Abstract
The larval zebrafish is a vertebrate model for in vivo monitoring and manipulation of whole-brain neuronal activities. Tracing its neural circuits still remains challenging. Here we report an applicable methodology tailored for larval zebrafish to achieve efficient retrograde trans-monosynaptic tracing from genetically defined neurons via EnvA-pseudotyped glycoprotein-deleted rabies viruses. By combinatorially optimizing multiple factors involved, we identified the CVS strain trans-complemented with advanced expression of N2cG at 36°C as the optimal combination. It yielded a tracing efficiency of up to 20 inputs per starter cell. Its low cytotoxicity enabled the viable labeling and calcium imaging of infected neurons 10 days post-infection, spanning larval ages commonly used for functional examination. Cre-dependent labeling was further developed to enable input cell-type-specific tracing and circuit reconstruction. We mapped cerebellar circuits and uncovered the ipsilateral preference and subtype specificity of granule cell-to-Purkinje cell connections. Our method offers an efficient way for tracing neural circuits in larval zebrafish.
Introduction
Given the small transparent brain and accessible genetic manipulations, the larval zebrafish has been emerging as a promising animal model for systems neuroscience. Large-scale molecular, light- and electron-microscopical (LM and EM) morphological, and physiological datasets have been gathered over the past decade to decipher the identity and connectivity of its whole-brain cells1–7. Whole-brain neurons’ activities can be monitored and manipulated in awake as well as behaving zebrafish larvae, providing an unprecedented research paradigm for dissecting neural mechanisms of brain functions8–14. Further mechanistic insights into the roles of different cell types in brain-wide activities requires effective tools for dissecting underlying neural circuits15.
Virus-based tracing tools have opened new avenues for disentangling neural circuits16,17. Among them, the EnvA-pseudotyped glycoprotein (G)-deleted rabies virus (RV) (RVdG[EnvA]) has achieved most success18–20. Its success derives from being a native retrograde transsynaptic tracer engineered for cell-type-specific targeting through the recognition between EnvA and its receptor TVA21 and crossing only one synaptic step via trans-complementation of rabies G18,19. This tool has revolutionized the structural analysis of neural circuits in rodents15,22 and has been continually evolved to adapt to functional studies23–25. However, its application in other species including zebrafish is retarded due to lack of tailored methodologies.
The G-deleted RV (RVdG) infection of neurons in zebrafish was first demonstrated in 2009. Ten years later, RVdG[EnvA] was applied to trace input neurons in the adult zebrafish cerebellum, but the efficiency showed very low26. Recently, the herpes simplex virus (HSV1) was used as a helper virus to deliver TVA and rabies G, leading to an increased efficiency of around one input per starter neuron in the brain of adult zebrafish27. For larval zebrafish, efforts have been focused on the vesicular stomatitis virus (VSV), another rhabdovirus similar to RV but with anterograde spread28–30. However, these reported VSV tools for larval zebrafish appeared relatively high cytotoxicity and have not been iterated to utilize the EnvA-TVA system to achieve initial infection specificity28–30. Therefore, developing applicable efficient viral tracing methods is still an important mission in the field, and will boost the application of larval zebrafish in systems neuroscience research.
In the present study, we established applicable methodologies to implement RVdG[EnvA] for efficient retrograde trans-monosynaptic tracing from genetically defined neurons in larval zebrafish. We first demonstrated that the transient co-expression of the helper proteins TVA and rabies G in specific neurons through one-cell-stage microinjection of the GAL-UAS binary DNA plasmids could successfully help the RVdG[EnvA] microinjected later on to infect and spread from targeted starter cells. This simple two-round microinjection procedure ensures the high feasibility of our method. Then via practicing in the cerebellar circuit, we iteratively tested key factors that influence the tracing efficiency and cytotoxicity, which include the virus strain, G protein type, G expression level, and working temperature. We discovered an optimal combinatory condition: CVSdG trans-complemented with advanced expression of N2cG at 36°C. The optimality lies in the high tracing efficiency and low cytotoxicity, embodied by a 20-fold increase in efficiency compared to previous studies in zebrafish26,27 and a long enough time window (final fish age up to 2 - 3 weeks old) for conducting functional studies in larval zebrafish. Furthermore, by using Cre-expressing RVdG, we developed a transgenic reporter framework to enable input cell-type-specific tracing and circuit reconstruction based on single-neuron morphology. As an application demonstration, we applied the method to map the monosynaptic inputs to Purkinje cells (PCs) from granule cells (GCs) in the cerebellum and revealed the wiring relationship between morphological subtypes of GCs and PCs. These endeavors prove the applicability and efficiency of our method in dissecting interested circuits in larval zebrafish.
Results
Implementation of RVdG[EnvA]-based neural circuit tracing in larval zebrafish
To implement RVdG[EnvA]-based retrograde tracing in larval zebrafish, we first verified that larval zebrafish themselves do not express endogenous TVA. In wild type (WT) larvae without exogenous TVA expression, the injected SADdG-mCherry[EnvA], a type of RVdG[EnvA], did not infect any cells (Figure 1—figure supplement 1A). The observed mCherry-positive puncta co-localized with microglia (Figure 1—figure supplement 1B), suggesting the clearance of uninfected virus particles by microglia. These data demonstrate that, similar to mammals31, zebrafish do not express endogenous TVA.
Then we specifically expressed TVA in neurons (Figures 1A and B), and found that injected SADdG-mCherry[EnvA] infected TVA-expressing cells around the injection site (Figure 1C and D, dashed yellow circles). The targeted expression of TVA and the fluorescent indicator enhanced green fluorescent protein (EGFP) in neurons was achieved through transient transgene of GAL4-UAS constructs in which the GAL4 activator is driven by elavl3, a pan-neuronal marker in zebrafish (Figure 1A, and “UGT” in Figure 1B). As the G protein is necessary for viral spread, SADdG-mCherry[EnvA] did not spread beyond the initially infected neurons (i.e. starter cells) (Figure 1C,E-G).
We next examined whether viral particles can spread to other cells by complementing the G protein in starter neurons. As the efficiency of virus spread is reported to be positively correlated with the level of G expression in starter neurons32,33, we generated two helper plasmids, UAS:EGFP-P2A-TVA-T2A-B19G (UGTB) and UAS:EGFP-P2A-B19G-T2A-TVA (UGBT), to search for a plasmid design with higher G expression while ensuring the co-expression of TVA and G (Figure 1B, see Methods). The position of the RV G-protein-coding gene SAD B19G was varied in the tri-cistronic 2A constructs for adjusting its expression level34. As shown in Figure 1D, besides starter cells (EGFP+ and mCherry+, dashed yellow circles) and uninfected TVA-expressing cells (EGFP+ only), we observed mCherry+ only cells (arrows) of which the number increased over time, indicating the virus spread beyond the starter cells by trans-complementation with G. Notably, the traced cells included both neurons and radial glia (hereafter referred to as glia) identified by their distinct morphology (Figure 1D, red and gray arrows, respectively). Notably, the trans-infection of glia was also observed in mice35,36, and its mechanism remains unknown.
Convergence index (CI), defined as the number of trans-infected cells divided by that of starter cells, was then used to estimate the tracing efficiency19,32. We calculated the CI of traced neurons and glia separately, and found a higher tracing efficiency in larvae expressing UGBT than those expressing UGTB (Figure 1E-G and Figure 1,2—table supplement 1; CIneuron: 1.55 ± 0.29 vs 0.44 ± 0.11, P < 0.01; CIglia: 4.41 ± 1.48 vs 2.50 ± 0.65, P = 0.30; mean ± SEM), suggesting that UGBT is better for G expression and tracing efficiency. Taken together, these results demonstrate that in larval zebrafish, transneuronal tracing from genetically defined cell types can be implemented by combining the injection of RVdG[EnvA] with the co-expression of helper proteins mediated by the GAL4-UAS system.
Optimization and verification of the retrograde monosynaptic tracing
To optimize this system for high tracing efficiency and application feasibility in circuit research, we iterated it step-by-step in the cerebellum via testing different combinations of RV strains (SAD-B19 vs CVS-N2c), G proteins (SAD B19G vs CVS N2cG), and rearing temperatures (28°C vs 36°C) (Figure 2A). The cerebellar structure is evolutionarily conserved in zebrafish comparing with mammals37,38. In zebrafish, Purkinje cells (PCs), the central cell type in the cerebellar circuit, receive excitatory inputs from parallel fibers and climbing fibers originated respectively from granule cells (GCs) and inferior olivary cells (IOCs), and local inhibitory inputs from stellate cells (SCs)37,38 (Figure 2B). The helper proteins G and TVA were co-expressed in PCs by using the plasmid in UGBT mode, driven by cpce, a ca8 promoter-derived PC-specific enhancer element37,39 (Figure 2A).
With the same G protein SAD B19G and rearing temperature at 28°C, CVSdG[EnvA] exhibited around 6-fold increase in neuron tracing efficiency compared to SADdG[EnvA] (Figure 2C,D, Figure 2—figure supplement 1A-C and Figure 1,2—table supplement 1; CIneuron: 0.41 ± 0.07 vs 0.06 ± 0.03, P < 0.001). After replacing SAD B19G with CVS N2cG to complement CVSdG[EnvA], the tracing efficiency was further increased by ~ 2 times (Figure 2C,D and Figure 1,2—table supplement 1; CIneuron: 1.02 ± 0.18 vs 0.41 ± 0.07, P < 0.01). In addition, CVSdG[EnvA] showed a greater tendency to spread to neurons rather than glia in comparison with SADdG[EnvA] (Figure 2C,E). In all experiments, virus injection was performed at 4 - 6 days post-fertilization (dpf). The labeling of input neurons usually emerged around 2 days post injection (dpi), and all CIs were calculated at 6 - 10 dpi, during which the viral transfer was relatively stable (Figure 2—figure supplement 1C).
After elevating the temperature from 28°C to 36°C for rearing virus-injected larvae, the neuron tracing efficiency of SADdG[EnvA] became obvious (Figure 2C,D, Figure 2—figure supplement 1D, and Figure 1,2—table supplement 1; CIneuron: 4.96 ± 1.01 vs 0.06 ± 0.03, P < 0.001); for CVSdG[EnvA] trans-complemented with N2cG, the efficiency further increased by one order of magnitude (Figure 2C,D, Figure 2—figure supplement 1E and Figure 1,2—table supplement 1; CIneuron: 11.61 ± 2.43 vs 1.02 ± 0.18, P < 0.001). In addition, the elevated temperature also significantly increased the proportion of initially infected larvae (Figure 2F) and the tendency of viral spread to neurons (Figure 2E). This efficient trans-synaptic viral transfer from PCs allowed clear labeling of GC parallel fibers and long-range contralateral inputs from IOCs (Figure 2G-I). We then generated a Tetoff element-based advanced helper plasmid (UGNT-A) to enhance the expression level of CVS N2cG (A-N2cG) (Figure 2—figure supplement 1F, see Methods), and this optimization resulted in a nearly two-fold increase in the neuron tracing efficiency (Figure 2C,D, Figures 2—figure supplement 1F,G and Figure 1,2—table supplement 1; CIneuron: 20.35 ± 3.45 vs 11.61 ± 2.43, P < 0.05). The improvement was also observed for tracing glia (Figure 2C, Figure 2—figure supplement 1H,I and Figure 1,2—table supplement 1).
To further functionally test the synaptic specificity of RV retrograde spread in the cerebellar circuit, we conducted in vivo Ca2+ imaging of starter PCs while simultaneously activating single traced GCs via electrical stimulation (Figure 2J, see Methods). To monitor the activity of starter PCs, the fluorescent protein in the helper plasmid was replaced with the Ca2+ indicator GCaMP6s (UG6sNT-A, Methods). GC stimulation-induced Ca2+ activities in starter PCs were abolished after two-photon laser-based ablation of the GC stimulated (Figure 2K,L). These results indicate that RV can retrogradely spread to GCs which are functionally connected with starter PCs, confirming the capability of RV to trace monosynaptic inputs in larval zebrafish.
Time window for normal neuronal health after RV infection
In sum, we have identified the optimal conditions for efficient retrograde monosynaptic tracing in zebrafish larvae: CVSdG[EnvA] trans-complemented with A-N2cG via the GAL4-UAS system at 36°C. The high efficiency of these optimal tracing conditions prompted concerns regarding the potential cytotoxicity of CVSdG and CVS N2cG. In line with previous reports in mice20, we found lower toxicity of CVSdG compared with SADdG. At 36°C, the survival rate of larvae infected with CVSdG was significantly higher than those infected with SADdG (Figure 3A; 75% ± 3% vs 52% ± 7%, P < 0.05). Furthermore, by using the time-lapse imaging as shown in Figure S2, we often observed that early emerged starter cells disappeared in larvae infected with SADdG (Figure 3B). As new starter cells continued to appear from 2 to 6 dpi (Figure 3C), we utilized starter cells emerged at 2 dpi to quantify their lifetime. Consistently, starter cells infected by CVSdG survived longer than those infected by SADdG (Figure 3D; 10.0 ± 0 days vs 7.5 ± 0.48 days, P < 0.001). Notably, the viability of starter cells decreased when CVSdG was trans-complemented with A-N2cG (Figure 3D; 10.0 ± 0 days vs 8.7 ± 0.48 days, P < 0.001).
To further test whether physiological functions of starter cells were impaired by CVSdG trans-complemented with A-N2cG, we conducted in vivo whole-cell recordings on starter PCs at around 10 dpi (Figure 3E, see Methods). Infected PCs exhibited normal spontaneous excitatory postsynaptic currents and potentials (sEPSCs and sEPSPs), and current injection-evoked firing patterns (Figures 3F,G)40. Then we examined Ca2+ activities of infected (i.e., starter cells) and uninfected PCs (i.e., non-starter cells) in respond to complex visual stimulation41 (see Methods). No significant differences were detected between starter and non-starter PCs (Figure 3H-L). Taken together, these results indicate that under the optimal tracing conditions, infected neurons can remain relatively healthy up to 10 days after infection in larval zebrafish, allowing for functional probing of traced neural circuits.
Input cell-type-specific tracing and circuit reconstruction in the cerebellum
One important application of neural circuit tracing is to map the structural connectivity of specific neuron types to build the brain connectome atlas. As shown above, even under the optimal tracing conditions, glia still constituted around 47% on average of the traced cells (see Figure 2C,E). This will certainly affect discrimination of traced neurons and their neural fibers. To confine retrograde tracing to neurons instead of glia, we generated a Cre-Switch42 transgenic reporter fish Tg(elavl3:Tetoff-DO_DIO-Hsa.H2B-mTagBFP2_tdTomato-CAAX). This reporter expresses pan-neuronally nuclear-localized blue fluorescent protein (mTagBFP2) by default, which serves as a reference for image registration and data integration. It also achieves Cre-dependent neuron-specific labeling with tdTomato-CAAX via the elavl3 promoter (Figure 4A, see Methods). We employed this reporter together with Cre-expressing CVSdG (CVSdG-Cre[EnvA]) to map neuronal inputs to PCs in the cerebellum (Figure 4B). The transgenic labeling of traced neurons showed much brighter and sharper fluorescence compared with virus-assisted labeling (Figure 4C). Among all 13 fish examined, we detected tdTomato-CAAX signals exclusively in neurons without any labeling of glia (Figure 4C), facilitating the reconstruction of traced neural circuits (Figure 4D). We noticed a relatively lower tracing efficiency of this Cre-dependent tracing system (Figures 4C, 2C; CIneuron: 5.20 ± 1.09 vs 11.61 ± 2.43). Ongoing efforts are performed to increase the expression completeness of the transgenic reporter and improve the efficiency of Cre-mediated recombination.
To demonstrate the feasibility of our tracing system in building and analyzing brain input maps, we then generated a three-dimensional (3D) reference template brain from the transgenic reporter fish at 17 dpf (see Methods). To incorporate cerebellar expression patterns, we generated the transgenic lines Tg(2×en.cpce:tdTomato-CAAX) and Tg(cbln12:GAL4FF) to label PCs and GCs, respectively. By utilizing H2B-mTagBFP2 expression in the reporter fish as a bridge, we mapped the two cerebellar expression patterns and circuit tracing results of 13 fish mentioned above onto the common coordinate space of the reference template (Figure 4B,E, see Methods). We delineated the cerebellar brain area and reconstructed each starter PC (n = 24) and its input GCs (n = 58) with clearly visible morphology (Figure 4E,F), resulting in a digital cellular-resolution input atlas of cerebellar PCs (Figure 4F).
This input atlas clearly shows an ipsilateral preference of afferents from GCs to PCs (Figure 4G), which was in accordance with the summarized results of non-Cre-dependent viral tracing data (Figures 4H and 2C,D). Interestingly, all reconstructed GCs also innervated contralaterally by crossing the midline. We found two morphological subtypes for both GCs and PCs in the reconstruction, and each included one local subtype with axonal projections within the cerebellar area and one long projection subtype with axons extending caudally to the dorsal hindbrain43,44 (Figure 4I). Interestingly, although a single PC can receive inputs from the two subtypes of GCs (Figure 4J), the two subtypes of PCs prefer inputs from different subtypes of GCs (Figure 4K,L). These results demonstrate how cellular-level connectivity can advance our understanding of circuit wiring patterns.
Together, the development of the Cre-dependent tracing tool empowers the RVdG-based circuit tracing method, enabling input-specific tracing, cellular-level circuit reconstruction, and integrated mapping and analysis of afferent connections in larval zebrafish.
Discussion
Understanding brain functions requires systematic dissection of the involved neural circuits. Here, we developed a highly feasible and efficient implementation of the viral tracing tool RVdG[EnvA] for circuit studies in larval zebrafish (Figure 1-4—table supplement 1). Through step-by-step improvement, we identified an optimal tracing condition for larval zebrafish, which includes the CVSdG strain, the native G protein of the CVS (i.e., N2cG), an enhanced expression system for the G protein, and elevated rearing temperature. Our method exhibited a 20-fold increase in tracing efficiency compared to previous studies in adult zebrafish26,27, and demonstrated low cytotoxicity. Moreover, we established a custom-designed transgenic reporter framework, which enables genetic access to specific input cell types and allows for cellular-resolution reconstruction and alignment of traced circuits. We demonstrated the application of this framework to decipher cell-type specific connections from GCs to PCs in the cerebellum.
Helper protein expression design that guarantees high feasibility of the tracing method
Well-controlled spatial expression of helper proteins (i.e. TVA and G) in starter cells is critical for the application of RVdG[EnvA]-based circuit tracing. Previous studies on zebrafish expressed TVA and G through generating transgenic fish lines26,27 or injecting helper viral vectors27,29,30. Both approaches allow for genetic access to a specific types or groups of neurons through the GAL4-UAS system. The transgene typically results in expression in the majority of neurons of the targeted type that usually distribute in many brain areas. Virus-assisted expression depends on the distribution territory of injected virus. Restricting to specific sub-regions of the brain is quite challenging due to the small compact brain of zebrafish larvae. Our method employs the transient transgene technique in zebrafish to express helper proteins. This involves temporarily introducing GAL4-UAS binary DNA plasmids into the fish’s genome through microinjection into fertilized eggs (see Figures 1A and 2A). It can achieve sparse expression of TVA and G in genetically defined cell types, even in a single neuron. Tracing from a single neuron can help cell-subtype-specific circuit dissection. Furthermore, we linked the two helper protein genes with the 2A element to co-express TVA and G in the same neuron (see Figures 1A and 2A). Co-expression guarantees that the tracing is monosynaptically restricted. This is because if G-expressing-only neurons exist, they may act as input cells for initially infected starter cells, resulting in further trans-complementation and spread of RVdG across the second and even more synaptic steps32 Previous studies on zebrafish expressed TVA and G separately using either two transgenic lines or two viral vectors26,27, potentially resulting in separate expression of them in different neurons.
Our study demonstrated that the transient expression of helper proteins effectively facilitates subsequent viral infection and trans-complementation, offering a time-efficient and cost-effective alternative to generating stable transgenic lines. It also addresses the potential cytotoxicity effects associated with the use of helper viral vectors.
With commercially available recombinant RV tools, our method can be easily implemented by zebrafish research laboratories using three commonly used techniques: plasmid construction, microinjection (DNA constructs and recombinant RV with a 3 - 6 day interval) and live optical imaging. Additional enhancements for the helper plasmid could include the implementation of light-responsive inducible systems45 to achieve both temporal and spatial control of helper protein expression.
Key factors that influence tracing efficiency
To enhance RVdG tracing efficiency, we introduced the CVS-N2c rabies strain in zebrafish for the first time. It has been reported that the CVS-N2c strain exhibits significantly higher tracing efficiency in mice compared to the SAD-B19 strain, with an improvement of almost tenfold20. In zebrafish larvae, CVSdG, when trans-complemented with its native N2cG, also showed an average increase close to tenfold compared to SADdG trans-complemented with its native B19G (see Figure 2D and Figure 1,2—table supplement 1, CIneuron). This improvement may be attributed to the reduced replication and protein expression of the CVS-N2c20. This could result in decreased toxicity to host cells, longer reproductive times, and ultimately higher spread efficiency. Consistently, in zebrafish larvae, we found that neurons infected with CVS-N2c displayed lower fluorescence intensity and longer survival times compared to those infected with SAD-B19. Notably, N2cG exhibited higher tracing efficiency than B19G when they were used to trans-complement the same CVSdG (see Figure 2D and Figure 1,2—table supplement 1). This could be attributed to the greater neurotropism of N2cG compared to B19G, or potential mismatches between the cytoplasmic domain of B19G and the CVS-N2c capsid. Further investigation into the impact of different G proteins on RVdG tracing efficiency in zebrafish would benefit from the construction of chimeric G proteins for comparison46.
Besides the virus strain, temperature also plays a pivotal role. Under the optimal temperature for virus replication at 36°C, the tracing efficiency of CVS-N2c increased more than tenfold in comparison with that under the standard rearing temperature for zebrafish at 28°C. This effect was more pronounced for SAD-B19, showing an increase of over 80 times (see Figure 2D and Figure 1,2—table supplement 1). Importantly, in line with previous reports27, we did not observe any noteworthy increase in mortality or behavioral abnormalities among zebrafish larvae exposed to elevated temperatures.
The expression level of G proteins is another determinant for efficient rabies tracing46. Building upon the codon optimization of the G protein, we further increased the expression of N2cG by inserting the Tetoff element upstream of the N2cG gene (A-N2cG) in the UAS helper plasmid (see Figure 2-figure supplement 1F, Figure 2D and Figure 1,2—table supplement 1). This integration enables dual amplification of N2cG and TVA expression by both the GAL4-UAS and tTA-TRE binary systems. Combining the three key optimal conditions: CVS-N2c strain, 36°C temperature, and A-N2cG, we have achieved the highest tracing efficiency in zebrafish to date, with a 20-fold increase compared to previous reports27.
Monosynaptic specificity of the tracing
The RVdG-based transneuronal labeling of radial glial cells was commonly observed in larval zebrafish29,30 (see Figure 1D,G and Figure 2—figure supplement 1H). The viral spread to glial cells may cause concerns about the synaptic specificity of RVdG spread between neurons. By employing the cerebellar circuit, we examined the complete pattern of traced neurons from PCs in larval zebrafish, and found that CVSdG was able to trace well-known presynaptic neurons of PCs, including both intra-cerebellar GCs and extra-cerebellar IOCs (see Figure 2G-I). Importantly, IOCs were the only labeled cells outside of the cerebellum, demonstrating the retrograde and monosynaptic specificity of this viral tracer in the zebrafish brain. We further provided functional evidence that CVSdG, even at its highest efficiency with A-N2cG, spreads retrogradely between neurons through synaptic connections (see Figure 2H-L). In all experiments involving the successful activation of PCs in response to electrical stimulation of single GCs, we consistently did not observe PC activation after ablating the GCs.
Low cytotoxicity that enables functional experiments in a wide time window
We found that the CVS-N2c strain did not significantly affect the neuronal health and physiology of starter cells for at least 10 days after infection (see Figure 3D-L). Meanwhile, consistent with previous reports in mice20, the SAD-B19 strain exhibited higher cytotoxicity than CVS-N2c, resulting in more cell death of starter cells (see Figure 3D). It indicates that CVS-N2c is more suitable for application in zebrafish. We could observe the labeling of starter cells even one month later after CVS-N2c infection, and the infected zebrafish could be raised to adulthood. It is worth noting that enhanced G protein expression achieved through the introduction of the Tetoff element (i.e. A-N2cG) in the helper plasmid improved tracing efficiency, but also resulted in elevated levels of cytotoxicity, though lower than that induced by SAD-B19 (see Figure 3D). This indicates an association between the expression levels of G proteins and cytotoxicity47,48. Given the transferred RV is deficient in G, it is expected that retrogradely infected input cells will have lower cytotoxicity levels than starter cells. Therefore, input cells will survive for longer periods of time. Based on our experience, the CVS-N2c can be microinjected into zebrafish larvae between 3 and 6 dpf, and stable and viable labeling of traced circuits can be observed within 6 to 16 dpi. Therefore, the observation time window ranges from 9 to 22 dpf, spanning the larval ages commonly used for whole-brain functional imaging studies14,49.
Functions and expandability of the transgenic framework
In the transgenic reporter framework (i.e. elavl3DoDioBR) (see Figure 4A), we designed three expansion motifs: 1) a promoter (elavl3) motif that allows genetic access to the expression of reporter cassettes in specific cell types, e.g. the vglut2a and gad1b gene promoters to restrict excitatory and inhibitory targeting, respectively; 2) a Cre-dependent “Switch-On” reporter (tdTomato-CAAX) motif that allows the expression of various structural and functional tools in traced neurons after viral spread, such as photoconvertible fluorescent proteins and optogenetic tools; 3) a Cre-dependent “Switch-Off” reporter (H2B-mTagBFP2) motif that allows a default reporter to be turned off specifically in infected neurons. In addition, the helper plasmid can serve as additional expansion motif that works together with the Cre-dependent transgenic reporter, allowing for full genetic visualization and dissection of neural circuits15.
In this study, we used the elavl3 promoter to restrict the fluorescence reporter to neurons and the “Switch-On” reporter tdTomato-CAAX to label the membrane of traced neurons. This enables clear neuron morphology labeling (see Figure 4C), facilitating the reconstruction of traced neural circuits based on single-neuron morphology. We used H2B-mTagBFP2 as the default “Switch-Off” reporter to provide a reference expression pattern for registering and integrating traced circuit images from different individual fish and experiments. As an application demonstration, we applied the transgenic framework to map the monosynaptic inputs to PCs from GCs in the cerebellum of larval zebrafish at ~ 2.5 weeks old (see Figure 4). Interestedly, we uncovered two properties of the cerebellar circuit: 1) the ipsilateral preference of GC-to-PC connections; 2) the subtype specificity of GC-to-PC connections. Further investigation is required to elucidate the functional implications of subtype-specific GC-to-PC connections and the apparent contradiction between the bilateral projection of GC parallel fibers and the GCs’ preference for ipsilateral connections to PCs. The reference expression pattern can serve as a reference atlas to integrate other modal data from brain-wide images with information on gene expression, neurochemistry and neuronal activity. This will largely enhance our understanding of neural wiring patterns in relation to other neural characteristics50.
Conclusion
Our study established an applicable and effective viral circuit tracing system for larval zebrafish. We believe that this tracing system will offer an avenue for the integrated structural and functional dissection of neural circuits underlying a wide range of brain functions in larval zebrafish.
Methods
Animals
Adult zebrafish (Danio rerio) were reared under standard laboratory conditions, with temperatures set at 28°C, and a light/dark cycle of 14 hr/10 hr. The larval zebrafish used were in nacre background and at 3 - 21 dpf. The sex of the larvae at this stage is not determined. All experimental procedures were approved by the Animal Care and Use Committee of the Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences (NA-046-2023).
Generation of DNA constructs and transgenic lines
The GAL4-UAS binary plasmids were applied to express fluorescent protein, TVA protein, and viral G in specific neuronal types. To randomly target neurons, we used elavl3:GAL4-VP1651. To target Purkinje cells (PCs), we generated a construct to drive the GAL4FF under the control of cpce (ca8 promoter derived PC-specific enhancer element) fused to E1B39. The cpce sequence was PCR-amplified from the zebrafish genome DNA, and the cpce-E1B:GAL4FF was flanked by a minimal Tol2 transposase recognition sites52. We generated seven helper plasmids (abbreviated names are in parentheses): 14×UAS-E1B:EGFP-P2A-TVA (UGT), 14×UAS-E1B:EGFP-P2A-TVA-T2A-B19G (UGTB), 14×UAS-E1B/5×UAS-hsp:EGFP-P2A-B19G-T2A-TVA (UGBT, the 14× and 5×UGBT were used with elavl3:GAL4-VP16 and cpce-E1B:GAL4FF, respectively), 5×UAS-hsp:sfGFP-P2A-N2cG-P2A-TVA (UGNT), 5×UAS-hsp:sfGFP-P2A-Tetoff-N2cG-P2A-TVA (UGNT-A), and 5×UAS-hsp:GCaMP6s-P2A-Tetoff-N2cG-P2A-TVA (UG6sNT-A). The sfGFP, N2cG, B19G, TVA, and Tetoff were codon optimized for zebrafish and de novo synthesized; the GCaMP6s was PCR-amplified from elavl3:GCaMP6s plasmid (gift from M. B. Ahrens, Janelia Research Campus, USA). All these elements were sequentially assembled with 2A sequences and the linearized miniTol2-UAS backbone to generate polycistronic vectors through In-Fusion cloning. Sparse expression of helper proteins was achieved by the microinjection of a mixture (1 nl) of elavl3 or cpce-driven GAL4 plasmid, UAS-driven helper plasmid, and Tol2 transposase mRNA into one-cell stage zebrafish embryos at a concentration of 30 (10+10+10) ng/μl using an air-puffed pressure injector (MPPI-3, ASI).
To generate Tg(2×en.cpce-E1B:tdTomato-CAAX), we created a construct to drive tdTomato with a 3’ membrane tag encoding the CAAX box of human Harvey Ras (CTGAACCCTCCTGATGAGAGTGGCCCCGGCTGCATGAGCTGCAAGTGTGTGCTCTCC) under the control of two tandem cpce fused to E1B. To generate Tg(cbln12:GAL4FF) for labeling granule cells (GCs) in the cerebellum, we amplified a ~2-kbp regulatory element from zebrafish genome DNA by PCR for the cbln12 (cerebellin12) gene and subcloned it into the linearized miniTol2-GAL4FF backbone. To generate elavl3DoDioBR, we first de novo synthesized a zebrafish codon-optimized mTagBFP2 and constructed an intermediate plasmid containing Tetoff-DO_DIO-Hsa.H2B-mTagBFP2_tdTomato-CAAX using In-Fusion cloning. Subsequently, we subcloned this target fragment into the linearized miniTol2-elavl3 backbone to generate the final vector. Transgenic zebrafish were prepared using the Tol2 transposase-based approach. Purified target plasmid DNA was microinjected with the Tol2 transposase mRNA into one-cell stage zebrafish embryos at a concentration of 60 (30+30) ng/μl. Injected embryos were raised to sexual maturity to identify founder fish. The Tg(cbln12:GAL4FF) was crossed with Tg(5×UAS:EGFP) to visualize GCs.
Production of EnvA-pseudotyped rabies virus
The EnvA-pseudotyped rabies viruses (RV), including SADdG-mCherry[EnvA], CVSdG-tdTomato[EnvA], and CVSdG-mCherry-2A-Cre[EnvA], were rescued and prepared following the previously reported method53,54. Rabies vectors were stored at –80°C, and the titers were diluted to 2 × 108 infectious units per ml (IU/ml) with phosphate-buffered saline (PBS) before use. We found that mCherry fluorescence after CVSdG-Cre[EnvA] infection in vivo was much weaker than that of transgenetically expressed tdTomato-CAAX, and thus did not affect the observation and reconstruction of neuronal morphology.
Virus application
At 3 - 6 dpf, larvae expressing helper proteins in specific neurons were anesthetized using 0.03% tricaine methanesulfonate (MS-222) and mounted laterally in 1.0% low-melting agarose (Sigma) on a glass-bottom dish filled with the extracellular solution consisted of (in mM): 134 NaCl, 2.9 KCl, 2.1 CaCl2•2H2O, 1.2 MgCl2•6H2O, 10 HEPES, and 10 glucose (pH = 7.8, osmolality = 290 mOsm). Under an inverted fluorescence microscope, 2 - 5 nl of virus suspension was injected near the target cells (revealed by sfGFP or GCaMP6s fluorescence) in one cerebellar hemisphere using a microinjector (Nanoliter2010, WPI) moved with a motorized controller (MC1000e, Siskiyou). After injection, the fish were allowed to rest for one minute before withdrawing the pipette. Then, they were placed in standard tanks in an incubator set at temperatures of 28°C or 36°C.
Confocal and two-photon imaging
Larval fish were mounted dorsal-side up in 1.5% low-melting agarose on a custom-made chamber. Structural live imaging of virus-injected fish and transgenic lines was performed using an upright confocal laser scanning microscope (FV3000, Olympus) equipped with a 20× water-immersion objective (N.A., 0.9) at a 1-μm step size. For virus-injected fish, the imaging dimension was based on the specific region of viral infection and spread. For transgenic lines, the entire brain was imaged by multiple volumes, which were then stitched together using a custom ImageJ (http://fiji.sc) macro based on the Grid/Collection stitching plugin55. Functional Ca2+ imaging of PCs expressing GCaMP6s was performed using an upright two-photon microscope (FVMPE-RS, Olympus) equipped with a 25× water-immersion objective (N.A., 1.05) at a wavelength of 920 nm. The calcium activity was recorded at ~5 Hz on single optical plane.
Electrical stimulation of single granule cell
Within 6 to 10 days after virus injection, larvae were paralyzed with pancuronium dibromide (PCD, 1mM, Tocris 0693) for 1 min and then mounted in 1.5% low-melting agarose on a chamber filled with the extracellular solution. The agarose and skin over the caudal side of the cerebellum were removed for the access of stimulation electrodes. Stimulation microelectrodes (1 - 2 µm tip opening) were created using borosilicate theta glass capillaries (BT-150-10, Sutter Instrument) through a micropipette puller (P-97, Sutter Instrument). Then a silver wire was inserted into the electrode filled with the extracellular solution. The electrode was positioned at and attached to the cell body of the target GC, which was identified by the fluorescence and morphology using confocal imaging. The stimulation was delivered by a flexible stimulus isolator (ISO-Flex, AMPI), consisting of 5 pulse trains (6 - 8 V, 10 ms duration for one pulse, 10 pulses, 50 Hz) with inter-trial intervals of 40 s. The electrical stimulation of single GC was synchronized with the Ca2+ imaging of PCs by a stimulator (Master-8, AMPI).
Two-photon laser-based ablation of granule cells
A two-photon laser (795 nm) was used to ablate the GC after electrical stimulation. Confirmation of a successful ablation involved the identification of a bulb-like structure in the bright-field image and the absence of the tdTomato fluorescence signal from the targeted GC body. The efficiency of the ablation was further validated one hour later, before performing post hoc electrical stimulation at the same position using the bulb-like structure and adjacent fluorescent cells as references.
In vivo whole-cell recording of Purkinje cells
Within 6 to 15 days after virus injection, larvae were paralyzed with α-bungarotoxin (1mM) for 1 min, then mounted in 1.5% low-melting agarose on a chamber filled with the extracellular solution. The agarose and skin over the caudal side of the cerebellum were removed for the access of recording pipettes. A recording micropipette (15 - 20 MΩ, 1 - 1.5 µm tip opening) filled with internal solution was approached to the target PC by a motorized micromanipulator (MP-225, Sutter Instruments). The internal solution consisted of (in mM): 100 K-gluconate, 10 KCl, 2 CaCl2•2H2O, 2 Mg2•ATP, 0.3 GTP•Na4, 2 phosphocreatine, 10 EGTA, and 10 HEPES (pH = 7.4, osmolality = 270 mOsm). The target PC was identified by double fluorescence (sfGFP+ and tdTomato+) using confocal imaging and was recorded at whole-cell mode with similar procedures as our previous work6. The EPSP recording and current-step delivery were conducted in current-clamp mode, and the EPSC was assessed in voltage-clamp mode. Data were acquired using a patch-clamp amplifier (MultiClamp 700B, Axon Instruments) and a digitizer (Digidata 1440A, Axon Instruments), and signals were sampled at 10 kHz with Clampex 10.6 software (Molecular Devices).
Visual stimulation
Larvae examined were not anesthetized and were fully embedded in low-melting agarose. Visual stimuli were generated by a custom program written in Python and presented using an LCD screen covered with red filter paper to avoid spectrum interference. The visual stimuli basically followed a prior study41. Briefly, three trials were presented and each trial consisted of three types of stimuli in the following order: (1) four-directional whole-field gratings in black and white (including three forward, one backward, one leftward, and one rightward directions); (2) windmill patterns in black and white rotating at 0.2 Hz and varying in velocity following a sine function (including six whole, two right-half, and two left-half filed stimuli presented in alternating clockwise and counterclockwise directions); (3) whole-field flashes of 1-second duration (alternating between white and black, repeated 4 times). Except for the flash, each stimulus lasted 5 seconds, with a 5-second inter-stimulus interval.
Quantification of RVdG[EnvA]-based circuit tracing
Cells were counted by manually annotating the center of their cell bodies in image stacks using the Cell Counter plugin in ImageJ. This was done for cells showing green (sfGFP/GCaMP6s; i.e., infected and uninfected TVA-expressing cells), red (tdTomato/mCherry; i.e., traced input cells and starter cells), or yellow (both green and red; i.e., initially infected starter cells) fluorescence separately. To count the traced neurons and glia separately, we also manually identified and marked the neurons based on their significant morphological distinctions with glia in larval zebrafish. The number of traced glia was then calculated by subtracting the number of starter cells and traced neurons from the total number of cells with red fluorescence. To determine virus tracing efficiency, a convergence index (CI) was calculated as the number of traced inputs (neurons, glia, or all) divided by the number of starter cells.
Analysis of calcium imaging data
The acquired time-lapse images were aligned first, and individual regions of interest (ROIs) were manually circled on the averaged image. Each ROI corresponds to either a starter cell or a non-starter cell, and the mean grayscale value within each ROI over time was represented as F. In the electrical stimulation experiment, the baseline value F0 was calculated as the average value of F from a 10-second interval before each stimulus. In the visual stimulation experiment, F0 was calculated as the average value of F over a 30-second period preceding the stimuli. The relative change in the intensity of each ROI was calculated using the formula (F − F0)/F0. The area under the curve (AUC) and the number of Ca2+ activity events were determined by applying a threshold of 2× standard deviation (SD) of a 60-second baseline activity. All of the mentioned calculations were performed using custom Python scripts.
Template generation and registration
We first generated two two-channel templates (17 dpf), Tg(2×en.cpce:tdTomato-CAAX);elavl3DoDioBR and Tg(cbln12:GAL4FF);Tg(5×UAS:EGFP);elavl3DoDioBR, by running a shell script antsMultivariateTemplateConstruction2.sh (-d 3 -b 1 -g 0.1 -i 10 -c 2 -j 6 -k 2 -w 1×1 -f 12×8×4×2 -s 4×3×2×1vox -q 400×200×200×20 -r 1 -n 0 -m CC -t SyN ${image-inputs}) on the CEBSIT’s Linux computing cluster using the open-source Advanced Normalization Tools (ANTs) software56. Confocal images were acquired at 1 × 1 × 1 μm resolution. Both templates were shape-based average representations from 6 transgenic larvae after 7 iterations. Using normalized cross correlation (NCC) as a metric to evaluate the registration accuracy between elavl3DoDioBR templates and individual elavl3DoDioBR scans of larvae used for circuit tracing, we determined the elavl3DoDioBR in Tg(2×en.cpce:tdTomato-CAAX);elavl3DoDioBR template space as the common coordinate reference for registration. The expression pattern of Tg(cbln12:GAL4FF);Tg(5×UAS:EGFP) and circuit tracing results were transformed into the common coordinate space by using elavl3DoDioBR as a bridge. For image registration, we used antsRegistration and antsApplyTransforms functions in ANTs, following the registration parameters for live fish scans reported in previous work57. Neuron reconstructions (SWC files58) were aligned using antsApplyTransformsToPoints function in ANTs.
Cerebellum delineation and neuron reconstruction
The 3D cerebellum region was delineated manually using 3D Slicer software (https://www.slicer.org/) based on the expression patterns of elavl3DoDioBR, Tg(2×en.cpce:tdTomato-CAAX), and Tg(cbln12:GAL4FF);Tg(5×UAS:EGFP) in the common coordinate space. The boundary delineation was performed on elavl3DoDioBR, assisted by overlaying the other two patterns.
To reconstruct the morphology of neurons in virus-traced circuits, neurons expressing membrane-bound tdTomato were semi-automatically traced using the simple neurite tracer (SNT)59 plugin in ImageJ. The classification of dendritic and axonal compartments of neurites was based on structural knowledge. Neurons with low fluorescence intensity and ambiguous morphology were excluded during reconstruction. The resulting individual neuron skeletons were saved in SWC format. Tracings containing undistinguished several neuron skeletons were also saved as individual SWC files.
The co-volume rendering of template cerebellum and cerebellum region (see Figure 4E) was performed using ParaView60 (https://www.paraview.org). The co-visualization of the cerebellar region and registered neuron reconstructions (see Figure 4F,I,J) was performed using custom python scripts based on NAVis package61 (https://github.com/navis-org/navis).
Statistics
All statistical tests and graphs were performed with GraphPad Prism or Python software. Data normality was first examined with Shapiro-Wilk test. Comparisons between two groups with normal and non-normal distributions were made using two-tailed unpaired Student’s t test and nonparametric two-tailed Mann-Whitney test, respectively. Differences between groups involving multiple factors were analyzed using two-way ANOVA. P value < 0.05 achieved statistical significance. Data are represented as mean ± SEM. The sample size and/or the number of replicates for each experiment are reported in the text, figures or figure legends.
Acknowledgements
We are grateful to Drs. M. B. Ahrens for sharing DNA plasmids, F. Peri and K. Kawakami for sharing zebrafish lines. We thank X.L. Shen, L. Sun, S. Li, and K. Wang for their kind help on virus injection, calcium imaging, visual stimulation, and plasmid construction experiments, respectively. This work was supported by STI2030-Major Projects (2021ZD0204500 and 2021ZD0204502), National Key R&D Program of China (2018YFA0801000 and 2018YFA0801001), National Natural Science Foundation of China (32321003), and Shanghai Municipal Science and Technology Major Project (18JC1410100 and 2018SHZDZX05). X.F.D. is also supported by the Youth Innovation Promotion Association of CAS.
Data availability
Plasmids and transgenic zebrafish lines generated in this study, along with the microscopy and neuron reconstruction data reported in this paper, will be made available upon request. All original code has been deposited at https://github.com/soaringdu/Proj-RVCT and is publicly available as of the date of publication. Any additional information required to reanalyze the data reported in this paper is available upon request.
References
- 1.Emergence of neuronal diversity during vertebrate brain developmentNeuron 108:1058–1074
- 2.The landscape of regulatory genes in brain-wide neuronal phenotypes of a vertebrate braineLife 10
- 3.A single-cell resolution gene expression atlas of the larval zebrafish brainSci. Adv 9
- 4.A cellular-resolution atlas of the larval zebrafish brainNeuron 103:21–38
- 5.Automated synapse-level reconstruction of neural circuits in the larval zebrafish brainNat. Methods 19:1357–1366
- 6.Visual input modulates audiomotor function via hypothalamic dopaminergic neurons through a cooperative mechanismNeuron 75:688–699
- 7.Visual cue-discriminative dopaminergic control of visuomotor transformation and behavior selectionNeuron 89:598–612
- 8.Integrative whole-brain neuroscience in larval zebrafishCurr. Opin. Neurobiol 50:136–145
- 9.Whole-brain interactions underlying zebrafish behaviorCurr. Opin. Neurobiol 65:88–99
- 10.From whole-brain data to functional circuit models: the zebrafish optomotor responseCell 167:947–960
- 11.Glia Accumulate Evidence that Actions Are Futile and Suppress Unsuccessful BehaviorCell 178:27–43
- 12.Visual recognition of social signals by a tectothalamic neural circuitNature 608:146–152
- 13.Neural dynamics and architecture of the heading direction circuit in zebrafishNat. Neurosci 26:765–773
- 14.Real-time analysis of large-scale neuronal imaging enables closed-loop investigation of neural dynamicsNat. Neurosci 27:1014–1018
- 15.Genetic dissection of neural circuits: a decade of progressNeuron 98:256–281
- 16.Viral vectors for neural circuit mapping and recent advances in trans-synaptic anterograde tracersNeuron 107:1029–1047
- 17.Viral tools for neuroscienceNat. Rev. Neurosci 21:669–681
- 18.Monosynaptic restriction of transsynaptic tracing from single, genetically targeted neuronsNeuron 53:639–647
- 19.Cortical representations of olfactory input by trans-synaptic tracingNature 472:191–196
- 20.Rabies virus CVS-n2c ΔG strain enhances retrograde synaptic transfer and neuronal viabilityNeuron 89:711–724
- 21.Avian sarcoma and leukosis virus-receptor interactions: from classical genetics to novel insights into virus–cell membrane fusionVirology 344:25–29
- 22.A whole-brain monosynaptic input connectome to neuron classes in mouse visual cortexNat. Neurosci 26:350–364
- 23.Nontoxic, double-deletion-mutant rabies viral vectors for retrograde targeting of projection neuronsNat. Neurosci 21:638–646
- 24.Third-generation rabies viral vectors allow nontoxic retrograde targeting of projection neurons with greatly increased efficiency. Cell RepMethods 3
- 25.Long-term labeling and imaging of synaptically connected neuronal networks in vivo using double-deletion-mutant rabies virusesNat. Neurosci 27:373–383
- 26.Tracing of afferent connections in the zebrafish cerebellum using recombinant rabies virusFront. Neural Circuits 13
- 27.A viral toolbox for conditional and transneuronal gene expression in zebrafisheLife 11
- 28.Vesicular stomatitis virus enables gene transfer and transsynaptic tracing in a wide range of organismsJ. Comp. Neurol 523:1639–1663
- 29.Structural neural connectivity analysis in zebrafish with restricted anterograde transneuronal viral labeling and quantitative brain mappingFront. Neural Circuits 13
- 30.Cre-dependent anterograde transsynaptic labeling and functional imaging in zebrafish using VSV with reduced cytotoxicityFront. Neuroanat 15
- 31.A system for tissue-specific gene targeting: transgenic mice susceptible to subgroup a avian leukosis virus-based retroviral vectorsProc. Natl. Acad. Sci 91:11241–11245
- 32.Monosynaptic circuit tracing with glycoprotein-deleted rabies virusesJ. Neurosci 35:8979–8985
- 33.Dissecting local circuits: parvalbumin interneurons underlie broad feedback control of olfactory bulb outputNeuron 80:1232–1245
- 34.Systematic comparison of 2A peptides for cloning multi-genes in a polycistronic vectorSci. Rep 7
- 35.Targeting single neuronal networks for gene expression and cell labeling in vivoNeuron 67:562–574
- 36.The Serendipity of Viral Trans-Neuronal Specificity: More Than Meets the EyeFront. Cell. Neurosci 15
- 37.Anatomy of zebrafish cerebellum and screen for mutations affecting its developmentDev. Biol 330:406–426
- 38.Development of the cerebellum and cerebellar neural circuitsDev. Neurobiol 72:282–301
- 39.Modeling neurodegenerative spinocerebellar ataxia type 13 in zebrafish using a purkinje neuron specific tunable coexpression systemJ. Neurosci 39:3948–3969
- 40.AMPA receptor mediated synaptic excitation drives state-dependent bursting in purkinje neurons of zebrafish larvaeeLife 4
- 41.Motor context dominates output from purkinje cell functional regions during reflexive visuomotor behaviourseLife 8
- 42.Novel recombinant adeno-associated viruses for cre activated and inactivated transgene expression in neuronsFront. Neural Circuits 6
- 43.Type IV collagen controls the axogenesis of cerebellar granule cells by regulating basement membrane integrity in zebrafishPLOS Genet 11
- 44.Functional regionalization of the teleost cerebellum analyzed in vivoProc. Natl. Acad. Sci 111:11846–11851
- 45.Photoactivatable Cre recombinase 3.0 for in vivo mouse applicationsNat. Commun 11
- 46.Improved Monosynaptic Neural Circuit Tracing Using Engineered Rabies Virus GlycoproteinsCell Rep 15:692–699
- 47.Overexpression of the rabies virus glycoprotein results in enhancement of apoptosis and antiviral immune responseJ. Virol 76:3374–3381
- 48.Rabies virus vector transgene expression level and cytotoxicity improvement induced by deletion of glycoprotein genePLoS One 8
- 49.Rapid whole brain imaging of neural activity in freely behaving larval zebrafish (danio rerio)eLife 6
- 50.Atlas-based data integration for mapping the connections and architecture of the brainScience 378:488–492
- 51.A transgenic zebrafish model for in vivo long-term imaging of retinotectal synaptogenesisSci. Rep 8
- 52.Transposon tools and methods in zebrafishDev. Dyn 234:244–254
- 53.Design and generation of recombinant rabies virus vectorsNat. Protoc 8:1583–1601
- 54.A rabies virus– based toolkit for efficient retrograde labeling and monosynaptic tracingNeural Regen. Res 0
- 55.Globally optimal stitching of tiled 3D microscopic image acquisitionsBioinformatics 25:1463–1465
- 56.The optimal template effect in hippocampus studies of diseased populationsNeuroimage 49:2457–2466
- 57.High-precision registration between zebrafish brain atlases using symmetric diffeomorphic normalizationGigaScience 6
- 58.An on-line archive of reconstructed hippocampal neuronsJ. Neurosci. Methods 84:49–54
- 59.SNT: a unifying toolbox for quantification of neuronal anatomyNat. Methods 18:374–377
- 60.ParaView: An End-User Tool for Large-Data VisualizationVisualization Handbook Elsevier :717–731
- 61.Navis-org/navis
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