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The Journal of Neuroscience logoLink to The Journal of Neuroscience
. 2013 Jan 16;33(3):1179–1189. doi: 10.1523/JNEUROSCI.2103-12.2013

Stage-Specific Functions of the Small Rho GTPases Cdc42 and Rac1 for Adult Hippocampal Neurogenesis

Krishna C Vadodaria 1,2, Cord Brakebusch 3, Ueli Suter 2, Sebastian Jessberger 1,2,
PMCID: PMC6704849  PMID: 23325254

Abstract

The molecular mechanisms underlying the generation, maturation, and integration of new granule cells generated throughout life in the mammalian hippocampus remain poorly understood. Small Rho GTPases, such as Cdc42 and Rac1, have been implicated previously in neural stem/progenitor cell (NSPC) proliferation and neuronal maturation during embryonic development. Here we used conditional genetic deletion and virus-based loss-of-function approaches to identify temporally distinct functions for Cdc42 and Rac1 in adult hippocampal neurogenesis. We found that Cdc42 is involved in mouse NSPC proliferation, initial dendritic development, and dendritic spine maturation. In contrast, Rac1 is dispensable for early steps of neuronal development but is important for late steps of dendritic growth and spine maturation. These results establish cell-autonomous and stage-specific functions for the small Rho GTPases Cdc42 and Rac1 in the course of adult hippocampal neurogenesis.

Introduction

New granule cells are generated throughout life in the mammalian hippocampus. The levels of hippocampal neurogenesis in the adult brain have been associated with several neuropsychiatric diseases, among them affective disorders and cognitive aging (Zhao et al., 2008). Neural stem/progenitor cells (NSPCs) reside in the subgranular zone of the dentate gyrus (DG) and give rise to neuronally committed progenitors, generating immature neurons that later mature and integrate into the preexisting DG circuitry. Despite the identification of several intrinsic and extrinsic factors that regulate distinct steps in the course of adult neurogenesis, the cellular and molecular mechanisms guiding a dividing NSPC to a fully integrated and mature neuron remain poorly understood (Ming and Song, 2011).

Cdc42 and Rac1 are part of the family of small Rho GTPases that hydrolyze GTP to GDP. Both Cdc42 and Rac1 are expressed in a wide variety of tissues and act as binary molecular switches transducing upstream signals to downstream effectors by alternating between the “on” GTP-bound and the “off” GDP-bound state (Schmitz et al., 2000). Using primarily in vitro models, studies have shown that Cdc42 and Rac1 play central roles in a variety of cellular functions, such as growth, survival, mechanosensation, adhesion, proliferation, and cell migration (Jaffe and Hall, 2005). In addition, recent studies analyzed the role of Rac1 and Cdc42 in the developing brain and identified Cdc42 and Rac1 to be involved in the polarity, proliferation, and subsequent migration of neural precursors during embryonic development (Cappello et al., 2006; Fuchs et al., 2009; Leone et al., 2010).

Although adult neurogenesis partially recapitulates embryonic neurogenesis, processes such as activity-dependent maturation, epigenetic regulation, and intrinsic signaling pathways, among others, SOX2, Cdk5, E2F1, Cdk4, and CyclinD1, are known to have distinct functions in these two stages, making it vital to explore signaling pathways in each context (Cooper-Kuhn et al., 2002; Esposito et al., 2005; Schmetsdorf et al., 2005; Jessberger et al., 2009; Jawerka et al., 2010; Artegiani et al., 2011; Hodge and Hevner, 2011). So far, the role of Cdc42 and Rac1 in the context of adult neurogenesis remains to be elucidated.

In our study, we used conditional deletion of Cdc42 and Rac1 in adult NSPCs and/or their progeny in vitro and in vivo to identify distinct cell-autonomous roles for Cdc42 and Rac1 in adult hippocampal neurogenesis. We show that Cdc42 activity is associated with proliferation, early dendritic growth, and spine maturation of adult hippocampal NSPCs. In contrast, Rac1 knockdown appears to be involved specifically for EGF-associated proliferation in vitro and is crucial in late stages of dendritic growth, arborization, and spine maturation in vivo. Collectively, our data provide novel evidence that Cdc42 and Rac1 have cell-autonomous and stage-specific roles in adult hippocampal neurogenesis.

Materials and Methods

Plasmids and viruses.

For Rac1 and Cdc42 activity manipulations, full-length Rac1 and Cdc42 with specific point mutations (T17N) and 5′-vesicular stomatitis virus (VSV) tags were used (Koivisto et al., 2004). Tagged dominant-negative (DN)–Rac1 and DN–Cdc42-containing constructs were gifts from Dr. Kenneth Yamada (National Institutes of Health/National Institute of Dental and Craniofacial Research, Bethesda, MD). DN–Rac1 and DN–Cdc42 were subcloned into a retroviral backbone containing a chicken-β-actin (CAG) promoter, followed by an internal ribosomal entry site (IRES) and green fluorescent protein (GFP), as described previously (Jessberger et al., 2008). Control (Con) constructs were the same viral backbone but without the inserts. For retrovirus-based genetic deletion of Rac1 and Cdc42 in floxed mice a retroviral construct containing a CAG promoter followed by fusion GFP–Cre recombinase or IRES–red fluorescent protein (RFP) was used (Tashiro et al., 2006). Protein overexpression was confirmed by transfection of human embryonic kidney 293T (HEK293T) cells, protein collection after 2 d, and Western blotting (described below). Retroviruses were produced as described previously (Zhao et al., 2006). Viral titers ranged from 1 and 5 × 107 colony forming units/ml.

Cell culture.

For in vitro experiments, we used NSPCs isolated from the DG of 6- to 8-week-old, female Fisher-344 rats or the hippocampus of 6- to 8-week-old Cdc42fl/fl and Rac1fl/fl mice (described below), respectively. Cells were grown and maintained according to previously described protocols (Ray and Gage, 2006). All NSPCs were cultured in serum-free media, DMEM–F-12 (glutamax) containing N2 supplement (Invitrogen), and antibiotics (penicillin–streptomycin–fungizon; Invitrogen). In the proliferation condition, rat NSPCs were kept with FGF-2 (20 ng/ml; PeproTech), and mouse NSPCs were grown with FGF-2 plus EGF (both 20 ng/ml; PeproTech). For neuronal differentiation experiments, rat NSPCs were transferred into medium containing retinoic acid and forskolin (RA/FSK) (1 and 5 μm, respectively; Sigma) for the indicated number of days. For neural differentiation of mouse NSPCs, growth factors were sequentially withdrawn, and cells were fixed 10 d later.

In experiments in which rat DG NSPCs were electroporated with viral constructs expressing GFP or DN–Cdc42/Rac1 constructs, electroporation was performed using a kit according to the instructions of the manufacturer (Amaxa).

For genetic deletion of Rac1 and Cdc42 in vitro, NSPCs were isolated from hippocampi of adult mice carrying floxed Rac1 or Cdc42 alleles, using the gentleMACS Dissociator (Miltenyi Biotec) and the MACS Neural Tissue Papain Dissociation Kit (Miltenyi Biotec), according to the protocol of the manufacturer. Cells were expanded as neurospheres in DMEM–F-12 (glutamax) media containing B27 supplement (Invitrogen). Cells were then cultured as monolayers in adherent conditions by the addition of heparin (Sigma). Cells were maintained under proliferating conditions and then infected with GFP–Cre-expressing retrovirus, cells were lysed, and protein was collected at the indicated time points (3, 7, and 10 d) for confirmation of protein knockdown (see Fig. 2A) by Western blotting. NSPCs derived from mice carrying floxed Rac1 or Cdc42 alleles were transduced with Cre and Con (RFP) viruses. Proliferation was analyzed 5 d after viral transduction, and neural differentiation was initiated 2 d after viral transduction. For measuring proliferation in vitro, 10 μm 5′-bromo-2′-deoxyuridine (BrdU; Sigma) was used to pulse cells 1 h before fixation. All NSPCs were grown on poly-ornithine (Invitrogen) and laminin (Invitrogen)-coated plastic plates or etched glass coverslips (for immunocytochemistry).

Figure 2.

Figure 2.

Cdc42 and Rac1 regulate distinct steps in NSPC activity and differentiation in vitro. A, B, Mouse hippocampal NSPCs from Cdc42fl/fl and Rac1fl/fl mice were transfected with virally expressed Cre recombinase and cell lysates collected at 3, 7, and 10 d after transfection. A, Cdc42 protein is significantly reduced at 3, 7, and 10 d after Cre expression. Protein levels are normalized to GAPDH. B, Rac1 protein is significantly knocked down by 7 and 10 d after Cre expression. Shown are Western blots and their intensity quantifications for Cdc42 and Rac1 over GAPDH levels as a percentage of control. C, Retroviral expression of Cre recombinase (GFP, green) leading to genetic deletion of Cdc42 impairs murine NSPC proliferation as measured by BrdU pulse labeling (blue) compared with RFP-expressing control cells (red). Arrowheads point to GFP–Cre-expressing cells negative for BrdU, and open arrowheads point toward RFP/BrdU-labeled cells. Graphs show quantifications. D, Overexpression of DN–Cdc42 in rat DG-derived NSPCs phenocopies the effect of Cdc42 deletion on proliferation in mouse NSPCs as measured by BrdU labeling. E, Virus-mediated expression of Cre recombinase (GFP, green) deleting Rac1 reduces NSPC proliferation as measured by BrdU pulse labeling (blue) compared with RFP-expressing control cells (red) in mouse NSPCs. Arrowheads point to GFP–Cre+/BrdU+ cells, and open arrowheads point toward RFP+/BrdU+ cells. Graphs show quantifications. F, In contrast, overexpression of DN–Rac1 in rat DG-derived NSPCs does not reduce proliferation of NSPCs as measured by BrdU labeling. G–I, Neuronal differentiation (as measured by MAP2ab expression, purple) of mouse NSPCs after retroviral expression of Cre recombinase (GFP, green) genetically deleting Cdc42 impairs does not the rate of neuronal differentiation but reduces neurite length of in vitro generated NSPC-derived neuronal cells compared with control cells expressing RFP (red). Arrowheads point to GFP–Cre-labeled cells. Quantifications are shown for rate of neuronal differentiation and neurite length. J–L, Similar to the effects of Cdc42 deletion, retrovirus-mediated deletion of Rac1 (GFP, green) in NSPCs does not affect the rate of neuronal differentiation (as measured by MAP2ab expression, purple) but reduces neurite extension compared with control cells expressing RFP (red). Arrowheads point to GFP–Cre+ cells. Nuclei were counterstained with DAPI. Scale bars, 50 μm. *p < 0.05, **p < 0.01.

DN–Cdc42 and DN–Rac1 (with 5′-VSV tags) overexpression was confirmed by retroviral transfection of HEK293T cells, protein collection 48 h later, and Western blotting.

Animals and stereotactic injections.

All animal experiments were approved by the veterinary office of the Canton of Zurich, Switzerland. For DN–Cdc42 and DN–Rac1 retrovirus experiments, 6- to 8-week-old female C57BL/6 mice were used (Janvier). For GFP–Cre retrovirus-based knockdown, Cdc42fl/fl and Rac1fl/fl 6- to 9-week-old female mice were used (Chrostek et al., 2006; Wu et al., 2006). Mice were stereotactically injected with 1.5 μl of retroviral suspension into the DG as described previously (Karalay et al., 2011). Coordinates from bregma were −2 mm anteroposterior, ±1.5 mm mediolateral, and −2.3 mm dorsoventral from the skull. Animals were killed at 15 or 30 d postinjection (dpi). Adult female C57BL/6 mice were used to test of potential side effects of prolonged viral Cre expression; animals were killed 30 dpi of a Cre expression retrovirus. To study expression of Cdc42 and Rac1 in NSPC subtypes in vivo, we used transgenic Nestin reporter mice, expressing GFP under the Nestin promoter (NestinGFP) (Yamaguchi et al., 2000). To generate transgenic conditional knock-out mice (Rac1–cKO and Cdc42–cKO), Rac1fl/fl and Cdc42fl/fl mice were crossed with Nestin–CreERT2–R26YFP mice (Lagace et al., 2007). All animals used for experiments were heterozygous for the Nestin–CreERT2 and R26YFP alleles, and those with Rac1fl/wt or Cdc42fl/wt alleles were used as Con for experimental animals with Rac1fl/fl (Rac1–cKO) and Cdc42fl/fl (Cdc42–cKO), respectively. Cre-mediated recombination was induced in 6- to 8-week-old adult mice by five consecutive daily intraperitoneal injections of tamoxifen (TAM) (Sigma) at a dosage of 30 mg/kg (Lagace et al., 2007). Mice were killed at 10, 30, and 90 d after the last TAM injection by transcardial perfusion with cold 4% paraformaldehyde (PFA). For measuring proliferation in vivo, the 10 d post-TAM (dpt) group, animals were administered 5-ethynyl-2′-deoxyuridine (EdU) at a dosage of 50 mg/kg, 24 h before death. Group sizes for all experimental groups were n ≥ 3.

Immunohistochemistry, immunocytochemistry, and Western blotting.

Brains were postfixed overnight at 4°C in 4% PFA and then transferred to 30% sucrose solution for cryoprotection. Brains were cut coronally on a freezing microtome (Microm), and 40-μm-thick serial sections were collected in cryoprotectant solution. Tissue for immunostaining was prepared as described previously (Jessberger et al., 2008). Primary antibodies used were chicken α-GFP (1:500; Aves Labs), mouse α-NeuN (1:100; Millipore), goat α-SOX2 (1:500; Santa Cruz Biotechnology), mouse α-GFAP (1:500; Sigma), goat α-Doublecortin (DCX) (1:250; Santa Cruz Biotechnology), mouse α-Rac1 (1:200; Millipore), chicken α-Cdc42 (1:500; Abcam), and rabbit α-Ki67 (1:1000; Leica Biosystems). The thymidine analog EdU was used to label dividing cells in vivo and visualized using a staining kit according to the protocol of the manufacturer (Click-iT EdU; Invitrogen). Immunocytochemistry was performed as described above on cells fixed with 4% PFA for 15 min at 4°C. The following primary antibodies were used: chicken α-GFP (1:500; Aves Labs), mouse α-MAP2ab (1:500; Sigma), and rat α-BrdU (1:500; Abcam). Cell nuclei were counterstained with DAPI (1:10,000; Sigma).

Western blotting was performed as described previously (Karalay et al., 2011). Briefly, proteins were separated by electrophoresis in 4–12% polyacrylamide gels, transferred to nitrocellulose membranes, blocked, and probed overnight at 4°C. The following primary antibodies were used: mouse α-Rac1 (1:1000; Millipore), chicken α-Cdc42 (1:1000; Abcam), and mouse α-GAPDH (1:10,000; HyTest) primary antibodies. After washes, membranes were incubated with secondary antibodies at 1:5000 dilution: α-mouse/chicken conjugated with horseradish peroxidase (Promega) or alkaline phosphatase (Promega) for 2 h at room temperature. Signal was detected using enhanced chemiluminescence and quantified densitometrically.

Image acquisition and analyses.

For colocalization analysis of Cdc42 and Rac1 expression and for phenotypic characterization of recombined cells in Cdc42–cKO and Rac1–cKO experiments, immunostained sections were imaged using confocal microscopy (Leica SP2 AOBS). Images were acquired with the 20× objective, and colocalization was analyzed in three dimensions by manual thresholding using Imaris software (Bitplane).

For measuring total dendritic length of retrovirally labeled neurons in vivo, DG images were acquired using the 20× objective (numerical aperture 0.7) on a confocal microscope (Leica SP2 AOBS) at a fixed Z-step of 1.5 μm. Z-projections were generated, and total dendritic length was measured in two dimensions using the NeuronJ plugin (Meijering et al., 2004) of NIH ImageJ software (http://imagej.nih.gov/ij/). Individual neuron traces (between 17 and 70 for each genetic condition and time point) made in NeuronJ were used for dendritic arborization analysis using the Sholl analysis plugin in NIH ImageJ (www.ghoshlab.org). For quantifying the length of axonal projections of retrovirally transduced neurons, images of the DG and CA3 region were acquired at 20× and tiled together using the Stitching plugin in NIH ImageJ (FIJI) (Preibisch et al., 2009). Axonal reach was measured by tracing GFP-positive (GFP+) axons from the blades of the DG until their visible ends in area CA3 as described previously (Zhao et al., 2006).

For analysis of dendritic spines, images of dendritic segments were acquired using the 63× objective (numerical aperture 1.4, zoom 5) of the Leica confocal microscope at a constant Z-step of 0.2 μm. Three-dimensional images were deconvoluted using Huygens deconvolution software. Analysis of spine density and shape was performed in a semiautomated manner using NeuronStudio software (Dumitriu et al., 2011). Data acquired were collated and analyzed using a custom-made macro in Microsoft Excel.

Statistical analyses.

All numerical analyses were performed using Excel (Microsoft) with appropriate add-ons or SPSS Statistics (IBM). For comparisons of averages between two groups, unpaired Student's t test was used. Comparisons between three or more groups were performed using a one-way ANOVA, followed by the Bonferroni's post hoc test for group comparisons. For comparisons between distributions (dendritic length), the Kolomogorov–Smirnov test was used. Differences were considered significant at p < 0.05.

Results

Expression of Cdc42 and Rac1 in the neurogenic lineage of the adult hippocampus

Small Rho GTPases are expressed in many cell types throughout the organism, including neurons of the brain (Govek et al., 2011). To characterize the expression pattern of Cdc42 and Rac1 in the adult DG, we costained brain sections for Rac1 and Cdc42 together with stage-specific markers of neurogenesis (Kempermann et al., 2004). We observed that both Cdc42 and Rac1 were expressed in the neurogenic niche, the subgranular zone, as well as in NeuN+ mature granule cells of the DG. Using the NestinGFP reporter line (Yamaguchi et al., 2000) and SOX2 costaining, we found that both radial glia-like and non-radial NSPCs expressed Cdc42 and Rac1 (Fig. 1A,B). Interestingly, we observed an enrichment of Cdc42 in NestinGFP-expressing NSPCs and DCX+ immature neurons (Fig. 1A). This was in contrast to Rac1, which was not enriched in Nestin+ or DCX+ cells compared with expression levels in Prox1+ granule cells (Fig. 1B). To further analyze the regulation of Cdc42 and Rac1 with neural differentiation, we used adult DG-derived NSPC cultures and differentiated them with RA/FSK as described previously (Ray and Gage, 2006). We found Cdc42 to be significantly downregulated during neuronal differentiation, in contrast to Rac1, which was upregulated (Fig. 1C,D). Thus, we found that both Cdc42 and Rac1 are expressed early on in the neurogenic lineage but that Cdc42 showed a strong enrichment in non-radial NSPCs and immature neurons. Similarly, Cdc42 and Rac1 were differentially regulated with neuronal differentiation in vitro, suggesting that Cdc42 and Rac1 may play distinct roles during the course of adult hippocampal neurogenesis.

Figure 1.

Figure 1.

The small Rho GTPases Cdc42 and Rac1 are expressed in the adult DG neurogenic niche. A, Cdc42 (red) is enriched in SOX2+ (blue, top row), NestinGFP+ (green), and DCX+ cells (green, middle row) but also expressed at significant levels in mature NeuN+ cells (green, bottom row) within the adult DG, indicating that Cdc42 is expressed throughout the developmental course of adult neurogenesis but enriched in NSPCs and immature neurons. Arrowheads point toward colabeled cells and Cdc42 expression in processes. B, Rac1 is expressed but not selectively enriched in distinct developmental steps within the neurogenic compartment of the adult DG. Shown is Rac1 expression (red) in NestinGFP+ (green), SOX2+ (blue, top row), and DCX+ (green, middle row) cells as well as mature Prox1+ granule cells (green, bottom row). Arrowheads point toward colabeled cells and Rac1 expression in processes. All panels on the right show overlay of single channels (with DAPI-stained nuclei, in gray). C, D, In vitro differentiation of adult DG-derived NSPCs by RA/FSK reveals that Cdc42 (C) is downregulated with neural differentiation, whereas Rac1 (D) is upregulated with differentiation. Shown are representative Western blots and their intensity quantifications for Cdc42 and Rac1, respectively. Data are expressed as mean ± SEM of fold change over FGF-2 (n = 3). Scale bars, 10 μm, *p < 0.05. ML, Molecular layer.

Cdc42 and Rac1 are involved in proliferation and neurite extension of cultured NSPCs

Next, we tested the function of Cdc42 and Rac1 for NSPC proliferation and neuronal differentiation in vitro. We isolated hippocampal NSPCs from adult mice carrying floxed alleles of Rac1 and Cdc42 (Chrostek et al., 2006; Wu et al., 2006). First, we confirmed loss of Cdc42 and Rac1 protein levels after Cre-based deletion using GFP–Cre-expressing retroviruses. We found a substantial time-dependent decrease of Cdc42 and Rac1 levels, resulting in an almost complete loss of expression 7 d after viral transduction (Fig. 2A,B). To assess proliferation, cells were pulsed with the thymidine analog BrdU and fixed 1 h later after Cre-based genetic deletion of Cdc42 or Rac1. As a complementary approach, we analyzed proliferation of rat NSPCs isolated from the DG of adult rats 3 d after electroporation with viral constructs expressing the well-characterized DN forms of Rac1 (T17N) and Cdc42 (T17N) (Govek et al., 2005). For Cdc42, we observed a robust reduction of proliferating cells in both murine but also rat NSPCs (Fig. 2C,D). In contrast, we found that Rac1 deletion only led to a reduction of proliferation in mouse NSPCs (that depend on the two growth factors FGF-2 and EGF for proper growth and cell division; Fig. 2E), whereas proliferation in rat NSPCs was not affected after expression of a DN form of Rac1 (Fig. 2F). These data may indicate that that Rac1 is specifically involved in EGF-dependent growth of adult NSPCs, although species-dependent differences may also account for the observed effects.

Cdc42 or Rac1 deletion did not increase the amount of cell death in cultured NSPCs as measured by analyzing the number of TUNEL+ cells (data not shown). We next analyzed whether deletion of Cdc42 and Rac1 affects neuronal fate determination and/or neuronal maturation of cultured NSPCs. Again, we used retroviruses expressing Cre recombinase to delete Cdc42 and Rac1, respectively. Whereas the rate of neuronal differentiation, as measured by the expression of MAP2ab, was not altered after Cdc42 or Rac1 deletion (Fig. 2G,H,J,K), we found a striking decrease in the total length of neurites extending from Cdc42- and Rac1-deficient neuronal cells (Fig. 2I,L), suggesting that small Rho GTPase signaling mediated by Cdc42 and Rac1 is involved in neuronal maturation/neurite extension of neuronal cells generated by NSPCs in vitro.

Genetic deletion reveals stage-specific function of Cdc42 for NSPC proliferation

To assess functional roles for Rac1 and Cdc42 in adult neurogenesis directly in vivo, we sought to genetically delete Rac1 and Cdc42 selectively in adult hippocampal NSPCs and their progeny. To this end, we again used mice carrying floxed alleles of Rac1 and Cdc42 (Chrostek et al., 2006; Wu et al., 2006) that were crossed with transgenic mice expressing a TAM-inducible Cre recombinase under the Nestin promoter that is active in adult hippocampal NSPCs (Lagace et al., 2007). To visualize recombined cells, the triple transgenic mice also harbored a yellow fluorescent protein (YFP)-expressing ROSA reporter (hereafter called Cdc42–cKO and Rac1–cKO) (Fig. 3A). Adult Cdc42–cKO, Rac1–cKO, and respective control mice received repeated TAM injections to induce recombination and were killed at different time points after the last TAM injection. First, we confirmed the loss of Cdc42 and Rac1 protein in vivo using mice harboring floxed alleles of Cdc42 or Rac1 after Cre-mediated genetic deletion at 30 dpt (Fig. 3B,C).

Figure 3.

Figure 3.

Cre-mediated conditional knockdown of Cdc42 and Rac1 in vivo. A, Schematic of genetic strategy to conditionally delete Cdc42 and Rac1 in NSPCs and their progeny within the adult hippocampus. B, Levels of Cdc42 (red, top row) are reduced in YFP-labeled cells (green) expressing DCX (blue). C, In analogy, Rac1 protein expression (red, bottom row) was reduced at 30 dpt in recombined YFP+ cells. Right panels show overlays of single channels. Scale bars, 10 μm.

To label proliferating cells after genetic deletion of Cdc42 and Rac1 at the 10 d time point, animals were injected with the thymidine analog EdU 24 h before they were killed. At 10 dpt, we found that deletion of Cdc42 substantially reduced the percentage of EdU+/YFP+ cells of all YFP+, recombined cells in Cdc42–cKO compared with control mice (Con, 6.47 ± 0.94; Cdc42-cKO, 2.23 ± 0.61), indicating that Cdc42 is critically involved in the proliferation of adult hippocampal NSPCs (Fig. 4A,B). A similar effect on NSPC proliferation, as measured by the number of YFP+ cells that colabeled with the cell cycle marker Ki67 (Fig. 4C), was observed at a later time point after Cdc42 deletion (30 dpt). However, we found no differences in the relative number of EdU-labeled cells that expressed Ki67, suggesting that cell cycle dynamics or reentry had not substantially changed after Cdc42 deletion (data not shown). Recombined cells at each time point were phenotyped and categorized as radial NSPCs (radial morphology, GFAP+/SOX2+), non-radial NSPCs (non-radial morphology, GFAP/SOX2+), or neurons (neuronal morphology, GFAP/SOX2). At both the 10 and 30 d time points, no significant differences were observed in the cell-fate distribution of recombined cells, suggesting that neuronal differentiation itself was not affected (Fig. 4K). Interestingly, although the percentage of proliferating cells were significantly lower in Cdc42–cKO mice at the 10 and 30 dpt time points, this was not reflected by the total number of YFP+ cells (Fig. 4D,E). Given that only a small percentage of recombined cells were dividing at a given time point (∼4–7%; Fig. 4B,C), it is possible that several rounds of division would be required before an effect on the total number of neurons could be observed. To address this, we performed an experiment in which animals were killed at 90 dpt and quantified the phenotypic distribution of recombined cells. Quantification revealed a significant reduction in the percentage of recombined cells turning into neurons (as measured by the number of YFP+/NeuN+ cells) in Cdc42–cKO mice compared with control with a concurrent increase in the percentage of radial glia-like NSPCs, indicating a reduction in total neurogenesis after Cdc42 deletion (Fig. 4K,L). These data show that loss of Cdc42 causes a reduction in NSPC proliferation and an eventual loss of adult-born neurons in the DG.

Figure 4.

Figure 4.

Loss of Cdc42 but not Rac1 decreases proliferation of NSPCs and impacts adult hippocampal neurogenesis. A, Cdc42–cKO cells expressing YFP (green) have significantly reduced proliferation 10 dpt-induced recombination as measured by EdU pulse labeling (red). Right columns show overlays for control (top row) and Cdc42–cKO (bottom row). Insets show three-dimensional reconstructions confirming EdU labeling in a subset of YFP-labeled cells. B, C, Shown are quantifications of YFP-expressing cells colabeled with EdU at 10 dpt (B) and the endogenous cell cycle marker Ki67 at 30 dpt (C). D, E, The total number of recombined YFP+ cells was not changed in Cdc42–cKO mice compared with control at the 10 dpt (D) and 30 dpt (E) time points. F–J, In contrast to Cdc42 deletion, cKO of Rac1 does not affect NSPC proliferation at 10 dpt; representative images show YFP-labeled cells (green) colabeled with EdU (red, F, G) or at 30 dpt as measured with Ki67 labeling (H). In addition, Rac1–cKO does not affect the total number of YFP-labeled cells at 10 dpt (I) or 30 dpt (J). K, L, Quantification of the phenotype of recombined cells in Cdc42–cKO at 90 dpt indicates a decrease in YFP-labeled cells displaying neuronal morphology (open arrowhead in K) that are negative for SOX2 and GFAP (Con, 70.8 ± 1.2; Cdc-cKO, 63.6 ± 1.3%). In analogy, there is a decrease in YFP+/NeuN+ cells (L). At the same time, deletion of Cdc42 leads to an increase of radial glia-like NSPCs [right, arrowhead points toward a YFP+ (green)/SOX2+ (red) cell] (Con, 25.8 ± 1.8; Cdc–cKO, 32.7 ± 1.0%) and no change in non-radial NSPCs [right, arrow points toward a YFP+ (green)/SOX2 (red) non-radial cell]. Right graph shows quantifications of different phenotypes at 10, 30, and 90 dpt and the percentage of YFP+/NeuN+ neurons at 90 dpt in Cdc42–cKO. Data are expressed as mean ± SEM (n = 3–6 per group). Scale bars: A, F, 40 μm; K, 20 μm. *p < 0.05.

In striking contrast to the effects of Cdc42 deletion on adult NSPCs, we found no significant differences in proliferation after conditional Rac1 deletion at both the 10 and 30 d time points after TAM (Fig. 4F,G,I). There was no change in the total number of recombined cells at both time points (Fig. 4H,J). There were also no significant differences in the phenotypic distribution of recombined cells in Rac1–cKO mice (data not shown). These results illustrate that Cdc42 plays an important role in the proliferation of adult hippocampal NSPCs, whereas Rac1 does not appear to be critically involved in this step during the course of adult neurogenesis.

Cdc42 is required for early and late steps of dendritic growth, whereas Rac1 is only involved in late steps of dendritic maturation

Adult-born hippocampal neurons go through distinct stages of morphological development as they go from immature neurons to mature granule cells and integrate into the dentate circuitry (Zhao et al., 2006). Axons extending from newborn granule cells project to area CA3, whereas their dendrites arborize into the molecular layer of the DG. Although extrinsic factors have been shown to modulate the morphological maturation of NSPCs, intrinsic pathways governing neuronal morphology are now beginning to emerge (Zhao et al., 2008). Previous studies have shown that small Rho GTPases govern cell morphology and neurite outgrowth in vitro and during embryonic development (Govek et al., 2005). Hence, we next sought to address whether Cdc42 and Rac1 play a role in the morphological maturation of adult-born neurons in vivo. Although conditional deletion of Cdc42 and Rac1 in NSPCs using Nestin–Cre–ERT2 mice allowed us to explore their function in proliferation and cell-fate choice on a population level, the relative weakness of YFP expression driven by the ROSA promoter and the high density of recombined cells hampers a thorough analysis of neuronal morphology. To address the cell-autonomous functions of Cdc42 and Rac1 in later steps of neuronal maturation, we used a retrovirus-based approach. We used the DN forms of Rac1 (T17N) and Cdc42 (T17N) (Govek et al., 2005). Using retrovirus-based delivery, we overexpressed DN–Rac1 and DN–Cdc42 in newborn cells of the adult DG. Animals were killed 15 and 30 dpi. At 15 dpi, when newborn neurons are still in immature stages (Zhao et al., 2006), we found that DN–Cdc42-overexpressing neurons had significantly shorter dendrites and reduced dendritic arborization compared with control cells (Fig. 5A). In contrast, DN–Rac1-overexpressing neurons at 15 dpi were not significantly different from control cells in either total dendritic length or branching (Fig. 5B).

Figure 5.

Figure 5.

Selective impairment of dendritic growth with impaired activity of Cdc42 but not with Rac1. A, Overexpression of DN–Cdc42 impairs dendritic maturation of newborn neurons 15 dpi. Shown are representative images of retrovirally labeled control cells (Con, green) or DN–Cdc42 (green). Distribution of dendritic lengths and branching are shown on the right. DN–Cdc42-expressing cells have significantly shorter dendrites (Con, 318.2 ± 8.75; DN–Cdc42, 226.6 ± 5.2 μm) and a reduced number of dendritic branching points (Con, 6.75 ± 0.6; DN–Cdc42, 3.9 ± 0.28). B, DN–Rac1-overexpressing cells (green) are not significantly different from control (green) in dendritic length measurements (Con, 250 ± 29; DN–Rac1 240 ± 13.3 μm) or in branching (Con, 5 ± 0.7; DN-Rac1, 4.4 ± 0.24) 15 d after injection of viruses, suggesting that only Cdc42 but not Rac1 is important for early dendritic growth. Data are expressed as mean or cumulative distribution ± SEM (n = 3–4 per group). C, Cell-autonomous genetic deletion of Cdc42 and Rac1 phenocopies the effects using DN forms of Cdc42 and Rac1. Cdc42fl/fl and Rac1fl/fl mice were injected with a retrovirus mix expressing RFP (red) and GFP-Cre (green) and killed at 15 dpi. GFP–Cre+/RFP+ cells in Cdc42fl/fl mice had significantly shorter dendrites and reduced branching compared with RFP-only-expressing control cells at 15 dpi (C, left) (dendritic length: RFP, 154 ± 12.6; GFP–Cre, 112 ± 8.8 μm). In contrast to Cdc42 deletion, Cre-based recombination in Rac1fl/fl mice (C, right panels) did not affect dendritic growth (dendritic length: RFP, 164.5 ± 26.4; GFP–Cre, 122.4 ± 39.4 μm). Quantifications are shown in the right graphs. Data are expressed as mean or cumulative distribution ± SEM (n = 3–4 per group). Scale bars: A, B, 15 μm; C, 30 μm. *p < 0.05, **p < 0.01.

DN forms of Cdc42 and Rac1 have been used extensively to study their functional roles and have proved to be powerful tools to dissect their functions. However, there are certain caveats to this approach, such as off-target effects and activity-based compensation. Hence, we confirmed our findings using a retrovirus-based genetic deletion approach in vivo. To delete Cdc42 and Rac1 selectively in newborn cells, adult transgenic mice (Cdc42fl/fl and Rac1fl/fl) were stereotactically injected with retrovirus expressing GFP–Cre together with RFP-expressing control virus. Animals were killed at 15 dpi, and double-labeled KO cells (GFP–Cre+/RFP+) were compared with control cells (RFP+ only) in the same DG (Tashiro et al., 2006). Corroborating our findings with DN–Cdc42 and DN–Rac1 overexpression at 15 dpi, we observed a selective impairment in dendritic maturation attributable to genetic loss of Cdc42 but not Rac1, suggesting a stage-specific function for these Rho GTPases in neuronal maturation (Fig. 5C).

We next assessed neuronal morphology at 30 dpi, a time point by which neurons are functionally integrated into the DG circuitry and receive input from the entorhinal cortex and also generate output toward cells in the hilus and CA3 (Toni et al., 2007; Toni et al., 2008). Similar to what was observed at 15 dpi, DN–Cdc42 overexpression led to a reduction in dendritic length and branching at 30 dpi (Fig. 6A). Interestingly, in contrast to what was observed at 15 dpi, DN–Rac1-overexpressing neurons now also had significantly shorter dendrites and reduced branching at 30 dpi (Fig. 6B), suggesting that Rac1 specifically regulates late steps of neuronal growth/maturation. To compare differences between dendritic lengths of DN–Rac1- and DN–Cdc42-expressing neurons at the two different time points, we normalized individual dendritic length values as percentages of their respective Con and compared these percentages. These calculations showed that DN–Rac1 overexpression led to a specific reduction in dendritic length from 15 to 30 dpi. In comparison, there were no significant differences in dendritic length reduction between 15 and 30 dpi in the DN–Cdc42 group (Fig. 6C). Together, these results indicate stage-specific roles for Cdc42 and Rac1 in the maturation of adult-born granule cells: Cdc42 is involved in early and late steps of dendritic growth, whereas Rac1 appears to be selectively involved in later steps of dendritic maturation.

Figure 6.

Figure 6.

Virus-based knockdown and conditional deletion of Cdc42 and Rac1 impairs dendritic growth at later stages of neuronal development. A, DN–Cdc42 leads to a significant reduction of dendritic growth (Con, 520.4 ± 19.3; DN–Cdc42, 391.1 ± 19 μm) and branching (Con, 5.4 ± 0.37; DN–Cdc42, 3.68 ± 0.21) at 30 dpi. B, DN–Rac1 overexpression impairs dendritic growth (Con, 523.1 ± 23; DN–Rac1, 388.4 ± 31.5 μm) and arborization (Con, 4.9 ± 0.2; DN–Rac1, 3.6 ± 0.3) at 30 dpi. Shown on the left are representative images of retrovirally labeled neurons at 30 dpi, and on the right are the distribution of dendritic lengths and branching. C, Comparisons of the averages of dendritic lengths expressed as a percentage of their respective control confirm that knockdown of Rac1 activity specifically impairs dendritic growth specifically at 30 dpi, whereas Cdc42 activity knockdown affects dendritic growth at both time points. Axon outgrowth into area CA3 (Con, 1222 ± 159; DN–Cdc42, 1140 ± 63; DN–Rac1, 1261 ± 157 μm) (D) and localization within the GCL are not affected by knockdown of Cdc42 or Rac1 activity 30 dpi (E). F, Cell-autonomous genetic deletion of Cdc42 and Rac1 phenocopies impaired dendritic growth and maturation of adult-born neurons as observed using DN forms of Cdc42 and Rac1. Cdc42fl/fl and Rac1fl/fl mice were injected with a retrovirus mix expressing RFP (red) and GFP–Cre (green). GFP–Cre+/RFP+ cells had significantly shorter dendrites and reduced branching compared with RFP-only-expressing control cells at 30 dpi in both Cdc42fl/fl (F, top row) (dendritic length: RFP, 512 ± 15; GFP–Cre, 221 ± 13.8 μm; branching: RFP, 6.6 ± 0.1; GFP–Cre, 3.8 ± 0.6) and Rac1fl/fl (F, bottom row) (dendritic length: RFP, 518.8 ± 35.7; GFP–Cre, 266.1 ± 38 μm; branching: RFP, 5.7 ± 0.4; GFP–Cre, 3.2 ± 0.8) mice. Quantifications are shown in the right graphs. Data are expressed as mean or cumulative distribution ± SEM (n = 3–4 per group). G, Prolonged (30 dpi) virus-mediated Cre expression does not impair dendritic growth in wild-type mice. H, Genetic loss of Rac1 and Cdc42 leads to reduced dendritic length at 90 dpt in recombined, YFP-labeled cells compared with their respective control. Scale bars: A, B, 30 μm; F, 10 μm. *p < 0.05, **p < 0.01, ***p < 0.001.

We next sought to test whether Cdc42 and Rac1 are also important for growth and proper targeting of axonal processes extending from newborn granule cells toward area CA3. Axon coverage was quantified by measuring the distance traversed by GFP+ axon tracts from the edge of the DG to the extent of the CA3 region at 30 dpi (Zhao et al., 2006). We found that axonal tracts of retrovirally labeled cells indeed reached the CA3 region of the hippocampus and that this was not discernibly influenced by DN-Cdc42 and DN-Rac1 overexpression compared with control (Fig. 5D).

Previous studies have indicated that Cdc42 and Rac1 regulate cell motility and migration (Fukata et al., 2003). Therefore, we quantified whether overexpression of DN–Cdc42 or DN–Rac1 influenced the migration of newborn neurons into the granule cell layer (GCL) of the DG at 30 dpi. Confirming previous data, we observed that a vast majority of adult-born neurons remain in the inner part of the GCL (Fig. 5E) (Duan et al., 2007). Notably, overexpression of DN–Cdc42 or DN–Rac1 did not influence the distribution of adult-born neurons in the DG GCL (Fig. 5E).

Next, we sought to confirm our findings at the 30 dpi time point again using a retrovirus-based genetic deletion approach in vivo. Cdc42fl/fl and Rac1fl/fl mice were stereotactically injected with retrovirus expressing GFP–Cre together with RFP-expressing control virus. Animals were killed at 30 dpi, and double-labeled KO cells (GFP–Cre+/RFP+) were compared with control cells (RFP+ only) in the same DG. With this approach, we confirmed the DN–Rac1- and DN–Cdc42-based findings because Cre-expressing cells in Cdc42fl/fl and Rac1fl/fl animals had significantly shorter dendrites and reduced dendritic branching at higher orders, compared with RFP-only-expressing control cells (Fig. 6F). To control for potential effects of prolonged Cre expression for dendritic development, we injected wild-type mice with Cre-expressing retroviruses together with RFP control viruses. However, we found no effect of Cre expression when we analyzed dendritic development at 30 dpi in wild-type mice (Fig. 6G).

Next, we analyzed whether deletion of Cdc42 or Rac1 may simply cause a delay in dendritic maturation. To address this, we analyzed dendritic morphology at 90 dpt using Cdc42–cKO and Rac1–cKO mice. Strikingly, we found that dendritic length was reduced for both Cdc42- and Rac1-deficient newborn neurons even 90 after genetic deletion (Fig. 6H). These results suggest that the observed defects in dendritic complexity are likely not attributable to a delay in dendrite growth and indicate a crucial role for Cdc42 and Rac1 in dendritic maturation of adult-born granule cells.

Together, these results obtained by two complementary methods (DN and genetic loss of function) indicate that Cdc42 is critical for early and late steps of dendritic development, whereas Rac1 has a predominantly late role in dendritic extension and maturation.

Rac1 and Cdc42 activity knockdown impairs dendritic spine maturation of adult-born neurons

As they mature, adult-born hippocampal neurons start receiving excitatory input from the entorhinal cortex and get integrated into the DG circuitry. This excitatory input is thought to be important for the survival and integration of adult-born neurons. Specialized protrusions from the dendritic shaft, known as dendritic spines, are the postsynaptic sites for incoming excitatory input. Spines are dynamic structures, and their density and shape are thought to be indicative of excitatory integration of neurons. Rac1 and Cdc42 are known to localize to dendritic spines and regulate their motility in primary hippocampal neurons in vitro (Tashiro and Yuste, 2004; Murakoshi et al., 2011). Hence, we next asked whether Cdc42 and Rac1 were important for spine morphogenesis and excitatory integration of newborn neurons in vivo. To address this question, we analyzed dendritic spines of retrovirally labeled neurons overexpressing DN–Cdc42 and DN–Rac1 at 30 dpi. We found that overexpression of DN–Cdc42 or DN–Rac1 did not influence total spine density compared with Con (Fig. 7A). However, the density and percentage of mushroom-shaped spines was significantly lower in both DN–Cdc42- and DN–Rac1-overexpressing neurons compared to control cells (density: Con, 0.21 ± 0.01; DN–Cdc42, 0.09 ± 0.02; DN–Rac1, 0.11 ± 0.01) (Fig. 7B,C). Mushroom spines represent the more mature population of spines, and their large head/neck ratio is thought to contribute to their function as stable excitatory synapses. Given that there were no differences in the total density of spines, specific alterations in the fraction of mushroom spines may reflect impairment in synaptic integration of these neurons. Our results demonstrate that the Rho GTPases Cdc42 and Rac1 may not be crucial for the initiation and formation of spines, but appear to be critical for spine maturation and stabilization as observed by the reduction in the density of mushroom spines.

Figure 7.

Figure 7.

Overexpression of DN–Cdc42 and DN–Rac1 impairs dendritic spine maturation. A, Total spine density was not significantly affected by DN–Cdc42 or DN–Rac1 expression compared with GFP-expressing control at 30 dpi (total spine density: Con, 2.14 ± 0.2, DN–Cdc42, 2.2 ± 0.2; DN–Rac1, 1.79 ± 0.15). B, C, The density and relative percentage of mushroom-shaped spines was significantly reduced in DN–Cdc42- and DN–Rac1-expressing cells compared with cells expressing a control virus (mushroom spine density: Con, 0.21 ± 0.01; DN–Cdc42, 0.09 ± 0.02; DN–Rac1, 0.11 ± 0.01; percentage: Con, 9.91 ± 0.86%; DN–Cdc42, 4.2 ± 0.92%; DN–Rac1, 6.6 ± 0.93%), suggesting that spine maturation but not spine initiation is affected by both Cdc42 and Rac1 knockdown. Shown are representative images of dendritic spines (arrowheads indicate mushroom spines). Data are expressed as mean ± SEM (n = 3–4 per group). Scale bars, 2 μm. *p < 0.05, **p < 0.01, ***p < 0.001.

Discussion

Newborn neurons generated by adult hippocampal NSPCs go through different stages of development on their way to becoming mature neurons that integrate into the dentate circuitry (Ming and Song, 2011). Previous studies have implicated diverse signaling pathways in regulating different stages of adult hippocampal neurogenesis (Zhao et al., 2008). Small Rho GTPases are downstream of many signaling pathways, but their role in the context of adult neurogenesis remains unclear. Studies in the past have mainly relied on in vitro models to explore the functions of small Rho GTPases and have shown that they are central signaling moieties that play diverse roles in cell division, shape, motility, and polarity (for review, see Govek et al., 2005). Collectively, these studies highlight that Cdc42 and Rac1 signaling is highly context dependent, making it important to study them in the relevant cell type both in vitro and in vivo.

We found that Cdc42 is critical for the proliferation of NSPCs in the adult hippocampus, whereas Rac1 appears to be dispensable for NSPC proliferation in vivo. This is in contrast with studies during development, which have shown that both Cdc42 and Rac1 are important for keeping embryonic cortical/telencephalic progenitors in cell cycle, specifically downstream of EGF-induced proliferation (Fuchs et al., 2009; Leone et al., 2010). Hence, a possible explanation for the observed difference between the roles of Rac1 in the proliferation of embryonic versus adult NSPCs is that EGF may not be driving proliferation in the adult neurogenic niches (Fuchs et al., 2009). In support of this, we found that EGF-driven proliferation of mouse hippocampal NSPCs in vitro (Fig. 2E,F) requires Rac1 activity, whereas proliferation with FGF alone does not require Rac1 activity. In contrast, Cdc42 appears to be involved in proliferation by both EGF and FGF (Fig. 2C,D). Given that our in vivo data resemble this phenotype (Fig. 4), it is plausible that NSPC proliferation within the adult dentate niche is not induced by EGF and hence does not require Rac1 activity for proliferation.

We further found that knockdown of Cdc42 activity affects dendritic growth at both 15 and 30 dpi, whereas Rac1 activity specifically affects dendritic growth only at 30 dpi. Previous studies have shown that DISC1, Cdk5, CREB, and tonic GABAergic input contribute to morphological maturation of immature (14 dpi) adult-born neurons (Ge et al., 2006; Duan et al., 2007; Jessberger et al., 2008; Jagasia et al., 2009). These molecules were found to influence dendritic development already at the early stages of neuronal development by 2 weeks after birth. Together with the finding that Cdc42 is important in these early steps of neuronal maturation, one might speculate that Cdc42 integrates several signaling pathways, finally transducing their effect on the cell cytoskeleton. GABA-mediated excitation in early stages of adult neurogenesis is known to contribute to the development and morphological maturation of adult-born hippocampal neurons (Ge et al., 2006). In this context, it is plausible to hypothesize that the upstream activator of Cdc42 Collybistin and its binding partner Gephyrin, a scaffolding protein of the inhibitory postsynapse, may translate the early effects of GABA on the morphological development of adult-born neurons via modulation of Cdc42 (Kins et al., 2000; Poulopoulos et al., 2009).

In striking contrast to the role of Cdc42 in early steps of neuronal differentiation, we identified Rac1 to be a novel regulator of dendritic maturation that is restricted to later stages of neuronal development. Newborn neurons start developing spines and receiving excitatory input by ∼2 weeks after birth (Zhao et al., 2008). Given the late effects of Rac1 knockdown on dendritic development and published findings indicating activity-mediated regulation of Rac1, Rac1 may mediate activity-dependent cytoskeletal rearrangement and regulate elongation and stabilization of dendritic arbors (Impey et al., 2010). Several changes occur between 15 and 30 d after birth in adult-born hippocampal neurons, including formation of functional synaptic contacts, increased neurotrophin signaling, and upregulation of the brain-derived neurotrophic factor (BDNF) receptor TrkB (Donovan et al., 2008; Mattson, 2008). Miyamoto et al. (2006) have shown that BDNF–TrkB signaling promotes neurite outgrowth via Rac1 in primary hippocampal neurons, raising the possibility that BDNF signaling may similarly recruit Rac1 during later stages of development to regulate dendritic growth of adult-born neurons.

In addition to the effects on dendritic maturation, we observed that both DN-Cdc42 and DN-Rac1 overexpression led to a significant reduction in the density and percentage of mushroom spines of adult-born hippocampal neurons. It is interesting to note that, although total spine density is not altered, given the significantly shorter dendrites, we can deduce that the total number of spines per neuron would be also be reduced. Our data corroborate published in vitro findings showing that Rac1 and Cdc42 localize to the bulging edge of spines and promote actin polymerization and spine motility and counteract the retracting effect of Rho (Tashiro and Yuste, 2004; Murakoshi et al., 2011). The fact that mushroom spines were specifically affected underscores the importance of Cdc42 and Rac1 in mediating subtler aspects of spine maturation rather than spine formation itself.

In summary, using conditional deletion of Cdc42 and Rac1 in adult NSPCs, we show that Cdc42 but not Rac1 is critically important for the proliferation of adult hippocampal NSPCs. Furthermore, we demonstrate that cell-autonomous knockdown of Cdc42 and Rac1 activity results in stage-specific impairments of dendritic development and spine morphogenesis. Our findings suggest that their temporally distinct roles may be attributable to differential recruitment of Cdc42 and Rac1 in the course of neuronal maturation. Together, we provide novel evidence for cell-autonomous and stage-specific functions of the small Rho GTPases Cdc42 and Rac1 in adult hippocampal neurogenesis.

Footnotes

This study was supported by the National Centres for Competence in Research Neural Plasticity and Repair, Swiss National Science Foundation (S.J., U.S.), Zurich Neuroscience Center, Novartis Foundation, Theodore Ott Foundation, and the EMBO Young Investigator program (S.J.). We thank Reto Baumann for experimental help, the ETH Zurich Light Microscopy Screening Center for help with imaging, and Chitranjan Vadodaria for helping to automate data processing.

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