):2239–2244. pmid:25646456
  5. 5.
    Sanchez-Aguilera A, Sanchez-Alonso J, Vicente-Torres M, Colino A. A novel short-term plasticity of intrinsic excitability within the hippocampal CA1 pyramidal cells. J Physiol. 2014;592(13):2845–2864. pmid:24756640
  6. 6.
    Wu WW, Chan CS, Surmeier DJ, Disterhoft JF. Coupling of L-type Ca2+ channels to KV7/KCNQ channels creates a novel, activity-dependent, homeostatic intrinsic plasticity. J Neurophysiol. 2008;100(4):1897–1908.
  7. 7.
    Ori H, Marder E, Marom S. Mobile perform given parametric variation within the Hodgkin and Huxley mannequin of excitability. Proc Natl Acad Sci U S A. 2018;115(35):E8211–E8218. pmid:30111538
  8. 8.
    Navarro MA, Salari A, Lin JL, Cowan LM, Penington NJ, Milescu M, et al. Sodium channels implement a molecular leaky integrator that detects motion potentials and regulates neuronal firing. Elife. 2020;9:e54940. pmid:32101161
  9. 9.
    Huang W, Ke Y, Zhu J, Liu S, Cong J, Ye H, et al. TRESK channel contributes to depolarization-induced shunting inhibition and modulates epileptic seizures. Cell Rep. 2021;36(3):109404. pmid:34289346
  10. 10.
    Turrigiano G. Homeostatic synaptic plasticity: native and world mechanisms for stabilizing neuronal perform. Chilly Spring Harb Perspect Biol. 2012;4(1):a005736. pmid:22086977
  11. 11.
    Ransdell JL, Nair SS, Schulz DJ. Speedy homeostatic plasticity of intrinsic excitability in a central sample generator community stabilizes practical neural community output. J Neurosci. 2012;32(28):9649–9658. pmid:22787050
  12. 12.
    Orr BO, Fetter RD, Davis GW. Retrograde semaphorin–plexin signalling drives homeostatic synaptic plasticity. Nature. 2017;550(7674):109. pmid:28953869
  13. 13.
    Klipp E, Nordlander B, Krüger R, Gennemark P, Hohmann S. Integrative mannequin of the response of yeast to osmotic shock. Nat Biotechnol. 2005;23(8):975–982. pmid:16025103
  14. 14.
    Guyenet PG, Bayliss DA. Neural Management of Respiration and CO2 Homeostasis. Neuron. 2015;87(5):946–961.
  15. 15.
    O’Leary T, Williams AH, Franci A, Marder E. Cell varieties, community homeostasis, and pathological compensation from a biologically believable ion channel expression mannequin. Neuron. 2014;82(4):809–821. pmid:24853940
  16. 16.
    Cannon J, Miller P. Synaptic and intrinsic homeostasis cooperate to optimize single neuron response properties and tune integrator circuits. J Neurophysiol. 2016;116(5):2004–2022. pmid:27306675
  17. 17.
    Picton LD, Zhang H, Sillar KT. Sodium pump regulation of locomotor management circuits. J Neurophysiol. 2017;118(2):1070–1081. pmid:28539392
  18. 18.
    Zhang H-Y, Picton L, Li W-C, Sillar KT. Mechanisms underlying the activity-dependent regulation of locomotor community efficiency by the Na+ pump. Sci Rep. 2015;5:16188.
  19. 19.
    Pulver SR, Griffith LC. Spike integration and mobile reminiscence in a rhythmic community from Na+/Ok+ pump present dynamics. Nat Neurosci. 2010;13(1):53.
  20. 20.
    Hachoumi L, Rensner R, Richmond C, Picton L, Zhang H, Sillar KT. Bimodal modulation of short-term motor reminiscence by way of dynamic sodium pumps in a vertebrate spinal twine. Curr Biol. 2022;32(5):1038–48. e2. pmid:35104440
  21. 21.
    Picton LD, Nascimento F, Broadhead MJ, Sillar KT, Miles GB. Sodium pumps mediate activity-dependent adjustments in mammalian motor networks. J Neurosci. 2017;37(4):906–921. pmid:28123025
  22. 22.
    Santin JM, Vallejo M, Hartzler LK. Synaptic up-scaling preserves motor circuit output after persistent, pure inactivity. Elife. 2017:6. pmid:28914603
  23. 23.
    Zubov T, do Amaral-Silva L, Santin JM. Inactivity and Ca2+ signaling regulate synaptic compensation in motoneurons following hibernation in American bullfrogs. Sci Rep. 2022;12(1):1–13.
  24. 24.
    Santin JM. Motor inactivity in hibernating frogs: Linking plasticity that stabilizes neuronal perform to conduct within the pure atmosphere. Dev Neurobiol. 2019. pmid:31584749
  25. 25.
    Temporal S, Desai M, Khorkova O, Varghese G, Dai A, Schulz DJ, et al. Neuromodulation independently determines correlated channel expression and conductance ranges in motor neurons of the stomatogastric ganglion. J Neurophysiol. 2012;107(2):718–727. pmid:21994267
  26. 26.
    Brown DA, Passmore GM. Neural KCNQ (kv7) channels. Br J Pharmacol. 2009;156(8):1185–1195. pmid:19298256
  27. 27.
    Turrigiano G, Abbott L, Marder E. Exercise-dependent adjustments within the intrinsic properties of cultured neurons. Science. 1994;264(5161):974–976. pmid:8178157
  28. 28.
    Ibata Ok, Solar Q, Turrigiano GG. Speedy synaptic scaling induced by adjustments in postsynaptic firing. Neuron. 2008;57(6):819–826. pmid:18367083
  29. 29.
    Li B, Suutari BS, Solar SD, Luo Z, Wei C, Chenouard N, et al. Neuronal Inactivity Co-opts LTP Equipment to Drive Potassium Channel Splicing and Homeostatic Spike Widening. Cell. 2020;181:1547–1565. pmid:32492405
  30. 30.
    Zhang X, Chen X, Jia C, Geng X, Du X, Zhang H. Depolarization will increase phosphatidylinositol (PI) 4, 5-bisphosphate degree and KCNQ currents by means of PI 4-kinase mechanisms. J Biol Chem. 2010;285(13):9402–9409. pmid:20106968
  31. 31.
    Kulik Y, Jones R, Moughamian AJ, Whippen J, Davis GW. Twin separable suggestions programs govern firing fee homeostasis. Elife. 2019;8:e45717. pmid:30973325
  32. 32.
    Nair AG, Muttathukunnel P, Müller M. Distinct molecular pathways govern presynaptic homeostatic plasticity. Cell Rep. 2021;37(11):110105. pmid:34910905
  33. 33.
    Schulz DJ, Goaillard J-M, Marder E. Variable channel expression in recognized single and electrically coupled neurons in numerous animals. Nat Neurosci. 2006;9(3):356–362. pmid:16444270
  34. 34.
    Lamb DG, Calabrese RL. Correlated conductance parameters in leech coronary heart motor neurons contribute to motor sample formation. PLoS ONE. 2013;8(11):e79267. pmid:24260181
  35. 35.
    Goaillard J-M, Marder E. Ion channel degeneracy, variability, and covariation in neuron and circuit resilience. Annu Rev Neurosci. 2021;44(1):335–357. pmid:33770451
  36. 36.
    Santin JM, Schulz DJ. Membrane voltage is a direct suggestions sign that determines ion channel expression patterns in neurons. Curr Biol. 2019;20:1683–1688.
  37. 37.
    Haglund MM, Schwartzkroin PA. Position of Na-Ok pump potassium regulation and IPSPs in seizures and spreading despair in immature rabbit hippocampal slices. J Neurophysiol. 1990;63(2):225–239. pmid:2313342
  38. 38.
    Glitsch HG. Electrophysiology of the sodium-potassium-ATPase in cardiac cells. Physiol Rev. 2001;81(4):1791–1826. pmid:11581502
  39. 39.
    Pulido C, Ryan TA. Synaptic vesicle swimming pools are a significant hidden resting metabolic burden of nerve terminals. Science. Adv Dermatol. 2021;7(49):eabi9027.
  40. 40.
    Bueschke N, do Amaral-Silva L, Adams S, Santin JM. Reworking a neural circuit to perform with out oxygen and glucose supply. Curr Biol. 2021;31(24):R1564–R1565. pmid:34932961
  41. 41.
    Allen NM, Mannion M, Conroy J, Lynch SA, Shahwan A, Lynch B, et al. The variable phenotypes of KCNQ-related epilepsy. Epilepsia. 2014;55(9):e99–e105. pmid:25052858
  42. 42.
    Hunanyan AS, Helseth AR, Abdelnour E, Kherallah B, Sachdev M, Chung L, et al. Mechanisms of elevated hippocampal excitability within the Mashl+/− mouse mannequin of Na+/Ok+-ATPase dysfunction. Epilepsia. 2018;59(7):1455–1468.
  43. 43.
    Folbergrová J, Kunz WS. Mitochondrial dysfunction in epilepsy. Mitochondrion. 2012;12(1):35–40. pmid:21530687
  44. 44.
    Golowasch J. Neuronal homeostasis: Voltage brings all of it collectively. Curr Biol. 2019;29(13):R641–R644. pmid:31287985
  45. 45.
    Amaral-Silva L, Santin JM. A brainstem preparation permitting simultaneous entry to respiratory motor output and mobile properties of motoneurons in American bullfrog. J Exp Biol. 2022;225:jeb244079.
  46. 46.
    Thevenod F, Jones SW. Cadmium block of calcium present in frog sympathetic neurons. Biophys J. 1992;63(1):162–168. pmid:1330026
  47. 47.
    Fuzik J, Zeisel A, Máté Z, Calvigioni D, Yanagawa Y, Szabó G, et al. Integration of electrophysiological recordings with single-cell RNA-seq knowledge identifies neuronal subtypes. Nat Biotechnol. 2016;34(2):175–183. pmid:26689544
  48. 48.
    Hammond SA, Warren RL, Vandervalk BP, Kucuk E, Khan H, Gibb EA, et al. The North American bullfrog draft genome gives perception into hormonal regulation of lengthy noncoding RNA. Nat Commun. 2017;8(1):1433. pmid:29127278

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