Abstract
Genetic variants in TRIO are associated with neurodevelopmental disorders (NDDs) including schizophrenia (SCZ), autism spectrum disorder (ASD) and intellectual disability. TRIO uses its two guanine nucleotide exchange factor (GEF) domains to activate GTPases (GEF1: Rac1 and RhoG; GEF2: RhoA) that control neuronal development and connectivity. It remains unclear how discrete TRIO variants differentially impact these neurodevelopmental events. Here, we investigate how heterozygosity for NDD-associated Trio variants – +/K1431M (ASD), +/K1918X (SCZ), and +/M2145T (bipolar disorder, BPD) – impact mouse behavior, brain development, and synapse structure and function. Heterozygosity for different Trio variants impacts motor, social, and cognitive behaviors in distinct ways that align with clinical phenotypes in humans. Trio variants differentially impact head and brain size with corresponding changes in dendritic arbors of motor cortex layer 5 pyramidal neurons (M1 L5 PNs). Although neuronal structure was only modestly altered in the Trio variant heterozygotes, we observe significant changes in synaptic function and plasticity. We also identified distinct changes in glutamate synaptic release in +/K1431M and +/M2145T cortico-cortical synapses. The TRIO K1431M GEF1 domain has impaired ability to promote GTP exchange on Rac1, but +/K1431M mice exhibit increased Rac1 activity, associated with increased levels of the Rac1 GEF Tiam1. Acute Rac1 inhibition with NSC23766 rescued glutamate release deficits in +/K1431M variant cortex. Our work reveals that discrete NDD-associated Trio variants yield overlapping but distinct phenotypes in mice, demonstrates an essential role for Trio in presynaptic glutamate release, and underscores the importance of studying the impact of variant heterozygosity in vivo.
Introduction
Neurodevelopmental disorders (NDDs), including autism spectrum disorder (ASD), intellectual disability (ID), developmental delay (DD), schizophrenia (SCZ) and bipolar disorder (BPD), disrupt brain development and function. NDDs share considerable comorbidities and present with overlapping symptoms, including impairments in cognition, behavior, language, social and motor skills, emotions, and learning ability (1). In addition, the risk genes for NDDs overlap significantly, further suggesting shared mechanistic underpinnings and pathology for these disorders (2, 3).
TRIO encodes a large cytoskeletal regulatory protein with two guanine nucleotide exchange factor (GEF) domains for Rho family GTPases - GEF1 activates Rac1 and RhoG, while GEF2 activates RhoA (4–6). TRIO relays signals from cell surface receptors, acting on GTPases to coordinate cytoskeletal rearrangements critical for proper neurodevelopment (7–15). Trio knockout mice exhibit decreased survival, skeletal muscle defects, and severe defects in brain development (16–18). Selective ablation of Trio in either excitatory or inhibitory neurons alters their morphology, impairs synaptic signaling, and yields NDD-related behavioral defects (19, 20). Trio deficiency also leads to aberrations in long-term potentiation (LTP), as Trio-Rac1 signaling promotes AMPA receptor trafficking to increase synaptic strength (19, 21, 22).
Damaging de novo mutations and ultra-rare variants in TRIO are enriched in individuals with NDDs (23–30). Interestingly, nonsense variants spread throughout TRIO are enriched in individuals with SCZ (30, 31), whereas pathogenic missense TRIO variants in or surrounding the GEF1 domain are associated with ASD/ID (24, 28, 29). Variants in the Trio GEF1 domain that decrease Rac1 activity are associated with milder ID and microcephaly, whereas variants in the adjacent spectrin repeat 8 domain that increase Rac1 activity are associated with more severe ID and macrocephaly (25, 26, 32, 33). Rare missense variants in TRIO have also been observed in BPD, epilepsy, and other disorders, but studies to date are underpowered to establish a causal link with these disorders. How distinct heterozygous TRIO variants differentially impact mammalian brain development and lead to diverse phenotypes remains a fundamental and unresolved question.
We report here the comprehensive analysis of mice heterozygous for discrete Trio variants associated with different NDDs ASD-associated +/K1431M in the Trio GEF1 domain, SCZ-associated +/K1918X, leading to nonsense decay, and BPD-associated +/M2145T in Trio GEF2 domain. We show that distinct Trio NDD-associated variants differentially impair mouse behavior, brain development, and inhibitory and excitatory synaptic transmission. We show, for the first time, that Trio variants that impact GEF1 and GEF2 activity differentially impact presynaptic neurotransmitter release and synaptic vesicle replenishment. While the Trio K1431M GEF1 domain is impaired in Rac1 activation, unexpectedly +/K1431M mice exhibit increased Rac1 activity, associated with increased levels of the Rac1 GEF Tiam1. Acute Rac1 inhibition with NSC23766 rescued glutamate release deficits in +/K1431M variant cortex. Together, our data show how discrete heterozygous TRIO variants that differentially impact Trio biochemical activities yield divergent effects on behavior, neurodevelopment, and synaptic transmission.
Materials and methods
Animal work
Animal work was compliant with federal guidelines and approved by the Yale Institutional Animal Care and Use Committee. Age-matched male and female mice were used for behavioral experiments; males were used for electrophysiological and neuroanatomical studies to reduce potential variation due to estrus cycle (34).
Generation of Trio mutant mice and mouse genotyping
Mice heterozygous for Trio variants K1431M, K1918X, or M2145T were generated via CRISPR/Cas-mediated genome editing and maintained on a C57Bl/6 background. Details on allele design and genotyping are included in Supp. Methods.
In vitro GEF Assays
The K1431M point mutant was generated via site-directed mutagenesis of human WT TRIO GEF1 using the following oligos: 5’-cagcgaataacgatgtatcagctcc-3’ and 5’-ggagctgatacatcgttattcgctg-3’. Recombinant WT and K1431M human TRIO GEF1 and Rac1 were purified from bacteria as described (35). GEF activity was monitored by the decrease in fluorescent signal (λexcitation = 488 nm; λemission = 535 nm) as GTP was exchanged for BODIPY-FL-GDP on Rac1 over 30 min, as described (33, 35).
Body weight, brain weight, and head width measurements
Ear-to-ear head width of P42 mice was measured with calipers in anesthetized mice. Brain weight was measured after removing the olfactory bulbs and brain stem.
Mouse brain lysates and cortical synaptosome preparation
Whole brain lysates from P0-P1 or P35-P42 mice, and cortical synaptosomes from P39-P42 mice, were prepared as previously described (19, 36, 37), with minor modifications (described in Supp. Methods). Protein concentrations were determined with BCA assay (Pierce).
Western blot and quantification
Brain lysates were separated on SDS-PAGE gels, blotted to nitrocellulose membranes, stained with Ponceau S, blocked in 5% nonfat milk in TBS-T, incubated with primary antibodies overnight at 4°C, then with conjugated secondary antibodies at RT for 1 h (see Supp. Table 1 for list of antibodies). Images captured by a ChemiDoc Imaging System (Bio-Rad) were quantified in ImageJ. Signal intensity was normalized to Ponceau S, then to the WT average.
G-LISA
GTP-bound active Rac1 and RhoA levels in were measured using G-LISA kits according to manufacturer’s instructions (Cytoskeleton, Inc., BK128; Inc., BK124).
Behavioral tests
Behavioral tests were performed in mice 6-8 weeks of age (P42-P56), as previously described (19).
Animal perfusion and tissue processing
Mice were transcardially perfused with heparinized PBS followed by 4% paraformaldehyde (PFA) in phosphate buffered saline (PBS). Brains were postfixed in 4% PFA at 4°C for 24 h, then sliced coronally at 30 μm for Nissl stain and immunohistochemistry and 200 μm for dendritic arbor and spine analysis. For details on tissue processing, see Supp. Methods.
Electron microscopy
Electron microscopy of synapses in M1 layer 5 was performed as previously described (19) and synaptic features were quantified in ImageJ as previously described (38–41) from 5-18 fields of view (∼50 μm2) per mouse by a reviewer blinded to genotype.
Electrophysiological recordings
Acute slices were prepared from mice at P35-42 as previously described (19) with modifications noted here. Coronal slices of M1-M2 cortex were cut at 360 µm in ice-cold N-Methyl-D-glucamine-aCSF (NMDG-aCSF, in mM): 120 NMDG, 2.5 KCl, 7 MgSO4, 1.25 NaH2PO4, 0.5 CaCl2, 28 NaHCO3, 13 glucose, 7 sucrose, saturated with 95% O2-5% O2 at 300-320 mOsmol/L, pH 7.4) on a vibratome (Leica) and recovered in normal ACSF at 32°C for 30 min followed by 1 h recovery at RT. Recorded signals were acquired at 100kHz sampling rate and low pass filtered at 6 kHz. Cells were excluded if series resistance changed >20%.
AMPAR- and NMDAR-eEPSCs, miniature EPSCs (mEPSCs), Long term-potentiation (LTP) and were recorded and analyzed as previously described in (19). Gamma-aminobutyric acid receptor and glycine receptor miniature inhibitory postsynaptic currents (GABAR/GlyR-mIPSCs) were recorded at +15 mV.
Paired-pulse stimulation was applied and paired-pulse ratio (PPR) was calculated as described in (19). Calculations of the readily releasable pool (RRP) size, probability of release (Pr) and synaptic vesicles (SVs) depletion and RRP recovery (fractional) rate were made from recordings of AMPAR-eEPSCs under high frequency stimulation (HFS, 40Hz; 15 pulses) for each neuron as previously described (42–44) (details see in Supp. Methods).
Rescue experiments were performed as described above with addition of 100 µM NSC23766 into the recording solution with 5 min incubation period to allow for efficient slice penetration. All train data were processed and analyzed using OriginLab 10 software.
Quantitative Proteomics
Tissue from P21 mouse cortex (4 per genotype) was processed for tandem mass tag (TMT) peptide labeling as previously described (19) with minor modifications. Desalted 16-plex TMT-labeled peptides were separated by HPLC, and proteome analysis was performed using an EASY-nLC 1200 UHPLC coupled to an Orbitrap Eclipse mass spectrometer (Thermo Fisher Scientific). MS2 spectra were searched using Spectrum Mill (Agilent) against the UniProt Mouse Database. Technical details are described in Supp. Methods.
Gene Set Enrichment Analysis
Mouse UniProtIDs for identified proteins were converted to human orthologs and ranked by signed log10(nominal p-value) (with sign indicating direction of fold-change from WT). GSEA 4.3.3 (45, 46) was used to run the GSEAPreranked tests against all gene sets in the Human MSigDB Collection C2 v2023.2. SynGO 1.2 (47) was used to identify synaptic ontologies for differentially expressed proteins with nominal p-value <0.05.
Data Analysis
Statistical analyses were performed using GraphPad Prism 10. Data in bar graphs are presented as mean ±SEM, with individual data points graphed when applicable. Sample size ‘n’ is annotated within the bars or in the figure legend for each group. Distributions were tested for normality and outliers were removed before proceeding with statistical tests. Specific details of statistical tests performed, adjusted with post-hoc Bonferroni test for multiple comparisons (MC) where appropriate, are included in the figure legends. Significance was defined by a p-value less than 0.05: nsp<0.1; *p<0.05; **p<0.01; ***p<0.001; ****p<0.0001.
Results
Generation of Trio variant mice and impact on Trio isoforms
We used CRISPR/Cas9 technology to generate mice bearing heterozygous Trio rare variant alleles associated with ASD (+/K1431M) and SCZ (+/K1918X), and a de novo mutation found in an individual with BPD (+/M2145T) (Fig. 1A,B). We chose these alleles for their discrete effects on TRIO levels or activity: K1431M impairs TRIO GEF1 activity in vitro up to 8-fold (Supp. Fig. 1A,B) (24), M2145T TRIO GEF2 has reduced ability to activate RhoA as a function of protein concentration in cells (24), and K1918X creates a premature stop codon between GEF1 and GEF2.
Mice heterozygous for these Trio alleles survived to adulthood. Mice homozygous for Trio K1431M and M2145T survived to adulthood, with genotypes from offspring of +/K1431M intercrosses observed in Mendelian ratios, but fewer than expected M2145T homozygotes obtained (Supp. Fig. 1C). K1918X homozygote pups were not observed, as expected for a null allele (16, 18). We focused on heterozygotes, as most rare damaging Trio variants are heterozygous in humans. Heterozygosity for the K1431M and M2145T alleles did not alter the levels of the predominant Trio isoforms (Trio9S, 263 kDa; Trio9L, 277 kDa; Duet, 145 kDa; cerebellum-specific Trio8 217 kDa (48, 49)) in the brain at postnatal day 0 (P0) (Fig. 1C-D) or P42 (Fig. 1A, Supp. Fig. 1D-L). Trio9 protein levels were reduced by ∼50% in the brains of +/K1918X mice at P0 (Fig. 1C-D) and P42, and we did not detect residual truncated protein (expected 217 kDa), suggesting this mutation leads to nonsense-mediated decay (Supp. Fig. 1D-L); levels of Trio8 and Duet were unaffected (Supp. Fig. 1D-L).
Trio variant alleles differentially impact active Rho family GTPase levels
Given the effects of these variants on TRIO GEF1/2 activities, we measured levels of active GTP-bound Rac1 and RhoA in brains of neonatal (P0) and adult (P42) Trio variant-bearing mice (Fig. 1E-H). In concordance with the ∼50% reduction in Trio levels in +/K1918X brains, Rac1 activity was decreased in P0 +/K1918X brains (91% of WT activity), with a trend toward decreased active RhoA levels (84% of WT, p=0.0865). By P42, +/K1918X brains did not differ from WT in Rac1 or RhoA activity.
As K1431M decreases TRIO GEF1 catalytic activity in vitro (Supp. Fig. 1A,B) (20, 24, 29), we anticipated Rac1 activity might be reduced in +/K1431M mice. Instead, active Rac1 levels were increased in +/K1431M whole brain lysates compared to WT controls at P0 ((Fig. 1E),111% of WT) and even higher at P42 ((Fig. 1G), 150% of WT). We also did not detect changes in active RhoA levels at the whole brain lysate level in +/M2145T mice at either age (Fig. 1F,H).
Because Trio, Rac1, and RhoA are enriched at synapses (15, 22, 24, 50), we also measured their activities in synaptosomes (Supp. Fig. 1M-P). Rac1 activity was significantly increased in +/K1431M crude synaptosomes from P42 cortex (112% of WT) (Fig. 1I), consistent with measurements in whole brain lysates. Consistent with its reduced GEF2 activity, RhoA activity was decreased in +/M2145T synaptosomes compared to WT (73% of WT) (Fig. 1J).
Distinct Trio variants differentially impact mouse behavior
NDDs affect learning and memory, compulsivity, motor coordination, and social skills, hence we assessed these skills using a diverse array of established behavioral tests (19) in mice bearing Trio variants. +/K1431M and +/K1918X mice of both sexes fell from an accelerating rotarod with reduced latency and improved more slowly in this skill over repeated trials relative to WT littermates (Fig. 1K, Supp. Fig. 1Q), while +/M2145T mice performed similarly to WT. No deficits in muscle strength were noted in any genotype using the Kondziela inverted screen test prior to rotarod testing, and no differences in locomotor or exploratory activity were seen in an open field test (data not shown). In a three-chamber social interaction test, +/K1431M mice of both sexes showed no preference for the stranger mouse over the object (Fig. 1L, Supp. Fig. 1R). +/M2145T mice of both sexes and +/K1918X males exhibited preference for the stranger mouse, similar to WT. In a novel object recognition test, +/K1918X mice of both sexes and +/M2145T females failed to discriminate between the novel and familiar objects, while +/K1431M mice and +/M2145T males exhibited normal discrimination between novel and familiar objects similar to WT (Fig. 1M, Supp. Fig. 1S). +/K1918X males exhibited significantly more compulsive nestlet shredding relative to WT, while +/K1431M males showed a trend toward increased nestlet shredding (Fig. 1N).
Overall, behavioral phenotypes overlapped between +/K1431M and +/K1918X mice, though there were distinct differences in social interaction and memory tests. +/M2145T mice exhibited the fewest phenotypes in measured tasks. Together, these data indicate that these Trio alleles differentially impact behavior.
Trio +/K1431M and +/K1918X mice have smaller brains
TRIO variants that reduce TRIO GEF1 activity are associated with microcephaly (25, 26, 33), so we assessed head and brain size in Trio variant mice (Fig. 2A-E, Supp. Fig. 2A-E). After adjusting for body weight, both the head width and brain weight (Fig. 2D,E) were reduced in adult +/K1431M mice relative to WT, consistent with the microcephaly seen in patients harboring TRIO GEF1-deficient alleles. Head width in +/K1918X mice was reduced, but in proportion to their body weight (head width-to-body weight ratios did not differ between +/K1918X and WT mice, p>0.95). However, +/K1918X mice still displayed a reduced brain weight relative to WT, suggesting a disproportionate reduction in brain mass relative to their already smaller head size. Meanwhile, +/M2145T mice did not differ from WT in either head width or brain weight when adjusted for body weight.
Trio variant mice show limited changes in cortical organization
We examined whether the decreased brain weight and head size observed in +/K1431M and +/K1918X mice were associated with anatomical defects. Histological analyses did not reveal gross morphological defects (data not shown). We observed reductions in both total cross-sectional brain area and cortical thickness in +/K1918X brains (Fig. 2F-H), consistent with their smaller head size and brain weight. Significant decreases in cortical layer 2/3 and layer 5 thickness were observed in +/K1918X brains; but these were in proportion to the relative decrease in cortical thickness as compared to WT (Supp. Fig. 2F-H). No changes were observed in +/M2145T mice.
No differences in total cortical cell density or in layer-specific cell density were observed in Trio variant mice relative to WT, nor were numbers or proportions of cortical NeuN+ neuronal cells or PV+ inhibitory neurons altered relative to WT, although there were trends toward increased cell density in +/K1918X cortex and increased NeuN+ cell density in +/M2145T motor cortex (Supp. Fig. 2M-Q). These data suggested that the reduced brain size +/K1918X mice resulted from a loss of neuropil.
Trio variant heterozygotes exhibit alterations in dendritic arbors and synaptic ultrastructure
Altered dendritic arbor morphology and dendritic spine abnormalities are hallmarks of NDDs (51–57). Excitatory neuron-specific ablation of one or both Trio alleles decreased dendritic arborization, increased spine density, and yielded smaller synapses in cortex area M1 Layer 5 pyramidal neurons (M1 L5 PNs) (19).
Sholl analysis of M1 L5 PNs revealed significant reductions in both basal and apical dendritic arbor complexity and dendritic field size in P42 +/K1918X neurons, an increase in proximal basal arbor complexity in +/K1431M neurons, and a slight decrease in distal apical arbor complexity in +/M2145T neurons relative to WT (Fig. 2I-M). Path length analysis revealed that branch numbers were increased for lower order dendrites in +/K1431M neurons, while average branch lengths were decreased at higher order dendrites in +/K1918X neurons (Supp. Fig. 3F-K). None of the Trio variant heterozygotes exhibited altered dendritic spine density on M1 L5 pyramidal neurons compared to WT mice on either apical or basal arbors (Supp. Fig. 3L,M).
Electron microscopy of cortical area M1 L5 revealed that synapse density was significantly increased in +/K1918X mice compared to WT (Fig. 3A,B), possibly due to a net reduction in neuropil resulting from smaller dendritic arbors. Within synapses, postsynaptic density (PSD) length was slightly decreased in +/K1918X and +/M2145T mice, but not in +/K1431M mice (Fig. 3C). Cross-sectional presynaptic bouton area and spine head area were similar to WT in each Trio variant heterozygote (Fig. 3D,E).
Synaptic vesicle (SV) distribution was significantly altered in +/M2145T mice relative to the other genotypes (Fig. 3F,G). Within the total releasable pool 15-150 nm from the active zone (AZ), both docked SVs at 15nm comprising the readily-releasable pool (RRP) (40, 41) and tethered SVs at 50 nm were significantly increased in density in +/M2145T mice relative to the other genotypes (Fig. 3F,G). SVs distribution at 200 nm from the AZ which contribute to the reserve pool were also significantly increased in +/M2145T, suggesting an overall SV pool size. No differences in synaptic vesicle distribution were noted in +/K1431M mice, while +/K1918X showed modestly increased SVs at 200 nm from AZ relative to WT.
Synaptic transmission and plasticity are differentially impaired by distinct Trio variants
Loss of Trio function or disruption of TRIO GEF1 activity in slice culture decreases AMPAR levels at excitatory synapses (19, 21, 22, 29), while mice bearing a GEF1-deficient Trio allele exhibited decreased gamma-aminobutyric acid receptor (GABAR)- and glycine receptor (GlyR)-mediated inhibitory miniature current (mIPSC) frequencies in the prefrontal cortex (20). To explore how Trio variants impact synaptic function, we measured both miniature excitatory currents (mEPSCs) and mIPSCs in M1 L5 PNs in each of the Trio variant heterozygotes.
AMPAR-mediated mEPSC amplitudes were significantly increased in +/K1431M and +/K1918X mice relative to WT littermates, with no change in their frequencies (Fig. 4A-C). In contrast, AMPAR-mediated mEPSC amplitudes were unchanged in +/M2145T mice, but their frequencies were significantly increased. No significant changes in NMDAR mEPSC amplitudes were noted, while NMDAR mEPSCs frequencies were decreased in +/K1431M and increased in +/M2145T mice cortex (Fig. 4D-F). Notably, these findings correlated with gross alterations in the ratio of NMDAR/AMPAR-mediated evoked (e)EPSCs measured in M1 L5 PNs following stimulation in L2/3. All Trio variant heterozygotes showed decreased NMDA/AMPA ratios, indicating imbalances in NMDAR-versus AMPAR-mediated conductance (Supp. Fig. 4A,B). Significant decreases in mIPSC frequencies were noted in +/K1431M and +/M2145T mice relative to WT mice, with no change in amplitudes (Fig. 4G-I). +/K1918X mice exhibited increased mIPSC amplitude with no observed change in mIPSC frequency. Together, these data indicate that the Trio variants differentially impact excitatory and inhibitory transmission.
Finally, we tested the ability of the L5 PNs to undergo long-term potentiation (LTP) following theta-burst stimulation of L2/3 afferents (Fig. 4J,K). While LTP was robustly induced and potentiated in M1 L5 PNs from WT mice, LTP induction and potentiation were deficient in slices from +/K1918X and +/K1431M mutant mice. In contrast, +/M2145T L5 PNs showed increased induction and prolonged potentiation of LTP compared to WT L5 PNs.
Excitatory neurotransmitter release is altered in Trio +/K1431M and +/M2145T heterozygotes
In addition to its postsynaptic roles, Trio localizes presynaptically and interacts with the presynaptic active zone scaffolding proteins Bassoon and Piccolo (14, 15, 22). To assess the impact of Trio variants on presynaptic function, we first measured the paired-pulse ratio (PPR). Synapses with low probability of release (Pr), e.g. L2/3 synapses onto L5 PNs, can undergo paired-pulse facilitation (PPF), a relative increase of synaptic transmission in response to the second of two closely-apposed stimuli. WT and +/K1918X M1 L5 PNs exhibited normal facilitation of eEPSC amplitudes that decreased with increased interstimulus interval (ISI) (Fig. 5A,B). PPF was significantly enhanced in +/K1431M M1 L5 PNs at short ISIs relative to WT, suggesting a possible reduction in glutamate Pr (Fig. 5A,B). The +/M2145T PPR curve was unusual, with significantly reduced PPF at short ISIs, yet clearly increased PPF at longer ISI (Fig. 5A,B) compared to WT. The decreased PPF at initial ISI in +/M2145T mice correlated with increased mEPSC frequency (Fig. 4A-C), suggestive of a possible increase in spontaneous glutamate Pr.
We used high frequency (40Hz) stimulation (HFS) trains to quantitatively estimate glutamate Pr, RRP size, and rates of SV depletion and recovery. A plot of the normalized eEPSC responses to a HFS train stimulation again revealed facilitation upon the first 2-3 stimulations that was increased in +/K1431M and decreased in +/M2145T slices relative to WT, with no changes in +/K1918X slices (Fig. 5C,D). Initial facilitation was followed by decaying eEPSC amplitudes, reflecting SV depletion under HFS. All Trio variants exhibited a slower train decay rate relative to WT during HFS with +/M2145T depleting at half the rate of WT (τd, 4.8 s vs WT: 2.7 s) (Fig. 5D).
We used a ‘Decay’ method (42, 43) to estimate Pr and RRP size from HFS trains. Glutamate Pr in the L2/3-L5 synapses was increased in +/M2145T mice, while it was decreased for +/K1431M mice (Fig. 5E), consistent with the relative changes observed in PPF for these mice. RRP size was much larger in L2/3-L5 synapses of +/M2145T mice relative to WT (Fig. 5F), consistent with the increased SV distribution found in close apposition to the AZ (Fig. 3F,G). We tested the ability of the Trio variant heterozygotes to recover after train depletion by pairing HFS trains with a single stimulus at increasing intervals (0.01, 2, 6, 9, 12, 18s). The recovery rate (τR) was significantly slower in +/K1431M L5 PNs and they did not recover to their initial strength within 18 s, plateauing at 78% of maximal recovery compared to WT (Fig. 5G). Altogether, +/M2145T and +/K1431M L2/3-L5 synapses show a deficiency in both synchronous and spontaneous glutamate release as identified by HFS and frequency changes of mEPSCs.
Trio variant cortex display different proteomic signatures
We used comparative proteomics from P21 cortex to identify proteins and pathways that were differentially altered by the Trio variants. We quantified a total of 7,362 proteins, finding distinct differences in the cortical proteome for each genotype (Supp. Fig. 5, Supp. Table 2). Gene Set Enrichment Analysis (GSEA) (45, 46) revealed alterations in distinct functions for each Trio variant (Fig. 6A). Of note, the only enriched gene set specific to neurons was downregulation of the synaptic vesicle pathway in +/K1431M cortex; all other gene sets were not cell type-specific.
We used SynGo (47) to investigate whether the Trio variants impacted synaptic functions. 1,067 of the 7,362 total quantified proteins were synaptic proteins listed in the SynGO geneset. When restricted to brain-specific genes, all three Trio variant heterozygotes showed enrichment of differentially expressed proteins (DEPs) in synaptic processes. Notably, +/M2145T upregulated DEPs and +/K1431M downregulated DEPs were significantly enriched at the presynapse, but with only +/K1431M downregulated DEPs showing significant enrichment for postsynaptic neurotransmitter receptor and synaptic vesicle cycling (Fig. 6B,C). Together, our proteomics data point to a significant deficit in presynaptic function in both +/K1431M and +/M2145T cortex, as well as a significant effect of +/K1431M on postsynaptic function.
Rho GEFs and synaptic regulatory proteins are altered in Trio +/K1431M and +/M2145T heterozygotes
Given our findings from proteomic analysis and electrophysiology, we measured levels of key presynaptic regulators, including synaptophysin (Syp), syntaxin binding protein1 (Stxbp1, also known as Munc18-1), syntaxin1a (Stx1a) and synaptotagmin3 (Syt3), which are crucial for synaptic vesicle (SV) tethering, docking, replenishment, and calcium-dependent replenishment, respectively. We also measured levels of presynaptic proteins in P42 cortical synaptosomes, where these proteins are enriched. Munc18-1, Syt3, and Syp levels were increased in +/M2145T synaptosomes relative to WT (Fig. 6D-H). Meanwhile, Stx1a levels were significantly decreased in +/K1431M synaptosomes compared to WT, with no significant changes in +/K1918X compared to WT mice.
The elevated Rac1 activity in +/K1431M brain lysates and synaptosomes (Fig. 1I) seemed at odds with previous reports that K1431M reduces TRIO GEF1 activity (Supp. Fig. 1A,B) (20, 24, 29). We hypothesized that homeostatic compensation in +/K1431M mice may alter expression of other RhoGEFs and GAPs. Indeed, levels of the Rac1 GEF Tiam1 were increased in both +/K1431M and +/M2145T P42 cortical lysates, while VAV2 levels were increased in +/M2145T P42 lysates (Fig. 6I-L). Levels of the Trio paralog Kalirin (58) were unaffected in the Trio variant mice at P42. Together, our proteomic analyses suggest that presynaptic functions are altered in +/K1431M and +/M2145T mice and may be driven by abnormal levels of crucial presynaptic regulatory proteins and changes in Rac1 and RhoA activity.
NSC23766, a Rac1-specific inhibitor, rescues neurotransmitter release in Trio +/K1431M heterozygotes
Rac1 negatively regulates synaptic vesicle replenishment and synaptic strength in excitatory synapses (15, 44). Rac1 activity was increased while Stx1a levels were decreased in +/K1431M cortex, in association with reduced synaptic strength and deficient vesicle replenishment in L2/3-L5 cortical synapses. We tested if the acute application of the Rac1 inhibitor NSC23766 (NSC) could rescue these deficits. Treatment of +/K1431M slices acutely with NSC normalized PPR in M1 L5 PNs at all ISIs to a WT pattern, suggesting a rescue of the decreased Pr (Fig. 5A,B). Application of NSC to +/K1431M slices also decreased time to depletion of signal upon HFS (Fig. 5C,D) and significantly increased Pr without effect on RRP size (Fig. 5E,F), consistent with prior work showing that changes in Rac1 signaling does not impact the RRP (15, 44, 59). Finally, we tested if acute Rac1 inhibition impacts the rate of recovery of the RRP following HFS train stimulation. The recovery curve exhibited improvement at later intervals with full recovery at 18s interval under NSC treatment, but while the recovery rate (τR) measured was improved, it remained significantly slower compared to WT (Fig. 5G). Overall, we demonstrate that presynaptic Trio GEF1-dependent Rac1 signaling is crucial for maintaining synchronous glutamate Pr and SV replenishment at cortical L2/3-L5 synapses.
Discussion
Large-scale genetic studies show significant overlap in risk genes for ASD, SCZ, and BPD, many converging on synaptic proteins (60–68). However, how variants in a single gene contribute to different NDDs remains a major unresolved question. Our study of mice heterozygous for Trio variants associated with ASD (+/K1431M), SCZ (+/K1918X), and BPD (+/M2145T) revealed that the lesions differentially affect Trio protein levels or GEF activity, yielding overlapping but distinct behavioral, neuroanatomical, and synaptic phenotypes. Our findings extend prior work demonstrating that Trio is critical for postsynaptic signaling and synaptic plasticity. We also demonstrate for the first time in mouse model that Trio is critical for glutamate release and synaptic vesicle recycling, and that NDD-associated variants differentially impact these pre- and post-synaptic roles.
Heterozygosity for Trio variants in mice yields phenotypes similar to those observed in NDDs
Individuals with mutations in TRIO present with a range of neurodevelopmental disorder-associated clinical features, including varying degrees of intellectual disability, altered head size, skeletal and facial features, and behavioral abnormalities (23, 25–28, 33, 69). Patients with missense or truncating variants in TRIO that reduce GEF1 activity have mild developmental delay and microcephaly (25, 26, 28, 33). Similarly, we found that heterozygosity for the GEF1-deficient K1431M missense or the K1918X nonsense variants significantly reduced brain weight and/or head size compared to WT mice, along with multiple behavioral impairments. Notably, while both showed impaired motor coordination and learning, only mice bearing the ASD-associated K1431M allele exhibited social interaction deficits.
Both +/K1431M and +/K1918X adult mice had reduced brain-to-body weight ratios compared to WT, but these were driven by different factors. The smaller brain size in +/K1918X mice was associated with a reduction in neuropil and reduced cortical thickness, similar to mice bearing excitatory neuron-specific ablation of one Trio allele (19) and paralleling the reduced gray matter volume and cortical thickness in patients with schizophrenia (70–74). Meanwhile, +/K1431M mice exhibited an overall increase in body weight leading to relatively decreased head width- and brain-to-body weight ratios in these mice. Adult +/K1431M mice had no change in neuropil or cross-sectional brain area, consistent with a prior study describing normal brain size in +/K1431M and K1431M/K1431M mice at E14.5 (20). Rac1 mediates glucose-stimulated insulin secretion from pancreatic islet beta-cells (75–80), which may explain how chronic alterations in Rac1 activity contribute to weight changes in Trio +/K1431M and +/K1918X mice. Most studies of Trio variants have focused on neuronal effects, but expression of Trio in other tissues could explain the increased body weight in these mice, as well as the musculoskeletal abnormalities associated with TRIO variation in humans (23, 25, 27, 32).
Trio variants differentially impact dendritic arbor structure
Rac1 and RhoA signaling is critical for dendrite development (10–13, 81). We found relatively subtle effects of Rac1/RhoA-altering Trio variants on cortical L5 PN dendrites. The reductions in dendritic arborization and length in +/K1918X neurons are consistent with reports of reduced gray matter volume and dendrite alterations in individuals with schizophrenia versus controls (82, 83), but were modest compared to NEX-Trio+/flmice lacking one copy of Trio in excitatory neurons (19). Reduced Trio function in other cell types, such as in inhibitory neurons or glia, or in neurons from other brain regions that project to cortical M1 L5 PNs, may ameliorate the phenotypes in excitatory neurons of +/K1918X relative to NEX-Trio+/fl mice. In addition, changes to L5 PN dendrites in Trio variant mice appeared to be regionally selective within the arbor: +/K1431M neurons had increased arborization only in proximal basal dendrites, while +/M2145T neurons had decreased arborization only in the most distal apical dendrites. These differences may reflect the differential spatiotemporal influence of Trio in regulating Rac1 versus RhoA activity. Alternatively, given our finding for presynaptic roles for Trio, these differences may reflect differential effects of the Trio variants on both excitatory and inhibitory afferent synaptic inputs which play critical roles in shaping the apical and basal dendrites of L5 PNs (84).
Trio variants impact brain Rho GTPase signaling
We show here that the K1431M variant significantly reduces TRIO GEF1 nucleotide exchange on Rac1 in vitro, consistent with previous reports (24, 29). Decreased Rac1 activity was observed in +/K1431M mice at embryonic day 14.5 in the ganglionic eminence, which is enriched for pre-migratory GABAergic interneurons (20). In contrast, we show an increase in active Rac1 levels in +/K1431M postnatal brains (at P0, P21, P42) and synaptosomes (at P42) from cortex, primarily composed of differentiated excitatory neurons. This increase aligns with observed phenotypes (e.g. reduced Pr) and reveals why reductions in brain volume, dendrites and spines, or AMPAR signaling anticipated from reduced Rac1 activity (85–89) were not observed in +/K1431M mice. We propose that the increased Rac1 activity we observed reflects homeostatic compensation in Rac1 regulation occurring between birth to adult ages, and identify changes in Rac1-specific GEFs, e.g. Tiam1 and Vav2, that may contribute to this compensation. Importantly, we did not find changes in Kalirin levels in the adult brain of these Trio mutant mice, suggesting that Kalirin does not compensate for loss of Trio GEF1 activity at this age.
We observed a significant reduction in active RhoA only in purified synaptosomes of +/M2145T brains, reflecting the synaptic compartment as a key locus of Trio function. In addition, despite +/K1918X mice having half the WT levels of Trio protein, we measured little to no change in active Rac1 and RhoA levels in +/K1918X brains. These findings are consistent with recent evidence that the spatiotemporally precise balance of Rac/Rho activity rather than absolute activity levels can mediate cytoskeletal rearrangements (7, 9, 90, 91). Alterations in the activity of additional potential TRIO substrates, such as RhoG (92), Cdc42 (6), and the neurodevelopmentally critical Rac3 (93–95) could also contribute phenotypes in these mice.
The NDD-associated Trio variants cause synaptic transmission, plasticity and excitatory/inhibitory imbalance
Overexpression of a TRIO K1431M variant with reduced GEF1 activity decreased AMPAR-mediated mESPC amplitudes in rat organotypic slices (21), while Rac1 activation increased AMPAR amplitudes by promoting synaptic AMPAR clustering (89). In +/K1431M mice we observed increased AMPAR current amplitudes without significant changes in NMDAR ESPC amplitudes in evoked and miniature EPSCs recordings, consistent with the increase in active Rac1 levels measured in synaptosomes of adult +/K1431M mice. AMPAR EPSC amplitudes were also increased in L5 PNs of +/K1918X mice, which have decreased Rac1 activity at P0 and normalized levels of Rac1 by P21 and P42 compared to WT. This temporal increase of Rac1 activity could be enough to drive a subtle but significant increase in AMPAR tone in +/K1918X.
mIPSC frequencies were decreased in +/K1431M and +/M2145T L5 PNs, while mIPSC amplitude was increased in +/K1918X slices. Sun et al. noted a similar deficit in inhibitory function in +/K1431M prefrontal cortex correlated with reduced interneuron migration to this region, including parvalbumin positive (PV+) neurons (20). In contrast, we did not observe reduced PV+ interneuron numbers in the motor cortex in any Trio variant mice, suggesting that Trio variants may impact the number of inhibitory synapses or transmission properties rather than solely interneuron migration. Overall, heterozygosity for Trio variants dysregulates excitatory and inhibitory synaptic transmission in different patterns, resulting in E/I imbalance, a known driver of NDD phenotypes.
Trio-deficient excitatory neurons are unable to undergo long-term potentiation (LTP) in mouse brain slices (19), which is crucial for working memory in mammals. During LTP ability of Rac1 suggested to be transiently activated and deactivated to regulate AMPAR (96–98). Both +/K1431M and +/K1918X L5 PNs exhibited reduced LTP induction and maintenance. The increased AMPAR resulting from already elevated Rac1 activity (+/K1431M mice) or the inability of reduced levels Trio levels to activate Rac1 (+/K1918X mice) may preclude LTP in these mice. +/M2145T mice showed a striking increase in the induction and maintenance of LTP, correlating with an increased glutamate Pr and SV pool size. The function of RhoA function in plasticity is unknown, but the decrease in RhoA activity measured in cortical synaptosomes may underlie the increase in LTP.
Trio GEF1 and GEF2-deficient variants lead to opposing defects in synaptic release of glutamate
In neuroendocrine, pancreatic beta, and mast cells, Trio GEF1 activity, Rac1 and RhoA are required for regulation of exocytosis (99–103). Recent work suggest that Trio GEF1 can act through Rac1 to regulate presynaptic processes – Rac1 colocalizes with SVs in the axonal boutons to negatively regulate action potential-dependent (synchronous) glutamate Pr and SV replenishment (15, 44, 59, 104). Using the Rac1 inhibitor NSC, we demonstrate that elevated Rac1 activity, possibly due to Tiam1 upregulation, underlies the reduction in synchronous glutamate Pr and SV replenishment without affecting RRP in +/K1431M mice.
Recent work on Rac1 knockout models shows conflicting results regarding their impact on spontaneous (action potential-independent) glutamate Pr, which is critical in synaptogenesis and plasticity (105, 106). Knockout of Rac1 at the Drosophila neuromuscular junction or in cultured mouse hippocampal neurons does not affect the frequency of spontaneous release (15, 59). However, conditional knock out of Rac1 in the Calyx of Held increased spontaneous Pr (44), aligning with the hypothesis that Rac1 activity negatively regulates neurotransmitter release by increasing assembly of actin filaments at the AZ that impede SV fusion. A significant decrease in NMDAR mEPSC frequency in +/K1431M mice suggests defects in spontaneous glutamate Pr in cortical synapses, consistent with increased Rac1 activity, while the increase in miniature AMPAR amplitudes could mask the decrease in AMPAR frequency. This relative impact of Rac1 on spontaneous release may reflect functional differences between these diverse synapse types.
RhoA activity is significantly reduced in cortical synaptosomes of +/M2145T mice, and this is associated with increased RRP size. While a specific function for RhoA in regulating presynaptic release is currently unclear, levels of Munc18, Syp, and Syt3, are all increased in +/M2145T mice and may contribute to the enhanced Pr and altered SV cycling. Taken together, we demonstrate that Trio GEF1 and GEF2 activities play crucial, distinct roles in the presynaptic SV cycle.
Conclusions
TRIO is a risk gene for several NDDs with different patterns of variants observed in different disorders. We show here that variants in Trio that lead to impaired Trio levels or GEF function cause both shared and distinct defects in behavior, neuroanatomy, and synaptic function that reflect variant-specific NDD clinical phenotypes. Our data also demonstrate, for the first time, the differential impact of distinct Trio lesions on glutamate Pr and SVs replenishment, along with alterations in presynaptic release machinery that contribute to these deficits. We propose that distinct Trio variants act via diverse mechanisms to disrupt normal brain function at the synaptic, circuit, and behavior level.
Acknowledgements
We are grateful to Xianyun Ye, Suxia Bai, Andrew Boulton, Chris Kaliszewski, and Xiao-Yuan Li for expert technical support and Bruce Herring, Dick Mains and Betty Eipper for formative discussions.
This work was supported by AHA Postdoctoral Training Grant 20POST35210428 (Y.I.), NIH Medical Scientist Training Program Training Grant T32GM136651 (A.T.J), NIH grants R56MH122449 (A.J.K.), R01MH133562 (A.J.K.), R01MH132685 (A.J.K.) and a Pilot Award from the Simons Foundation.
Additional information
Author contribution
YI, ATJ and AJK designed the study and wrote the manuscript. ATJ, TN, and AJK designed alleles and CRISPR strategy and AJK screened pups for germline transmission. TN and the Yale Genome Editing Center generated Trio CRISPR alleles. YI designed, conducted and analyzed all electrophysiology experiments. ATJ conducted dendrite reconstructions, dendritic spine analysis, measured brain and body weight, isolated crude synaptosomes and performed GLISAs. SF performed and analyzed all behavioral tests. ATJ collected samples; CMR, KN, and SAM measured protein levels in brain tissue. EEC perfused animals, CAG provided support, and ATJ and YI analyzed images from electron microscopy experiments. YI and ATJ conducted immunoblots and analysis. ATJ conducted Nissl stain and fluorescent immunohistochemistry; ATJ and MJV performed IHC analysis. MGC conducted GEF assays.
Conflict of interest
Authors declare no conflict of interest.
References
- 1.Diagnostic and Statistical Manual of Mental Disorders
- 2.Analysis of shared heritability in common disorders of the brainScience 360
- 3.Exploring the genetic overlap between twelve psychiatric disordersNature Genetics 54
- 4.The multidomain protein Trio binds the LAR transmembrane tyrosine phosphatase, contains a protein kinase domain, and has separate rac-specific and rho-specific guanine nucleotide exchange factor domainsProc Natl Acad Sci U S A 93:5466–71
- 5.The two guanine nucleotide exchange factor domains of Trio link the Rac1 and the RhoA pathways in vivoOncogene 16:147–52
- 6.TrioGEF1 controls Rac- and Cdc42-dependent cell structures through the direct activation of rhoGJ Cell Sci 113:729–39
- 7.Trio and Kalirin as unique enactors of Rho/Rac spatiotemporal precisionCell Signal 98
- 8.Kalirin and Trio: RhoGEFs in Synaptic Transmission, Plasticity, and Complex Brain DisordersTrends Neurosci 43:505–18
- 9.Mechanisms for spatiotemporal regulation of Rho-GTPase signaling at synapsesNeurosci Lett 601:4–10
- 10.Rho GTPases and the actin cytoskeletonScience 279:509–14
- 11.Rho GTPases in neuronal morphogenesisNat Rev Neurosci 1:173–80
- 12.Small GTPases Rac and Rho in the maintenance of dendritic spines and branches in hippocampal pyramidal neuronsJ Neurosci 20:5329–38
- 13.Rho GTPases, dendritic structure, and mental retardationJ Neurobiol 64:58–74
- 14.Trio, a Rho Family GEF, Interacts with the Presynaptic Active Zone Proteins Piccolo and BassoonPLoS One 11
- 15.Action potential-coupled Rho GTPase signaling drives presynaptic plasticityElife 10
- 16.Skeletal muscle deformity and neuronal disorder in Trio exchange factor-deficient mouse embryosProc Natl Acad Sci U S A 97:12074–8
- 17.Trio is a key guanine nucleotide exchange factor coordinating regulation of the migration and morphogenesis of granule cells in the developing cerebellumThe Journal of biological chemistry 285:24834–44
- 18.Trio gene is required for mouse learning abilityBrain Res 1608:82–90
- 19.Trio Haploinsufficiency Causes Neurodevelopmental Disease-Associated DeficitsCell Rep 26:2805–17
- 20.Dysfunction of Trio GEF1 involves in excitatory/inhibitory imbalance and autism-like behaviors through regulation of interneuron migrationMol Psychiatry
- 21.Autism Spectrum Disorder/Intellectual Disability-associated mutations in Trio disrupt Neuroligin 1-mediated synaptogenesisJ Neurosci
- 22.Synaptic Kalirin-7 and Trio Interactomes Reveal a GEF Protein-Dependent Neuroligin-1 Mechanism of ActionCell Rep 29:2944–52
- 23.TRIO loss of function is associated with mild intellectual disability and affects dendritic branching and synapse functionHum Mol Genet 25:892–902
- 24.Neurodevelopmental disease-associated de novo mutations and rare sequence variants affect TRIO GDP/GTP exchange factor activityHum Mol Genet
- 25.Opposite Modulation of RAC1 by Mutations in TRIO Is Associated with Distinct, Domain-Specific Neurodevelopmental DisordersAm J Hum Genet 106:338–55
- 26.Pathogenic TRIO variants associated with neurodevelopmental disorders perturb the molecular regulation of TRIO and axon pathfinding in vivoMol Psychiatry 28:1527–44
- 27.Extending the phenotypes associated with TRIO gene variants in a cohort of 25 patients and review of the literatureAm J Med Genet A 191:1722–40
- 28.Mutations specific to the Rac-GEF domain of TRIO cause intellectual disability and microcephalyJ Med Genet 53:735–42
- 29.An autism spectrum disorder-related de novo mutation hotspot discovered in the GEF1 domain of TrioNat Commun 8
- 30.Rare coding variants in ten genes confer substantial risk for schizophreniaNature 604:509–16
- 31.Exome sequencing in schizophrenia-affected parent-offspring trios reveals risk conferred by protein-coding de novo mutationsNat Neurosci 23:185–93
- 32.More evidence on TRIO missense mutations in the spectrin repeat domain causing severe developmental delay and recognizable facial dysmorphism with macrocephalyNeurogenetics 22:221–4
- 33.Autoinhibition of the GEF activity of cytoskeletal regulatory protein Trio is disrupted in neurodevelopmental disorder-related genetic variantsThe Journal of biological chemistry 298
- 34.The evolving role of dendritic spines and memory: Interaction(s) with estradiolHorm Behav 74:28–36
- 35.In vitro fluorescence assay to measure GDP/GTP exchange of guanine nucleotide exchange factors of Rho family GTPasesBiol Methods Protoc 7
- 36.Biochemical characterization of a filtered synaptoneurosome preparation from guinea pig cerebral cortex: cyclic adenosine 3’:5’-monophosphate-generating systems, receptors, and enzymesJ Neurosci 5:2240–53
- 37.NMDA receptor-mediated control of protein synthesis at developing synapsesNat Neurosci 3:211–6
- 38.Noonan Syndrome-Associated SHP2 Dephosphorylates GluN2B to Regulate NMDA Receptor FunctionCell Rep 24:1523–35
- 39.Endogenous Rho-kinase signaling maintains synaptic strength by stabilizing the size of the readily releasable pool of synaptic vesiclesJ Neurosci 32:68–84
- 40.Presynaptic Deletion of GIT Proteins Results in Increased Synaptic Strength at a Mammalian Central SynapseNeuron 88:918–25
- 41.CAST/ELKS Proteins Control Voltage-Gated Ca(2+) Channel Density and Synaptic Release Probability at a Mammalian Central SynapseCell Rep 24:284–93
- 42.Active zones and the readily releasable pool of synaptic vesicles at the neuromuscular junction of the mouseJ Neurosci 31:2000–8
- 43.Determining synaptic parameters using high-frequency activationJ Neurosci Methods 264:136–52
- 44.Presynaptic Rac1 controls synaptic strength through the regulation of synaptic vesicle primingElife 11
- 45.Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profilesProc Natl Acad Sci U S A 102:15545–50
- 46.PGC-1alpha-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetesNat Genet 34:267–73
- 47.SynGO: An Evidence-Based, Expert-Curated Knowledge Base for the SynapseNeuron 103:217–34
- 48.Multiple novel isoforms of Trio are expressed in the developing rat brainGene 347:125–35
- 49.Identification of novel neuronal isoforms of the Rho-GEF TrioBiol Cell 98:183–93
- 50.Rho GTPase signaling and mDia facilitate endocytosis via presynaptic actinElife 12
- 51.Dendritic anomalies in disorders associated with mental retardationCereb Cortex 10:981–91
- 52.Dendritic development and mental defectNeurology 20
- 53.Dendritic development in neocortex of children with mental defect and infantile spasmsNeurology 24:203–10
- 54.Dendritic and synaptic pathology in mental retardationPediatr Neurol 7:79–85
- 55.Dendritic spine “dysgenesis” and mental retardationScience 186:1126–8
- 56.Dendritic differentiation in human cerebral cortex: normal and aberrant developmental patternsAdv Neurol 12:91–134
- 57.The dendritic tree and brain disordersMol Cell Neurosci 50:10–20
- 58.Kalirin-9 and Kalirin-12 Play Essential Roles in Dendritic Outgrowth and BranchingCereb Cortex 25:3487–501
- 59.Trio preserves motor synapses and prolongs motor ability during agingCell Rep 43
- 60.Genetic overlap between autism, schizophrenia and bipolar disorderGenome Med 1
- 61.A polygenic burden of rare disruptive mutations in schizophreniaNature 506:185–90
- 62.Large-Scale Exome Sequencing Study Implicates Both Developmental and Functional Changes in the Neurobiology of AutismCell 180
- 63.Increased burden of ultra-rare protein-altering variants among 4,877 individuals with schizophreniaNat Neurosci 19:1433–41
- 64.De novo mutations in schizophrenia implicate synaptic networksNature 506:179–84
- 65.Synaptic, transcriptional and chromatin genes disrupted in autismNature 515:209–15
- 66.The contribution of de novo coding mutations to autism spectrum disorderNature 515:216–21
- 67.Convergence of genes and cellular pathways dysregulated in autism spectrum disordersAm J Hum Genet 94:677–94
- 68.De novo CNV analysis implicates specific abnormalities of postsynaptic signalling complexes in the pathogenesis of schizophreniaMol Psychiatry 17:142–53
- 69.Novel loss-of-function variants in TRIO are associated with neurodevelopmental disorder: case reportBMC Med Genet 21
- 70.Neuroimaging in schizophrenia: an overview of findings and their implications for synaptic changesNeuropsychopharmacology 48:151–67
- 71.Neuroimaging in schizophrenia: A review articleFront Neurosci 16
- 72.Reduction of cortical volume in schizophrenia on magnetic resonance imagingPsychol Med 23:591–604
- 73.Temporal lobe pathology in schizophrenia: a quantitative magnetic resonance imaging studyAm J Psychiatry 146:464–72
- 74.Widespread cerebral gray matter volume deficits in schizophreniaArch Gen Psychiatry 49:195–205
- 75.Friendly, and not so friendly, roles of Rac1 in islet beta-cell function: lessons learnt from pharmacological and molecular biological approachesBiochem Pharmacol 81:965–75
- 76.Multiple Guanine Nucleotide Exchange Factors Mediate Glucose-Induced Rac1 Activation and Insulin Secretion: Is It Precise Regulatory Control or a Case of Two Peas from the Same Pod?ACS Pharmacol Transl Sci 4:1702–4
- 77.Augmented Rac1 Expression and Activity are Associated with Oxidative Stress and Decline of beta Cell Function in ObesityCell Physiol Biochem 35:2135–48
- 78.Emerging Roles of Small GTPases in Islet beta-Cell FunctionCells 10
- 79.Ras-related C3 botulinum toxin substrate 1 (RAC1) regulates glucose-stimulated insulin secretion via modulation of F-actinDiabetologia 56:1088–97
- 80.Rac1 governs exercise-stimulated glucose uptake in skeletal muscle through regulation of GLUT4 translocation in miceJ Physiol 594:4997–5008
- 81.Rho GTPase signaling at the synapse: implications for intellectual disabilityExp Cell Res 319:2368–74
- 82.Evidence for a decrease in basilar dendrites of pyramidal cells in schizophrenic medial prefrontal cortexSchizophr Res 58:75–81
- 83.Pathology of layer V pyramidal neurons in the prefrontal cortex of patients with schizophreniaAm J Psychiatry 161:742–4
- 84.Anatomy and physiology of the thick-tufted layer 5 pyramidal neuronFront Cell Neurosci 9
- 85.Rac1 deficiency in the forebrain results in neural progenitor reduction and microcephalyDev Biol 325:162–70
- 86.RAC1 Missense Mutations in Developmental Disorders with Diverse PhenotypesAm J Hum Genet 101:466–77
- 87.Rac1 regulates neuronal polarization through the WAVE complexJ Neurosci 30:6930–43
- 88.Rac1 and Rac3 GTPases differently influence the morphological maturation of dendritic spines in hippocampal neuronsPLoS One 14
- 89.Rac1 induces the clustering of AMPA receptors during spinogenesisJ Neurosci 25:10627–36
- 90.RhoGTPases at the synapse: An embarrassment of choiceSmall GTPases 8:106–13
- 91.Spatio-temporal Rho GTPase signaling - where are we now?J Cell Sci 123:1841–50
- 92.The Rac1- and RhoG-specific GEF domain of Trio targets filamin to remodel cytoskeletal actinNat Cell Biol 2:888–92
- 93.Pathophysiological Mechanisms in Neurodevelopmental Disorders Caused by Rac GTPases Dysregulation: What’s behind Neuro-RACopathiesCells 10
- 94.Rac1 and Rac3 have opposing functions in cell adhesion and differentiation of neuronal cellsJ Cell Sci 120:555–66
- 95.Essential role of Rac1 and Rac3 GTPases in neuronal developmentFASEB J 23:1347–57
- 96.Activation of Rac1 Has an Opposing Effect on Induction and Maintenance of Long-Term Potentiation in Hippocampus by Acting on Different KinasesFront Mol Neurosci 14
- 97.Long-Term Potentiation: From CaMKII to AMPA Receptor TraffickingAnnu Rev Physiol 78:351–65
- 98.Rac-maninoff and Rho-vel: The symphony of Rho-GTPase signaling at excitatory synapsesSmall GTPases 13:14–47
- 99.Kalirin/Trio Rho guanine nucleotide exchange factors regulate a novel step in secretory granule maturationMol Biol Cell 18:4813–25
- 100.Cdc42 and Rac stimulate exocytosis of secretory granules by activating the IP(3)/calcium pathway in RBL-2H3 mast cellsJ Cell Biol 148:481–94
- 101.The GTP-binding protein RhoA mediates Na,K-ATPase exocytosis in alveolar epithelial cellsMol Biol Cell 14:3888–97
- 102.betaPIX-activated Rac1 stimulates the activation of phospholipase D, which is associated with exocytosis in neuroendocrine cellsJ Cell Sci 122:798–806
- 103.The microtubule-associated Rho activating factor GEF-H1 interacts with exocyst complex to regulate vesicle trafficDev Cell 23:397–411
- 104.A Rho-related GTPase is involved in Ca(2+)-dependent neurotransmitter exocytosisThe Journal of biological chemistry 275:7764–70
- 105.Spontaneous Neurotransmitter Release Shapes Dendritic Arbors via Long-Range Activation of NMDA ReceptorsCell Rep 10:873–82
- 106.Spontaneous Activity Defines Effective Convergence Ratios in an Inhibitory CircuitJ Neurosci 36:3268–80
- 107.Evaluation of off-target and on-target scoring algorithms and integration into the guide RNA selection tool CRISPORGenome Biol 17
- 108.Highly Efficient Mouse Genome Editing by CRISPR Ribonucleoprotein Electroporation of ZygotesThe Journal of biological chemistry 291:14457–67
- 109.Manipulating the mouse embryo : a laboratory manualCold Spring Harbor, N.Y.: Cold Spring Harbor Laboratory Press
- 110.The nissl stain: a stain for cell bodies in brain sectionsCSH Protoc 2008
- 111.Paxinos and Franklin’s The mouse brain in stereotaxic coordinatesAmsterdam: Academic Press, an imprint of Elsevier
- 112.Imaging neuronal subsets in transgenic mice expressing multiple spectral variants of GFPNeuron 28:41–51
- 113.Reproducible workflow for multiplexed deep-scale proteome and phosphoproteome analysis of tumor tissues by liquid chromatography-mass spectrometryNat Protoc 13:1632–61
Article and author information
Author information
Version history
- Preprint posted:
- Sent for peer review:
- Reviewed Preprint version 1:
Copyright
© 2024, Ishchenko et al.
This article is distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use and redistribution provided that the original author and source are credited.
Metrics
- views
- 0
- downloads
- 0
- citations
- 0
Views, downloads and citations are aggregated across all versions of this paper published by eLife.