Abstract
Adults and children with the 22q11.2 Deletion Syndrome demonstrate cognitive, social and emotional impairments and high risk for schizophrenia. Work in mouse model of the 22q11.2 deletion provided compelling evidence for abnormal expression and processing of microRNAs. A major transcriptional effect of the microRNA dysregulation is up-regulation of Emc10, a component of the ER membrane complex, which promotes membrane insertion of a subset of polytopic and tail-anchored membrane proteins. We previously uncovered a key contribution of EMC10 in mediating the behavioral phenotypes observed in 22q11.2 deletion mouse models. Here we show that expression and processing of miRNAs is abnormal and EMC10 expression is elevated in neurons derived from 22q11.2 deletion carriers. Reduction of EMC10 levels restores defects in neurite outgrowth and calcium signaling in patient neurons. Furthermore, antisense oligonucleotide administration and normalization of Emc10 in the adult mouse brain not only alleviates cognitive deficits in social and spatial memory but sustains these improvements for over two months post injection, indicating its therapeutic potential. Broadly, our study integrates findings from both animal models and human neurons to elucidate the translational potential of modulating EMC10 levels and downstream targets as a specific venue to ameliorate disease progression in 22q11.2 Deletion Syndrome.
Introduction
Adults and children with the 22q11.2 Deletion Syndrome (22q11.2DS) demonstrate cognitive, social and emotional impairments (1–3). 22q11.2 deletions are also one of the strongest genetic risk factors for schizophrenia (SCZ) (4). Previous work in a model of the 22q11.2 deletion, carrying a hemizygous 1.3-Mb deficiency on mouse chromosome 16 [Df(16)A], which is syntenic to the 1.5Mb 22q11.2 deletion [Df(16)A+I– mice] revealed a distinct behavioral and cognitive profile (5, 6). Molecular analysis of the Df(16)A+I–strain provided compelling evidence for abnormal processing of brain enriched microRNAs (miRNAs) (5, 7). The Df(16)A+I– related miRNA dysregulation is due to (i) hemizygosity of Dgcr8, a component of the “microprocessor” complex that is essential for miRNA production (8) and (ii) hemizygosity of miRNA genes residing within the deletion, including mir185. Reduction of miR-185 levels and to a lesser degree of miRNAs residing outside the deletion {such as miR-485 (7)} result in a de-repression of Mirta22IEmc10 gene (herein after referred to as Emc10), whose expression is under the repressive control of miRNAs(7). Indeed, comprehensive RNA profiling of Df(16)A+I– mice found that postnatal elevation in the expression of Emc10 gene represents a key transcriptional effect of the 22q11.2 deletion (7). Increased brain expression of Emc10 is recapitulated in Df(16)A+/− primary neurons(9) as well as in mouse models of the more common 3Mb 22q11.2 deletion (10). Other miRNA targets are dysregulated, but their levels of change are subtler and more variable. Emc10 encodes for a component of the ER membrane complex (EMC), which promotes membrane insertion and maturation of a subset of polytopic and tail-anchored membrane proteins including neurotransmitter receptors, channels, and transporters (11–18). Emc10 is a prenatally biased gene with high expression in embryonic life that gradually subsides after birth (7), a developmental pattern of expression conserved between mice, humans and nonhuman primates (19). Emc10 LoF mutation that leads to reduction of Emc10 levels rescues key cellular, cognitive and behavioral alterations in the Df(16)A+I– mice (19).
Here we show that 22q11.2 deletion results in abnormal processing of miRNAs in human neurons and in turn drives misexpression of EMC10 as previously described in animal models (5). Human EMC10 expression is elevated in neurons derived from 22q11.2 deletion carriers and reversal of EMC10 expression leads to restoration of key morphological and functional alterations linked to 22q11.2 deletions, supporting normalization of EMC10 expression as a disease-modifying intervention. Toward this end, we also show that antisense oligonucleotide (ASO)-mediated Emc10 normalization in the adult mouse brain is effective at reversing cognitive alterations. Improvements in cognition are sustained for over two months post ASO administration. The observations that ASO-mediated Emc10 reduction in adult mouse brain rescues cognitive deficits linked to 22q11.2 deletion strongly support a key contribution of Emc10 and Emc10-dependent membrane protein trafficking in mediating the effects of 22q11.2 deletions on cognitive function and pave the way towards translating these observations into potential disease-modifying therapeutic interventions.
Results
To investigate whether miRNA dysregulation and upregulation of EMC10 is also prominent in cortical neurons from patients carrying 22q11.2 deletions (Fig. 1A), we used hiPSC lines obtained from three independent 22q11.2DS/SCZ donors with a 3Mb deletion diagnosed with SCZ and matched healthy controls (Supplementary Table 1). The first patient/control pair is derived from dizygotic twins discordant for the 22q11.2DS and SCZ [Q6 (22q11.2) and Q5 (Ctrl)] (Fig. S1A-D). The second patient/control pair is derived from siblings [Q1 (22q11.2) and Q2 (Ctrl)] while the third patient/control pair is a case and age/sex matched unrelated control pair from the NIMH Repository and Genomic Resource [QR27 (22q11.2) and QR20 (Ctrl)].
We examined whether 22q11.2 deletion results in abnormal processing of miRNAs in human neurons as we have previously described in animal models (5). We performed parallel small RNA/miRNA sequencing on DIV8 differentiated human cortical neurons from the sibling (Q5/Q6) pair derived using an approach that combines small-molecule inhibitors to repress SMAD and WNT signaling pathways to promote CNS fate (20). We confirmed the efficiency of differentiation using immunohistochemistry (IHC) and gene expression assays, which indicated the anticipated increase of TUJ1/TBR1 positive derived neurons and downregulation of embryonic stem cell marker OCT4 (Fig. 1B and Fig. S1E-G). We identified a number of mature miRNAs dysregulated in response to the 22q11.2 deletion (Fig. 1C, Fig. S2A, B, Supplementary Table S2). As a validation of our approach, we observed the expected downregulation of miRNAs miR-185, miR-1286 and miR-1306 that reside in the 22q11.2 locus (three other predicted 22q11.2 miRNAs, miR-649, miR-3618 and miR-4761 were not detected in DIV8 neurons) (Fig. S2A). Among miRNAs located outside the 22q11.2 region, we note downregulation of miRNAs such as miR-137 as well as miR-134 and several other members form the largest placental mammal-specific miRNA gene cluster miR379-410 (Fig. S2B) that have been previously implicated in neuronal development, differentiation and function (5, 21–29). We used the miRNA-target interaction network tool miRNet 2.0 (30) to perform target enrichment and network analysis for the dysregulated miRNAs and performed GO term enrichment analysis on this target interaction network. Affected biological processes were prominently centered on cell division and intracellular protein transport (Fig. S3A) whereas cellular components were associated with the nucleus and the perinuclear region (endoplasmic reticulum and Golgi apparatus) of the cytoplasm (Fig. S3B).
In addition to 22q11.2 deletion region miRNAs, lower abundance of miRNAs in cases is likely due to haploinsufficiency of the DGCR8 gene and is expected to result in upregulation of target genes. To identify candidate miRNA target genes we performed an unbiased evaluation of the transcriptional responses using bulk RNA sequencing on RNA collected from DIV8 differentiated cortical neurons derived from the patient (Q6) and the corresponding healthy dizygotic twin (Q5) line (Fig. S4A). We observed the expected downregulation of genes within the 22q11.2 locus in patient neurons (Supplementary Table 3). Further, RNA and protein expression characterization confirmed the reductions in the abundance of the 22q11.2 locus residing genes DGCR8 and RANBP1 (Fig. S4B, C). Among the differentially expressed genes (DEGs) 2094 were downregulated and 1937 were upregulated. As expected EMC10 expression was elevated in patient neurons while expression of other EMC subunits (EMC1-4, EMC6-9) detected in our DIV8 sequencing data did not show significant differences. GO term enrichment analysis on downregulated DEGs identified significantly altered biological processes centered on neurogenesis, neuronal development, and differentiation (Fig. S4D). Among the upregulated DEGs, the GO terms enriched were related to neuronal development as well as neuronal cilia assembly and structure (Fig. S4E).
Intersection of predicted targets of downregulated miRNAs and up-regulated DEGs identified 774 predicted targets of downregulated miRNAs (Fig. S4F, Supplementary Table 4) including EMC10. Notably, functional annotation revealed that predicted targets of downregulated miRNAs include genes that modulate neuronal development and are associated with GO terms such as endoplasmic reticulum and endomembrane system of neurons (Fig. S4G, H).
qRT-PCR assays confirmed a robust and significant upregulation of EMC10 levels in RNA extracted from cortical neurons derived from hiPSCs of the Q5/Q6 pair through SMAD/WNT signaling inhibition, at three distinct stages of in vitro maturation (Fig. 1D-F). Additionally, this upregulation was confirmed in protein extracts from cortical neurons at day 8 of differentiation (Fig. 1G). To examine whether transcriptional EMC10 upregulation is independent of the neuronal derivation method, we generated neurons via inducible expression of Neurogenin-2 (NGN2), a widely used protocol that generates a robust population of excitatory neurons (NGN2-iNs) within 3 weeks (31–34). MAP2 staining was used to demonstrate the successful neuronal differentiation of the hiPSC lines (Fig. 1H). qRT-PCR assay of EMC10 mRNA expression level in NGN2-iNs at DIV21 confirmed transcriptional EMC10 upregulation in three independent pairs of patient and sex-/age matched healthy control lines (Fig. 1I-K). Taken together our results highlight a reproducible and robust upregulation of EMC10 in neurons derived from patients with 22q11.2 deletions, which is independent of the derivation method. It is noteworthy that in addition to monolayer cultures, EMC10 shows significant upregulation along the excitatory neuron lineage (radial glia, intermediate progenitors and excitatory neurons) but not in astrocytes, choroid or interneuron lineage cells, in patient forebrain organoids generated by the same hiPSCs lines used in the present study (35).
We have previously shown that upregulation of the murine orthologue of Emc10 is primarily due to downregulation of miR-185 and to a lesser degree of miR-485 (7). Both conserved and non-conserved binding sites at the 3’UTR of human EMC10 are predicted in silico for both miRNAs (Fig. 5SA). Consistently, the observed upregulation in the levels of EMC10 gene is accompanied by a robust reciprocal decrease in the levels of the miRNA precursor of miR-185 at DIV8 as indicated both by our miRNA sequencing analysis (Fig. 2A, Supplementary Table 2) and follow up qRT-PCR assays (Fig. 2A). miRNA precursor of miR-485 showed a more modest non-significant reduction in its abundance (Fig. 2B). Notably, overexpression of miR-185 and miR-485 using miRNA mimics in human cortical neurons at DIV10 resulted in reduction of EMC10 expression levels in both the healthy control (Q5, Fig. 2C) and patient line (Q6, Fig. 2D). Furthermore, inhibition of endogenous miR-185 and miR-485 in the control line by using specific miRNA inhibitors increased EMC10 expression level (Fig. 2E) confirming the predicted conserved functionality of miR-185 and miR-485 miRNA binding sites in EMC10. It is worth noting that in addition to miR-185, non-conserved binding sites at the 3’UTR of human EMC10 are predicted in silica for two additional downregulated miRNAs residing within the 22q11.2 locus, miR-1286 and miR-1306 (Supplementary Table S). The functionality of these miRNA binding sites in EMC10 and whether they contribute to the observed elevation of its expression in human neurons remains to be determined. Taken together our results confirm that miRNA dysregulation emerges in human neurons as a result of the 22q11.2 deletion and in turn drives misexpression of genes primarily involved in intracellular membrane and protein trafficking-related processes required for neuronal development and maturation. Among them, EMC10 represents a major downstream effector of the 22q11.2-linked miRNA dysregulation.
To investigate the relevance of EMC10 de-repression in the development and function of patient neurons, we generated derivatives of the Q6 patient hiPSC line carrying either heterozygous (Q6/EMC10HET) or homozygous (Q6/EMC10HOM) EMC10 LoF mutations using standard CRISPR/Cas9 editing approaches (Fig. S6A). Mutations were confirmed by sequencing (Fig. S6A, lower panel) and karyotyping confirmed normal chromosome complement (Fig. S6B). We confirmed reduced expression levels of 22q11.2 gene RANBP1 by western blot in both derivative hiPSC lines (Fig. S6C) whereas stem-cell marker NANOG and OCT4 were equally expressed in all lines assayed by qRT-PCR (Fig. S6D, E). EMC10 mRNA and protein levels were reduced by ∼50% in the Q6/EMC10HET hiPSC line and abolished in the Q6/EMC10HOM line (Fig. S6F, G). It is noteworthy that we did not observe an upregulation of EMC10 mRNA levels in the Q6 hiPSC lines (Fig. S6F), a finding likely attributed to the general low expression level of miR-185 and miR-485 in hiPSCs (36). Indeed both miRNAs are developmentally regulated and show increased expression levels during neuronal development (https://ethz-ins.org/igNeuronsTimeCourse/) (37). Additional characterization of hiPSC-derived NGN2-iNs (Fig. 3A), conclusively demonstrated a reduction (Q6/EMC10HET) or elimination (Q6/EMC10HOM) of EMC10 mRNA (Fig. 3B). Expression assays of a panel of cell type-specific markers did not reveal significant differences between NGN2-iNs from the Q6 patient line and both derivative lines, indicating that gene editing has no adverse effect on neuronal differentiation (Fig. S6H).
Df(16)A+/− mice show impaired formation of dendrites in deep layer cortical neurons, which are faithfully recapitulated in primary neuronal cultures and are partially reversed by reduction of Emc10 levels (7). We asked whether impaired dendritic formation is also observed in human neuronal cultures from patients with 22q11.2 deletions and whether reduction of EMC10 levels could prevent such morphological alterations during neuronal maturation. We employed monolayer neuronal cultures of NGN2-iNs. Neuronal cells were fixed at DIV21 of differentiation, immuno-stained, traced and key indices of dendritic architecture were quantified (see Materials and Methods). Our analysis confirmed a reduced dendritic complexity in mutant neurons as reflected in total neuronal length, the number of branch points and the total number of dendrites per cell (Fig. 3C-F). The number of primary dendrites per cell were unchanged (Fig. 3G) in accordance with previous findings from the murine 22q11.2 deletion model where only subtle changes were detected in the number of primary neurons (7). Importantly, we found that reduction or elimination of EMC10 expressian restored to WT levels neuronal length and branchpoints.
Our previous evaluation of Ca2+ homeostasis perturbations caused by 22q11.2 deletions using Ca2+ imaging on primary neurons from Df(16)A+I–mice revealed a significantly lower amplitude of Ca2+ elevation following KCl evoked depolarization (9). This impairment was replicated in human cortical neurons from patients with 22q11.2 deletions (38) and shown to be partially restored by exogenous expression of DGCR8, indicating a potential role of miRNA dysregulation. Using the green-fluorescent calcium indicator Fluo-4 and time-lapse microscopy we confirmed a decrease in the amplitude of Ca2+ rise following KCl evoked depolarization, in patient (Q6) derived NGN2-iNs at DIV37/38 compared to the healthy twin (Q5) (Fig. S7A, B). We asked whether reduction of EMC10 levels could reverse such alterations. Notably, the observed defect in Ca2+ signaling were reversed in both Q6/EMC10HET and Q6/EMC10HOM NGN2-iNs as demonstrated by the increased amplitude of Ca2+ rise following depolarization (Fig. 3H, I). The observation that reduction of EMC10 levels fully restores the Ca2+ signaling deficits observed in patient neurans suggests that miRNA-dependent elevation in EMC10 levels may interfere with one or more sources of intracellular Ca2+ and a wide range of calcium-dependent processes.
Differentially expressed genes are often organized into functional groups or pathways based on their known biological roles. We used transcriptional profiling as an indirect measure of cellular pathways affected by the reduction of EMC10 levels by identifying genes differentially expressed between the parental Q6/Q5 lines whose expression differences are abolished or nearly abolished in either Q6/EMC10HET or Q6/EMC10HOM NGN2-iNs (Fig. 3J, K). We identified 237 (111 downregulated and 126 upregulated) and 382 (193 downregulated and 189 upregulated) such DEGs, respectively (Supplementary Table 6). In both cases, functional annotation analysis indicated highest enrichment scores for terms related to nervous system development as well as an enrichment in GO terms relevant to neuronal generation and differentiation. Intersection of “rescued” genes in Q6/EMC10HET and Q6/EMC10HOM NGN2-iNs identified 103 shared DEGs (Supplementary Table 7). Protein-protein interaction (PPI) analysis highlighted a functional cluster including 30 of these genes, such as the SCZ-associated genes PCDHA2 (39), RBFOX1 (40) and RGS4 (41, 42) (Fig. 5SA), involved in nervous system development (Fig. 5SB). It should be noted that the beneficial effect of elimination of EMC10 expression is consistent with previous findings indicating that lack of EMC10 does not compromise EMC assembly (43) and implying an auxiliary or modulatory role of EMC10 in the EMC function.
Taken together, our analysis of neurons from 22q11.2 deletion carriers indicate that elevation of EMC10 expression disrupts their development and maturation in a way similar to observations in murine neurons, and support normalization of EMC10 expression as a disease-modifying intervention. While our previous work has shown that constitutive genetic reduction of Emc10 levels rescues key cognitive and behavioral alterations in the Df(16)A+I–mice, translating these observations into therapeutic interventions requires demonstration that it is the sustained elevation of EMC10 throughout the adult life that interferes with the underlying neural processes rather than an irreversible impact on brain maturation during early development. Toward this end, we first investigated whether restoration of Emc10 levels in the brain of adult (2– 4-month-old) Df(16)A+I– mice is effective at reversing cognitive alterations (5, 19). Specifically, we examined the effects of Emc10 reduction in adult brain on SM, a cognitive domain robustly and reproducibly affected in adult Df(16)A+I– mice (6, 19, 44). Notably, SM deficits are also present in juvenile Df(16)A+I– mice as early as postnatal day 22 (Fig. S9A, B), underscoring the severity of this phenotype, which emerges during early adulthood. Deficits in social cognition are present in individuals with 22q11.2 deletions and use of rodent tasks that evaluate SM can serve as a useful proxy of the human condition. Impaired SM in Df(16)A+I– mice is fully restored by constitutive genetic reduction of Emc10 levels (19). To manipulate the expression of the Emc10 gene in adult Df(16)A+I– mice we used a Emc10 conditional ‘knockout-first’ design by conducting a Flp– and Cre-dependent genetic switch strategy (Fig. S10A). Parental Emc10+I- tm1a mice were crossed to a germline Flp mouse line that activates global Flp function and leads to the deletion of the frt-flanked sequence(s) in the offspring. The Emc10tm1c offspring from this cross carry a laxP flanked WT Emc10 allele and are essentially WT. To achieve temporal control of Emc10 expression we used an inducible UBC-Cre/ERT2 mouse line that activates global Cre function upon tamoxifen (TAM) treatment. This approach enables postnatal normalization of Emc10 expression at its endogenous locus preserving Emc10 expression within its physiological levels. We used UBC-Cre/ERT2 mice in crosses to generate compound Emc10tm1c+I-; UBC-cre/ERT2; Df(16)A+I–mice. These mice have two WT Emc10 copies upregulated, as expected in the Df(16)A background, until TAM-induced Cre expression deletes the tagged Emc10 allele. We used oral gavage to deliver TAM and implement Cre-mediated Emc10 deletion during adulthood (postnatal day 56-70). Corn oil treatment served as a control. Behavioral analysis was performed on the following four groups: Emc10tm1c+I-; UBC-cre/ERT2; Df(16)A+I+ mice treated with TAM (WT + TAM), Emc10tm1c+I-; UBC-cre/ERT2; Df(16)A+I– mice treated with TAM (Df(16)A+I–+ TAM), Emc10tm1c+I-; UBC-cre/ERT2; Df(16)A+I+ mice treated with corn oil vehicle (WT + oil), and Emc10tm1c+I-; UBC-cre/ERT2; Df(16)A+I– mice treated with corn oil vehicle (Df(16)A+I– + oil). Investigation of the efficiency of Cre-mediated deletion in brain lysate preparations from prefrontal cortex (PFC) (Fig. S10B, C), hippocampus (HPC) (Fig. S10D, E) and cerebellum (CB) (Fig. S10F) confirmed that upon TAM treatment, Emc10 mRNA and protein levels were restored to near WT levels in the adult brain of Df(16)A+I– mice. As expected, Df(16)A+I– + oil mice showed impaired SM performance compared to WT + oil control littermates, which was fully rescued upon TAM treatment. Specifically, upon reintroduction of a familiar juvenile mouse Df(16)A+I–+ TAM mice showed a strong reduction in social interaction, indicative of intact SM, comparable to TAM-treated WT littermates and significantly different from Df(16)A+I– mice treated with corn oil (Fig. S10G). The intact SM of the Df(16)A+I– + TAM mice was further evident in analysis of difference score (Fig. S10H) compared to the corn oil-treated Df(16)A+I–mice. By contrast, Df(16)A+I–mice hyperactivity in the open field was not affected upon TAM treatment consistent with our previous results from constitutive genetic reduction of Emc10 levels (Fig. S10I). Overall, our findings indicate that restoration of Emc10 levels in adult Df(16)A+I–mice has substantial effects on ameliorating cognitive deficits, indicating a broad window of therapeutic opportunity and highlighting Emc10 as a promising target for postnatal therapeutic interventions.
We explored the translation potential of this finding by employing transient injection of single stranded ASOs targeting the mouse gene as dictated by their demonstrated efficacy as a therapeutic modality in preclinical models (45–50) and clinical studies of neurodevelopmental disorders (NDDs) or neurodegenerative disorders (51–53). Over 300 chimeric 2′-O-methoxyethyl/DNA gapmer ASOs were generated and screened for Emc10 mRNA reduction in 4T1 cells via electroporation (Fig. S11A). Lead ASOs were then confirmed in a dose-response assay (Fig. S11B), including the lead ASO (1081815, herein referred to as Emc10ASO1), which targets intron 2 of mouse Emc10 (Fig. 4A). Emc10ASO1 was selected for subsequent studies, as it was effective in lowering Emc10 expression both in vitro and in vivo. Specifically, following transient intracerebral ventricular (ICV) injection in the posterior ventricle of 8 weeks old WT mice, Emc10ASO1 effectively suppressed the levels of Emc10 mRNA (Fig. S11C) and protein (Fig. S11D) in both left and right HPC compared to WT mice treated with a control ASO (CtrlASO1) without complementarity in the mouse. Analysis of Gfap and Aif1 expression did not reveal any changes (Fig. S11E, F) suggesting lack of astroglial and microglial activation upon Emc10ASO1 injection. Emc10ASO1 injected mice showed normal gait and no signs of behavioral toxicity. IHC analysis using an antibody that selectively recognizes the phosphorothioate backbone verified a robust diffusion primarily in HPC and to a lesser degree in surrounding brain areas. Colocalization with the neuronal marker NeuN and glial fibrillary acidic protein (GFAP) confirmed accumulation in hippocampal neurons as well as GFAP-expressing astrocytes (Fig. 4B). Analysis of Df(16)A+I–mice treated by intraventricular injection at 8 weeks of age showed that Emc10ASO1 effectively lowered hippocampal Emc10 mRNA to nearly WT levels 3 weeks post-injection resulting in normalization of Emc10 expression (Fig. 4C, left panel). By contrast, consistent with the pattern of ASO distribution, we did not observe a significant reduction of Emc10 expression levels in the prefrontal cortex (PFC) of Df(16) +I– mice treated with Emc10ASO1 (Fig. 4C, right panel). In addition to targeted assays, we performed bulk RNA-sequencing analysis of CtrlASO1 and Emc10ASO1-treated Df(16)A+I–mice and WT littermates to evaluate the effect of Emc10ASO1 treatment on the hippocampal transcriptome profile. In the CtrlASO1 treated group (Fig. 4D, left panel), we observe the tripartite differential gene expression signature characteristic of Df(16)A+I– mice: upregulation of Emc10 and non-coding RNAs (pri-forms of miRNAs and long non-coding RNAs (Fig. 4D, left panel and inset, Log2Fold Change = 0.5) as well as the expected downregulation of genes included within the Df(16)A deficiency. In the Emc10ASO1 treated group (Fig. 4D, right panel and inset), Emc10 is no longer upregulated in Df(16)A+I–mice while non-coding RNAs remain upregulated, and genes included in the deficiency are robustly downregulated. Apart from Emc10, seven other genes (Mir9-3hg, Plxnd1, Cd68, Mir22hg, Gm28439, Adgre1, and Tnn) are significantly upregulated in Df(16)A+I– mice in the CtrlASO1 but not in the Emc10ASO1-treated group (Supplementary Table SS). We used the Bowtie mapping tool (54) to align short sequencing reads on both genomic and transcript sequence to assess whether these expression changes represent potential off-target effects of the Emc10ASO1 in the mouse transcriptome. Emc10ASO1 exclusively aligned with full complementarity to an intronic region in the Emc10 gene (Fig. 4A) providing additional support for high target specificity. The observed changes might represent downstream effects of Emc10 level reduction or reflect expression variability due to low expression levels of the upregulated genes.
Eight-week-old Df(16)A+I–mice and WT littermates were treated by ICV injection of Emc10ASO1 and CtrlASO1 and tested 3 weeks later in SM assays. Df(16)A+I– mice treated with CtrlASO1 showed the expected deficits in SM as reflected in the sustained high interaction time with the reintroduced familiar juvenile mouse. By contrast, Df(16)A+I– mice injected with Emc10ASO1 had significantly improved performance to levels indistinguishable from Emc10ASO1-treated WT littermates consistent with improvement of function arising from adult restoration of Emc10 levels (Fig. 4E, F). Rescue was observed in both sexes and no significant differences were seen in treatment across sexes. In control experiments, we did not observe any effects of genotype or treatment upon reintroduction of a novel juvenile mouse in trial 2 (Fig. S12A, B), strongly indicating that SM deficits are not driven by a simple task fatigue.
To evaluate the consistency and reproducibility of the ASO-mediated SM rescue, we generated additional ASOs and screened them for Emc10 mRNA reduction in viva (Fig. S13A-C). One of these ASOs (1466182, herein referred to as Emc10ASO2), which targets intron 1 of mouse Emc10 (Fig. 5A) was selected as the lead ASO for the replication analysis based on its efficacy in reducing Emc10 levels, distribution pattern, as well as the lack of any signs of astroglial/microglial activation or behavioral toxicity (see Materials and Methods). IHC analysis showed robust distribution in both HPC (Fig. S14A, top panel) and PFC (Fig. S14A, middle panel) as well as diffusion into both neuronal and non-neuronal cells (Fig. S14A, bottom panel). qRT-PCR analysis of Df(16)A+I–mice treated by intraventricular injection at 8 weeks of age showed that Emc10ASO2 effectively lowered Emc10 mRNA to nearly WT levels 3 weeks post-injection resulting in normalization of Emc10 expression in the HPC (Fig. 5B), PFC (Fig. 5C) and somatosensory cortex (Fig. 5D). To study the effects of Emc10ASO2-mediated Emc10 reduction on SM performance, 8-week-old Df(16)A+I- male mice and WT littermates were treated by ICV injection of Emc10ASO2 and CtrlASO2 and tested 3 weeks later. Df(16)A+I- mice injected with Emc10ASO2 had significantly improved SM performance to levels indistinguishable from Emc10ASO2-treated WT littermates (Fig. 5E, F).
In addition to SM deficits, Df(16)A+I–mice show a spectrum of cognitive impairments in episodic and spatial memory as reflected, for example, in impaired performance in an Y-maze-based delayed alternations task that probes short-term spatial memory (55) and contextual fear conditioning a form of associative learning test used for studying episodic learning and spatial memory (5). We proceeded to investigate the impact of ASO-mediated Emc10 reduction in the adult brain on both of these cognitive tasks. First, we confirmed that adult male Df(16)A+I–mice exhibit impaired short-term spatial memory during novelty exploration in a two-trial delayed alternation Y-maze task (Fig. 5G) as previously described for another mouse model of the 22q11.2 deletion (60). The total number of arm entries remained unchanged, indicating no alternations in locomotor activity (Fig. S14B). To determine whether reducing Emc10 expression in the brain via ASO treatment could rescue short-term spatial memory deficits, we tested a new cohort of Df(16)A+I–mice and WT littermates 3-weeks following ASO administration (Fig. 5H). ASO-treated Df(16)A+I– mice exhibited a significant improvement in delayed alternations compared to Df(16)A+I– mice treated with control ASO (Fig. 5H). Furthermore, no significant differences in total number of arm entries were observed between the groups (Fig. S14C). We confirmed the reduction of Emc10 levels in the ASO-treated animals through qRT-PCR assays of the HPC, PFC and SSC brain regions (Fig. S14D-F). In the contextual fear conditioning task, while ASO treatment was not sufficient to fully rescue the learning deficit in Df(16)A+I– mice to WT levels (Fig. 5I, right panel), there was a modest improvement in fear memory of ASO-treated Df(16)A+I– mice, since these mice did not differ significantly from the ASO-treated WT littermates. Interestingly, we have previously shown that genetic reduction of Emc10 levels in Df(16)A+I– mice resulted in only partial restoration of deficits in contextual fear memory (19). Thus our finding faithfully recapitulates results from our previous constitutive genetic rescue assays (19) and likely indicates a more limited role of Emc10 upregulation in the 22q11.2-linked fear memory deficits rather than requirement for additional treatment time or for earlier onset of Emc10 normalization.
The application of ASOs as a novel therapeutic strategy has seen a significant rise in recent years, in part due to their versatility in durably modifying RNA transcripts. Therefore, we investigated the longevity of ASO-mediated repression of Emc10 as an indicator of future therapeutic relevance for the treatment of 22q11.2DS. To this end, we conducted the SM and Y-maze assays on a new cohort of Df(16)A+I–mice at 3-4 weeks and 8-9 weeks post injection with Emc10ASO2 (Fig. 6A). We observed behavioral rescue in Emc10ASO2-treated Df(16)A+I– mice in the SM assay at three weeks (Fig. 6B, left panel) and in the Y-maze assay at four weeks post ASO-administration (Fig. 6C, left panel) in accordance to our previous findings (Fig. 5F, H). Remarkably, we replicated these results at 8-9 weeks post injection, demonstrating sustained behavioral rescue of SM (Fig. 6B, right panel) and spatial memory deficits (Fig. 6C, right panel). Importantly, locomotor activity remained unchanged in the Y-maze assays at both, four weeks (Fig. S14G) and nine weeks (Fig. S14H) post injection. Finally, we confirmed the downregulation of Emc10 in ASO-treated animals via qRT-PCR assays of the HPC, PFC, and SSC brain regions at ten weeks post-treatment (Fig. 6D-F). These results suggest that normalizing Emc10 expression in the brain can ameliorate social and spatial memory deficits in adult Df(16)A+I– mice in a time period of at least two months.
Discussion
Despite an understanding of the molecular mechanisms of 22q11.2DS, especially ones related to abnormal expression and processing of miRNAs (5, 7, 19, 38, 56), we still do not have a promising therapeutic avenue for the cognitive and neuropsychiatric symptoms associated with the 22q11.2 deletion. By leveraging our recent understanding of the molecular, cellular and behavioral consequences of 22q11.2-linked miRNA dysregulation, the present study represents an advancement towards developing a potential therapeutic strategy in two ways:
First, we show that 22q11.2 deletion results in abnormal processing of miRNAs in human neurons and in turn drives upregulation of EMC10 levels as previously described in mouse models (5). Effective reduction to near WT levels or even complete depletion of EMC10 leads to restoration of key alterations in morphological and functional neuronal maturation emerging due to 22q11.2 deletions. The miRNA regulatory mechanism underlying EMC10 upregulation and the restoration of cellular deficits are very similar to the ones we previously described in Df(16)A+I- mice, highlighting the robustness of this molecular alteration as well as the translational value of using animal models to probe the link between Emc10 upregulation and 22q11.2-linked behavioral dysfunction.
Secand, we show that normalization of Emc10 levels in adult Df(16)A+I- mouse brain, by ASO-mediated targeted knockdown, is effective in rescuing SM deficits (which emerge during postnatal development and are present as early as postnatal day 22) as well as short-term spatial memory deficits. These findings strongly suggest that at least for a subset of 22q11.2-associated cognitive deficits it is the sustained miRNA dysregulation and elevation of Emc10 throughout the adult life that interferes with the underlying neural processes rather than an irreversible impact on brain maturation during early development and demonstrate the therapeutic potential for treating a wide range of cognitive symptoms associated with 22q11.2DS.
In vivo delivery of ASOs offers a potential venue for emerging treatments of genetically driven and postnatally reversible symptoms of neurodevelopmental disorders (NDDs) focusing in reduction of culprit gene expression via sequence-specific knockdown of mRNA transcripts (57). A common challenge in efforts to employ gene-knockdown therapies for dosage-sensitive genes such as EMC10 is restricting target gene expression within optimal levels to avoid potential toxicity due to target hyper-knockdown or complete elimination (58–61). A large number of relatively rare LoF variants or potentially damaging missense variants have been identified in the human EMC10 gene among likely healthy individuals in gnomAD (60, 62) which is depleted of individuals known to be affected by severe NDDs. Taken together with our previous analysis of heterozygous Emc10 knockout mice (19), these observations strongly indicate that 50% reductions in Emc10 levels are well tolerated at the level of the organism. The highest dose for both Emc10-specific ASOs used in mutant Df(16)A+I–mice was limited to ∼300 µg and reduced Emc10 mRNA to either normal or below normal (30-50% of WT) expression while attaining full behavioral rescue. While higher dose may be required to ameliorate other behavioral deficits (58, 60), it should be noted that an acute injection of 700µg Emc10ASO in WT mice that resulted in ∼50% reduction of Emc10 levels (Fig. S13) did not cause secondary cellular and behavioral toxicity. Thus, available evidence indicates that therapeutically effective ASO-mediated normalization of EMC10 levels can be up-or down-titrated within an unequivocally safe range. Future experiments will determine whether ASO-mediated normalization of adult Emc10 levels restores additional 22q11.2 behavioral and cognitive alterations and whether earlier onset of postnatal ASO treatment can be employed to prevent the onset of behavioral deficits or to mitigate specific behavioral deficits that do not respond to adult interventions.
In addition to reduction of Emc10 expression our findings have implications for therapeutic interventions aiming to manipulate its downstream targets. In that respect, it is attractive to speculate that different EMC10 upregulation-linked phenotypes and their developmental requirements may be driven by dysregulation of distinct, individually or in combinations, downstream EMC targets. Such targets are typically multi-transmembrane domain (TMD) proteins (17, 18, 63) that contain low-hydrophobicity TMDs which are hard to insert into ER membrane and thus require the aid of EMC as a membrane insertase (11, 12, 17). Identification of neurotransmitter receptors, channels, and transporters whose biogenesis, trafficking and membrane insertion are affected by EMC10 upregulation could help establish a link between such targets and 22q11.2-related behavioral dysfunction and guide efforts to develop treatments for specific 22q11.2 deletion symptoms.
Overall, by pointing to manipulations of EMC10 expression and activity as well as of downstream targets as an attractive alternative or augmentation of currently available treatments and highlighting a broad temporal window of therapeutic and preventive opportunity for the 22q11.2 deletion-associated cognitive and behavioral symptoms, our results pave the way for developing mechanism-based therapeutic strategies, leveraging insights from both human and animal models to enhance clinical outcomes in precision medicine for neuropsychiatric disorders.
Materials and methods
Mice
We used Emc10 conditional knockout (see below) and Df(16)A+I- mice (5) in C57BL/6J background. Df(16)A+I- male mice were crossed to C57BL/6J female mice to obtain either Df(16)A+I- or WT littermates. For further details, see Supplemental Materials and Methods.
Generation of Emc10 conditional knockout compound mouse lines
To manipulate the expression of the Emc10 gene in Df(16)A+I– mice we used a Emc10 conditional ‘knockout-first’ mouse design by conducting Cre– and Flip-dependent genetic switch strategies as described earlier (64). This approach enables postnatal manipulation of Emc10 expression at its endogenous locus keeping Emc10 expression within its physiological levels. Emc10tm1a+I mice (2310044h10rik-Tm1a, MRC Harwell Institute, Oxfordshire, UK) were crossed to a germline Flp mouse line (B6.129S4-Gt(ROSA)26Sortm1(FLP1)Dym/RainJ_JAX:009086) that activates global Flp function and leads to the deletion of the frt-flanked sequence(s) in the offspring. The Emc10tm1c offspring from these cross carries a laxP flanked WT Emc10 allele. We used UBC-Cre/ERT2 mice (B6.Cg-Ndor1 Tg(UBC-cre/ERT2)1Ejb /2J_JAX:008085) in crosses to generate compound Emc10tm1c+I-; UBC-cre/ERT2; Df(16)A+I– mice.
Cell line differentiation
The cell line donors used in this study are listed in Supplementary Table S1. Human iPSC lines were maintained in mTeSR Plus medium on Matrigel coated tissue culture plate and neuronal induction of hiPSC lines into cortical neurons were conducted by using either a combination of small molecule inhibitors or NGN2 overexpression approaches. For further details, see Supplemental Material and Methods.
Genome editing of Q6(22q11.2) hiPCS line
We generated derivatives of the Q6 (22q11.2) hiPSC line carrying either heterozygous (Q6/EMC10HET) or homozygous (Q6/EMC10HOM) EMC10 LoF mutations using standard CRISPR/Cas9 genome editing approaches. For further details, see Supplemental Materials and Methods.
ASOs
Mouse Emc10-targeting ASOs used in these studies were 20 bases in length, chimeric 2’ –O-(2-methoxyethyl) (MOE)/DNA) oligonucleotides with phosphodiester and phosphorothioate linkages. The central gap of 10 deoxynucleotides is flanked on its 5’ and 3’ sides by five MOE modified nucleotides. Oligonucleotides were synthesized at Ionis Pharmaceuticals (Carlsbad, CA, USA) as described previously (65, 66). ASOs were solubilized in 0.9% sterile saline or PBS.
Stereotactic Intracerebroventricular (ICV) Injections of ASOs
ASOs were delivered to 8 weeks old mice via ICV injections using a Hamilton syringe (Hamilton Company, Reno, NV, USA) connected to a motorized Stoelting Quintessential Stereotaxic Injector QSI/53311 (Stoelting Co., Wood Dale, IL, USA). For further details, see Supplemental Materials and Methods.
Analysis of dendritic complexity
iNs were prepared on coverslips, fixed at DIV21 and immunostained for TBR1 and MAP2 to identify dendritic branches. For further details, see Supplemental Materials and Methods.
Calcium imaging
Calcium imaging was performed as previously described (67) with a few modifications. For further details, see Supplemental Materials and Methods.
Bulk RNAseq and bioinformatic analysis of mouse hippocampal samples
Total RNA was isolated from 4 WT CtrlASO1, 4 WT Emc10ASO1, 5 Df16 CtrlASO1 and 4 Df16 Emc10ASO1 treated male hippocampi. Stranded polyA+ enriched RNA sequencing libraries were prepared at the Columbia Genome Center (Columbia University, New York, USA) to generate 40 million paired-end reads on Illumina Novaseq 6000 instrument using STRYPOLYA library prep kit. For further details, see Supplemental Material and Methods.
Bulk RNAseq and small RNA/miRNAseq of hiPSC-derived cortical neurons
Total RNA was extracted from hiPSC-derived cortical neurons using the miRVana miRNA isolation kit (#AM1560, Ambion, Thermo Fisher Scientific, Waltham, MA, USA) before bulk RNAseq (paired-ended sequencing; llumina NovaSeq 6000) or miRNAseq (single-end sequencing; Illumina Hiseq 2500) were performed. For further details, see Supplemental Material and Methods.
Behavioral assays
Mice were 11-17 weeks old at the time of behavioral testing except of the social memory assay in juveniles which was performed in 3 week old animals. Behavior was assayed 3-9 weeks following surgical delivery of ASOs or 1 week following TAM/corn oil treatment. The following behavioral assays were performed in this study: Open field assay, social memory assay, contextual fear conditioning and Y-maze delayed alternation task. For further details, see Supplemental Material and Methods. The experimenter was blind to mouse genotype and treatments while performing behavioral assays and data analysis. Animals were given at least one-week intervals between behavioral tests.
Statistical Analysis
Data were analyzed using GraphPad Prism (Graphpad Software, Inc., San Diego, CA, USA). Data were evaluated as indicated, using either unpaired two-tailed t-test, Kolmogorov–Smirnov test, one-way, two-way or three-way analysis of variance (ANOVA) tests followed by post hoc Tukey’s multiple comparison test for comparisons across all groups. Data are presented as mean ±SEM. P values for each comparison are described in the figure legends.
Acknowledgements
We thank Dr. Huynh-Hao Bui and Andrew Watt for design and identification of ASOs, Mark Andrade and the Ionis synthesis group for ASO synthesis, and Dr. Mark Graham for ASO study design and feedback. We thank Naoko Haremaki for genotyping, maintaining the mouse colony and for assisting in the SM and Y-maze assays. We thank Panagiota Apostolou for her help with the calcium imaging setup. We thank Yan Sun and Vivian Zhu for the hiPSC line validation and maintenance. We thank Barbara Corneo and the Columbia Stem Cell Core Facility for the Q1, Q2, Q5 and Q6 hiPSC lines generation. Bio-samples of Q20 and Q27 hiPSCs were obtained from NIMH Repository & Genomics Resource. We would like to thank Zuckerman Institute’s Cellular Imaging platform for instrument use and technical advice. We thank the Columbia Genome Center for genome sequencing and analysis support. We thank Linda Brzustowicz and Bill Manley from the Rutgers University and the staff members at RUCDR. Data and biomaterials generated in Study 125/Site 393 were funded by a NIMH grant to Dr. Herb Lachman (MH087840: Analysis of Glutamatergic Neurons Derived from Patient-Specific iPS Cells). The co-investigators on this grant included Dr. Deyou Zheng and Dr. Reed Carroll from the Albert Einstein College of Medicine. Patients and controls were recruited at the Albert Einstein College of Medicine and at the Child Psychiatry Branch, NIMH, directed by Dr. Judith L. Rapoport. We thank all participating subjects and their families for their contributions.
Additional information
Author contributions
PT contributed to the design of the in viva ASO screening and performed the ASO injections/surgeries as well as mouse related RNA and protein expression, immunohistochemistry and behavioral analysis. ML contributed to the design, characterization, expression and phenotypic analysis of human iPSC lines, the Emc10 conditional knockout mouse-related RNA/protein expression assays and behavioral analysis, the behavioral analysis of the juvenile Df(16)A+I- mouse line, the Y-maze behavioral assays and the related behavioral assays of the long-term ASO-injected animals. Further, ML conducted the implementation and analysis of mouse fear conditioning assays and contributed to the ASO-related mouse RNA/protein expression assays. AD contributed to the design and implementation of the in viva ASO screening and behavioral data acquisition. SR analyzed mouse related RNA sequencing data. YC contributed to mouse related immunohistochemistry assays. KK contributed to the ASO injections/surgeries and to the qRT-PCR assays. AF, CM, and HK contributed to the identification and characterization of the lead ASOs. BX, contributed to the generation and initial characterization of human iPSC lines as well as the design of the human neuron-related assays. RJS provided patient referrals. SM contributed to the generation and initial characterization of human iPSC lines. JAG contributed to the conception, design and supervision of the study; PT, ML, SR, BX, SM, and JAG. contributed to the preparation of the manuscript with input from all authors.
Funding
This work was supported by National Institute of Mental Health Grant (2R01MH097879) and a Columbia University Translational Therapeutics Pilot Award to J.A.G. This research used the service of the Columbia Genome Center (Genomics and High Throughput Screening Shared Resource), that was funded in part through the NIH/NCI Cancer Center Support Grant P30CA013696.
Disclosure of biomedical financial interests and potential conflicts of interest
The authors declare that they have no conflict of interest.
Data availability
The sequencing data described in this manuscript were deposited into the Gene Expression Omnibus database under accession number GSE236596 and are available at the following URL: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE236596.
Supplementary information
Supplementary Figures
Supplementary Tables
Table S1: Clinical and demographic characteristics of 22q11.2DS/SCZ patients and healthy controls.
Table S2: Differentially expressed microRNAs in cortical neurons (DIV8) from 22q11.2DS/SCZ (Q6) and control line (Q5) derived using small-molecule inhibitors of SMAD and WNT signaling pathways.
Table S3: DEGs in cortical neurons (DIV8) from 22q11.2DS/SCZ (Q6) and control line (Q5) derived using small-molecule inhibitors of SMAD and WNT signaling pathways.
Table S4: List of targets of downregulated miRNAs identified from the intersection of predicted targets of downregulated miRNAs and up-regulated DEGs in hiPSC-derived cortical neurons at DIV8.
Table S5: Predicted targets of miR-185-5p, miR-1286 and miR-1306-5p in EMC10 3’UTR.
Table S6: DEGs in NGN2-iNs (DIV21) from 22q11.2DS/SCZ (Q6) and control line (Q5) that were normalized (’rescued’) in Q6 EM10 HET and Q6 EMC10 HOM lines.
Table S7: List of 103 DEGs normalized in both Q6 EMC10 HET and EMC10 HOM lines, used for PPI konnect2prot network analysis.
Table S8: List of genes upregulated in CtrlASO1 treated-Df(16)A+I- mice compared to CtrlASO1 treated-WT mice but not in the Emc10ASO1 treated-Df(16)A+I- compared to Emc10-ASO1 treated-WT mice.
Table S9: List of primer sequences used for qRT-PCRs.
Supplemental Materials and Methods
Mice
Mice of both sexes and genotypes (mutant and WT littermates) were used for behavioral testing. Separate cohorts of mice were used for Social Memory and Fear Conditioning assays. In general, mice were group housed under a 12-h light/12-h dark cycle with controlled room temperature and humidity. Food and water were provided ad libitum. All behavioral experiments were performed on adult male and female mice during the light cycle. All animal procedures were carried out in accordance with and approved by the Columbia University Institutional Animal Care and Use Committee.
Cell line donors
Q6 and Q5 lines: The Q6 line donor is a 20-year-old female patient with a history of developmental delay and an overall Full-Scale IQ in the low 80s. She was clinically diagnosed with 22q11.2DS by FISH testing. Her psychotic symptoms, including disorganized behavior and command auditory hallucinations, started when she was 17 years old. During the first break episode, due to the severity of her psychotic symptoms, the patient was hospitalized and was diagnosed with schizophrenia. The patient also developed depressive symptoms, including frequent suicidal ideation. One year after her schizophrenia diagnosis, in addition to her severe psychotic symptoms, the patient was also diagnosed to be in a catatonic state. The patient has remained severely psychotic since the onset of these symptoms at age 17 and has been on multiple antipsychotics without experiencing any clinically meaningful benefit. Regarding her treatment history includes various first-line antipsychotics (including olanzapine, stelazine, aripiprazole, haloperidol, risperidone and clozapine); several antidepressants (sertraline and fluoxetine); a mood stabilizer (lithium) and benzodiazepines (e.g., lorazepam). None of these medications reportedly led to any clinically significant improvement in either the psychotic or the depressive symptoms. The patient has also undergone 2 rounds of electroconvulsive treatment (ECT), but with only short-lived improvement. The Q5 line donor is the probands dizygotic twin sister who does not carry a 22q11.2 deletion and her psychiatric evaluation ruled out any history of psychiatric symptoms (Supplementary Table S1). Sibling are of Caucasian Western European descent.
Q1 and Q2 lines: The Q1 and Q2 line were previously described (as DEL3 and WT3) (68). The Q1 line donor is a 32-year-old male patient with a history of developmental and speech delay. He was clinically diagnosed with 22q11.2DS by FISH testing at age 4. His psychotic symptoms, started when he was 12 years old. The patient was hospitalized once at age 10 before he was formally diagnosed with schizophrenia. During that time, he also experienced one seizure. The patient also developed mood lability and has OCD-like symptoms although does not meet full criteria for DSM-IV/V OCD. Regarding his treatment history, it includes various first-line antipsychotics as well as metyrosine (started when he was 15). The Q2 line donor is the proband’s brother, who does not carry a 22q11.2 deletion and his psychiatric evaluation ruled out any history of psychiatric symptoms (Supplementary Table S1). Siblings are of Caucasian Western European descent.
QR20 and QR27 lines: QR20 (MH0159020) and QR27 (MH0159027) lines were obtained from the NIMH Repository and Genomics Resource (http://www.nimhstemcells.org/) (69). The donor of the QR27 line, 31-year-old male was diagnosed with schizoaffective disorder and 22q11.2DS (69) while the donor of the QR20 line (58 year old male) was free from any psychiatric symptoms (Supplementary Table S1). Both are of Caucasian descent.
hiPSC generation and characterization
Q5 and Q6 hiPSC lines were generated at the Columbia Stem Cell Core via non-integrating Sendai virus-based reprogramming (70) of monocytes from a donor with 22q11.2DS and SCZ and a healthy sibling control. The Q1 and Q2 lines were generated at the Columbia Stem Cell Core and characterized as described earlier (68). QR20 and QR27 lines were obtained from the NIMH Repository and Genomics Resource (http://www.nimhstemcells.org/) (69). Karyotyping was performed on twenty G-banded metaphase cells at 450–500 band resolution as previously described (71) to ensure the absence of chromosomal abnormalities in all patient and control derived cell lines (Fig. S1A, Fig. S6B). We confirmed the genotypes of Q6 patient– and Q5 control-derived hiPSCs using a Multiplex Ligation-dependent Probe Amplification (MLPA) assay to detect copy number changes (Fig. S1B, C). To confirm stemness of hiPSC lines, we performed qRT-PCR for markers NANOG and OCT4IPOU5F1 (Fig. S1D).
Genome editing of Q6(22q11.2) hiPCS line
The genomic gRNA target sequences were EMC10-g1: ACAGTGCCAACTTCCGGAAG (PAM suffix: CGG) and EMC10-g2: GGGACAAGGTACCATCCTGC (PAM suffix: TGG). Mutations in EMC10 were confirmed by NGS and no off-target candidates were predicted in both lines using COSMID tool (https://crispr.bme.gatech.edu) (72). Karyotyping confirmed normal chromosome complement in both modified lines (Fig. S6B). qRT-PCR and WB assays were performed in both lines for the hiPSC markers NANOG and OCT4IPOU5F1 to confirm stemness as well as the RNABP1 gene located within 22q11.2 locus to confirm the deletion (Fig. S6C-E). qRT-PCR and western blot assays were performed to confirm reduction or elimination of EMC10 levels in the EMC10 LoF mutant lines (Fig. S6F-G).
Culture and neuronal induction of hiPSC lines
hiPSC lines were maintained in mTeSR Plus medium (catalog#05825, Stemcell Technologies, Vancouver, Canada) on Matrigel (catalog#354277, Corning, Corning, NY, USA) coated tissue culture plate. Cells were fed on any other day and passaged weekly using RelesR (catalog#05872, Stemcell Technologies, Vancouver, Canada) dissociation reagent in accordance to their manual. Disassociated cells were pre-plated as reported earlier(20) at a density of 200,000 cells/cm2 supplemented with 10 μM Y-27632 (catalog# 1254, Tocris Bioscience, Bristol, United Kingdom) on Matrigel-coated plates and differentiation started when confluent. Differentiation of hiPSC was performed as indicated below: hiPSC differentiation into cortical neurons, via a combination of small molecule inhibitors, was performed as described with few modifications (20). In brief, inhibitors used in LSB+X/P/S/D induction included LDN193189 (250 nM; catalog#04-0074, Stemgent, REPROCELL USA Inc., Beltsville, MD, USA), SB431542 (10 μM; catalog#1614, Tocris Bioscience, Bristol, United Kingdom), XAV939 (5 μM; catalog#3748, Tocris Bioscience, Bristol, United Kingdom), PD0325901 (1 μM; catalog#4192, Tocris Bioscience, Bristol, United Kingdom), SU5402 (5 μM; catalog#1645-05, BioVision Inc., Milpitas, CA, USA), DAPT (10 μM; catalog#2634, Tocris Bioscience, Bristol, United Kingdom). Until day 4 of differentiation, TeSR E6 medium (catalog#05946, Stemcell Technologies, Vancouver, Canada) was added in 1/3 increments every other day. Then, neurobasal (NB) plus medium supplemented with N2 (catalog#17502-048, Gibco, Life Technologies, Grand Island, NY, USA) and B27 plus supplement (catalog#A35828-01, Gibco, Life Technologies, Grand Island, NY, USA) was added in 1/3 increments every other day from day 4, until reaching 100% neurobasal plus/B27 plus L-glutamine (catalog#35050-061, Gibco, Life Technologies, Grand Island, NY, USA) containing medium supplemented with BDNF (20 ng/ml; catalog#248-BDB, R&D Systems, Minneapolis, MN, USA), cAMP (0.5 mM; catalog#A92902, Sigma-Aldrich, St. Louis, MO, USA) and ascorbic acid (0.2 mM; Sigma-Aldrich, St. Louis, MO, USA) (BCA) at day 8 as described (20). For long-term culture, cells were passaged on day 8 of differentiation by Accutase (catalog#AT-104, Innovative Cell Technologies Inc., San Diego, CA, USA) dissociation for 6 min at 37 °C. Cells were replated at 200,000 cells/cm2 onto Matrigel coated culture dishes. NB plus/B27 plus and BCA medium were used for passaging and long-term culture. Culture medium was changed every 3–4 days.
(i) hiPSC differentiation into neurons via NGN2 overexpression was performed as described previously with few modifications (31–33). In brief, differentiation of hiPSC into neurons (iNs) was conducted by using the lentiviral infection of NGN2 and the reverse tetracycline transactivator rtTa into hiPSCs, followed by selection on puromycin. The lentiviral particles were commercially produced by VectorBuilder (Chicago, IL, USA) using the established and published plasmids pLenti-FUW-M2rtTA (FUW-M2rtTA deposited by Rudolf Jaenisch, Addgene plasmid #20342; http://n2t.net/addgene:20342; RRID:Addgene_20342, (73)), pLenti-TetO-hNGN2-eGFP-puro (pLV-TetO-hNGN2-eGFP-Puro deposited by Kristen Brennand, Addgene, plasmid#79823; http://n2t.net/addgene:79823; RRID:Addgene_79823, (33)) and for calcium imaging, the pLenti-TetO-hNGN2-puro (pLV-TetO-hNGN2-Neo deposited by Kristen Brennand, Addgene plasmid # 99378; http://n2t.net/addgene:99378; RRID:Addgene_99378,(74)). Around 200k cells per well (24-well format) were plated on Matrigel coated wells/coverslips in mTeSR plus media supplemented with 10 μM Y-27632. On day 0, lentiviruses were added in fresh basic media, containing always DMEM/F12 (catalog#11330032, Thermo Fisher Scientific, Waltham, MA, USA), human BDNF (10 ng/ml), human NT-3 (10 ng/ml, catalog#450-03, PeproTech, East Windsor, NJ, USA), mouse laminin (0.1 µg/ml, catalog#354232, Corning, NY, USA), N2 supplement, B27 plus supplement, non-essential amino acids (NEAA, catalog#SH30238.01, Cytiva, Marlborough, MA, USA) supplement and doxycycline (1 mg/ml, catalog#D9891-1G, Sigma-Aldrich, St. Louis, MO, USA) to induce TetO gene. On day 1, the culture medium was completely replaced with fresh basic media and a 48-hour puromycin selection (1 mg/l, catalog#P8833-10MG, Sigma-Aldrich, St. Louis, MO, USA) period was started. On day 3, for calcium imaging and morphology analysis, ca. 25% mouse glia cells (prepared as previously reported in (33)) were added to the basic media plus Ara-C (2µM, catalog#C1768-100M, Sigma-Aldrich, St. Louis, MO, USA) and 10% mouse astrocyte conditioned media (catalog#M1811-57, ScienCell, Carlsbad, CA, USA) to promote neuronal health and maturation. On day 5, total medium was changed with basic media plus Ara-C and 10% mouse astrocyte conditioned media. On day 7, total media was removed and replaced with BrainPhys Neuronal media with SM1 supplement (catalog#05792, STEMCELL Technologies, Vancouver, Canada) containing always human BDNF (10 ng/ml), human NT-3 (10 ng/ml), mouse laminin (0.1 µg/ml), N2 supplement, doxycycline (1 mg/ml) and 10% mouse astrocyte conditioned media. From day 9 on, half of the media were removed and replaced with supplemented BrainPhys media every other day. 2.5% FBS (catalog#16141079, Thermo Fisher Scientific, Waltham, MA, USA) was added to the culture medium on day 11 to those cells which were co-cultured with astrocytes to support astrocyte viability. iN cells were assayed for experiments as indicated.
Cell culture transfection
Transfection of cortical neurons at day 8 of differentiation were performed with the transfection reagent Lipofectamine 2000 (#11668-030, Life Technologies, Carlsbad, CA, USA) as described earlier (26)). Cells were transfected for 48 hours with 25 pmol per well (24-well format) of miRNA mimic Pre-miR miRNA precursors (Ambion, Thermo Fisher Scientific, Waltham, MA, USA) as indicated: pre-miR Negative Control #1 (catalog#17110), hsa-miR-185-5p (catalog#17100, PM12486) and hsa-miR-485-5p (catalog#17100, PM10837) or with 50 pmol per well (24-well format) of miRNA miRVana inhibitors (Ambion, Thermo Fisher Scientific, Waltham, MA, USA) as indicated: miRNA inhibitor Neg. Ctrl #1 (catalog#4464076), hsa-miR-185-5p inhibitor (catalog#4464084, MH12485), hsa-miR-485-5p inhibitor (catalog#4464084, MH10837).
TAM preparation and feeding
We used oral gavage for TAM delivery during postnatal day 56-70. A TAM feeding protocol were used as previously described (64). In brief, TAM (catalog#T5648, Sigma-Aldrich, St. Louis, MO, USA) was dissolved in corn oil (catalog#C8267, Sigma-Aldrich, St. Louis, MO, USA) at 20mg/ml by vortexing. To avoid toxicity, the following dosages were used for adult animals (8-10 weeks): mice at 17–21 g body weight were fed 5 mg/day; mice at 22–25g body weight were fed 6mg/day; mice at 26–29g body weight were fed 7mg/day; mice at 30–35g body weight were fed 8mg/day. Adult animals were fed for 5 consecutive days followed by 2 days of rest. Animals were then fed for 5 more consecutive days followed by one week of rest before RNA/protein or SM assays were performed. Corn oil was used as vehicle control treatment.
ASOs
Mouse Emc10-targeting ASOs used in these studies were 20 bases in length, chimeric 2’ –O-(2-methoxyethyl) (MOE)/DNA) oligonucleotides with phosphodiester and phosphorothioate linkages. The central gap of 10 deoxynucleotides is flanked on its 5’ and 3’ sides by five MOE modified nucleotides. Oligonucleotides were synthesized at Ionis Pharmaceuticals (Carlsbad, CA, USA) as described previously (65, 66). ASOs were solubilized in 0.9% sterile saline or PBS.
In vitro screening of ASOs
4T1 cells were trypsinized, counted and diluted to 200,000 cells per ml in room temperature growth medium before adding 100 μL of the cell suspension to the wells of a 2 mm electroporation plate (Harvard Apparatus, Holliston, MA, USA) which contained 11 μL of 10X ASO in water. Cells were pulsed once at 130V for 6 mS with the ECM 830 instrument (Harvard Apparatus). After electroporation, the cells were transferred to a Corning Primeria 96 well culture plate (catalog #353872, Corning, NY, USA) containing 50 μL of growth medium. The cells were then incubated at 37° C and 5% CO2. After 24 hours, the cells were washed 1 x with PBS before lysing for RNA isolation and analysis. For each treatment condition duplicate wells were tested. ASO1081815 (TTGTTCCTACAGATCTAGGG, referred to in the manuscript as Emc10ASO1) was used in behavioral and immunocytochemical assays.
In vivo screening of ASOs
Candidate Emc10-targeting ASOs (700ug) were stereotactically injected into the right lateral ventricle of C57Bl/6 mice (0.3 mm anterior, 1.0 mm dextrolateral, 3.0 mm ventral from bregma). Reduction of Emc10 mRNA in the retrosplenial cortex and thoracic spinal cord was evaluate by qRT-PCR at 2 weeks following a single bolus dose. Three ASOs were selected from the screen based on their pharmacological efficacy: 1466167, 1466171 and 1466182. Animals were injected with these ASOs in the right lateral ventricle as described above (n= 4) and euthanized 8 weeks post injection. Animals were evaluated with an observational functional battery test at 3 hours after dosing and then every two weeks until euthanasia. The retrosplenial cortex and thoracic spinal cord were harvested for qRT-PCR analysis of Emc10, Aif1 (microglia marker), Cd68 (phagocytic microglia marker) and Gfap (reactive astrocyte marker) mRNA. Brain and spinal cord were also harvested and fixed in formalin solution for histological evaluation. Tissues were stained for H&E and IBA1 (microglia marker), CD68 (phagocytic microglia marker) GFAP (reactive astrocyte marker) and Calbindin (Purkinje Cell marker). Bolus injections of all three candidate ASOs resulted in similar reductions of the Emc10 mRNA at both 2 and 8 weeks. Of the three candidate ASOs, ASO1466182 (GCCATATCTTTATTAATTAC, referred to in the manuscript as Emc10ASO2) showed no signs of in life toxicity and the tolerability marker gene expression was similar between ASO– and vehicle-treated animals in the tissues evaluated. There was no positive IBA1 IHC staining in the CNS of any of the treated animals. Therefore, it was ranked as the best candidate for further behavioral analysis in mutant mice.
Stereotactic Intracerebroventricular (ICV) Injections of ASOs
The syringe was attached to a glass pipette with a long-tapered end made using a Sutter pipette puller model P-87. Anesthesia was delivered using Kent Scientific VetFlo Traditional Vaporizer VetFlo-1205S (Kent Scientific Corporation, Torrington, CT, USA). Mice were initially put in the isoflurane chamber using 3% isoflurane mixture for 5 minutes, which was lowered to 2-2.5% when fixed to the stereotactic station. We used KOPF Small Animal Stereotaxic Instruments (Model 940). Carprofen (5 mg/kg, Zoetis Inc., Kalamazoo, MI, USA), and Bupivacaine (2 mg/kg, Hospira, Inc., Lake Forest, Il, USA) were delivered subcutaneously before the incision was made. Additionally, Dexamethasone (2 mg/kg, Bimeda-MTC Animal Healt Inc., Cambridge, ON, Canada) was delivered intramuscularly. The surgical site was shaved and sterilized with betadine and 70% ethanol three times. A small midline incision was made and a hole was drilled in the skull. Stereotactic bregma coordinates used for the right ventricle were – 0.5 mm posterior, –1.1 lateral, and –2.8 mm dorsoventral. Mice were injected with 4 ul of either the CtrlASO1/ASO2 or Emc10ASO1IASO2 (Emc10ASO1: 292 ug, Emc10ASO2: 280 ug) at a rate of 0.5ul/minute. The needle was left in the injection site for 10 minutes to allow diffusion and avoid back flow of the ASO upon retraction of the glass pipette.
Mice were maintained at a temperature of 37°C for the duration of the surgery using a water regulated heating pad (T/Pump TP 700, Stryker Corporation, Kalamazoo, MI, USA). Mice were placed on heating pads for in cage recovery and Carprofen was administered subcutaneously for three days post-surgery. Mice were then subjected to behavioral experiments/immunohistochemistry three weeks post-surgery. qRT-PCR assays were performed one week post behavioral assays.
Quantitative Real Time PCR (qRT-PCR)
Total RNA was extracted from HPC, PFC and Somatosensory Cortex (SSC) using the RNeasy Mini Kit (catalog#1038703, Qiagen, Hilden, Germany) or using the miRVana miRNA isolation kit (#AM1560, Ambion, Thermo Fisher Scientific, Waltham, MA, USA) for RNA extraction of hiPSC and derived neurons samples in accordance to their manuals. cDNA was synthesized using High-Capacity RNA-to-cDNA Kit from Applied Biosystems (cat#4387406, Thermo Fisher Scientific Baltics, Vilnius, Lithuania). qRT-PCR was performed using the Bio-Rad CFX-384 qPCR instrument (Bio-Rad, Hercules, CA, USA) using TaqMan Universal Master Mix II, with UNG (catalog#4440038, Thermo Fisher Scientific Baltics, Vilnius, Lithuania). Mouse Gapdh Endogenous Control (cat# 4352339E, Life Technologies, Warrington, United Kingdom) served as housekeeping gene and TaqMan Mm01197551_m1 (catalog#4351372) probe for mouse Emc10 as well as Mm01208065_m1 for Emc10-1 (cat# 4351372) and Mm01197555_m1 for Emc10-2 (cat# 4351372) mRNA detection were used for the qRT-PCR assay. For mouse qRT-PCR assay of Ctrl ASOASO1/Emc10ASO1, threshold cycle of each sample was picked from the linear range to calculate the values for Starting Quantity (SQ) for all samples extrapolated using the Standard Curve. All samples were run together in triplicates on the same plate including the standard curve ran in duplicates. The SQ values were averaged over the triplicates. The values of Emc10 mRNA levels were then normalized to the values from the Gapdh gene expression levels. For mouse qRT-PCR analysis of Ctrl ASOASO2/Emc10ASO2, the average of triplicate CT values from each sample was used to calculate the relative RNA levels (2-ΔCT) as described earlier (75) and all values were then normalized to CtrlASO2-treated WT group. qRT-PCR for hiPSC and derived neurons was performed using TaqMan or SYBR Green System (catalog#1725121, iTaq Universal SybrGreen Supermix with ROX; BIO-RAD, Hercules, CA, USA) for mRNA and/or pre-miRNA detection according to manufacturer’s instructions. U6 snRNA was used as housekeeping gene to normalize pre-miRNAs targets. For detection of RANBP1 (catalog# 4331182, Hs01597912), OCT4IPOU5F1 (catalog#4331182, Hs04260367), NANOG (catalog#4331182, Hs02387400), TBR1 (catalog#4331182, Hs00232429), GFAP (catalog#4331182, Hs00909233), NEUROD1 (catalog#4331182, Hs00159598), vGLUT1 (catalog#4331182, Hs00220404), DLX1 (catalog#4331182, Hs00698288), BRN2 (catalog#4331182, Hs00271595) and EMC10 (catalog#4331182, Hs00382250) mRNA TaqMan probes (Thermo Fisher Scientific, Waltham, MA, USA) were used, as indicated, with GAPDH as housekeeping gene control (human GAPDH endogenous control, catalog#4325792, Life Technologies, Warrington, United Kingdom). The average of triplicate CT values from each sample was used to calculate the relative RNA levels (2-ΔCT). Primer sequences for pre-miRNA are provided in the supplemental table (Supplementary Table 9). Primers were purchased from Integrated DNA Technologies (Coralville, IA, USA) and were diluted to a stock concentration of 100 μM.
Immunohistochemistry
Animals were euthanized using CO2 and then perfused with 4% Paraformaldehyde. The brains were stored at 4°C in 4% PFA overnight and were then switched to 1x Phosphate Buffered Saline (PBS). 2.5% low melting agarose in 1xPBS buffer was added to the brains placed inside the plastic molds, which were then moved to 4°C to create a solid block for slicing. This block was then glued to the vibratome stage (Leica Vibratome VT10005, Wetzlar, Germany) and sectioned at 40 um thickness. Sections were rinsed in 1xPBS for 5 minutes and then blocked for 1 hour at room temperature in 2% Normal Goat Serum (NGS) and 0.3%Triton X-100 in 1xPBS solution. Sections were then incubated with either anti-ASO and NeuN or anti-ASO and GFAP primary antibodies in blocking solution at 4°C and left on a shaker overnight. The following day, sections were washed three times with 1xPBS for 10 minutes and were then stained with Goat anti-rabbit along with either Goat anti-mouse or Goat anti-chicken secondary antibodies in 2% NGS and 0.4% Triton-X100 solution made in 1xPBS for two hours in the dark at room temperature (RT). Following two 10-minute washes with 1xPBS, sections were additionally stained with Hoechst nuclear stain diluted in 1xPBS for 15 minutes in the dark. Lastly, sections were washed three times with 1xPBS for 10 minutes. Sections from PBS solution were mounted on glass slides, air-dried and cover slipped in Prolong Diamond Antifade Mountant (catalog#P36970, Life Technologies Corporation, Eugene, OR, USA). Slides were left overnight in the dark and then stored at 4°C. Human neuronal cultures were fixed on coverslips in 4%PFA (catalog#22023, Biotium, Fremont, CA, USA) for 1h at RT and then blocked for 1.5h at RT in 0.1% Triton-X and 10% horse serum (catalog#H0146, Sigma-Aldrich, St. Louis, MO, USA) solution. After fixation, coverslips were stained with the primary antibody in a 0.1% Triton-X and 2% horse serum solution overnight at 4°C. Coverslips were then washed 3x 15 min with DPBS (catalog#D8537, Sigma-Aldrich, St. Louis, MO, USA) and cells were incubated for 1h with the secondary antibody at RT followed by 3x 15min DPBS washing. Tissue sections and cultured cells were imaged on W1-Yokogawa Spinning Disk Confocal (Nikon Instruments, Tokyo, Japan).
Antibodies for Immunohistochemistry
The following primary antibodies were used: Rabbit polyclonal anti-ASO antibody diluted 1:10000 (IONIS Pharmaceuticals, Carlsbad, CA, USA); Anti-GFAP antibody diluted 1:1000 (Aves Labs Inc., catalog#GFAP), Mouse monoclonal Anti-NeuN antibody diluted 1:200 (Millipore, catalog#MAB377), anti-TUJ1 1:500 (mouse monoclonal, catalog#T8660, Sigma-Aldrich, St. Louis, MO, USA), anti-TBR1 1:100 (rabbit monoclonal, #Ab183032, Abcam, Cambridge, MA, USA), anti-GFP 1:1000 (goat polyclonal, catalog#600-101-215, Rockland Immunochemicals, Pottstown, PA, USA), anti-MAP2 1:2000 (chicken polyclonal, catalog#5392, Abcam, Cambridge, MA, USA). The following secondary antibodies were used for mouse at a dilution of 1:500: Goat anti-Rabbit (Alexa Floro 488: catalog#AA1008, Invitrogen, Waltham, MA, USA) against ASO; Goat anti-mouse (Alexa Floro 568: catalog#AA1004, Invitrogen, Waltham, MA, USA) against NeuN, and Goat anti chicken (Alexa Floro 568: catalog#A11041, Invitrogen, Waltham, MA, USA) against GFAP. Hoechst 33258 solution diluted 1:1000 (Catalog#94403, Sigma Aldrich, Saint Louis, MO, USA) was used for nuclear staining in brain slices and DAPI Fluoromount-G (catalog#0100-20, Southern Biotech, Birmingham, AL, USA) was used for cultured cells.
Analysis of dendritic complexity
Images of dendrites were acquired on a Nikon Spinning Disk Confocal Microscope and captured using the Nikon NIS Elements AR (v.5.21.03 64-bit) software. Images were acquired and analyzed as previously described (7, 76). Image analysis of dendritic complexity was conducted blind to genotype. Primary dendrites were defined as any branch emerging from the soma and a secondary dendrite as any branch emerging from a primary dendrite. Dendrite branches were semi-automatically traced using NeuronStudio software (v.0.9.92 64-bit) (77). The output.swc files were then processed in VAA3D (v.3.1.00) (78–80) and binary images were generated and analyzed using ImageJ (http://rsbweb.nih.gov/ij/, NIH, Bethesda, MD, USA).
Calcium imaging
Neuronal cells used in calcium imaging experiments were prepared on glass bottom dishes (14mm, catalog#P35G-1.5-14-C, MatTek, Ashland, MA, USA). Briefly, cells were incubated at DIV37-38 with 0.3μM Fluor4-AM (Invitrogen, catalog#F14201) for 30 min at 37 °C in incubation buffer medium (containing 170mM NaCl, 3.5mM KCl, 0.4mM KH2PO4, 20mM TES (N-tris[hydroxyl-methyl-2-aminoethane-sulfonic acid], 5mM NaHCO3, 5mM glucose, 1.2mM Na2SO4, 1.2mM MgCl2, 1.3mM CaCl2, pH 7.4) and washed once with incubation buffer medium before imaging. After imaging for 2’20” (baseline), 25mM KCl solution was added to the cells, followed by another 25mM KCl addition at 3’20” and 4’20” min. Live imaging was performed at room temperature (∼25 °C) on a W1-Yokogawa Spinning Disk Confocal (Nikon Instruments, Tokyo, Japan). ImageJ software with plugin for motion correction (MuliStackReg) and Excel were used to collect, manage and quantify time-lapse excitation ratio images by selecting cell body as ROI.
Protein extraction for Western blot
To extract proteins from mouse HPC, the tissue was dissected and homogenized in QIAzol lysis reagent (catalog#79306, Qiagen, Hilden, Germany). Chloroform was added to homogenate and the solution was then incubated at room temperature for 3 minutes. Tissue was spun at 12,000 x g at 4°C and the organic phase was collected for protein extraction. We followed an optimized protocol for protein extraction from Trizol solutions and used 5% SDS + 20mM EDTA + 140 mM NaCl buffer solution for protein pellet suspension (81). To extract proteins from mouse PFC, the tissue was dissected and homogenized using a modified Pierce RIPA lysis and extraction buffer (RIPA+) (catalog#89900, Thermo Scientific, Rockford, IL, USA) that contains a Halt Protease Inhibitor Cocktail (catalog#1861281, Thermo Scientific, Rockford, IL, USA). Cultured neurons cells were lysed at day 8 of differentiation. The cultured cells were once washed with cold DPBS (catalog#D8537, Sigma-Aldrich, St. Louis, MO, USA). Cells were then lysed by adding a modified Pierce RIPA lysis and extraction buffer (RIPA+). The plate was shaking for 20 min at 4°C on an orbital shaker (catalog#980173, Talboys, Troemner, Thorofare, NJ, USA). To remove cell debris, the lysates were centrifuged at maximum speed for 10 min at 4°C. The protein concentration of the supernatant for all protein samples was determined by Pierce BCA Protein Assay Kit (#23227, Thermo Scientific, Rockford, IL, USA).
Western Blots
For each lane, ∼20 μg protein were run on a 4-12Bis-Tris Criterion XT Precast Gel (#3450123, Bio-Rad (Bio-Rad, Hercules, CA, USA) next to the Precision Plus Protein Dual Color Standard (catalog#161-0374, Bio-Rad, Hercules, CA, USA) in SDS-PAGE running buffer (catalog#1610788, Bio-Rad, Hercules, CA, USA) and afterwards transferred to a methanol-activated Immobilon-P PVDF (poly-vinylidene difluoride) membrane (catalog#IPCVH00010, Merck Millipore Ltd., Carrigtwohill, Ireland) by tank blotting at 250mA for 90 min in a cold room (4°C) in blotting buffer (catalog#1610734, Bio-Rad, Hercules, CA, USA). The membrane was blocked for 2 h in TBS-T (tris buffered saline supplemented with 0.1 % Tween) containing 5 % milk powder. Antibody dilutions anti-EMC10IEmc10 1:1000 (rabbit polyclonal; catalog#Ab181209, Abcam, Cambridge, MA, USA), anti-DGCR8 1:1000 (rabbit monoclonal, catalog#Ab191875, Abcam, Cambridge, MA, USA), anti-RANBP1 1:500 (rabbit polyclonal, catalog#Ab97659, Abcam, Cambridge, MA, USA) and anti-alpha-Tubulin1:1000 (polyclonal rabbit; catalog#2144S, Cell Signal, Danvers, MA, USA) as loading control were prepared in TBS-T/milk and the membrane were incubated overnight at 4°C under slight shaking on an orbital shaker (catalog#980173, Talboys, Troemner, Thorofare, NJ, USA). After three washes with TBS-T, the membrane was incubated with LI-COR goat anti-Rabbit antibody IRDye 800CW (catalog#925-32211, LI-COR Bioscience, Lincoln, NE, USA) for 1.5h at RT. After three washes with TBS-T the membrane was developed using the LI-COR Odyssey CLx system (LI-COR Bioscience, Lincoln, NE, USA) using LI-COR Image Studio software (Ver.5.2) and quantification of band intensity was performed by ImageJ (NIH, Bethesda, MD, USA).
Bulk RNAseq and bioinformatic analysis of mouse hippocampal samples
Sequence reads were aligned to the mouse genome (Ensembl, GRCm38) using the STAR sequence alignment tool (version 2.7) (82) and gene count matrices were generated. Differential gene expression was analyzed using the DESeq2 pipeline (83) in R and volcano plots were generated using the open-source Enhanced Volcano package in R (https://github.com/kevinblighe/EnhancedVolcano).
Bulk RNAseq and small RNA/miRNAseq of hiPSC-derived cortical neurons at DIVS
For bulk RNAseq, Poly(A) RNA sequencing library was prepared following Illumina’s TruSeq-stranded-mRNA (Illumina, San Diego, CA, USA) sample preparation protocol. RNA integrity was checked with Bioanalyzer 2100 (Agilent, CA, USA). Poly(A) tail-containing mRNAs were purified using oligo-(dT) magnetic beads with two rounds of purification. After purification, poly(A) RNA was fragmented using divalent cation buffer in elevated temperature. Quality control analysis and quantification of the sequencing library were performed using Agilent Technologies 2100 Bioanalyzer High Sensitivity DNA Chip (Agilent, CA, USA). Paired-ended sequencing was performed on Illumina’s NovaSeq 6000 (LC Sciences, Houston, TX, USA) sequencing system. For miRNAseq, total RNA quality and quantity was analyzed with Bioanalyzer 2100 (Agilent, CA, USA), with RIN number >7.0. Approximately 1 ug of total RNA was then used to prepare small RNA library according to the protocol of TruSeq Small RNA Sample Prep Kits (Illumina, San Diego, CA, USA). Then, a single-end sequencing 50bp on an Illumina Hiseq 2500 following the vendor’s recommended protocol was conducted.
Bioinformatics analysis of human neuron bulk RNAseq at DIVS
Cutadapt (84) and in house perl scripts were used to remove the reads that contained adaptor contamination, low quality bases and undetermined bases. Sequence quality was subsequently verified using FastQC (http://www.bioinformatics.babraham.ac.uk/projects/fastqc/). HISAT2 (85) was used to map reads to the genome of ftp://ftp.ensembl.org/pub/release-101/fasta/homo_sapiens/dna/. The mapped reads of each sample were assembled using StringTie (86). Then, all transcriptomes were merged to reconstruct a comprehensive transcriptome using perl scripts and GffCompare. After the final transcriptome was generated, StringTie and edgeR (87) were used to estimate the expression levels of all transcripts. StringTie was used to assess expression levels for mRNAs by calculating FPKM. The differentially expressed mRNAs were selected with log2 (fold change) >1 or log2 (fold change) <-1 and with statistical significance (p value < 0.05) by R package edgeR. For the VolcanoPlot visualization, the web-based R package Shiny application “VolcanoPlot” (https://paolo.shinyapps.io/ShinyVolcanoPlot/) was used. DEGs (adj. Pvalue<0.05) were plotted by selecting the axes ((Log2(FC) range= –2.5/2.5 and –Log10(Pvalue)=15) and setting the cutoff selection (P-value threshold=1.3 (0.05), Log2(FC) threshold 0.4 and 3). The GO-Term enrichment analysis was performed for the up– and downregulated protein-coding genes (1937/2094, DEG) by using the standard setting (g:SCS threshold) of the gProfiler webtool (https://biit.cs.ut.ee/gprofiler/gost) (88). TargetScan (v8.0, http://www.targetscan.org/vert_80/) was used for miRNA binding site prediction (89). Intersection of genes and predicted targets were conducted by using the VIB / UGent Bioinformatics & Evolutionary Genomics (Gent, Belgium) webtool “Venn” (https://bioinformatics.psb.ugent.be/webtools/Venn/).
Bioinformatics analysis of human neuron miRNA-seq at DIVS
Raw reads were subjected to an in-house program, ACGT101-miR (LC Sciences, Houston, TX, USA) to remove adapter dimers, junk, low complexity, common RNA families (rRNA, tRNA, snRNA, snoRNA) and repeats. Subsequently, unique sequences with length in 18∼26 nucleotide were mapped to specific species precursors in miRBase (v22.0) by BLAST search to identify known miRNAs and novel 3p– and 5p-derived miRNAs. Length variation at both 3’ and 5’ ends and one mismatch inside of the sequence were allowed in the alignment. The unique sequences mapping to specific species mature miRNAs in hairpin arms were identified as known miRNAs. The unique sequences mapping to the other arm of known specific species precursor hairpin opposite to the annotated mature miRNA-containing arm were considered to be novel 5p-or 3p derived miRNA candidates. The remaining sequences were mapped to other selected species precursors (with the exclusion of specific species) in miRBase 22.0 by BLAST search, and the mapped pre-miRNAs were further BLASTed against the specific species genomes to determine their genomic locations. The above two mentioned mapped 5p and 3p sequences were defined as known miRNAs. The unmapped sequences were BLASTed against the specific genomes, and the hairpin RNA structures containing sequences were predicted from the flank 80 nt sequences using RNAfold (http://rna.tbi.univie.ac.at/cgi-bin/RNAWebSuite/RNAfold.cgi) software. The criteria for secondary structure prediction were: (1.) number of nucleotides in one bulge in stem (≤12) (2.) number of base pairs in the stem region of the predicted hairpin (≥16) (3.) cutoff of free energy (kCal/mol ≤-15) (4.) length of hairpin (up and down stems + terminal loop ≥50) (5.) length of hairpin loop (≤20). (6.) number of nucleotides in one bulge in mature region (≤8) (7.) number of biased errors in one bulge in mature region (≤4) (8.) number of biased bulges in mature region (≤2) (9.) number of errors in mature region (≤7) (10.) number of base pairs in the mature region of the predicted hairpin (≥12) (11.) percent of mature in stem (≥80). For the VolcanoPlot visualization, the web-based R package Shiny application “VolcanoPlot” (https://paolo.shinyapps.io/ShinyVolcanoPlot/) was used. DEmiRs (Pvalue<0.05) of known miRNAs were plotted by selecting the axes ((Log2(FC) range= –5/5 and –Log10(Pvalue)=10) and setting the cutoff selection (P-value threshold=1.3 (0.05), Log2(FC) threshold 0.4). For the GO-term enrichment analysis of the up– and down-regulated miRNAs (153/133, DEmiRs) the webtool miRNet 2.0 (https://www.mirnet.ca/) with standard settings (tissue: nervous, targets: genes [miRTarBase 8.0]) was used (30). TargetScan (v8.0, http://www.targetscan.org/vert_80/) was used for all miRNA binding site prediction (89) for miR-185-5p, miR1306-5p and miR-1286 and using the biochemical predicted occupancy model (90) for table sorting.
Bulk RNAseq and bioinformatic analysis of NGN2-induced neurons at DIV21
We used poly-A pull-down to enrich mRNAs from total RNA samples, then proceed with library construction using Illumina TruSeq chemistry (Illumina, San Diego, CA, USA). Libraries were then sequenced using Illumina NovaSeq 6000 at Columbia Genome Center. We multiplexed samples in each lane, which yields targeted number of paired-end 100bp reads for each sample. We used RTA (Illumina) for base calling and bcl2fastq2 (version 2.19) for converting BCL to fastq format, coupled with adaptor trimming. We performed a pseudoalignment to a kallisto index created from transcriptomes (Ensembl v96, Human:GRCh38.p12) using kallisto (0.44.0) (91). We tested for differentially expressed genes using DESeq2 (adj. Pvalue<0.05), R packages designed to test differential expression between two experimental groups from RNA-seq counts data. Intersection of DEGs were conducted by using the VIB / UGent Bioinformatics & Evolutionary Genomics (Gent, Belgium) webtool “Venn” (https://bioinformatics.psb.ugent.be/webtools/Venn/). GO-Term enrichment analysis was performed for the up– and downregulated DEGs Q5(Ctrl)/Q6(22q11.2) and normalized up– and downregulated DEGs in Q6/EMC10HET and Q6/EMC10HOM by using the standard setting (g:SCS threshold) of the gProfiler webtool https://biit.cs.ut.ee/gprofiler/gost) (88). Heatmaps of DEGs that were normalized in Q6/EMC10HET and Q6/EMC10HOM were generated with the R based web tool Heatmapper (http://www.heatmapper.ca) (92). PPI network analysis of the rescued 103 DEGs in Q6/EMC10HET and Q6/EMC10HOM conditions were performed by using the web-application konnect2prot (93). Hereby, GO-Term enrichment analysis of the identified 30 matched DEGs were performed by using g-Profiler webtool as indicated above.
Behavioral assays
Open Field assay
The open field activity assay was performed as described earlier (19). In brief, mouse activity was monitored in a clear illuminated acrylic chamber (25 cm x 25 cm) equipped with infrared sensors to automatically record horizontal and vertical activity (Coulbourn Instruments, Whitehall, PA, USA). Each mouse was initially placed in the center of the chamber and its activity was recorded and collected in 1-min bins for 1 h using TruScan (v1.012-00) software (Coulbourn Instruments, Whitehall, PA, USA). The floors and walls of the open field were cleaned with 70% ethanol between trials.
Sacial Memary assay
Assays were performed as described earlier in juvenile (postnatal day 22-24) (26) and adult (6, 19) mice. All experimental mice were single housed, transferred to the testing room one hour prior to testing and returned to their home cages after the completion of the experiment. Both male and female were tested in the juvenile SM assays, in the TAM/corn oil treatment assays as well as in the ASO1 assays. Only males were tested in the ASO2 assays. For the adult SM assays, stimulus mice (C57 BL/6J) were obtained from Jackson Laboratory (Bar Harbor, ME, USA). All stimulus mice were between the ages of 3-4 weeks. Test and stimulus mice were sex matched in the experimental trials. All trials were recorded using a video camera (Webcam Pro 9000, Logitech, Lausanne, Switzerland) and recorder software (Logitech video recording software). Stimulus mice were color marked on the tails to distinguish the stimulus mice from the test mice, during video analysis. The videos were manually scored for total interaction time over the course of the trials for interactions initiated by the test animal including anal sniffing, nose-to-nose touch and close following. For the novel/familiar paradigm, test and stimulus (novel) mice were placed together in a neutral cage and the interaction was recorded (trial 1). One hour after trial 1, the same stimulus (familiar) mouse was placed together with the test mouse and the interaction was recorded again (trial 2). A similar procedure was followed for the control novel/novel paradigm, except that we used different stimulus mice for trial 1 and trial 2 such that at trial 2 the stimulus mice were also novel for the experimental mice. Trials with experimental mice showing highly aggressive behavior towards the stimulus mice or mice that interacted for less than 24s in trial 1 were excluded from the analysis.
Cantextual Fear Canditianing assay
Contextual Fear Conditioning assays were performed as described earlier (5, 19) using a Coulbourn animal shocker (Model H13-15 110V, Coulbourn Instruments, Whitehall, PA, USA). Sound levels were checked with a Digital Sound Level Meter (Model: 407730, Extech Instruments, MA, USA) before beginning the trials. Using a cotton swab, pure lemon extract (McCormick & Co, Hunt Valley, MD, USA) was introduced into the testing chamber adding 9 different but equal distributed spots on a napkin. Test mice were placed in the test chamber and received 2 pairs of a tone (30s, 82db) and a co-terminating shock (2s, 0.7mA). Mice were then carefully picked with forceps and returned to their home cage. After 24 hours, mice were placed in the FC box again with same environment and lemon scent for 6 minutes in the absence of tone and shock to test for contextual memory. The box and grid were cleaned with 70% EtOH before and between every test run on both days. Videos were recorded and analyzed by using FreezeFrame 3 software (Harvard Apparatus, Holliston, MA, USA).
Y-Maze assay
The Y-maze apparatus was made from white acrylic that consists of three equal-sized arms (38 cm long, 13 cm high, and 8 cm wide) of which each arm of the Y-maze was positioned at an equal angle and was purchased from SD Instruments (cat#7001-0419, San Diego, CA, USA). The Y-maze assay was performed as described previously in more detail (55, 94). In brief, adult male mice were tested on delayed alternations. Exploration in all three arms of the Y-maze was performed after a 1 h delay from an initial training phase of 10 min, where one arm of the maze was blocked (delayed alternation). Delayed alternation (%) was calculated as the number of entries in all three arms divided by the total number of entries in the first 5 min of the 10 min test phase whereas the number of entries per arm was used as a measurement of activity and locomotion. The movement of mice was recorded with a camera mounted above the apparatus and the number of arm entries was counted manually.
References
- 1.Cognitive deficits in childhood, adolescence and adulthood in 22q11.2 deletion syndrome and association with psychopathologyTransl Psychiatry 10
- 2.Neuropsychological profile of children and adolescents with the 22q11.2 microdeletionGenet Med 3:34–39
- 3.Divergent patterns of social cognition performance in autism and 22q11.2 deletion syndrome {22q11DS}J Autism Dev Disord 43:1926–1934
- 4.Strong association of de novo copy number mutations with sporadic schizophreniaNat Genet 40:880–885
- 5.Altered brain microRNA biogenesis contributes to phenotypic deficits in a 22q11-deletion mouse modelNat Genet 40:751–760
- 6.Age-Dependent Specific Changes in Area CA2 of the Hippocampus and Social Memory Deficit in a Mouse Model of the 22q11.2 Deletion SyndromeNeuron 89:163–176
- 7.Derepression of a neuronal inhibitor due to miRNA dysregulation in a schizophrenia-related microdeletionCell 152:262–275
- 8.The Microprocessor complex mediates the genesis of microRNAsNature 432:235–240
- 9.Altered function and maturation of primary cortical neurons from a 22q11.2 deletion mouse model of schizophreniaTransl Psychiatry 8
- 10.Comprehensive analysis of a novel mouse model of the 22q11.2 deletion syndrome: a model with the most common 3.0-Mb deletion at the human 22q11.2 locusTransl Psychiatry 10
- 11.The ER membrane protein complex is a transmembrane domain insertaseScience 359:470–473
- 12.EMC Is Required to Initiate Accurate Membrane Protein TopogenesisCell 175:1507–1519
- 13.Biosynthesis of ionotropic acetylcholine receptors requires the evolutionarily conserved ER membrane complexProc Natl Acad Sci U S A 110:E1055–1063
- 14.dPob/EMC is essential for biosynthesis of rhodopsin and other multi-pass membrane proteins in Drosophila photoreceptorsElife 4
- 15.Secretory pathway genes assessed by high-throughput microscopy and synthetic genetic array analysisMol Biosyst 7:2589–2598
- 16.A yeast phenomic model for the gene interaction network modulating CFTR-DeltaF508 protein biogenesisGenome Med 4
- 17.The ER membrane protein complex interacts cotranslationally to enable biogenesis of multipass membrane proteinsElife 7
- 18.Proteomic Analysis Identifies Membrane Proteins Dependent on the ER Membrane Protein ComplexCell Rep 28:2517–2526
- 19.Loss-of-function mutation in Mirta22/Emc10 rescues specific schizophrenia-related phenotypes in a mouse model of the 22q11.2 deletionProc Natl Acad Sci U S A 114:E6127–E6136
- 20.Combined small-molecule inhibition accelerates the derivation of functional cortical neurons from human pluripotent stem cellsNat Biotechnol 35:154–163
- 21.The schizophrenia risk gene product miR-137 alters presynaptic plasticityNat Neurosci 18:1008–1016
- 22.Inhibition of the Schizophrenia-Associated MicroRNA miR-137 Disrupts Nrg1alpha Neurodevelopmental Signal TransductionCell Rep 20:1–12
- 23.A brain-specific microRNA regulates dendritic spine developmentNature 439:283–289
- 24.Mef2-mediated transcription of the miR379-410 cluster regulates activity-dependent dendritogenesis by fine-tuning Pumilio2 protein levelsEMBO J 28:697–710
- 25.miR379-410 cluster miRNAs regulate neurogenesis and neuronal migration by fine-tuning N-cadherinEMBO J 33:906–920
- 26.A placental mammal-specific microRNA cluster acts as a natural brake for sociability in miceEMBO Rep 20
- 27.Imprinted DLK1-DIO3 region of 14q32 defines a schizophrenia-associated miRNA signature in peripheral blood mononuclear cellsMol Psychiatry 17:827–840
- 28.miR-137 and miR-122, two outer subventricular zone non-coding RNAs, regulate basal progenitor expansion and neuronal differentiationCell Rep 38
- 29.Imprinted Maternally Expressed microRNAs Antagonize Paternally Driven Gene Programs in NeuronsMol Cell 78:85–95
- 30.miRNet 2.0: network-based visual analytics for miRNA functional analysis and systems biologyNucleic Acids Res 48:W244–W251
- 31.Rapid single-step induction of functional neurons from human pluripotent stem cellsNeuron 78:785–798
- 32.Autism-associated SHANK3 haploinsufficiency causes Ih channelopathy in human neuronsScience 352
- 33.Rapid Ngn2-induction of excitatory neurons from hiPSC-derived neural progenitor cellsMethods 101:113–124
- 34.Rapid generation of functional and homogeneous excitatory human forebrain neurons using Neurogenin-2 {Ngn2}Nature Protocol Exchange
- 35.Aberrant pace of cortical neuron development in brain organoids from patients with 22q11.2 deletion syndrome and schizophreniabioRxiv
- 36.MicroRNA profiling of human-induced pluripotent stem cellsStem Cells Dev 18:749–758
- 37.A human-specific microRNA controls the timing of excitatory synaptogenesisbioRxiv
- 38.Neuronal defects in a human cellular model of 22q11.2 deletion syndromeNat Med 26:1888–1898
- 39.Dysregulated protocadherin-pathway activity as an intrinsic defect in induced pluripotent stem cell-derived cortical interneurons from subjects with schizophreniaNat Neurosci 22:229–242
- 40.Behavioural and functional evidence revealing the role of RBFOX1 variation in multiple psychiatric disorders and traitsMol Psychiatry 27:4464–4473
- 41.Disease-specific changes in regulator of G-protein signaling 4 {RGS4} expression in schizophreniaMol Psychiatry 6:293–301
- 42.Regional alterations in RGS4 protein in schizophreniaSynapse 59:472–479
- 43.The ER membrane protein complex promotes biogenesis of sterol-related enzymes maintaining cholesterol homeostasisJ Cell Sci 132
- 44.Coding of social novelty in the hippocampal CA2 region and its disruption and rescue in a 22q11.2 microdeletion mouse modelNat Neurosci 23:1365–1375
- 45.Therapeutic reduction of ataxin-2 extends lifespan and reduces pathology in TDP-43 miceNature 544:367–371
- 46.Tau reduction prevents neuronal loss and reverses pathological tau deposition and seeding in mice with tauopathySci Transl Med 9
- 47.Sustained therapeutic reversal of Huntington’s disease by transient repression of huntingtin synthesisNeuron 74:1031–1044
- 48.Antisense oligonucleotide silencing of FUS expression as a therapeutic approach in amyotrophic lateral sclerosisNat Med 28:104–116
- 49.Antisense oligonucleotide therapy for spinocerebellar ataxia type 2Nature 544:362–366
- 50.Reversal of phenotypes in MECP2 duplication mice using genetic rescue or antisense oligonucleotidesNature 528:123–126
- 51.Targeting Huntingtin in Patients with Huntington’s Disease. ReplyN Engl J Med 381:1181–1182
- 52.Nucleic acid therapeutics in neurodevelopmental diseaseCurr Opin Genet Dev 65:112–116
- 53.Antisense oligonucleotides: the next frontier for treatment of neurological disordersNat Rev Neurol 14:9–21
- 54.Ultrafast and memory-efficient alignment of short DNA sequences to the human genomeGenome Biol 10
- 55.Cognition– and circuit-based dysfunction in a mouse model of 22q11.2 microdeletion syndrome: effects of stressTransl Psychiatry 10
- 56.A CRISPR-engineered isogenic model of the 22q11.2 A-B syndromic deletionSci Rep 13
- 57.Autism spectrum disorder: prospects for treatment using gene therapyMol Autism 9
- 58.Antisense oligonucleotide therapy in a humanized mouse model of MECP2 duplication syndromeSci Transl Med 13
- 59.Biallelic loss of EMC10 leads to mild to severe intellectual disabilityAnn Clin Transl Neurol 9:1080–1089
- 60.A recurrent, homozygous EMC10 frameshift variant is associated with a syndrome of developmental delay with variable seizures and dysmorphic featuresGenet Med 23:1158–1162
- 61.EMC10 homozygous variant identified in a family with global developmental delay, mild intellectual disability, and speech delayClin Genet 98:555–561
- 62.The mutational constraint spectrum quantified from variation in 141,456 humansNature 581:434–443
- 63.The ubiquitous and ancient ER membrane protein complex {EMC}: tether or not?F1000Res 4
- 64.Recapitulation and Reversal of Schizophrenia-Related Phenotypes in Setd1a-Deficient MiceNeuron 104:471–487
- 65.A novel solid support for synthesis of oligonucleotide 3’-phosphorothioate monoestersBioorg Med Chem Lett 13:281–284
- 66.Characterization of a potent and specific class of antisense oligonucleotide inhibitor of human protein kinase C-alpha expressionJ Biol Chem 274:1715–1722
- 67.Calcium imaging of cortical neurons using Fura-2 AMJ Vis Exp
- 68.Investigation of Neurodevelopmental Deficits of 22 q11.2 Deletion Syndrome with a Patient-iPSC-Derived Blood-Brain Barrier ModelCells 10
- 69.Integrative transcriptome network analysis of iPSC-derived neurons from schizophrenia and schizoaffective disorder patients with 22q11.2 deletionBMC Syst Biol 10
- 70.Efficient induction of transgene-free human pluripotent stem cells using a vector based on Sendai virus, an RNA virus that does not integrate into the host genomeProc Jpn Acad Ser B Phys Biol Sci 85:348–362
- 71.Generation of two iPS cell lines {FRIMOi003-A and FRIMOi004-A} derived from Stargardt patients carrying ABCA4 compound heterozygous mutationsStem Cell Res 36
- 72.COSMID: A Web-based Tool for Identifying and Validating CRISPR/Cas Off-target SitesMol Ther Nucleic Acids 3
- 73.A drug-inducible system for direct reprogramming of human somatic cells to pluripotencyCell Stem Cell 3:346–353
- 74.Evaluating Synthetic Activation and Repression of Neuropsychiatric-Related Genes in hiPSC-Derived NPCs, Neurons, and AstrocytesStem Cell Reports 9:615–628
- 75.Differential effects of social and physical environmental enrichment on brain plasticity, cognition, and ultrasonic communication in ratsJ Comp Neurol 524:1586–1607
- 76.Palmitoylation-dependent neurodevelopmental deficits in a mouse model of 22q11 microdeletionNat Neurosci 11:1302–1310
- 77.New techniques for imaging, digitization and analysis of three-dimensional neural morphology on multiple scalesNeuroscience 136:661–680
- 78.V3D enables real-time 3D visualization and quantitative analysis of large-scale biological image data setsNat Biotechnol 28:348–353
- 79.Extensible visualization and analysis for multidimensional images using Vaa3DNat Protoc 9:193–208
- 80.Virtual finger boosts three-dimensional imaging and microsurgery as well as terabyte volume image visualization and analysisNat Commun 5
- 81.Optimized solubilization of TRIzol-precipitated protein permits Western blotting analysis to maximize data available from brain tissueJ Neurosci Methods 280:64–76
- 82.STAR: ultrafast universal RNA-seq alignerBioinformatics 29:15–21
- 83.Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2Genome Biol 15
- 84.Cutadapt removes adapter sequences from high-throughput sequencing readsEMBnet.journal
- 85.HISAT: a fast spliced aligner with low memory requirementsNat Methods 12:357–360
- 86.StringTie enables improved reconstruction of a transcriptome from RNA-seq readsNat Biotechnol 33:290–295
- 87.edgeR: a Bioconductor package for differential expression analysis of digital gene expression dataBioinformatics 26:139–140
- 88.g:Profiler: a web server for functional enrichment analysis and conversions of gene lists {2019 update}Nucleic Acids Res 47:W191–W198
- 89.Predicting effective microRNA target sites in mammalian mRNAsElife 4
- 90.The biochemical basis of microRNA targeting efficacyScience 366
- 91.Near-optimal probabilistic RNA-seq quantificationNat Biotechnol 34:525–527
- 92.Heatmapper: web-enabled heat mapping for allNucleic Acids Res 44:W147–153
- 93.konnect2prot: a web application to explore the protein properties in a functional protein-protein interaction networkBioinformatics 39
- 94.The Y-Maze for Assessment of Spatial Working and Reference Memory in MiceMethods Mol Biol 1916:105–111
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