Calcium activity along radial glial cell fibers influences neurogenesis during early cortical column development.
Keywords: Calcium, radial glial cells, GCaMP, neuron, migration
Abstract
Cortical columns are basic cellular and functional units of the cerebral cortex that are malformed in many brain disorders, but how they initially develop is not well understood. Using an optogenetic sensor in the mouse embryonic forebrain, we demonstrate that Ca2+ fluxes propagate bidirectionally within the elongated fibers of radial glial cells (RGCs), providing a novel communication mechanism linking the proliferative and postmitotic zones before the onset of synaptogenesis. Our results indicate that Ca2+ activity along RGC fibers provides feedback information along the radial migratory pathway, influencing neurogenesis and migration during early column development. Furthermore, we find that this columnar Ca2+ propagation is induced by Notch and fibroblast growth factor activities classically implicated in cortical expansion and patterning. Thus, cortical morphogens and growth factors may influence cortical column assembly in part by regulating long-distance Ca2+ communication along the radial axis of cortical development.
INTRODUCTION
The cerebral cortex is an array of interacting, cytoarchitecturally diverse radial columns (1). The instructions that build these columns during embryonic development are rooted in the proliferative zones and then translated into columnar pattern via precise radial migration, establishing order and exquisite connectivity between participating neurons (2–8). Although the concept that radial migration leads neurons from their place of origin to proper columnar, laminar, and areal locations in the developing cortex is over four decades old (2, 8), little is known about the communication mechanisms coordinating neuronal migration within developing cortical columns before the establishment of synapses. In particular, the source of radial information along the migratory pathway of excitatory neurons remains unknown.
Positional information in the tangential dimension can take the form of protein gradients (morphogens) and may also use cell-cell adhesion molecules, or it may be encoded by patterns of neural activity. For example, the pattern of functional areas in the mature cortex is set up by the area protomap, which is governed by diffusible morphogens such as fibroblast growth factors (FGFs) (2, 9, 10). Subsequently, patterns of spiking cortical activity originating from peripheral sensory organs play a key role in synaptic development of sensory cortical maps (11, 12).
A key step in the radial development of the cortex is the exit of newborn neurons from the proliferative ventricular zone (VZ), which begins with apical end-foot retraction and the initiation of radial neuronal migration (13, 14). Consequently, migrating neurons become isolated from factors present in the stem cell niche and become exposed to other signals, although they have not yet formed synaptic connections. Thus, one may hypothesize the existence of nonsynaptic communication in the radial dimension, which may (i) be used by migrating neurons to establish proper laminar order, (ii) provide a feedback mechanism between the proliferative and postmitotic zones, influencing proliferation and neurogenesis, and (iii) be regulated by morphogens and growth factors during development. One possible conduit for radial communication is the elongated fiber of radial glial cells (RGCs), but no mechanism for information transfer influencing column formation has been described. Here, we found that patterned Ca2+ activity can fill this role.
RESULTS
Radial calcium activity in developing cortical columns
Calcium flux directly regulates key cellular behaviors, including proliferation, interkinetic nuclear migration, and neurite extension in many model systems, including the developing cerebral cortex, and also regulates the expression of certain Ca2+-responsive genes (15–19); for review, see the study by Webb and Miller (20) and by Berridge (21). Specific frequencies of Ca2+ transients induce cellular events that mediate specific aspects of these processes (22). Moreover, specific cellular compartments generate unique Ca2+ transient activities that, for example, regulate the rate of growth cone extension in developing Xenopus spinal axons (23).
Calcium transient activity is exhibited by early neural progenitor cells and is thought to regulate proliferation (17–19), but its role in cortical column development has not been investigated. RGCs are morphologically very specialized, and we hypothesized that their elongated fibers, extending to the apical and pial surfaces, are likely to require soma-independent regulation of local Ca2+ flux, similar to axons and dendrites (24–27). The analysis of Ca2+ activity in fine cellular structures such as thin RGC fibers requires a cell type–specific, high-resolution method other than the traditional, nonspecific, bath-applied Ca2+ dyes used in cortical slice cultures. Here, we labeled RGCs with an optogenetic sensor—GCaMP5G (28)—using in utero electroporation (IUE) between E10.5 and E14.5 and recorded the Ca2+ dynamics of RGC fibers via confocal and two-photon videomicroscopy, using ex vivo and slice preparations. Only RGCs are labeled by IUE (29), and we limited survival time to 16 to 18 hours to minimize differentiation, ensuring that, essentially, all labeled cells are RGCs. This permits specific labeling and clear identification of RGC fibers, as well as high sensitivity detection of their Ca2+ transient activity.
Cortical neurogenesis begins around E11.0 in the mouse, but newborn neurons are not organized into columns until later in development when RGC fibers act as migration guides (4). At E15.5, when the RGC scaffold is fully developed, we found that the elongated fibers of RGCs showed prominent Ca2+ transients traveling long distances in developing cortical columns (Fig. 1, A to C, E, G, and I, and video S1). Calcium transients were abundant in both RGC cell bodies and fibers throughout the period of cortical neurogenesis, between E11.0 and E18.5. Radial fiber Ca2+ transients were often single events, but some exhibited rapid bursting behavior (Fig. 1, F, H, and J, and video S2), demonstrating that RGC fibers can modulate the frequency of propagative information like cell somata in other contexts (30).
Many of these Ca2+ transients occurred independent of cell body activity and were either propagative (>10-μm fiber segments active) or nonpropagative. Nonpropagative Ca2+ transients (NPCTs) were generally displayed by small puncta along the length of the RGC fiber, which usually correspond with varicosities or lamellate expansions (Fig. 1 and video S2). Propagative Ca2+ transients (PCTs) originated from any point along RGC fibers, including apical and basal end feet, and were often bidirectional, proceeding anterogradely and retrogradely from the point of origin with an average velocity of 10.6 ± 1.4 μm/s (n = 13). Some PCTs were unidirectional. The mean propagated distance for PCTs was 59.8 ± 4.1 μm (n = 56 events from three embryos), but some PCTs were observed to span the distance from the ventricular surface to the MZ (Fig. 1C and video S1). The majority of RGC fiber Ca2+ transients were propagative (88.62 ± 3.18% PCTs versus 11.38 ± 3.18% NPCTs, P < 0.0001, n = 295 events from three embryos). Propagative RGC fiber transients initiated in the intermediate zone (IZ), cortical plate (CP), or MZ were categorized as 18.7% anterograde, 37.4% retrograde, and 44.0% bidirectional. A majority of total Ca2+ transients in the IZ, CP, or MZ (83.8%) were either retrograde, bidirectional, or nonpropagative and were therefore considered to be initiated independent of the RGC soma. Ca2+ transients originated in the cell body and propagated long distances anterogradely through both apical and basal fibers, with some reaching the pial surface (fig. S1 and videos S3 and S4). Other transients originated in the RGC fiber and propagated retrogradely to activate the RGC cell body (video S5). Pial end feet displayed the highest level of Ca2+ activity within basal RGC fibers and were capable of initiating retrograde PCTs (Fig. 2 and video S6), but apical end feet showed the highest frequency of Ca2+ transients within RGCs, and the VZ was the most active overall zone in the cortical wall (n = 1497 Ca2+ events from N = 4 E15.5 slices; fig. S2). Unexpectedly, we also detected an inverse relationship between Ca2+ event frequency and amplitude along radial fibers; amplitude increases toward the pial surface, whereas frequency decreases (fig. S2).
Although only a small fraction of RGCs were labeled by GCaMP5 electroporation, we found coherent activity in localized clusters of up to seven RGC fibers, spanning cortical regions up to approximately 50 to 100 μm wide (Fig. 3, A to H, and video S7). The clusters of RGC fibers showed significant correlation in their activity patterns (P < 0.01) (Fig. 3C). This could represent shared Ca2+ activation mechanisms within a single cortical column or multiple columns firing in synchrony. Plotting orientation direction lines from correlated ROI pairs on polar coordinates confirmed that correlations were predominantly radial, reflecting radial propagation of Ca2+ transients along radial fibers (Fig. 3E). We also observed correlated Ca2+ activity among adjacent RGC pial end feet (Fig. 2 and video S8). Repeated RGC fiber-fiber correlated events were observed throughout the thickness of the cortical wall, including the CP and IZ (video S9). Adjacent cells, such as postmitotic neurons and other RGC fibers (not visible), do not contain GCaMP5 but are expected to participate in such events and may trigger the visible coherent activity in GCaMP5-labeled RGC fiber clusters. Together, these data strongly suggest shared activational mechanisms involving diffusible ligand-receptor systems or direct RGC fiber-fiber communication, possibly by gap junctions (15, 31, 32).
To investigate the origin of Ca2+ ions during propagative transients in RGC fibers, we exposed slices to Ca2+-free artificial cerebrospinal fluid (ACSF) alone or in combination with 2-aminoethoxydiphenyl borate (2-APB), which inhibits inositol 1,4,5-trisphosphate (IP3) receptor (IP3R)–mediated Ca2+ release from endoplasmic reticulum. RGC fibers exhibited a similar response to RGC cell bodies, including a marked reduction of Ca2+ transient amplitude and frequency due to 100 μΜ 2-APB (n = 1588 events from N = 4 control slices; n = 3170 events from N = 4 Ca2+-free slices; n = 786 events from N = 2 Ca2+-free + 2-APB slices) (Fig. 3, I to K). The duration of events was not significantly altered in either case. Both RGC cell bodies and fibers showed increased event amplitude and frequency during exposure to Ca2+-free ACSF, indicating a partial dependence on extracellular Ca2+ concentration.
Ca2+ activity bursts during differentiation and radial neuronal migration
During the earliest stages of neurogenesis, RGCs may first undergo mitosis at the ventricular surface, or they may retract their apical process and then differentiate directly (4, 33). The newly differentiating cell exits the VZ and may proceed directly to the CP as a newborn neuron, or it may enter a multipolar stage of further cell division in the SVZ (3, 34). Previous studies demonstrated that early migrating granule neurons in the cerebellum depend on Ca2+ activity to regulate their migratory speed (35). To determine whether Ca2+ activity plays a role in specific events during neurogenesis and neuronal migration in the developing cortex, we examined long (1 to 3 hours) Ca2+ movies for neuroblasts exiting the VZ. We found that newly differentiating neuroblasts enter a phase of high-frequency Ca2+ activity immediately upon RGC end-foot retraction, as they begin to exit the VZ (Fig. 4, A to E, and video S10). Ca2+ activity was also exhibited by retracting apical end feet independent of RGC soma activity. Differentiating cells at this stage show the highest frequency of Ca2+ transients of any cell type in the developing cortex, taking on a classic migratory pear shape and rapidly exiting the VZ, sometimes in small localized groups, following their leading process radially toward the pial surface (Fig. 4C). To determine the role of IP3R-dependent calcium activity on neuronal migration, we exposed slices to 2-APB and examined cell motile behaviors in relation to Ca2+ bursting. We observed 21 Ca2+ burst events from n = 1496 VZ ROIs in N = 12 control movies totaling 229 min and 0 Ca2+ burst events from 1022 VZ ROIs in N = 5 2-APB movies totaling 130 min. Most VZ ROIs corresponded to RGC cell bodies (88.64 ± 8.0%, n = 1469 ROIs from N = 12 slices), whereas the remainder corresponded to apical end feet or RGC fiber ROIs. Overall, there were 1.41 ± 0.174 Ca2+ burst events per RGC cell body per day in control movies versus 0 ± 0 during 2-APB exposure (P < 0.0001). In addition, we observed reduced RGC radial polarity and markedly decreased general motility and filopodial exploration during 2-APB exposure (video S11). Together, these data support the hypothesis that Ca2+ bursting may be needed for neuronal VZ exit/induction of radial migration.
We next found that bursts of Ca2+ transients accompanied and preceded nuclear translocation movements (Fig. 4, D and E, and video S12). As shown here, nondifferentiating RGCs exhibited both anterograde and retrograde nuclear translocation but no Ca2+ bursting. Upon exit from the VZ, many differentiating neuroblasts exhibited multipolar morphology in the SVZ; these cells showed reduced amplitude and duration of Ca2+ events, but SVZ and VZ event frequencies were similar (Fig. 4, F to K).
Unexpectedly, we observed repeated en passant transit of Ca2+ events in RGC fibers apparently inducing Ca2+ responses in adjacent migrating neurons (Fig. 4, L to N, and videos S13 and S14), indicating that RGC fibers can promote Ca2+ activity in differentiating neurons at a considerable distance from the RGC soma. At late stages of migration, Ca2+ transients in migrating neurons were generally less frequent and show lower amplitude (fig. S3). Together, these data indicate that Ca2+ activity may play specific regulatory or permissive roles in RGC fibers and migrating neurons during each stage of migration.
Whether Ca2+ transient activity occurs in the early cortical primordium of a live mouse embryo has not yet been established. Using IUE of plasmids encoding GCaMP5G and a membrane-targeted BFP at E10.25 followed by 14 hours of survival in utero, we labeled cortical progenitor cells and imaged their Ca2+ dynamics ex vivo at E11.0. We observed prominent Ca2+ dynamics in the cell bodies and early radial fibers of 405 neuroepithelial cells and early RGCs (fig. S4 and video S15). Although labeled cells were generally separated by several cell diameters, one adjacent pair of RGC precursors exhibited coactive patterns of Ca2+ transients. This is the first direct observation of Ca2+ transient activity in RGCs within live mouse embryos during cortical development and indicates that Ca2+ dynamics feature prominently even at the earliest stages of cortical neurogenesis.
Radial Ca2+ propagation induced by FGF and Notch
Embryonic signaling proteins such as FGFs and Notch are well known to control proliferation and differentiation of neural stem cells (14, 36). FGF signaling, in particular, has been demonstrated to increase RGC proliferation and cause primary gyrification of the mouse cortex (37, 38). However, Ca2+ activity has also previously been shown to increase proliferation rate (17, 19). Therefore, we investigated whether Ca2+ dynamics might be directly regulated by these morphogenetic factors during cortical column formation.
We found that bath application of FGF2 protein (1 ng/μl) substantially increased the amplitude, duration, and frequency of Ca2+ events in RGC cell bodies within 30 s of exposure (n = 3584 total Ca2+ events from N = 4 slices; n = 2284 VZ Ca2+ events; Fig. 5, A to C, E to G, I to K, M, N, and P, and videos S16 and S17). Note that cortical gyrification was achieved in the mouse cortex with an FGF2 dosage 100-fold higher (38). The percentage of ROIs active in a 10-min recording increased from 28.6 ± 2.65% to 42.2 ± 4.08% (N = 4 slices, P < 0.05). Remarkably, the increased Ca2+ activity was first evident in RGC apical end feet positioned at the ventricular surface, and the activity progressed toward the pial surface through RGC fibers. RGC cell bodies showed peak Ca2+ activation within 5 min of FGF2 exposure. Between 16 and 26 min after FGF2 exposure, RGC cell bodies showed reduced duration and frequency consistent with a refractory period, whereas RGC fibers maintained a higher frequency of Ca2+ events (Fig. 5, D, H, I, L, O, and P). In summary, FGF2 increased the total number of events (Fig. 5, Q, S, and T) and Ca2+ propagation distance in RGC fibers from 59.8 ± 3.51 μm to 76.2 ± 3.31 μm (n = 56 control events, n = 113 FGF2 events from four slices, P < 0.05, Fig. 5R and videos S18 and S19).
Conversely, after 1 hour of exposure to PD173074, a relatively specific FGF receptor (FGFR) blocker (39), the amplitude of calcium signals was decreased in RGC cell bodies from 0.3155 ± 0.0112 ΔF/F to 0.2227 ± 0.00745 ΔF/F (P < 0.0001, n = 929 control events and n = 1033 PD173074 events, N = 3 slices, fig. S5). Amplitude was similarly decreased in RGC cell bodies, although the duration and frequency of Ca2+ events was only modestly affected, if at all, in RGC cell bodies and fibers. Together, these data indicate that FGFR activity partly regulates Ca2+ transient event properties in cortical slices isolated from their primary source of FGF ligands—the rostral telencephalic midline, which is a major source of FGFs including FGF8, FGF17, and FGF18 (40). Degradation of Ca2+ activity via PD173074 likely reflects either (i) reduction of intrinsic signaling activity of FGFRs in the absence of FGF ligand, (ii) reduction of FGFR activity due to endogenous FGF2 expression previously reported in the VZ (41), or both.
Notch activity is also a major determinant of proliferation and differentiation of stem cells in many model systems, including the developing cortex (36), and is activated in cortical RGCs by FGF signaling (37, 38). Studies have indicated that extracellular Ca2+ influences the activation of the downstream Notch targets Hes1 and Hey1 (42). To test the hypothesis that Notch activity reduces the Ca2+ bursting activity in RGCs, leading to neurogenesis, we coelectroporated a plasmid encoding the active NICD along with BFP and GCaMP5G. The NICD plasmid activates downstream Notch targets including Hes1 in RGCs and promotes their proliferation (37). NICD electroporation effectively abolished Ca2+ bursting activity in the VZ (Fig. 5, U and V; n = 27 control burst migrations, all of which were pear-shaped putative newborn neurons, versus only a single instance observed with NICD electroporation). NICD electroporation increased the overall amplitude and frequency of VZ Ca2+ transients (n = 4837 Ca2+ events from four control slices; n = 6325 Ca2+ events from four NICD slices; Fig. 5, W to Y, and video S20). This indicates that regulation of Ca2+ activity is an integral component of Notch function in regulating initial stages of cortical neurogenesis and migration.
DISCUSSION
Radial communication of an unknown kind has been hypothesized for decades to influence the development of cortical columns (4, 6). Indeed, the eventual deposition of excitatory cortical neurons into the correct layers requires instructive cues and positional information in the radial dimension. Here, we found a novel mode of intercellular, propagative Ca2+ activity that allows an exchange of information along the migratory pathway of developing neurons and appears to play a role in regulating cortical column development.
The core of this mechanism is long-range, bidirectional radial Ca2+ activity propagation via the RGC fiber. We found that Ca2+ transient events were initiated in RGC fibers and represent an independent source of calcium activity that propagates to and activates RGC cell bodies. Thus, RGC fibers initiate and partly regulate the level of Ca2+ activity in cortical progenitor somata. We further found that migrating neurons maintain direct communication with RGC progenitors during the early stages of their radial migration along RGC fibers. Bursts of Ca2+ activity in migrating neurons, some of which is imparted by RGC fiber Ca2+ activity, appeared to induce saltatory migratory movements, in essence providing a motivational force to exit the proliferative zones and, in principle, reach appropriate cortical layers on schedule. Our data are consistent with the hypothesis that Ca2+ bursting in differentiating RGCs is necessary for neurogenesis and/or neuronal VZ exit because Notch hyperactivation suppressed both Ca2+ bursting and neurogenesis, whereas inhibition of IP3R-mediated Ca2+ release via 2-APB exposure produced an apparent phenocopy. Thus, Notch-dependent regulation of cortical cell fate likely involves a downstream Ca2+ modulatory mechanism.
Therefore, we suggest that radially propagative activity in RGC fibers allows progenitors in the VZ, SVZ, and oSVZ (outer SVZ) to communicate and coordinate proliferation and neurogenesis, whereas the independent Ca2+ activity generated in RGC fibers within the CP amounts to a feedback mechanism, permitting the developing CP to influence progenitor activities. Such feedback increases the baseline Ca2+ “tone” of progenitor cells.
Our data indicate that elevated Ca2+ activity may be important for progenitor proliferation, neurogenesis, and neuronal exit from the VZ and illustrate how a single type of cellular dynamic process can be needed at specific stages for the proper regulation of multiple developmental mechanisms. The frequency/amplitude gradient of Ca2+ activity within RGC fibers indicates that migrating cortical neurons are provided with positional information on their radial location within cortical columns, which we suggest may help neurons settle in the correct layer. Our observation of clusters of RGC fibers with synchronous activity strongly indicates that cortical columns do not necessarily arise through the influence of individual RGC fibers but can also involve small groups acting together. In this “honeycomb” model of column development, RGCs cooperate in column development as members of a local group defined by a shared activation mechanism. We speculate that coherent activity in clusters of RGCs may locally synchronize the neurogenesis and exit of newborn cortical neurons from the VZ. In principle, synchronized Ca2+ activity during neurogenesis could provide a basis for regulating the cytoarchitecture of individual columns.
The tight correlation of neurogenesis with Ca2+ bursting shows that high-frequency Ca2+ activity is an integral component of apical end-foot retraction and initial neuronal differentiation during protocolumn formation. In the VZ, excess Notch signaling—well known to prevent neuronal differentiation (43)—increased general Ca2+ activity in the RGC pool but effectively abolished the Ca2+ bursting associated with newborn neurons, suggesting that a frequency threshold must be reached to induce neuronal exit of the stem cell niche. Inhibition of IP3R-mediated release by 2-APB also abolished calcium bursting and associated VZ exit. Thus, we demonstrate Ca2+ dependence of a key neuronal commitment stage—the physical exit from the stem cell niche—which isolates the neuroblast from stem cell factors in the VZ and embryonic cerebrospinal fluid that are important for cortical stem cell activities (44).
Classic morphogens such as FGF8 regulate the tangential patterning of the protomap and hence the size and distribution of cortical areas (9, 10). However, our results add a new dimension to their function in that FGF and Notch activities appear to have roles in cortical column development through their regulation of RGC Ca2+ signaling and downstream Ca2+-dependent processes within the radial scaffold. Conceptually, the areal patterning mechanisms via FGF activity are therefore coupled to cortical column development through radial Ca2+ signaling, providing insight into how the cytoarchitecture of different functional areas can be achieved.
Thicker cortices (for example, primate) would be expected to be more dependent on such radial communication mechanisms because the distances neurons must migrate are substantially longer. In this respect, genetic or environmental disruptions in the interaction of morphogenetic factors and Ca2+ activity and consequent effects on RGCs and newborn neurons could create additional opportunities for malformations in primate cortical columns. It may be difficult to predict which environmental factors or maternal medications could alter these Ca2+ signals because factors that modulate FGF or Notch activity, for example, and not just agents that interfere with Ca2+ channels, can change Ca2+ activity patterns. In conclusion, our study indicates that the establishment of the complex columnar and laminar organization of the cerebral cortex involves radial, Ca2+-dependent communication that is regulated by morphogenetic signaling systems, including FGF and Notch, well before the onset of synaptogenesis.
MATERIALS AND METHODS
Animals and IUE
Animal procedures were performed in accordance with the policies of the Yale Institutional Care and Use Committee. A total of 86 timed-pregnant CD-1 mice were purchased from Charles River Laboratories and housed at the Yale Sterling Hall of Medicine animal facility. Pregnant dams were anesthetized by ketamine/xylazine intraperitoneal injection, and IUE was performed as described previously (37). A total of 267 embryos were coelectroporated with pCAG-GCaMP5 (Addgene) and pCAG-BFP together, or in combination of pUb-NICD (J. J. Breunig), at embryonic stages ranging from E10.5 to E16.5 and allowed to develop in utero for varying lengths of time until calcium imaging of embryos extracted from the mother in ice-cold, oxygenated ACSF (125 mM NaCl, 5 mM KCl, 1.25 mM NaH2PO4, 1.25 mM MgCl2, 2 mM CaCl2, 25 mM NaHCO3, and 10 mM dextrose) bubbled with 95% O2 and 5% CO2.
Immunohistochemistry and tissue processing
Embryonic brains were immersion-fixed in 4% paraformaldehyde overnight. Thin (25-μm) sections were prepared using a cryostat (Leica Microsystems). Immunohistochemistry was performed as described previously (37); antibody species and concentrations were Pax6 (Abcam, rabbit, 1:1000) and Tbr2 (Abcam, chicken, 1:500).
Ex vivo imaging
The cortical wall was electroporated at E10.5, and embryos were allowed to survive in utero for 12 hours. The embryos were removed from the mother and immediately dissected in ice-cold, oxygenated ACSF. Intact, living embryos (identified by the presence of a heartbeat) were then submerged in a glass-bottom petri dish (MatTek) mounted on a heated stage with a heated ACSF delivery and aspiration system (Warner Instruments) mounted on an inverted Zeiss 510 Meta confocal microscope with a titanium-sapphire two-photon laser (Coherent). The embryos were kept at 37°C during the imaging session. BFP Z-stacks were acquired at 780-nm excitation using the two-photon laser, whereas GCaMP5 movies were acquired under 488-nm argon laser excitation at 1024 × 1024 resolution. An LP505 emission filter was used to collect the maximum emitted light. At E11.0, the cortical wall and overlying ectoderm and mesenchyme are thin enough (about 200 μm) to allow single-cell resolution in calcium movies. Two-photon Z-stacks of BFP-labeled neuroepithelial cells showed the detailed cellular morphology of analyzed cells.
Live slice imaging
Electroporated embryos were harvested and euthanized by decapitation, and the brains were quickly dissected and placed into ice-cold, oxygenated ACSF. The brains were embedded in 3.2% select agar (Sigma) in phosphate-buffered saline, and 250-μm slices were quickly made on a Leica VT1000S vibrating microtome and then placed in oxygenated ACSF to recover at room temperature for 20 min. The slices were then kept up to 24 hours in ice-cold, oxygenated ACSF until imaging. The imaging depth was a minimum of 20 μm to avoid damaged cells near the slice surface. FGF2 protein (Invitrogen), 2-APB (Sigma), and PD173074 (Abcam) were dissolved in oxygenated ACSF immediately before bath application and imaging. Movies were acquired at scan rates ranging from 1 to 0.25 Hz with 1024 × 1024 or 2048 × 2048 resolution, and the slices were imaged for up to 4 hours, after which they began to degrade.
Calcium signal detection
Image processing and calcium signal detection were performed using ImageJ [National Institutes of Health (NIH)], and custom software routines were written in MATLAB (MathWorks) (11). A motion correction algorithm implemented with the StackReg plugin was first applied to the movie to correct for small X-Y displacements within the focal plane. The cell contours corresponding to cell bodies, fibers, end feet, or other cellular regions were semiautomatically identified in the average image, F0, and an ROI mask created around each cellular element. ROIs were binned by user-defined anatomical regions corresponding to the VZ, SVZ/IZ, CP, and MZ. Calcium signals for each ROI were defined as deviations from the average fluorescence intensity inside each ROI in each frame, Ft, measured as a function of time (ΔF/F = (Ft − F0)/F0). Calcium events were extracted using automatic detection routines confirming events as local maxima (>2 SDs of the derivative of the signal). The movie segments containing drift out of the field of focus were excluded from calcium event detection. Calcium event onsets were set as the first frame in the rising phase of the signal. Event offsets were set as the half-amplitude decay time for each calcium transient. Calcium bursting was defined by either a continuous or discontinuous calcium transient frequency of ≥5 calcium events with greater than 20% ΔF/F in a 4-min epoch. In a slice subset analysis (N = 8 slices), a total of 3528 VZ events from 1609 ROIs and a total of 2489 events from 4868 fiber ROIs were analyzed. On a per-slice basis, an average of 201.1 ± 14.3 ROIs exhibiting 441.0 ± 61.8 calcium events in the VZ (RGC cell bodies) and 608.5 ± 44.3 ROIs exhibiting 311.1 ± 47.6 calcium events collectively in the SVZ/IZ, CP, and MZ (RGC fiber events) were analyzed in each 26-min movie using custom scripts in MATLAB. Event/ROI ratios were 2.19 ± 0.274 for VZ ROIs and 0.526 ± 0.08 for fiber ROIs. Assuming a 1:1 ratio for RGC fibers and cell bodies, the normalized ratio of events per fiber was approximately 1.59 ± 0.242 events per RGC fiber per 26-min movie. Because MATLAB relies on static ROIs for its analysis, the ΔF/F traces of migrating neurons were constructed by manually shifting the position of an ROI over a neuron as it migrates.
Data analysis
Data sets were analyzed using custom routines written in MATLAB (MathWorks) and in R (The R Project for Statistical Computing, www.r-project.org). Calcium event properties (amplitude, duration, and frequency) were extracted using the event onset and offset times in the data time series for each ROI of each recording and used for population-level analysis. Active ROIs were ROIs exhibiting at least one calcium event during a recording period. Peak coactive network activity was quantified as the maximum percentage of cells exhibiting a calcium event at one time during a recording period. Brightness plots were constructed using ImageJ to extract average brightness intensities of user-defined ovoid ROIs. To quantify temporal correlations between pairs of ROIs within a recording, a correlation measure was computed from the inner product of the event onset vectors (with each calcium event having a window of ±1 frame of the detected event onset) for each pair of ROIs in a recording. Monte Carlo simulations of the event onset vectors were then performed, where the significance of the observed correlation measure was determined through comparison with distributions calculated from 1000 randomized data sets using a threshold significance level of P < 0.01. Distribution means were compared using two-sample Student’s t tests or using analysis of variance (ANOVA) followed by pairwise t tests with Holm correction when analyzing the effects of multiple grouping factors (P < 0.05 set as significance). Values are reported as means with the SEM or medians with the median absolute deviation.
Supplementary Material
Acknowledgments
We dedicate this paper to the memory of Vernon Mountcastle (1918–2015) who discovered the existence of cortical columns and recognized their significance as the working units of the mind. We are grateful to A. Ayoub for help with the confocal slice culture setup and two-photon imaging, as well as helpful discussions. We thank H. Komuro, J. Arellano, and A. Duque for helpful discussions and critical reading of the manuscript. Funding: We are grateful for funding by the Kavli Institute for Neuroscience at Yale University and NIH grants DA023999, NS014841, and R01EY002593 (to P.R.). Author contributions: B.G.R. designed and conducted research and analyzed data. J.B.A. and B.G.R. designed and wrote custom scripts in MATLAB and R to extract and process data from calcium movies. J.B.A. edited the manuscript. P.R. designed research and supervised the project. B.G.R. and P.R. wrote the paper. Competing interests: The authors declare that they have no competing interests. Data and materials availability: All data needed to evaluate the conclusions in the paper are present in the paper and/or the Supplementary Materials. Additional data related to this paper may be requested from the authors.
SUPPLEMENTARY MATERIALS
REFERENCES AND NOTES
- 1.Mountcastle V. B., The columnar organization of the neocortex. Brain 120, 701–722 (1997). [DOI] [PubMed] [Google Scholar]
- 2.Rakic P., Specification of cerebral cortical areas. Science 241, 170–176 (1988). [DOI] [PubMed] [Google Scholar]
- 3.Noctor S. C., Flint A. C., Weissman T. A., Dammerman R. S., Kriegstein A. R., Neurons derived from radial glial cells establish radial units in neocortex. Nature 409, 714–720 (2001). [DOI] [PubMed] [Google Scholar]
- 4.Rakic P., Evolution of the neocortex: A perspective from developmental biology. Nat. Rev. Neurosci. 10, 724–735 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Torii M., Hashimoto-Torii K., Levitt P., Rakic P., Integration of neuronal clones in the radial cortical columns by EphA and ephrin-A signalling. Nature 461, 524–528 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Dehay C., Kennedy H., Cell-cycle control and cortical development. Nat. Rev. Neurosci. 8, 438–450 (2007). [DOI] [PubMed] [Google Scholar]
- 7.Lui J. H., Hansen D. V., Kriegstein A. R., Development and evolution of the human neocortex. Cell 146, 18–36 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Rakic P., Neurons in rhesus monkey visual cortex: Systematic relation between time of origin and eventual disposition. Science 183, 425–427 (1974). [DOI] [PubMed] [Google Scholar]
- 9.Fukuchi-Shimogori T., Grove E. A., Neocortex patterning by the secreted signaling molecule FGF8. Science 294, 1071–1074 (2001). [DOI] [PubMed] [Google Scholar]
- 10.Garel S., Huffman K. J., Rubenstein J. L. R., Molecular regionalization of the neocortex is disrupted in Fgf8 hypomorphic mutants. Development 130, 1903–1914 (2003). [DOI] [PubMed] [Google Scholar]
- 11.Ackman J. B., Burbridge T. J., Crair M. C., Retinal waves coordinate patterned activity throughout the developing visual system. Nature 490, 219–225 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Ackman J. B., Crair M. C., Role of emergent neural activity in visual map development. Curr. Opin. Neurobiol. 24, 166–175 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Shitamukai A., Konno D., Matsuzaki F., Oblique radial glial divisions in the developing mouse neocortex induce self-renewing progenitors outside the germinal zone that resemble primate outer subventricular zone progenitors. J. Neurosci. 31, 3683–3695 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Rašin M.-R., Gazula V.-R., Breunig J. J., Kwan K. Y., Johnson M. B., Liu-Chen S., Li H.-S., Jan L. Y., Jan Y.-N., Rakic P., Šestan N., Numb and Numbl are required for maintenance of cadherin-based adhesion and polarity of neural progenitors. Nat. Neurosci. 10, 819–827 (2007). [DOI] [PubMed] [Google Scholar]
- 15.Bittman K., Owens D. F., Kriegstein A. R., LoTurco J. J., Cell coupling and uncoupling in the ventricular zone of developing neocortex. J. Neurosci. 17, 7037–7044 (1997) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Haydar T. F., Wang F., Schwartz M. L., Rakic P., Differential modulation of proliferation in the neocortical ventricular and subventricular zones. J. Neurosci. 20, 5764–5774 (2000) [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Weissman T. A., Riquelme P. A., Ivic L., Flint A. C., Kriegstein A. R., Calcium waves propagate through radial glial cells and modulate proliferation in the developing neocortex. Neuron 43, 647–661 (2004). [DOI] [PubMed] [Google Scholar]
- 18.Liu X., Hashimoto-Torii K., Torii M., Ding C., Rakic P., Gap junctions/hemichannels modulate interkinetic nuclear migration in the forebrain precursors. J. Neuroci. 30, 4197–4209 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Malmersjö S., Rebellato P., Smedler E., Uhlén P., Small-world networks of spontaneous Ca2+ activity. Commun. Integr. Biol. 6, e24788 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Webb S. E., Miller A. L., Calcium signalling during embryonic development. Nat. Rev. Mol. Cell Biol. 4, 539–551 (2003). [DOI] [PubMed] [Google Scholar]
- 21.Berridge M. J., The versatility and complexity of calcium signalling. Novartis Found. Symp. 239, 52–64 (2001). [PubMed] [Google Scholar]
- 22.Spitzer N. C., Electrical activity in early neuronal development. Nature 444, 707–712 (2006). [DOI] [PubMed] [Google Scholar]
- 23.Gomez T. M., Spitzer N. C., In vivo regulation of axon extension and pathfinding by growth-cone calcium transients. Nature 397, 350–355 (1999). [DOI] [PubMed] [Google Scholar]
- 24.Wong R. O. L., Ghosh A., Activity-dependent regulation of dendritic growth and patterning. Nat. Rev. Neurosci. 3, 803–812 (2002). [DOI] [PubMed] [Google Scholar]
- 25.Cancedda L., Fiumelli H., Chen K., Poo M.-m., Excitatory GABA action is essential for morphological maturation of cortical neurons in vivo. J. Neurosci. 27, 5224–5235 (2007). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.McAllister A. K., Cellular and molecular mechanisms of dendrite growth. Cereb. Cortex 10, 963–973 (2000). [DOI] [PubMed] [Google Scholar]
- 27.Cline H. T., Dendritic arbor development and synaptogenesis. Curr. Opin. Neurobiol. 11, 118–126 (2001) [DOI] [PubMed] [Google Scholar]
- 28.Akerboom J., Chen T.-W., Wardill T. J., Tian L., Marvin J. S., Mutlu S., Calderón N. C., Esposti F., Borghuis B. G., Sun X. R., Gordus A., Orger M. B., Portugues R., Engert F., Macklin J. J., Filosa A., Aggarwal A., Kerr R. A., Takagi R., Kracun S., Shigetomi E., Khakh B. S., Baier H., Lagnado L., Wang S. S.-H., Bargmann C. I., Kimmel B. E., Jayaraman V., Svoboda K., Kim D. S., Schreiter E. R., Looger L. L., Optimization of a GCaMP calcium indicator for neural activity imaging. J. Neurosci. 32, 13819–13840 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Stancik E. K., Navarro-Quiroga I., Sellke R., Haydar T. F., Heterogeneity in ventricular zone neural precursors contributes to neuronal fate diversity in the postnatal neocortex. J. Neurosci. 30, 7028–7036 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Spitzer N. C., Neuroscience: A bar code for differentiation. Nature 458, 843–844 (2009). [DOI] [PubMed] [Google Scholar]
- 31.Freitas A. S., Xavier A. L. R., Furtado C. M., Hedin-Pereira C., Fróes M. M., Menezes J. R. L., Dye coupling and connexin expression by cortical radial glia in the early postnatal subventricular zone. Dev. Neurobiol. 72, 1482–1497 (2012). [DOI] [PubMed] [Google Scholar]
- 32.Bittman K. S., LoTurco J. J., Differential regulation of connexin 26 and 43 in murine neocortical precursors. Cereb. Cortex 9, 188–195 (1999). [DOI] [PubMed] [Google Scholar]
- 33.Rakic P., Mode of cell migration to the superficial layers of fetal monkey neocortex. J. Comp. Neurol. 145, 61–83 (1972). [DOI] [PubMed] [Google Scholar]
- 34.Noctor S. C., Martínez-Cerdeño V., Ivic L., Kriegstein A. R., Cortical neurons arise in symmetric and asymmetric division zones and migrate through specific phases. Nat. Neurosci. 7, 136–144 (2004). [DOI] [PubMed] [Google Scholar]
- 35.Komuro H., Rakic P., Intracellular Ca2+ fluctuations modulate the rate of neuronal migration. Neuron 17, 275–285 (1996) [DOI] [PubMed] [Google Scholar]
- 36.Shimojo H., Ohtsuka T., Kageyama R., Oscillations in notch signaling regulate maintenance of neural progenitors. Neuron 58, 52–64 (2008). [DOI] [PubMed] [Google Scholar]
- 37.Rash B. G., Lim H. D., Breunig J. J., Vaccarino F. M., FGF signaling expands embryonic cortical surface area by regulating Notch-dependent neurogenesis. J. Neurosci. 31, 15604–15617 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Rash B. G., Tomasi S., Lim H. D., Suh C. Y., Vaccarino F. M., Cortical gyrification induced by fibroblast growth factor 2 in the mouse brain. J. Neurosci. 33, 10802–10814 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Skaper S. D., Kee W. J., Facci L., Macdonald G., Doherty P., Walsh F. S., The FGFR1 inhibitor PD 173074 selectively and potently antagonizes FGF-2 neurotrophic and neurotropic effects. J. Neurochem. 75, 1520–1527 (2000). [DOI] [PubMed] [Google Scholar]
- 40.Rash B. G., Grove E. A., Area and layer patterning in the developing cerebral cortex. Curr. Opin. Neurobiol. 16, 25–34 (2006). [DOI] [PubMed] [Google Scholar]
- 41.Vaccarino F. M., Schwartz M. L., Raballo R., Nilsen J., Rhee J., Zhou M., Doetschman T., Coffin J. D., Wyland J. J., Hung Y.-T. E., Changes in cerebral cortex size are governed by fibroblast growth factor during embryogenesis. Nat. Neurosci. 2, 848 (1999). [DOI] [PubMed] [Google Scholar]
- 42.Blanpain C., Lowry W. E., Pasolli H. A., Fuchs E., Canonical notch signaling functions as a commitment switch in the epidermal lineage. Genes Dev. 20, 3022–3035 (2006). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Kageyama R., Ohtsuka T., Shimojo H., Imayoshi I., Dynamic Notch signaling in neural progenitor cells and a revised view of lateral inhibition. Nat. Neurosci. 11, 1247–1251 (2008). [DOI] [PubMed] [Google Scholar]
- 44.Lehtinen M. K., Zappaterra M. W., Chen X., Yang Y. J., Hill A. D., Lun M., Maynard T., Gonzalez D., Kim S., Ye P., D’Ercole A. J., Wong E. T., LaMantia A. S., Walsh C. A., The cerebrospinal fluid provides a proliferative niche for neural progenitor cells. Neuron 69, 893–905 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.