Abstract
Dendritic spines (DS) are tiny protrusions implicated in excitatory postsynaptic responses in the CNS. To achieve their function, DS concentrate a high density of ion channels and dynamic actin networks in a tiny specialized compartment. However, to date there is no direct information on DS ionic conductances. Here, we used several experimental techniques to obtain direct electrical information from DS of the adult mouse hippocampus. First, we optimized a method to isolate DS from the dissected hippocampus. Second, we used the lipid bilayer membrane (BLM) reconstitution and patch clamping techniques and obtained heretofore unavailable electrical phenotypes on ion channels present in the DS membrane. Third, we also patch clamped DS directly in cultured adult mouse hippocampal neurons, to validate the electrical information observed with the isolated preparation. Electron microscopy and immunochemistry of PDS-95 and NMDA receptors and intrinsic actin networks confirmed the enrichment of the isolated DS preparation, showing open and closed DS, and multi-headed DS. The preparation was used to identify single channel activities and “whole-DS” electrical conductance. We identified NMDA and Ca2+-dependent intrinsic electrical activity in isolated DS and in situ DS of cultured adult mouse hippocampal neurons. In situ recordings in the presence of local NMDA, showed that individual DS intrinsic electrical activity often back-propagated to the dendrite from which it sprouted. The DS electrical oscillations were modulated by changes in actin cytoskeleton dynamics by addition of the F-actin disrupter agent, cytochalasin D, and exogenous actin-binding proteins. The data indicate that DS are elaborate excitable electrical devices, whose activity is a functional interplay between ion channels and the underlying actin networks. The data argue in favor of the active contribution of individual DS to the electrical activity of neurons at the level of both the membrane conductance and cytoskeletal signaling.
Keywords: hippocampus, hippocampal neurons, dendritic spines, NMDA receptor, synapse, electrical oscillations, patch-clamping
Introduction
Dendritic spines (DS) are small protrusions that stud the surface of neuronal dendrites and represent the postsynaptic connection of most excitatory synapses in the CNS (Ramón y Cajal, 1891; Gray, 1959; Harris and Kater, 1994; Harris, 1999). DS are unique in that they are localized condensations of ion channels and receptors with an underlying network of actin filaments. DS are highly dynamic structures that actively move and are characterized by their morphological diversity thought to provide an anatomical substrate for memory storage and synaptic transmission (Muller et al., 2000; Leuner and Shors, 2004). Within the hippocampus, spines vary greatly in size and shape (Engert and Bonhoeffer, 1999; Bourne and Harris, 2008; von Bohlen Und Halbach, 2009). DS appear in different shapes and forms based on the relative sizes of the spine head and neck (Peters and Kaiserman-Abramof, 1970), including mushroom spines with a large head and a narrow neck, thin spines with a smaller head and a narrow neck, and stubby spines without constriction between the head and the attachment to the shaft. Other types include the so-called filopodium type, with hair-like morphology (Skoff and Hamburger, 1974; Lohmann and Bonhoeffer, 2008), and branched DS in the hippocampus, characterized by having multiple heads (Sorra et al., 1998). Thus, the morphological plasticity of DS reflects a continuum rather than separated classes (Pchitskaya and Bezprozvanny, 2020). In this variety, the role of the DS neck has been the focus of attention and controversy. The length of the neck is associated with the electrical insulation of the DS from the parental dendrite (Perkel and Perkel, 1985; Araya et al., 2014), and compartmentalizing Ca2+ (Gamble and Koch, 1987) that underlies input-specific synaptic plasticity. However, electrochromic voltage-sensitive dye labeling showed that the DS may not be electrically isolated from the dendrite to any meaningful extent (Popovic et al., 2014). The electrical function of the DS has largely remained an open question (Tønnesen and Nägerl, 2016).
Spine shape and function are intimately associated with actin cytoskeleton organization (Fifkova and Delay, 1982; Halpain et al., 1998; Fischer et al., 2000; Matus, 2000; Star et al., 2002; Hotulainen and Hoogenraad, 2010), which is quite distinct from the dendritic shaft and other parts of the neuron (Fifkova and Delay, 1982; Oertner and Matus, 2005; Bonilla-Quintana et al., 2020). DS express several actin-associated proteins, including adducin (Matsuoka et al., 1998), α-actinin that binds to NMDA receptors (NMDAR) (Wyszynski et al., 1997), and profilin, which modulates DS function (Ackermann and Matus, 2003). DS-specific actin-binding proteins such as drebrins may mediate plastic responses (Shim and Lubec, 2002). There is a rich interplay between Ca2+ signals, and Ca2+ dependent proteins, offering further cytoskeletal regulation in DS (Matsuoka et al., 1998; Agassandian et al., 2000). Gelsolin, a Ca2+-dependent F-actin severing protein, affects DS actin stability (Star et al., 2002) and regulates NMDA receptors (Furukawa et al., 1997).
Various types of ion channels are present in DS, including voltage-gated Na+, K+, and Ca2+ channels subunits (Mills et al., 1994; Alonso and Widmer, 1997; Drake et al., 1997; Caldwell et al., 2000), acid-sensitive channels, TRP channels (Toth et al., 2005; Zha et al., 2006), and ligand-gated channels, such as glutamate and GABA receptors (Nusser et al., 1998) that provide a broad spectrum of electrical and regulatory functions not presently defined. Direct electrical information on ionic conductance in DS remains largely lacking despite copious literature on their structure and function. Because of their size and dynamic behavior DS have been refractory to conventional electrophysiological approaches. Although no electrical recordings of DS membrane have heretofore been reported, several optical methods have been successfully applied (Palmer and Stuart, 2009) to assess Na+ (Rose and Konnerth, 2001) and Ca2+ (Holthoff et al., 2002; Araya et al., 2014) transport, and voltage properties of DS were directly obtained with nanopipettes and electroporation by Jayant et al. (2017). Ca2+ imaging of DS has confirmed the presence of functional NMDA and AMPA receptors (Yuste et al., 1999; Kovalchuk et al., 2000), and more recently optical voltage methods have provided direct voltage recordings of DS (Popovic et al., 2015; Jayant et al., 2017; Cartailler et al., 2018). Current models of DS function implicate either an active membrane (Perkel and Perkel, 1985; Shepherd et al., 1985; Tsay and Yuste, 2004), or a passive biochemical compartments that control local Ca2+ transients required for signaling events associated with long-term potentiation (LTP) (Lynch et al., 1983; Malenka et al., 1988).
Here, we isolated DS from adult mouse hippocampi that were used for bilayer membrane (BLM) reconstitution and patch clamping studies. We identified NMDA and Ca2+-dependent cation-selective ion channels and observed DS-generated autonomous electrical activity. Electrical recordings were also obtained by patch clamping of DS in situ in cultured hippocampal neurons, which elicited back-propagating dendritic electrical oscillations. The NMDA-induced electrical activity of DS was profoundly modulated by changes in the actin cytoskeleton elicited by the F-actin disrupter cytochalasin D, and actin-binding proteins. The data indicate that DS function as dynamic non-linear filters, with interplay between ligand-activated ion channels and intrinsic actin networks.
Materials and methods
Isolation of mouse hippocampi
To isolate mouse hippocampal dendritic spines, we adapted the method previously described by Kiebler et al. (1999) to obtain rat mossy fiber hippocampal DS, with several modifications. Briefly, young adult 5–7-week-old C57BL/6 male mice (Charles River, Laboratories Inc., Wilmington, MA, United States) brains were dissected. The brains were washed with ice-cold saline solution HB, containing 300 mM sucrose, 15 mM Na+, N-Tris-(hydroxymethyl-2-aminoetahnesulfonic acid, Na+-TES), adjusted at pH 7.4, and 1 mM MgSO4 (Terrian et al., 1988). In this condition, mouse hippocampi were obtained. Single DS were isolated from hippocampi following a method previously reported (Kiebler et al., 1999), with modifications, as outlined in Figure 1A.
Isolation and visualization of adult mouse hippocampal dendritic spines
Briefly, mouse hippocampi (n = 8) were dissected and immediately washed with HB solution. The isolation procedure was conducted three separate times. Hippocampal tissue was manually homogenized and stored in HB (including Mg2 + to stabilize large membrane structures) using a glass-Teflon Dounce-type homogenizer with a clearance of 0.15 mm. The material was centrifuged at 900g with a Sorvall SS34 rotor for 10 min at 4°C without filtering through nylon filters to remove larger aggregates and blood vessels, as indicated (Kiebler et al., 1999). The resulting pellet was washed, resedimented, and resuspended in 0.25 volume of HB, adjusted to 25% Optiprep (Gibco BRL, Life Technologies GmbH, Eggenstein, Germany). The step gradient was conducted by loading 8 ml of 25% Optiprep/pellet solution in an SW28 ultraclear centrifuge tube containing 9, 12.5, 15, and 25% Optiprep solution in HB (8 ml/each). The tube was spun in an SW28 Beckman ultracentrifuge at 18,000g for 20 min. A typical gradient (Figure 1A) yielded two bands (O1–O3) as well as a pellet (O4). Bands O1–O2 were not distinguishable as in Kiebler et al. (1999) for the rat material, although it is likely that the amount of initial tissue played a role in the thickness of the bands observed. Bands O1–O2 were removed with a pipette and visualized and further tested by immunocytochemistry and electrophysiological techniques. The preparation contained abundant DS, which were individually revealed with DIC optics (Figure 1B) and after phalloidin labeling (Figure 1C). Little contamination was observed from either the plasma membrane or ER, as disclosed by PSD-95 labeling (Figure 2A, Top).
Dissociation and culture of hippocampal neurons
C57Bl mice of 5–7 weeks old were killed by cervical dislocation and decapitated according to IACUC guidelines. Hippocampi were dissected out into ice-cold Ca2+-free medium Hibernate A (BrainBits, Springfield, IL, United States), and minced into small pieces. Flushing a few times through a fire-polished Pasteur pipette further dispersed tissue. Undispersed pieces were allowed to settle by gravity for 1 min, while the supernatant containing the dissociated hippocampal neurons was transferred to a new tube, which was centrifuged at 200g for 1 min. The cell pellet was resuspended in NbActive4 medium (BrainBitz, Springfield, IL, United States) and seeded onto poly-L-lysine-coated glass coverslips. Hippocampal cells were incubated at 37°C, in a wet incubator gassed with 5% CO2, 20% O2. Hippocampal neurons were kept alive for up to 2 weeks with NbActive4 medium changes every 5 days.
Immunocytochemistry
Cultured hippocampal cells were fixed for 15 min in freshly prepared para-formaldehyde (4%) and sucrose (2%) in phosphate buffer saline (PBS). Cells were rinsed (×3) with PBS and blocked with BSA (1%) for 30 min prior to exposure to primary antibodies, which are a mouse anti-PSD-95 (1:400) or a mouse anti-GluR2 (1:400) antibody (Neuromab, Davis, CA, United States). After incubation for 1 h in primary antibodies, cells were incubated in a 1:200 donkey anti-mouse Cy3-conjugated secondary antibody (Santa Cruz Biotechnology, Santa Cruz, CA, United States). The cells were then incubated with a 1:250 dilution of either TRITC or FITC-conjugated phalloidin to stain actin filaments. Isolated DS were stained without fixation, so that they could be subject to electrophysiological analysis. Briefly, isolated DS were seeded on a coverslip, and incubated with 1:400 mouse anti-PSD-95 antibody, 1:200 donkey anti-mouse Cy3-conjugated secondary antibody (Santa Cruz Biotechnology, Santa Cruz, CA, United States) and 1:250 FITC-conjugated phalloidin. After 30 min, isolated DS were attached to coverslip and were washed with PBS to reduce background fluorescence. Images were captured with an inverted Olympus microscope (IX71, Olympus America, Center Valley, PA, United States) connected to a digital CCD camera (C4742-80-12AG, Hamamatsu Photonics, Bridgewater, NJ, United States). Images were collected and analyzed with the IPLab 4.0 (Scanalytics, Vienna, VA, United States) acquisition and analysis software.
Calculations of dendritic spines enrichment
For quantitation studies, immunolabeling of the various sample preparations was conducted with two different monoclonal antibodies, namely K28/74 (PSD-95 MAGUK scaffold protein, dilution 1:10), and N327/95 (Glutamate receptor ionotropic, NMDA2A, dilution 1:10) from Developmental Studies Hybridoma Bank, University of Iowa (United States) to confirm the enrichment of DS in our preparation. The labeling was made on the fresh samples by incubation with both primary and secondary antibodies and FITC-phalloidin, from which co-labeling was explored in each case. The criteria for identifying a positive DS were the co-labeling of either PSD-95 and actin or Glutamate receptor and actin, always in combination with a DIC image consistent with a DS by shape and size (see Supplementary Appendix 1, 2). A quantitative assessment of enrichment was conducted as follows (see Supplementary Appendix 2):
Briefly, we marked in an aliquot of the pellet corresponding to step 1 of the centrifugation (Figure 1A) (“whole supernatant”, Supplementary Appendix 2) both actin and PSD-95, and we counted by field the number of times that rounded-shaped vesicles in DIC overlapped with the double marking (points with three positive criteria). We simultaneously counted the number of rounded structures in DIC, the number of phalloidin-labeled dots (green dots), and the number of PSD-95-labeled dots (red dots). Thus, we calculated for each aliquot of the pellet (prior to centrifugation in step 2) the following relationship:
We performed the same procedure for band O2 of step 2 of the centrifugation (Figure 1), (“DS fraction”, Supplementary Appendix 2), which is the band that would contain the fraction enriched in DS, thus obtaining Ratio2. In each case, measurements were made from 4 aliquots, and the ratios were averaged. The enrichment was calculated as:
In this way, we obtained the following values that were subjected to the t test:
Ratio 1 = 0.0995 ± 0.0398, Ratio 2 = 0.4520 ± 0.0781, Enrichment = 4.59, p = 0.007.
Electron microscopy
High-resolution electron microscopy with a negative staining protocol of isolated DS was conducted at the Microscopy Core of the Membrane Biology Program at MGH. A sample (10 μl drop) of the original isolated DS preparation was applied to a formvar-coated gold-200 mesh grid (Electron Microscopy Sciences, Hatfield, PA, United States) for one minute. The sample was drawn off and replaced with a drop of 2.0% aqueous phosphotungstic acid (EMS, 10 s), which was drawn off and rinsed with drops of double distilled water and dried. Grids were examined in a JEOL JEM 1011 transmission electron microscope at 80 kV. Images were collected using an AMT (Advanced Microscopy Techniques, Danvers, MA, United States) digital imaging system.
Electrophysiology. Dendritic spines and dendrite electrical recordings
Dendritic spines electrophysiological data were acquired with an Axon Patch 200B amplifier, low pass filtered at 10 kHz, and digitized with 1400A Digidata (Axon Instruments, Union City, CA, United States). The pCLAMP 10.0 software (Axon Instruments) was used to acquire and analyze the data. Patch pipettes were pulled from borosilicate glass (Garner Glass Co, Claremont, CA, United States) with a two-stage Narishige PB-7 vertical puller and then fire-polished to a resistance between 8–15 MΩ using a Narishige MF-9 microforge (Narishige International USA, East Meadow, NY, United States). For the cell-attached patch on DS of cultured hippocampal neurons, the bathing solution contained (in mM): 135 NaCl, 5 KCl, 1.2 CaCl2 and 10 HEPES (free acid), pH was adjusted to 7.4 with NaOH (cultured cells). For patches of isolated DS, the bathing solution contained (in mM): 135 KCl, 5 NaCl, 1 EGTA, and 10 HEPES, pH was adjusted to 7.4 with NaOH. Patch pipettes were filled with a solution containing (in mM): 135 NaCl, 5 KCl, 1.2 CaCl2, 10 HEPES (free acid), 100 μM glycine and 10 μM NMDA, pH was adjusted to 7.4 with NaOH. Tight seals were established on DS of cultured hippocampal neurons or isolated DS preparation under ×100 oil lens of the inverted Olympus (IX71) microscope. DS signals were recorded, as indicated, in the presence or absence of 10 μM NMDA and 100 μM glycine to stimulate NMDA receptors. Whenever indicated, the DS-attached pipette contained instead 20–60 μg/ml of the actin filament disrupter cytochalasin D. The DS membrane potentials were recorded under current-clamp mode without current injection. Whenever dual in situ DS-dendrite recordings were conducted, a second patch clamp amplifier (Dagan 3900A) was connected through a second pipette, which was kept in current mode throughout the experiment. The dendrite-attached pipette contained a saline solution with following composition (in mM): 135 KCl, 5 NaCl, 10 HEPES, 1 EGTA, pH 7.4, always in the absence of activating ligands.
Electrophysiology. Double-electrode patch-clamping on cultured hippocampal neurons
Cultured hippocampal neurons were bathed in an extracellular saline solution containing (in mM): 135 NaCl, 5 KCl, 1.2 CaCl2, 10 HEPES, pH 7.4, and were viewed under objectives of ×60 and ×100. The dendrites were patched using a pipette filled with (in mM): 135 KCl, 5 NaCl, 10 HEPES, 1 EGTA, pH 7.4. The membrane voltages on dendrites were recorded under current clamp using Axopatch 200B amplifier (Axon instruments). At the same time, the DS from the same dendrites were patched using a pipette filled with the extracellular saline solution. In some cases, the saline solution also contained 10 μM NMDA and 100 μM Glycine to activate NMDA receptor, or 20–60 μM cytochalasin D (CD) to modulate the cytoskeletons. The electrical signals in DS were recorded in voltage clamp mode using a Dagan 3900A amplifier. The signal from both dendrites and DS were digitized with a 1440A Digidata (Axon instrument) and analyzed with pClamp10.0 software (Axon instrument).
Electrophysiology. Lipid bilayer reconstitution of dendritic spines membranes
For the reconstitution of isolated DS in a lipid bilayer system, a lipid mixture was prepared with a content of 70% 1-palmitoyl-2-oleoyl-phosphatidyl-choline and 30% 1-palmitoyl-2-oleoyl phosphatidyl-ethanolamine in n-decane (∼20–25 mg/ml) (Figures 3A,B). Isolated DS were mixed with the above lipid solution at 1:1 ratio followed by brief sonication to form liposomes. The liposomes were painted with a glass rod to the aperture (150 μm diameter) of a polystyrene cuvette (CP13-150) that fits in a lipid bilayer chamber (model BCH-13, Warner Instruments Corp.). The cis side of the lipid bilayer was bathed with 150 mM KCl and 10 mM HEPES (pH 7.4), while the trans side of the bilayer was bathed with 15 mM KCl and 10 mM HEPES (pH 7.4). Channel activity and membrane oscillations were recorded in voltage-clamp mode.
Chemicals
All chemicals and drugs were obtained from Sigma-Aldrich (St. Louis, MO, United States) unless otherwise stated.
Statistics and data fitting
Values throughout the manuscript were expressed as the mean ± SEM, where n = number of individual experiments. Statistical significance was achieved with a p < 0.05. Single channel current-to-voltage relationships were fitted with a generalized Goldman-Hodgkin-Katz (GHK) equation of the form:
Where “i” is the type of ion, K+ and Cl–, z is the valence, F is the Faraday constant, R is the ideal gas constant, V (voltage) is the actual holding potential, T is temperature, Ciin and Ciout are the ionic concentrations on either side of the membrane. In BLM experiments, the inside represents the cis compartment, and the outside is the trans compartment of the hemi-chambers.
Results
Staining of isolated dendritic spines
Dendritic spines contained abundant actin structures and glutamate receptors, as indicated by phalloidin and anti-GluR2 antibody staining, respectively (Figure 2A) and NMDA2A (Supplementary Appendix 1). This finding also suggested that the isolation procedure primarily damaged the structured cytoskeleton, confirmed by electron microscopy (Figure 2B), where we observed multiple DS, both in dissociated and aggregated forms. It is important to note, however, that DS clustering may be enhanced by high electron density negative staining. DS were often observed as saccular vesicles, either open or closed, with postsynaptic density (PSD), and cleaner lumen (see for comparison Gray, 1959; Blackstad and Kjaerheim, 1961; Peters and Kaiserman-Abramof, 1970; Peters et al., 2008; García-López et al., 2010; Frotscher et al., 2014). Contrary to presynaptic components, which are most commonly axon terminals characterized by synaptic vesicular content that often mingle with mitochondria; the apposing postsynaptic elements in the CNS have features similar to any part of a neuron (Peters et al., 2008). The images in Figure 2 show freshly single DS, which were labeled with TRITC-phalloidin, displaying an abundant cytoskeleton. Isolated DS were of different sizes, and some of them appeared open. Many DS contained PSD (Figure 2C). The enriched DS preparation was assessed without any fixation or further procedures, such that any morphological features may be directly correlated with electrophysiological information. The material amounted to 58 μg protein/ml.
Lipid bilayer reconstitution of isolated dendritic spines
To characterize the electrical properties of DS without interference from soma, dendritic shaft or other DS, we first reconstituted DS in a BLM system (Figure 3A) to characterize single channel currents. This standard technique has been extensively used in the reconstitution of ion channels of various origins, and the basics can be found in classic texts on the subject (see Miller, 1986; Hanke and Schlue, 1993). Briefly, the DS preparation was sonicated with lipids as described in Methods and incorporated in the bilayer membrane (Figure 3B) by painting the preparation with a glass rod. We observed NMDAR single-channel currents in the reconstituted DS, as expected (Figure 3C) in the presence of NMDA (10 mM) and Glycine (100 mM) in the trans chamber. The channels had a single channel conductance of 53.8 ± 5.2 pS (Figure 3D, mean ± SEM, n = 4) and were blocked by 1 mM Zn2+ applied through the cis chamber (Figure 3E, n = 3).
We also observed spontaneous activity in the form of electrical oscillations after reconstitution of DS membranes in the BLM reconstitution system (Figures 4A,B, n = 36), which were further explored with membrane-attached patch clamping both in vitro and in situ. The oscillations observed in the BLM system suggested that DS membranes contain the required active electrical components to support the generation of active electrical signals. The Fourier spectrum revealed ion-channel activity (Figure 4A, Right). Although the amplitude of these changes in membrane conductance was mainly unchanged, their frequency was strongly dependent on the holding potential, with almost complete inhibition at –20 mV (Figure 4C). To further explore the nature of these oscillations, we added Ca2+ (1 mM) to the bathing solution after the spontaneous generation of the oscillations, to mimic maximal Ca2+-channel activation. We observed a dramatic shift in the frequency and “reversal potential” of the spontaneous activity, which almost disappeared at positive, but not negative potentials (Figure 4C). The data suggest the presence of Ca2+-dependent oscillatory behavior, which is intrinsic to DS function. This, we believe is the first demonstration of such behavior, and raises the interesting possibility of being the electrical properties of DS not previously revealed.
Patch clamping of isolated dendritic spines
We further assessed the electrical properties of isolated DS by membrane-attached patch clamping in the presence of NMDA (10 μM) and Glycine (100 μM) applied through the patch pipettes (Figures 5A,B). Voltage oscillations were often observed at diverse frequencies and amplitudes (Figure 5C, n = 12). These electrical oscillations were absent when NMDA was omitted from the pipettes (Figure 5C, “Control”, n = 4), suggesting that NMDAR activation might be required for this phenomenon to occur. This was further supported by the inhibitory effect of Zn2+ applied to the bath (1 mM, an NMDAR blocker), which eliminated the electrical oscillations (Figure 5D, n = 4). The DS electrical oscillations were also Ca2+-dependent, as an increase in intracellular Ca2+ (1–5 mM) activated oscillations in silent DS patches (Figure 5D, n = 7). Conversely, Ca2+ depletion by addition of EGTA (5–10 mM) to the bath eliminated the activated oscillations (Figure 5D, n = 4). Fourier analysis of the oscillations disclosed a peak frequency at 0.3 Hz in the presence, but not the absence of Ca2+ (Figure 5E).
Voltage and current clamp of isolated dendritic spines
Spontaneously sealed isolated DS (Figure 6A) were also patched to obtain “whole cell-like” voltage and current clamp information. The “whole-cell” voltage clamp configuration (Figure 6B) allowed the calculation of the isolated DS conductance (Figure 6C), which was only slightly dependent on the holding potential. Analysis of the tail currents (Figure 6D) after subtraction of the linear components showed voltage dependent conductance contributions consistent with both Na+ and K+ currents. This experimental approach also allowed current clamp manipulations, which elicited action potentials (Figure 6E).
Electrophysiology of individual dendritic spines in situ
These in vitro studies clearly demonstrated the active properties of isolated DS. To further characterize the electrical properties of DS and to evaluate the possible role of connecting dendrites and soma, we patched DS in situ using cultured adult mouse hippocampal neurons maintained in culture medium for up to two weeks (Figure 7A). DS appear in different shapes and forms based on the relative sizes of the spine head and neck (Peters and Kaiserman-Abramof, 1970), including mushroom spines with a large head and a narrow neck, thin spines with a smaller head and a narrow neck, and stubby spines without constriction between the head and the attachment to the shaft. Neurons were labeled for actin, and PSD-95 to visualize DS, and DAPI counterstaining to label the nucleus (Figure 7B). Patch pipette was approach to DS in situ (Figure 7C) and obtained seals and electrical information.
Elongating dendrites were often observed (Figures 8A,B), where stubby DS were observed to protrude from the dendritic shaft (Figure 8A). DS in cultured neurons were further identified by immunostaining, as revealed by high level expression of PSD-95 and the presence of actin networks (Figure 8A). Actin staining was especially prominent on large spines (Figure 8A, bottom panels). We performed the cell-attached patch clamping on DS from hippocampal neurons in situ (Figure 8B, bottom). Consistent with the findings in isolated DS, in the presence of NMDA (10 μM) and glycine (100 μM) in the pipette, and under current clamping conditions, we observed EPSP-resembling intrinsic oscillations on DS (Figure 8C, n = 11). Interestingly, these oscillations showed diverse amplitudes and frequencies, showing at least three fundamental frequencies around 4, 9, and 13 Hz (Figure 8D).
Back-propagation of dendritic spines electrical signal along dendrites
To study how the electrical signals generated by the DS back propagated along dendrites, an important mechanism for signal integration, we performed double-electrode patch clamping recordings (Figure 9A). One electrode was sealed against the DS and voltage clamp was performed. The second electrode was sealed against the dendrite from which the DS sprouted, which was current clamped. NMDA (10 μM) and glycine (100 μM) were usually included in the DS pipettes, to activate NMDAR and electrical oscillations. As a control, in the absence of NMDA, no oscillations were observed on either dendrites or DS (Figure 9B, n = 18). In contrast, we found NMDA-activated electrical oscillations in both DS and dendrites in the presence of NMDA and glycine (Figure 9C, 6 of 26). The oscillations were coupled between DS and dendrites, suggesting the signal on dendrites are propagated from DS. Similar to findings with other techniques, oscillations in both DS and dendrites showed diverse frequencies and waveforms (Figure 9C), including short periodic (Figure 9C, 1), burst of oscillations (Figure 9C, 2), and oscillations of reverse polarity (Figure 9C, 3). The signaling ratio between DS and dendrites was also of wide range and showed quick transitions between large and small amplifications (Figure 9C), with the underlying mechanism yet to be studied. There were usually very short delays (∼20 μs) between the DS-generated waveforms, and those evoked at the dendritic site (Figure 9D).
Cytoskeletal control of dendritic spines channel activity
The actin cytoskeleton plays an essential role in the DS shape and function (Matus et al., 2000; Rao and Craig, 2000). In fact, it is thought that the actin cytoskeleton is instrumental in spinogenesis (Sekino et al., 2007; Zito et al., 2014). To date, however, information concerning a direct regulation by the actin cytoskeleton of DS ion channel activity and electrical function are unavailable. To determine whether the actin cytoskeleton regulates ion channel activity in DS, we explored the effect of the actin filament disrupter cytochalasin D (CD, 10 μg/ml) both in reconstituted DS with the BLM system, and membrane-attached conditions, in isolated DS. Addition of CD to the cis chamber increased instances of trans NMDA (10 μM) channel activation (Figures 10A,B). In the absence of NMDA, addition of actin (20 μM) and ATP (1 mM) to the cis chamber was sufficient to activate channel currents (Figure 10C, Left) with a current-to-voltage dependence. In the absence of NMDA, the addition of α-actinin (250 nM) to the cis (cytosolic) chamber induced time-dependent ion channel activation (Figure 10C, Middle). To further explore whether the actin cytoskeleton regulates DS ion channel activity, the effect of the actin severing protein gelsolin (10 μg/ml) was also assessed. Addition of gelsolin induced time-dependent channel activation (Figure 10C, Right), suggesting that dynamic changes in cytoskeletal organization help modulating DS electrical activity. The effect of gelsolin also confirms our original observations that the actin filament disrupter cytochalasin D modulates DS electrical activity and channel behavior.
To further evaluate the role of the actin cytoskeleton in the electrical activity of DS, we also performed membrane-attached patch clamping of isolated DS. Similar to experiments in the current clamp mode, the voltage-clamped DS showed intrinsic electrical activity (Figure 11) that was largely diminished (Figures 11A,B, n = 3) when we disrupted the actin cytoskeletal network with CD. This dramatic effect of CD confirmed the importance of the cytoskeleton on the intrinsic oscillatory function of DS, as shown by the spectral density in the Fourier analysis (Figures 11C,D).
Discussion
Since the discovery of the dendritic spines by Ramón y Cajal in the late 19th century (see García-López et al., 2007 for a review), knowledge about these neuronal structures has increased enormously. However, because of their small size and dynamic nature direct electrical information from individual DS has been lacking. Thus, many key questions about their function have remained unanswered. The presence of NMDA and AMPA receptors (Yuste et al., 1999; Kovalchuk et al., 2000), and several voltage-, and ligand-gated ion channels, including various Ca2+ channels and glutamate and GABA receptors (Nusser et al., 1998) have been confirmed in DS, although their function and their contribution to the DS conductance have yet to be determined.
To bridge this gap, and particularly because of our interest in obtaining a suitable preparation to study ion channel-cytoskeletal connections, in this study we developed a preparation of isolated DS from the adult mouse hippocampus that was amenable to electrophysiological studies, including patch clamping and BLM reconstitution. The enriched DS preparation contained structures of different sizes and complexity, including small “round” sealed DS, as well as open and larger multi-headed DS. By both approaches we identified a ∼50 pS cation-selective ion channel that was activated by NMDA and Ca2+, and was inhibited by Zn2+. Another seldom observed cation channel had a large single channel conductance of 211 pS (data not shown). We also observed NMDA-induced electrical oscillations that acted concurrently with single ion channel activities and that were both profoundly modulated by changes in the actin cytoskeleton with the F-actin disrupter cytochalasin D and addition of actin-binding proteins. Single channel currents were activated by addition of either external actin, the actin bundling protein α-actinin, or the F-actin cleaving gelsolin in the presence of Ca2+. The data support the idea that the individual DS is a functional interface that engages in dynamic interplay between ligand-activated ion channels and intrinsic actin networks.
Perhaps the most interesting finding with this preparation is the presence of self-sustained electrical oscillations. This is in agreement with the fact that several hippocampal preparations both in vivo and in vitro generate various regimes of electrical oscillations that may invoke the electrical activity of specific ion channel species, including Ca2+ channels. The mammalian hippocampus presents endogenous electrical oscillations, particularly slow waves known as theta-alpha frequencies (Arnolds et al., 1980) that have been linked to mnemonic processes (Miller, 1989), and generates some of the largest EEG signals as theta waves (Buzsáki, 2002) that synchronize in traveling wave patterns (Lubenov and Siapas, 2009). The intrinsic oscillatory properties of hippocampal cells (Llinás, 1988) have been associated with identifiable ionic conductances including GABAA and NMDA receptors (Kramis et al., 1975; Soltesz and Deschénes, 1993), dendritic Ca2+ currents that amplify NMDA receptor-activated somatic oscillations, and include several Ca2+ channel isotypes. It has been suggested that a high density of voltage-gated (or Ca2+-dependent) Na+ and K+ permeable channels would endow DS with the ability to induce action potentials (Perkel and Perkel, 1985). Tsay and Yuste (2004) have postulated that localized changes in DS channel density would make them “hot spots,” to promote electrical conduction. DS-generated action potentials could spread to neighboring DS, triggering a chain of regenerative events enabling sustained signal and implementing logical operations (Shepherd and Brayton, 1987). Our present data on the current clamp-induced action potentials in closed DS, and the intrinsic electrical oscillations with identifiable frequencies agree with this hypothesis. This was also observed in the propagated signals in the DS-dendrite coupling. Our data indicated that NMDA stimulation of a single DS was able to backpropagate several micrometers into the dendrite, and elicit bursts and periodic oscillations, which were only delayed by fewer than 20 μs, regardless of distance from the DS. The Ca2+ signaling events in the DS may also trigger the Ca2+-dependent remodeling of the DS cytoskeleton, in agreement with the effects of gelsolin and α-actinin observed here.
It has long been speculated that memory storage in the brain implicates altering the strength of large assemblies of interconnected neurons (Nadel et al., 1975), where synaptic plasticity may constitute the physical correlates of memory storage (Kandel and Squire, 2000). However, the “intrinsic electrical activity” in neurons (Llinás, 1988) that includes both passive and active membrane characteristics, does not include the neuronal cytoskeleton, which is essential to experience-related plasticity, and changes associated with neural stimulation (Honkura et al., 2008).
Actin cytoskeletal dynamics is essential in DS morphogenesis and regulated plasticity (Matus et al., 2000; Rao and Craig, 2000; Sekino et al., 2007; Zito et al., 2014). Actin-associated morphological changes in DS correlate with LTP in the hippocampal tissue (Yuste and Majewska, 2001). Interestingly, various studies have disclosed relevant non-linear electrical properties of cytoskeletal polymers. Actin filaments behave like “cables” that act as transmission lines with the ability to conduct ion condensation waves (Lin and Cantiello, 1993), and microtubules (MTs) in turn, generate, propagate and amplify electrical oscillations (Priel et al., 2006; Cantero et al., 2016, 2018). Thus, the neuronal cytoskeleton may play a relevant role in the generation and encoding of electrical information at the subcellular level; thus contributing to the modulation of DS ion channel activity, and the formation of such events as synaptic strengthening, LTP, and memory enhancement and consolidation (Nelson et al., 2004). Rat brain MTs displayed self-sustained electrical oscillations (Cantero et al., 2018), and MT bundles also elicited highly synchronized trains of current oscillations that mimicked bursts of action potentials. We further determined that actin polymerization amplified the electrical oscillations of brain MTs as well (Cantero et al., 2020). Actin filaments and MTs interact with each other for intrinsic structural support in the formation of axons to send, and dendritic networks to receive synaptic signals, respectively (Stiess and Bradke, 2011). It is expected therefore, that cytoskeletal polymers may also contribute to the intrinsic electrical properties of DS.
Our present data suggest that DS electrical activity is a complex interplay between membrane-associated channels and the underlying cytoskeleton. Thus, ligand-gated Ca2+ influx might modulate two levels of activity: the first one by interaction with Ca2+ dependent cytoskeletal structures that remodel the actin cytoskeleton, and the second one by targeting feedback responses of DS channel activity. Conversely, cytoskeletal-remodeling feeds back on several DS ion channels, including NMDA receptors and other ligand-gated, as well as voltage-gated channels. The present study demonstrated that DS are active sites of ion channel-cytoskeleton interactions.
In conclusion, we obtained direct electrical single channel and whole-DS conductance data, showing intrinsically non-linear activity in the form of electrical oscillations and action potentials that provides experimental evidence for DS to be highly elaborate electrical compartments that contribute actively to neuronal behavior.
Data availability statement
The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
Ethics statement
This animal study was reviewed and approved by ECOR at the Massachusetts General Hospital.
Author contributions
AP, X-QD, NS, and HC carried out experimental procedures. MdRC and HC conducted the analysis of the experimental data and prepared the figures. AP, X-ZC, and HC designed all the experiments. HC and MdRC wrote the main manuscript text. All authors contributed to the article and approved the submitted version.
Funding
This study was partially funded by grants PICT 2016-3739 and PICT 2018-3337, MINCyT, FONCyT, Argentina.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fnmol.2022.769725/full#supplementary-material
References
- Ackermann M., Matus A. (2003). Activity-induced targeting of profilin and stabilization of dendritic spine morphology. Nat. Neurosci. 6 1194–1200. 10.1038/nn1135 [DOI] [PubMed] [Google Scholar]
- Agassandian C., Plantier M., Fattoum A., Represa A., Der Terrosian E. (2000). Subcellular distribution of calponin and caldesmon in rat hippocampus. Brain Res. 887 444–449. 10.1016/S0006-8993(00)03030-4 [DOI] [PubMed] [Google Scholar]
- Alonso G., Widmer H. (1997). Clustering of KV4.2 potassium channels in postsynaptic membrane of rat supraoptic neurons: An ultrastructural study. Neuroscience 77 617–621. [DOI] [PubMed] [Google Scholar]
- Araya R., Vogels T. P., Yuste R. (2014). Activity-dependent dendritic spine neck changes are correlated with synaptic strength. Proc. Ntal. Acad. Sci.U.S.A. 30 E2895–E2904. 10.1073/pnas.1321869111 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Arnolds D. E., Lopes, da Silva F. H., Aitink J. W., Kamp A., Boeijinga P. (1980). The spectral properties of hippocampal EEG related to behaviour in man. Electroencephalogr. Clin. Neurophysiol. 50 324–328. 10.1016/0013-4694(80)90160-1 [DOI] [PubMed] [Google Scholar]
- Blackstad T. W., Kjaerheim A. (1961). Special axo-dendritic synapses in the hippocampal cortex: Elctron and light microscopic studies on the layer of mossy fibers. J. Comp. Neurol. 117, 133–159. [DOI] [PubMed] [Google Scholar]
- Bonilla-Quintana M., Wörgötter F., Tetzlaff C., Fauth M. (2020). Modeling the shape of synaptic spines by their actin dynamics. Front. Synaptic Neurosci. 12:9. 10.3389/fnsyn.2020.00009 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bourne J. N., Harris K. M. (2008). Balancing structure and function at hippocampal dendritic spines. Annu. Rev. Neurosci. 31 47–67. 10.1146/annurev.neuro.31.060407.125646 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Buzsáki G. (2002). Theta oscillations in the hippocampus. Neuron 33 325–240. 10.1016/S0896-6273(02)00586-X [DOI] [PubMed] [Google Scholar]
- Caldwell J. H., Schaller K. L., Lasher R. S., Peles E., Levinson S. R. (2000). Sodium channel Na(v)1.6 is localized at nodes of Ranvier, dendrites, and synapses. Proc. Natl. Acad. Sci. U.S.A. 97 5616–5620. 10.1073/pnas.090034797 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cantero M. R., Gutierrez B. C., Cantiello H. F. (2020). Actin filaments modulate electrical activity of brain microtubule protein two-dimensional sheets. Cytoskeleton 77 167–177. 10.1002/cm.21596 [DOI] [PubMed] [Google Scholar]
- Cantero M. R., Perez P. L., Smoler M., Villa Etchegoyen C., Cantiello H. F. (2016). Electrical oscillations in two-dimensional microtubular structures. Sci. Rep. 6:27143. 10.1038/srep27143 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cantero M. R., Villa Etchegoyen C., Perez P. L., Scarinci N., Cantiello H. F. (2018). Bundles of brain microtubules generate electrical oscillations. Sci. Rep. 8:11899. 10.1038/s41598-018-30453-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cartailler J., Kwon T., Yuste R., Holcman D. (2018). Deconvolution of voltage sensor time series and electro-diffusion modeling reveal the role of spine geometry in controlling synaptic strength. Neuron 97 1126–1136. 10.1016/j.neuron.2018.01.034 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Drake C. T., Bausch S. B., Milner T. A., Chavkin C. (1997). GIRK1 immunoreactivity is present predominantly in dendrites, dendritic spines, and somata in the CA1 region of the hippocampus. Proc. Natl. Acad. Sci. U.S.A. 94 1007–1012. 10.1073/pnas.94.3.1007 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Engert F., Bonhoeffer T. (1999). Dendritic spine changes associated with hippocampal long-term synaptic plasticity. Nature 399 66–70. 10.1038/19978 [DOI] [PubMed] [Google Scholar]
- Fifkova E., Delay R. J. (1982). Cytoplasmic actin in neuronal processes as a possible mediator of synaptic plasticity. J. Cell Biol. 95 345–350. 10.1083/jcb.95.1.345 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fischer M., Kaech S., Wagner U., Brinkhaus H., Matus A. (2000). Glutamate receptors regulate actin-based plasticity in dendritic spines. Nat. Neurosci. 3 887–894. 10.1038/78791 [DOI] [PubMed] [Google Scholar]
- Frotscher M., Studer D., Graber W., Chai X., Nestel S., Zhao S. (2014). Fine structure of synapses on dendritic spines. Front. Neuroanat. 8:94. 10.3389/fnana.2014.00094 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Furukawa K., Fu W., Li Y., Witke W., Kwiatkowski D. J., Mattson M. P. (1997). The actin-severing protein gelsolin modulates calcium channel and NMDA receptor activities and vulnerability to excitotoxicity in hippocampal neurons. J. Neurosci. 17 8178–8186. 10.1523/JNEUROSCI.17-21-08178.1997 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gamble E., Koch C. (1987). The dynamics of free calcium in dendritic spines in response to repetitive synaptic input. Science 236 1311–1315. 10.1126/science.3495885 [DOI] [PubMed] [Google Scholar]
- García-López P., García-Marín V., Freire M. (2007). The discovery of dendritic spines by Cajal in 1888 and its relevance in the present neuroscience. Prog. Neurobiol. 83 110–130. 10.1016/j.pneurobio.2007.06.002 [DOI] [PubMed] [Google Scholar]
- García-López P., García-Marín V., Freire M. (2010). Dendritic spines and development: Towards a unifying model of spinogenesis-a present day review of cajal’s histological slides and drawings. Neural Plast. 2010:769207. 10.1155/2010/769207 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gray E. G. (1959). Electron microscopy of synaptic contacts on dendritic spines of the cerebral cortex. Nature 183 1592–1594. 10.1038/1831592a0 [DOI] [PubMed] [Google Scholar]
- Halpain S., Hipolito A., Saffer L. (1998). Regulation of F-actin stability in dendritic spines by glutamate receptors and calcineurin. J. Neurosci. 18 9835–9844. 10.1523/JNEUROSCI.18-23-09835.1998 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hanke W., Schlue W.-R. (1993). Biological Techniques: Planar Lipid Bilayers, Methods and Applications. London: Academic Press. [Google Scholar]
- Harris K. M. (1999). Structure, development, and plasticity of dendritic spines. Curr. Opin. Neurobiol. 9 343–348. 10.1016/S0959-4388(99)80050-6 [DOI] [PubMed] [Google Scholar]
- Harris K. M., Kater S. B. (1994). Dendritic spines: Cellular specializations imparting both stability and flexibility to synaptic function. Annu. Rev. Neurosci. 17 341–371. 10.1146/annurev.ne.17.030194.002013 [DOI] [PubMed] [Google Scholar]
- Holthoff K., Tsai D., Yuste R. (2002). Calcium dynamics of spines depend on their dendritic location. Neuron 33 425–437. 10.1016/S0896-6273(02)00576-7 [DOI] [PubMed] [Google Scholar]
- Honkura N., Matsuzaki M., Noguchi J., Ellis-Davies G. C. R., Kasai H. (2008). The subspine organization of actin fibers regulates the structure and plasticity of dendritic spines. Neuron 57 719–729. 10.1016/j.neuron.2008.01.013 [DOI] [PubMed] [Google Scholar]
- Hotulainen P., Hoogenraad C. C. (2010). Actin in dendritic spines: Connecting dynamics to function. J. Cell Biol. 189 619–629. 10.1083/jcb.201003008 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jayant K., Hirtz J. J., Jen-La Plante I., Tsai D. M., De Boer W. D. A. M., Semonche A. (2017). Targeted intracellular voltage recordings from dendritic spines using quantum-dot-coated nanopipettes. Nat. Nanotechnol. 12 335–342. 10.1038/nnano.2016.268 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kandel E. F., Squire L. F. (2000). Neuroscience: Breaking down scientific barriers to the study of brain and mind. Science 290 1113–1120. 10.1126/science.290.5494.1113 [DOI] [PubMed] [Google Scholar]
- Kiebler M. A., López-García J. C., Leopold P. H. (1999). Purification and characterization of rat hippocampal CA3-dendritic spines associated with mossy fiber terminals. FEBS Lett. 445 80–86. 10.1016/S0014-5793(99)00077-0 [DOI] [PubMed] [Google Scholar]
- Kovalchuk Y., Eilers J., Lisman J., Konnerth A. (2000). NMDA receptor-mediated subthreshold Ca2+ signals in spines of hippocampal neurons. J. Neurosci. 20 1791–1799. 10.1523/JNEUROSCI.20-05-01791.2000 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kramis R., Vanderwolf C. H., Bland B. H. (1975). Two types of hippocampal rhythmical slow activity in both the rabbit and the rat: Relations to behavior and effects of atropine, diethyl ether, urethane, and pentobarbital. Exp. Neurol. 49 58–85. 10.1016/0014-4886(75)90195-8 [DOI] [PubMed] [Google Scholar]
- Leuner B., Shors T. J. (2004). New spines, new memories. Mol. Neurobiol. 29 117–130. 10.1385/MN:29:2:117 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin E., Cantiello H. F. (1993). Novel method to study the electrodynamic behavior of actin filaments. The cable properties of actin filaments. Biophys. J. 65 1371–1378. 10.1016/S0006-3495(93)81188-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Llinás R. R. (1988). The intrinsic electrophysiological properties of mammalian neurons: Insights into central nervous system function. Science 242 1654–1664. 10.1126/science.3059497 [DOI] [PubMed] [Google Scholar]
- Lohmann C., Bonhoeffer T. (2008). A role for local calcium signaling in rapid synaptic partner selection by dendritic filopodia. Neuron 59 253–260. 10.1016/j.neuron.2008.05.025 [DOI] [PubMed] [Google Scholar]
- Lubenov E. V., Siapas A. G. (2009). Hippocampal theta oscillations are travelling waves. Nature 459 534–539. 10.1038/nature08010 [DOI] [PubMed] [Google Scholar]
- Lynch G., Larson J., Kelso S., Barrionuevo G., Schottler F. (1983). Intracellular injections of EGTA block induction of hippocampal long-term potentiation. Nature 305 719–721. 10.1038/305719a0 [DOI] [PubMed] [Google Scholar]
- Malenka R. C., Kauer J. A., Zucker R. S., Nicoll R. A. (1988). Postsynaptic calcium is sufficient for potentiation of hippocampal slice transmission. Science 242 81–84. 10.1126/science.2845577 [DOI] [PubMed] [Google Scholar]
- Matsuoka Y., Li X., Bennett V. (1998). Adducin is an in vivo substrate for protein kinase C: Phosphorylation in the MARKS-related domain inhibits activity in promoting spectrin-actin complexes and occurs in many cells, including dendric spines of neurons. J. Cell Biol. 142 485–497. 10.1083/jcb.142.2.485 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Matus A. (2000). Actin-based plasticity in dendritic spines. Science 290 754–758. 10.1126/science.290.5492.754 [DOI] [PubMed] [Google Scholar]
- Matus A., Brinkhaus H., Wagner U. (2000). Actin dynamics in dendritic spines: A form of regulated plasticity at excitatory synapses. Hippocampus 10 555–560. [DOI] [PubMed] [Google Scholar]
- Miller C. (1986). Ion Channel Reconstitution. New York: Plenum Press. 10.1007/978-1-4757-1361-9 [DOI] [Google Scholar]
- Miller R. (1989). Cortico-hippocampal interplay: Self-organizing phase-locked loops for indexing memories. Psychobiology 17 115–128. 10.3758/BF03337827 [DOI] [Google Scholar]
- Mills L. R., Niesen C. E., So A. P., Carlen P. L., Pigelman I., Jones O. T. (1994). N-type Ca2+ channels are located on somata, dendrites, and a subpopulation of dendritic spines on live hippocampal pyramidal neurons. J. Neurosci. 14 6815–6824. 10.1523/JNEUROSCI.14-11-06815.1994 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Muller D., Toni N., Buchs P. A. (2000). Spine changes associated with long-term potentiation. Hippocampus 10 596–604. [DOI] [PubMed] [Google Scholar]
- Nadel L., O’Keefe J., Black A. (1975). Slam on the brakes: A critique of Altman, Brunner, and Bayer’s response-inhibition model of hippocampal function. Behav. Biol. 14 151–162. 10.1016/S0091-6773(75)90148-0 [DOI] [PubMed] [Google Scholar]
- Nelson T. J., Backlund P. S., Jr., Alkon D. L. (2004). Hippocampal protein-protein interactions in spatial memory. Hippocampus 14 46–57. 10.1002/hipo.10152 [DOI] [PubMed] [Google Scholar]
- Nusser Z., Lujan R., Laube G., Roberts J. D., Molnar E., Somogyi P. (1998). Cell type and pathway dependence of synaptic AMPA receptor number and variability in the hippocampus. Neuron 21 545–559. 10.1016/S0896-6273(00)80565-6 [DOI] [PubMed] [Google Scholar]
- Oertner T. G., Matus A. (2005). Calcium regulation of actin dynamics in dendritic spines. Cell Calcium 37 477–482. 10.1016/j.ceca.2005.01.016 [DOI] [PubMed] [Google Scholar]
- Palmer L. M., Stuart G. J. (2009). Membrane potential changes in dendritic spines during action potentials and synaptic input. J. Neurosci. 29 6897–6903. 10.1523/JNEUROSCI.5847-08.2009 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pchitskaya E., Bezprozvanny I. (2020). Dendritic spines shape analysis: Classification or Clusterization? Perspective. Front. Synaptic Neurosci 12:31. 10.3389/fnsyn.2020.00031 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Perkel D. H., Perkel D. J. (1985). Dendritic spines: Role of active membrane in modulating synaptic efficacy. Brain Res. 325 331–335. 10.1016/0006-8993(85)90334-8 [DOI] [PubMed] [Google Scholar]
- Peters A., Kaiserman-Abramof I. R. (1970). The small pyramidal neuron of the rat cerebral cortex. The perikaryon, dendrites and spines. Am. J. Anat. 127 321–355. 10.1002/aja.1001270402 [DOI] [PubMed] [Google Scholar]
- Peters A., Sethares C., Luebke J. I. (2008). Synapses are lost during aging in the primate prefrontal cortex. Neuroscience 152, 970–981. 10.1016/j.neuroscience.2007.07.014 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Popovic M. A., Carnevale N., Rozsa B., Zecevic D. (2015). Electrical behaviour of dendritic spines as revealed by voltage imaging. Nat. Commun. 6:8436. 10.1038/ncomms9436 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Popovic M. A., Gao X., Carnevale N. T., Zecevic D. (2014). Cortical dendritic spine heads are not electrically isolated by the spine neck from membrane potential signals in parent dendrites. Cereb. Cortex 24 385–395. 10.1093/cercor/bhs320 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Priel A., Ramos A. J., Tuszynski J. A., Cantiello H. F. (2006). A biopolymer transistor: Electrical amplification by microtubules. Biophys. J. 90 4639–4643. 10.1529/biophysj.105.078915 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ramón y Cajal S. (1891). Significación fisiológica de las expansiones protoplásmicas y nerviosas de la sustancia gris. Rev. Ciencias Méd. Barc. 22:23. [Google Scholar]
- Rao A., Craig A. M. (2000). Signaling between the actin cytoskeleton and the postsynaptic density of dendritic spines. Hippocampus 10 527–541. [DOI] [PubMed] [Google Scholar]
- Rose C., Konnerth A. (2001). NMDA receptor-mediated Na+ signals in spines and dendrites. J. Neurosci. 21 4207–4214. 10.1523/JNEUROSCI.21-12-04207.2001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sekino Y., Kojima N., Shirao T. (2007). Role of actin cytoskeleton in dendritic spine morphogenesis. Neurochem. Internat. 51 92–104. 10.1016/j.neuint.2007.04.029 [DOI] [PubMed] [Google Scholar]
- Shepherd G. M., Brayton R. K. (1987). Logic operations and properties of computer-simulated interactions between excitable-dendritic spines. Neuroscience 21 151–165. 10.1016/0306-4522(87)90329-0 [DOI] [PubMed] [Google Scholar]
- Shepherd G. M., Brayton R. K., Miller J. P., Segev I., Rinzel J., Rall W. (1985). Signal enhancement in distal cortical dendrites by means of interactions between active dendritic spines. Proc. Natl. Acad. Sci. U.S.A. 82 2192–2195. 10.1073/pnas.82.7.2192 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shim K. S., Lubec G. (2002). Drebrin, a dendritic spine protein, is manifold decreased in brains of patients with Alzheimer’s disease and Down syndrome. Neurosci. Lett. 324 209–212. 10.1016/S0304-3940(02)00210-0 [DOI] [PubMed] [Google Scholar]
- Skoff R. P., Hamburger V. (1974). Fine structure of dendritic and axonal growth cones in embryonic chick spinal cord. J. Comp. Neurol. 153 107–147. 10.1002/cne.901530202 [DOI] [PubMed] [Google Scholar]
- Soltesz I., Deschénes M. (1993). Low- and high-frequency membrane potential oscillations during theta activity in CA1 and CA3 pyramidal neurons of the rat hippocampus under ketamine-xylazine anesthesia. J. Neurophysiol. 70 97–116. 10.1152/jn.1993.70.1.97 [DOI] [PubMed] [Google Scholar]
- Sorra K. E., Fiala J. C., Harris K. M. (1998). Critical assessment of the involvement of perforations, spinules, and spine branching in hippocampal synapse formation. J. Comp. Neurol. 398 225–240. [DOI] [PubMed] [Google Scholar]
- Star E. N., Kwiatkowski D. J., Murthy V. N. (2002). Rapid turnover of actin in dendritic spines and its regulation by activity. Nat. Neurosci. 5 239–246. 10.1038/nn811 [DOI] [PubMed] [Google Scholar]
- Stiess M., Bradke F. (2011). Neuronal polarization: The cytoskeleton leads the way. Dev. Neurobiol. 71 430–444. 10.1002/dneu.20849 [DOI] [PubMed] [Google Scholar]
- Terrian V. M., Johnston D., Clairborne B. J., Ansh-Yiadom R., Strittmatter W. J., Rea M. A. (1988). Glutamate and dynorphin release from a subcellular fraction enriched in hippocampal mossy fiber synaptosomes. Brain Res. Bull. 21 343–351. 10.1016/0361-9230(88)90146-3 [DOI] [PubMed] [Google Scholar]
- Tønnesen J., Nägerl U. V. (2016). Dendritic spines as tunable regulators of synaptic signals. Front. Psychiatry 7:101. 10.3389/fpsyt.2016.00101 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Toth A., Boczan J., Kedei N., Lizanecz E., Bagi Z., Papp Z., et al. (2005). Expression and distribution of vanilloid receptor 1 (TRPV1) in the adult rat brain. Brain Res. Mol. Brain Res. 135 162–168. 10.1016/j.molbrainres.2004.12.003 [DOI] [PubMed] [Google Scholar]
- Tsay D., Yuste R. (2004). On the electrical function of dendritic spines. Trends Neurosci. 27 77–83. 10.1016/j.tins.2003.11.008 [DOI] [PubMed] [Google Scholar]
- von Bohlen Und Halbach O. (2009). Structure and function of dendritic spines within the hippocampus. Ann. Anat. 191 518–531. 10.1016/j.aanat.2009.08.006 [DOI] [PubMed] [Google Scholar]
- Wyszynski M., Lin J., Rao A., Nigh E., Beggs A. H., Craig A. M., et al. (1997). Competitive binding of α-actinin and calmodulin to the NMDA receptor. Nature 385 439–442. 10.1038/385439a0 [DOI] [PubMed] [Google Scholar]
- Yuste R., Majewska A. (2001). On the function of dendritic spines. Neuroscientist 7 387–395. 10.1177/107385840100700508 [DOI] [PubMed] [Google Scholar]
- Yuste R., Majewska A., Cash S. S., Denk W. (1999). Mechanisms of calcium influx into spines: Heterogeneity among spines, coincidence detection by NMDA receptors and optical quantal analysis. J. Neurosci. 19 1976–1987. 10.1523/JNEUROSCI.19-06-01976.1999 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zha X. M., Wemmie J. A., Green S. H., Welsh M. J. (2006). Acid-sensing ion channel 1a is a postsynaptic proton receptor that affects the density of dendritic spines. Proc. Natl. Acad. Sci. U.S.A. 103 16556–16561. 10.1073/pnas.0608018103 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zito K., Knott G., Shepherd G. M. G., Shenolikar S., Svoboda K. (2014). Induction of spine growth and synapse formation by regulation of the spine actin cytoskeleton. Neuron 44 321–334. 10.1016/j.neuron.2004.09.022 [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.