No evidence from complementary data sources of a direct glutamatergic projection from the mouse anterior cingulate area to the hippocampal formation
Abstract
The connectivity and interplay between the prefrontal cortex and hippocampus underpin various key cognitive processes, with changes in these interactions being implicated in both neurodevelopmental and neurodegenerative conditions. Understanding the precise cellular connections through which this circuit is organised is, therefore, vital for understanding these same processes. Overturning earlier findings, a recent study described a novel excitatory projection from anterior cingulate area to dorsal hippocampus. We sought to validate this unexpected finding using multiple, complementary methods: anterograde and retrograde anatomical tracing, using anterograde and retrograde adeno-associated viral vectors, monosynaptic rabies tracing, and the Fast Blue classical tracer. Additionally, an extensive data search of the Allen Projection Brain Atlas database was conducted to find the stated projection within any of the deposited anatomical studies as an independent verification of our own results. However, we failed to find any evidence of a direct, monosynaptic glutamatergic projection from mouse anterior cingulate cortex to the hippocampus proper.
Editor's evaluation
In this important study, the authors attempted to further examine the existence of a potential direct projection from the anterior cingulate cortex to the hippocampus which has important functional implications but is currently supported by only limited evidence. The authors used appropriate and complementary approaches to provide compelling evidence for the conclusion that they found no evidence in support of the existence of this connection.
https://doi.org/10.7554/eLife.77364.sa0Introduction
Models of the functional interactions between the rodent prefrontal cortex and the hippocampal formation have had to address their asymmetrical relationship. The subiculum and CA1 give rise to direct efferents that terminate in the prelimbic, infralimbic, and medial orbital cortices (Cenquizca and Swanson, 2007; Groenewegen et al., 1987; Jay and Witter, 1991; Swanson, 1981), as well as light projections to the anterior cingulate area (ACA; Cenquizca and Swanson, 2007; Jay and Witter, 1991). In contrast, direct projections from the prefrontal cortex (including prelimbic and anterior cingulate cortices) have been extensively studied and prefrontal efferents to the Cornu Ammonis (CA) fields or the subiculum using classical tracers are not observed in rat (Heidbreder and Groenewegen, 2003; Jones and Witter, 2007; Segal and Landis, 1974; Sesack et al., 1989; Vertes, 2004; Vogt and Miller, 1983). Meanwhile, only a very sparse projection from infralimbic cortex to CA1 has been described (Hurley et al., 1991), Indeed, a comprehensive connectome was generated using an extensive, curated dataset from published anatomical literature in the rat and reported no evidence of an efferent projection from ACA or prelimbic cortex (PL) to the hippocampal CA subfields (Bota et al., 2015). Similarly, no projection from any prefrontal region to hippocampus (HPC) is observed in marmosets (Roberts et al., 2007). Relatively fewer studies using classical tracers to study efferent connections from mouse prefrontal cortex (PFC) have been carried out. However, it seems that mouse ACA projections correspond well with those seen in rat, with no prefrontal efferents being located in hippocampus proper (Fillinger et al., 2018). For this reason, models of prefrontal regulatory action upon the hippocampus have emphasised the importance of indirect routes. These routes include relays via parahippocampal cortices and via subcortical sites, such as nucleus reuniens and the anterior thalamic nuclei (Eichenbaum, 2017; Furtak et al., 2007; Jones and Witter, 2007; Prasad and Chudasama, 2013).
This relationship was transformed by the description of light, direct projections from the dorsal ACA to the CA1 and CA3 fields in mice (Rajasethupathy et al., 2015) using anterograde adeno-associated viral vector (AAV) and retrograde monosynaptic rabies approaches. Despite their sparsity, optogenetic manipulation of these same projections was sufficient to elicit contextual memory retrieval, and optogenetic stimulation of these axons evoked robust excitatory postsynaptic currents in pyramidal cells in both CA3 and CA1 (Rajasethupathy et al., 2015). These findings are striking, not least because by revealing a previously unknown connection in the rodent brain, they suggest that there are potentially many such functional connections still waiting to be uncovered. A second study, using retrograde AAVs, reported an incredibly sparse population of ACA neurons (1–3 neurons per section) that projected monosynaptically to both dorsal and ventral CA1 (Bian et al., 2019). However, other mouse studies using anterograde AAVs to map efferents from ACA report no projection to hippocampus (Glat et al., 2022; Shi et al., 2022). While not reported explicitly, representative images from another study mapping outputs of ACA revealed no labelling in hippocampus (Zhang et al., 2016). An inhibitory projection from prelimbic and infralimbic regions to hippocampus was recently described (Malik et al., 2022); this projection was reported to selectively target inhibitory interneurons in hippocampus whilst avoiding pyramidal cells, which contrasts with excitatory ACA projection to hippocampal pyramidal cells that was reported in the first study (Rajasethupathy et al., 2015).
Given the impact of their functional findings on anterior cingulate efferents (Rajasethupathy et al., 2015), the present study re-examined the status of the projections from the ACA to the hippocampal formation (dentate gyrus [DG], CA fields, and subiculum [SUB]) in mice. Anterograde tracing using AAVs found no evidence of the anterior cingulate to hippocampus projection in mice, nor did rabies virus-assisted monosynaptic retrograde tracing from hippocampal pyramidal cells. Similarly, classical retrograde tracing using Fast Blue failed to reveal evidence of a direct projection from ACA to hippocampus. Furthermore, a thorough data mining analysis of Allen Expression data also revealed no evidence of an anterior cingulate to HPC projection in mice.
Results
Anterograde virus-assisted tracing
We carried out stereotaxic injections of AAV vectors to allow expression of GFP or mCherry in ACA neurons to allow us to map their projections (Figure 1). We targeted our injections into ACA/PFC at two different AP levels: 1.0 mm rostral to Bregma (Figure 1A) and 1.75 mm rostral to Bregma (Figure 1B). The more caudal coordinates exactly matched those reported by Rajasethupathy et al., 2015, which also produced some somatic labelling in M2. We then targeted the site deeper and slightly more lateral within a more rostral point in the rostrocaudal axis, which led to somatic labelling restricted entirely within the subdivisions of the prefrontal cortex (the green depictions of the viral spread in Figure 1A). We further optimised the coordinates as described in the ‘Materials and methods’ section, and the resulting viral spread can be seen in Figure 1B, showing more subregions of the prefrontal cortex, including infralimbic (IL), prelimic (PL), and anterior cingulate (ACC) cortices, have been successfully targeted with minimal spill into the neighbouring regions. Further images of more posterior prefrontal cortices also show clear and strong signal, which is restricted to the injection site: +1.2 (Figure 1I) and +0.8 (Figure 1E) Bregma, respectively.
A representative image of the dorsal hippocampus can be seen in Figure 1C, with Figure 1Ci showing a closeup of the CA1, completely devoid of fluorescent signal. The hippocampus was checked across anterior–posterior axis, and it was confirmed that no fluorescent signal was observed at any point. In all cases, we saw prefrontal efferents within several brain regions: namely, both ipsilateral and contralateral claustrum (Figure 1D and F, respectively), retrosplenial cortex (Figure 1C), several thalamic nuclei (Figure 1G), as well as striatum, shell area of nucleus accumbens, lateral septum, and nucleus of the diagonal band (Figure 1H), as expected, but found no evidence of axons in any hippocampal subfield or subiculum (Figure 1C). Figure 1—figure supplement 1 presents more examples from the anterograde-tracing experiments, and a summary table of the projections from our anterograde labelling experiment is presented in Figure 1—source data 1, which incorporates data from a total of 30 mice.
Monosynaptic retrograde tracing
After examining with anterograde virus-assisted tracing, we next used monosynaptic rabies-assisted viral tracing to determine whether pyramidal cells in hippocampal region CA1 received direct inputs from ACA (experimental protocol summarised in Figure 2A). We carried out tracing from both dorsal CA1 (dCA1; n = 6 mice; Figure 2B) and ventral CA1 (vCA1; n = 4 mice; Figure 2I). The cells labelled with green fluorescent protein are those that have taken up the ‘helper’ virus, AAV8-FLEX-H2B-GFP-2A-oG, that was injected into the areas during the first stereotaxic surgery. The cells, expressing the red fluorescent protein, are those that were either transduced with the pseudo-typed rabies virus, EnvA G-deleted Rabies-mCherry, or received the virus via retrograde transsynaptic spread. In this experiment, up the ‘starter’ cells are those that express both fluorophores and hence appear yellow on the images, as can be seen in Figure 2B and I insets.
Acting as positive controls, and as we reported previously (Andrianova et al., 2021), retrogradely labelled neurons were detected in all brain regions in all mice that one would expect to project to CA1: both dCA1 and vCA1 received monosynaptic inputs from EC (Figure 2G and L). As reported by others (Sun et al., 2014), we found evidence of monosynaptic inputs to dCA1 from dorsal subiculum (Figure 2F) and to vCA1 from ventral subiculum, although we did not determine whether these neurons were GABAergic or glutamatergic. As expected, vCA1, but not dCA1, received monosynaptic input from the amygdala (Figure 2N). Importantly, however, we found no evidence of monosynaptic projections from ACA or any other prefrontal region to either dCA1 (Figure 2C, D and F) or vCA1 (Figure 2J, K, and M). These data are summarised in Figure 2P, and quantification of the number of starter cells can be found in supplementary material (Figure 2—figure supplement 1).
Allen Atlas data
A total of 31 cases had viral injections confined within the ACA. For these cases, we recorded the optical density measures for transported fluorescent fibres in the regions of interest. The medians (Mdn) and ranges for each hippocampal region by group (WT or transgenic) are presented in Figure 3. In the WT group (Figure 3A and D), there was no evidence of signal in either the ipsilateral or contralateral CA1 field (all optical density measures = zero), and only one case contained any signal in the ipsilateral CA3 field (0.0002). For the transgenic group (Figure 3B–D), the median signal for CA3 and CA1 remained at zero, but there were eight cases with potential signal in the ipsilateral and/or the contralateral CA1 and/or CA3 fields (all <0.0007). However, in all of these cases there was a low, but variable, background signal. For this reason, we compared the signal in areas CA1 and CA3 (which have potential anterior cingulate inputs) with that in the DG and area CA2 (neither of which are thought to receive anterior cingulate inputs). To maximise the likelihood of finding evidence for a projection, we just used the eight cases with possible CA3 or possible CA1 label for the statistical comparisons.
There was no evidence that either CA1 or CA3 contained higher signal levels in these eight cases, that is, the higher optical measures reflected a higher background signal. Wilcoxon signed-rank tests found no statistical difference in the signal between the ipsilateral DG and CA3 (z = −0.845, p=0.388), CA2 and CA3 (z = −0.510, p=0.610), or the contralateral DG and CA3 (z = −0.755, p=0.438), and contralateral CA2 and CA3 (z = −1.841, p=0.066). Likewise, there were no significant differences between the signal in ipsilateral CA2 and CA1 (z = −1.63, p=0.102) or the contralateral CA2 and CA1 (z = −1.07, p=0.285). While there were significant differences between both the ipsilateral DG and CA1 (z = −2.4, p=0.016) and the contralateral DG and CA1 (z = −2.2, p=0.028), inspection of the data showed that in seven of the cases the signal was higher in the DG than CA1, that is, the opposite direction to that consistent with an ACA projection to CA1.
In contrast, the signal in the cingulum bundle (both ipsilateral and contralateral) was higher in 29 of the 31 cases than the signal in CA1-CA3 and the DG. In the WT group, the median signal density in the ipsilateral CB was 0.031 and 0.0014 in the contralateral CB 0.014 (see Figure 3Ei for ranges). Similarly, the transgenic group with right-hemisphere injections had a median signal density in the ipsilateral CB of 0.0043 and 0.0002 in the contralateral CB (Figure 3Ei). The presence of CB fibre label helps to confirm the effective transport of the tracer from the injection site. Lastly, there was no evidence of a projection from the ACA to the subiculum in any group as the median signal density observed for the ipsilateral and contralateral subiculum was a maximum of 0.0001 (Figure 3Eii).
The median density signal in the 16 transgenic cases with injection volumes of over 90% within the ACA was consistent with the data from the other 28 transgenic cases (see Figure 1—source data 1). The median group signal in both CA1 and CA3 was zero, with 10 cases having potential evidence of a signal (max = 0.0007) in CA1 and/or CA3. Again, Wilcoxon signed-rank tests revealed no evidence of a statistical difference in the signal between the ipsilateral or contralateral DG and CA3 or CA2 and CA3 (all z < −1.63, all ps > 0.102) nor between the ipsilateral and contralateral CA2 and CA1 (all z < −1.34, all ps > 0.180). There were, however, statistically significant differences between both the ipsilateral DG and CA1 (z = −2.56, p=0.010) and the contralateral DG and CA1 (z = −2.03, p=0.042), but again the higher signal was in the DG. Further inspection of individual cases showed that one case (ID: 125801033) had noticeably higher signal density in the ipsilateral DG (0.0108) and SUB (0.0039). A second case (ID: 585911240) had the highest signal density in the ipsilateral CA3 (0.0007). However, in both cases 5% of the injection had leaked into adjacent fibre tracts.
Of concern was whether the adjacent cortical field M2 might project to the hippocampal formation and, thereby, be a potential confound for tracer injections that extended into this area. For this reason, we examined the Allen Mouse Brain Connectivity Atlas (http://mouse.brain-map.org/) for wild-type cases meeting the inclusion criteria with injections of 90% or more within area M2. Any case in which the tracer extended into the ACAs was excluded. The search returned only one such case (ID: 585025284), which showed no evidence of a projection to CA1, CA2, or subiculum (all signal density counts zero). There was a very low signal count within the ipsilateral CA3 and DG (<0.0002). In an additional case (ID: 141602484), the viral injection involved both the primary motor cortex (46%) and area M2 (54%). The only hippocampal signal was in the ipsilateral CA3 (<0.0002). Both cases had appreciably more signal in the ipsilateral than contralateral cingulum bundle, consistent with viable transport.
Retrograde tracing using a single virus strategy
Thus far, we have failed to detect evidence of a direct projection from the cingulate area to hippocampus. The question remains of why there is a discrepancy between our data and that reported previously (Rajasethupathy et al., 2015). In our rabies-virus assisted retrograde tracing experiment, we used a pseudotyped glycoprotein-deleted rabies virus that could only transduce neurons expressing the avian receptor protein, TVA, and could only spread transynaptically from glutamatergic neurons that also expressed the rabies glycoprotein, delivered via a secondary helper virus, as described elsewhere (Sun et al., 2014). In contrast, Rajasethupathy et al., 2015 used a non-pseudotyped glycoprotein-deleted rabies virus which acts as a first-order tracer from the injection site (Wickersham et al., 2007). To test whether this strategy could provide off-target retrograde labelling, we made stereotaxic injections of a retrograde AAV vector (Tervo et al., 2016) into dorsal CA1 (Figure 4A). Using this approach, in addition to dense neuronal labelling of CA1 pyramidal cells (Figure 4B), we saw labelling in the entorhinal cortex (Figure 4I), as would be expected. However, similar to the extended Figure 1 of Rajasethupathy et al., 2015, we saw labelling of neurons directly above the injection site, and throughout both superficial and deep cortical layers in much of the brain (Figure 4B; see also Extended Data Figure 1a of Rajasethupathy et al., 2015). Additionally, we observed dense labelling of neurons in the anterior thalamic nuclei (Figure 4D), which do not project to hippocampus proper (Mathiasen et al., 2020) and, importantly, we saw bilateral labelling in multiple subdivisions of prefrontal cortex, including the ACA (Figure 4E, H and G); it was most dense in the ipsilateral hemisphere (Figure 4E). We also observed fluorescent labelling in the claustrum (Figure 4F), which should only project to cortical areas. Without the selectivity of the pseudotyped rabies-tracing approach from specific neuronal populations, we believe that the off-target retrograde labelling in this region was due to uptake of virus in axons passing through the cingulum and/or corpus callosum as well as along the path of the injection needle.
Retrograde tracing using a Fast Blue dye
We also used a classical retrogradely transported dye, Fast Blue, to confirm the presence or absence of this direct projection. In the total of 11 injections with 3% dilution of the dye, 4 brains displayed substantial uptake by neurons in the hippocampus while only limited spillage of the dye into the overlaying cortex was observed. These brains were added to the experimental total. One mouse was excluded as few fluorescent cells were present in the injection site, most likely due to partial blockage of the Hamilton needle during the injection. Several mice showed the spread of the injection site beyond the hippocampus into surrounding areas, including the dorsal subiculum and somatosensory cortex; in these animals, we saw a high prevalence of fluorescent cells across throughout the cortex, in different subregions of the prefrontal cortices, from infralimbic to anterior cingulate cortices, as well as thalamic nuclei. The example of such spread can be found in supplementary material (Figure 5—figure supplement 1). In the four good injections, where the dye was restricted primarily to the dorsal CA1 region of the hippocampus (Figure 5B) and only some cells were labelled along the travel path of the needle, there were no labelled cells present in the prefrontal cortices, including ACC, PL, and IL subregions regions (Figure 5C and D). However, other regions, known to project to dorsal CA1, such as medial septum, dorsal subiculum, and entorhinal cortex all showed dye-filled cells (Figure 5F, G and E, respectively). Thus, we conclude that using this classical tracer method we are not able to find any direct projection from the ACC to dorsal CA1.
Discussion
Here, we attempted to replicate the report of a novel projection from ACA to the hippocampus (Rajasethupathy et al., 2015) but failed to find any evidence of this projection in the mouse after examining a combination of tracing methods. Importantly, both our retrograde and anterograde-tracing experiments revealed the existence of expected efferent projections from ACA and afferent inputs to hippocampus. For example, our anterograde AAV tracing from ACA revealed projections to midline thalamic regions, retrosplenial cortex, claustrum, and striatum, in agreement with classical tracing experiments from rat (summarised by Bota et al., 2015), mouse (Fillinger et al., 2018), and primate (Roberts et al., 2007). Similarly, our monosynaptic rabies-tracing experiments found inputs to hippocampus from regions such as medial septum and entorhinal cortex, in agreement with a broad wealth of literature (reviewed by, e.g. Witter et al., 1989). We have presented wide-field images from all of our tracing experiments to confirm the specificity of the projections being described. In cases where experiments do not work as planned due to a lack of specificity of the tracer, the presentation of wide-field images makes this immediately apparent and urges caution when interpreting the results. We would recommend that, when describing a novel neural projection, authors also include control data to reassure readers that known projections are also present but without widespread non-specific labelling.
Retrograde tracing from hippocampus
We employed an intersectional approach with rabies viruses using an EnvA-pseudotyped rabies virus combined with TVA expression restricted to hippocampal pyramidal cells via the Emx1 promoter. As a result, this reduced our density of starter cells, so the possibility remains that some sparse projections would be missed, or those that specifically target inhibitory interneurons such as the inhibitory prefrontal projection reported by Malik et al., 2022. However, we complemented our dataset with the classical tracer, Fast Blue, the results of which supported our viral tracing findings. It should be noted that the Fast Blue experiments did not retrogradely label any neurons in PL or IL. The postsynaptic targets of the reported inhibitory projection neurons in PFC primarily target deeper layers within CA1 and, as can be seen from Figure 5A, our Fast Blue injections primarily hit stratum oriens and stratum pyramidale, potentially explaining why we did not observe an inhibitory projection.
Despite these caveats associated with our present study, we believe that this approach substantially reduces the risk of observing false positives. In contrast, the study using an un-pseudotyped rabies virus (Rajasethupathy et al., 2015) displayed examples of what appears to be off-target expression in a number of brain regions, such as in the secondary motor cortex, retrosplenial cortex, and possibly somatosensory cortex. Notably, specific transduction of corpus callosum oligodendrocyte precursor cells with rabies virus reveals that these cells receive widespread presynaptic input from PFC, motor cortex, and somatosensory cortex (Mount et al., 2019). Indeed, the distribution of presynaptic somata shown in figures 1 and 2 of the Mount study bears a striking resemblance to that shown in Rajasethupathy et al., 2015. By using a rabies virus able to transduce any neural cell, the possibility exists that at least some of the retrogradely labelled neurons were due to off-target transduction of oligodendrocyte precursor cells overlying the hippocampal injection site.
The retrograde tracing from the Bian (Bian et al., 2019) produced far more sparse labelling than that reported by Rajasethupathy et al., 2015. This later study used a retrograde AAV strategy that, from the figures shown, produced a sparse labelling of neurons in ACA and secondary motor cortex, with only two or three somata present per brain region. The titre of retroAAV used in the study was not stated but the injection volume was 400 nl in ACA and 600 nl in hippocampus; the low density of neurons transduced in the injection sites (e.g. figure 5A) is surprising (Bian et al., 2019). This study also failed to detect the vHPC to ACA projection that has been described in classical tracer studies (Cenquizca and Swanson, 2007; Hoover and Vertes, 2007; Jay and Witter, 1991). It should be noted that at least one study of ventral hippocampal projections to PFC found preferential targeting of prelimbic and infralimbic regions over ACA (Spellman et al., 2015), although this later study was carried out in rostral PFC, and the hippocampal axon termination patterns shown correspond to those with classical tracer studies (Cenquizca and Swanson, 2007; Hoover and Vertes, 2007; Jay and Witter, 1991). The region of ACA targeted by Bian and colleagues was from a caudal region of ACA where the classical tracer studies show the presence of efferents from ventral hippocampus.
Anterograde tracing from ACA
We also attempted to find evidence of a direct glutamatergic projection from ACA to HPC using anterograde tracing with AAV vectors of excitatory opsins conjugated to a fluorophore. In contrast to the data reported by Rajasethupathy et al., 2015, we did not observe any ACA axons in HPC, which is in agreement with other subsequent anterograde-tracing studies using the same approach (Fillinger et al., 2018; Wang and Ikemoto, 2016). A more recent study employed the fMOST technique to map the whole-brain projectome of individual neurons from different prefrontal areas, mapping the complete axonal arborisation of 6357 glutamatergic neurons in PFC, and clustering these into 64 specific subtypes (Gao et al., 2022). The dataset from this study is available online (https://mouse.braindatacenter.cn/), and we searched the dataset for PFC neurons with at least two axon termination points in CA hippocampal subfields; criteria recommended by the authors. Of the 6357 neurons, we found only four PFC neurons that had terminations in the hippocampus, and only three of which had terminations in dHPC (see Figure 3—figure supplement 1). It should be noted that none of these prefrontal HPC-projecting neurons were located in ACA, with somata located in lateral orbitofrontal cortex (layer 2/3; two neurons), anterior secondary motor cortex (layer 5; one neuron), and ventral agranular insular cortex (one neuron; layer 2/3) with most terminations near the hippocampus located just dorsal of the CA subfields. Despite tracing the complete projectome of over 6000 PFC neurons, the study by Gao et al., 2022 did not provide any evidence to support the existence of a direct ACA to HPC glutamatergic projection.
We are unable to provide an explanation for the discrepancy between the findings of Rajasethupathy et al., 2015 and those from our and other research groups. The injection spread of their anterograde-tracing experiment, shown in Figure 1b (Rajasethupathy et al., 2015) clearly includes the cingulate area, but also the M2 part of motor cortex is transduced by the virus; it is also possible that the transitional midcingulate area 24’ (Vogt and Paxinos, 2014) has been targeted. Indeed, when using the reported coordinates, we again found significant spread of the virus in M2. Furthermore, looking at the projection pattern of the anterograde fibres in Rajasethupathy et al., 2015, it can be noticed that both hippocampi show fluorescent fibres, with the fibres in the contralateral hippocampus (right; Figure 1b in their study) being brighter than in the ipsilateral hippocampus; the pattern, opposite to that in the case of the thalamus. Having used 250 nl of virus, compared with 500 nl from Rajasethupathy et al., 2015 we still observe the spillover into neighbouring brain areas with these coordinates. Whilst the spillover of the virus itself cannot account for the apparent presence of axons from the cingulate area to CA1, nor the optogenetic activation of these afferents in that study, one potential explanation of a false positive could be that the relatively large volume of virus with a high titre injected close to the midline led to the leakage of virus beyond the intended injection site, resulting virus being taken up via axons traversing the cingulum bundle.
Should there exist a direct projection from ACA to HPC that our group and others have failed to detect, one possible explanation could be a difference in the tropism of viral vectors used to transduce neurons, with the ACA to HPC-projecting neurons uniquely resistant to transduction by vectors that are able to target other neurons within the same brain region. Another explanation could be the incubation time for viral expression from the time of injection to perfusing the animals, with our study using (at least) 3 wk, compared to the 30-day (anatomical tracing) or 6–8-week (optogenetics) incubation used by Rajasethupathy et al., 2015. However, strong AAV-driven gene expression in vivo is typically seen after 2–3 wk (e.g. Aschauer et al., 2013; Stoica et al., 2013; Xu et al., 2001), and the fMOST PFC projectome study used 4-week incubation (Gao et al., 2022). Intuitively, it seems unlikely that the fMOST study would reveal PFC axonal projections that are distributed across the entire brain after 4 wk, while selectively sparing the labelling of axons that enter HPC. And these viral tropism/incubation hypotheses cannot account for why any ACA to PFC projection had remained undetected using classical tracer methods.
Concluding remarks
Here we report that we have been unable to find evidence of a monosynaptic glutamatergic projection from ACA to hippocampus proper in the mouse, replicating findings reported over decades of rodent neuroanatomical literature but in stark contrast to two recent reports (Bian et al., 2019; Rajasethupathy et al., 2015). While we have presented some tentative explanations that could account for these discrepancies, we remain unable to provide a full account of why we and others failed to find evidence of this projection, should it exist. Our intention in reporting our findings is not to criticise the research carried out by colleagues, but to initiate a wider conversation about how we use genetic tools in systems neuroscience and interpret the data. The hippocampal–prefrontal system is perhaps one of the most widely studied long-range circuits in cognitive neuroscience; that controversies still exist on the precise cellular connections between these two areas serves to highlight both the excitement and challenges that arise as modern genetic tools provide us with opportunities to study neural circuitry in detail that was unimaginable just 20 years ago.
Materials and methods
All UK-based research was carried out in accordance with the UK Animals (Scientific Procedures) Act 1986 and was subject to local ethical review by the Animal Welfare and Ethical Review Board at the University of Exeter or University of Glasgow. All animals were maintained on a 12 hr constant light/dark cycle and had access to food and water ad libitum. We used standard enrichment that included cardboard tubes, wooden chew blocks and nesting material.
Stereotaxic coordinates and the borders of anterior cingulate area
Request a detailed protocolPrefrontal cortex has been extensively studied in multiple model organisms, from mice and rats to humans and nonhuman primates. However, despite a large amount of homology across species, the shape of the prefrontal areas in the brains of different species is quite varied. These variations in shape, together with distinctions in the cytoarchitecture of the subdivisions of the prefrontal cortex, have led to a lack of agreed nomenclature and clear boundaries of specific prefrontal regions (see Laubach et al., 2018 for a comprehensive analysis of discrepancies between authors). In this article, we use the nomenclature and delineation from Vogt and Paxinos, 2014 and the human homologies (Brodmann’s areas). A very helpful online unified anatomical atlas, combining the Franklin-Paxinos and the common coordinate framework from the Allen Institute of Brain Science, was also used cross-check the anatomical borders of the prefrontal areas (Chon et al., 2019).
AAV anterograde and retrograde tracing
Request a detailed protocolThis tracing study used adult C57BL/6 (Envigo, UK) or Sst-cre (Jackson Laboratories, USA; stock number 018973) mice of both sexes aged 2–5 mo, ranging from 22.2 g to 31.3 g (mean age 3 mo, mean weight 25 g). To target the ACA, we made stereotaxic injections of 250 nl of AAV5-CamKII-GFP 5.3 × 1012 vg/ml (Viral Vector Facility, Neuroscience Centre Zurich, Switzerland) or AAV5/2-hSyn1-ChR2_mCherry 7.1 × 1012 vg/ml (Viral Vector Facility, Neuroscience Centre Zurich). Briefly, mice were anaesthetised with 5% isoflurane, were placed on a heated pad for the duration of the surgery, and maintained at 1.5–2.5% isoflurane (with a flow rate of ~2 l min–1 O2). Mice were given 0.1 mg/kg of buprenorphine (buprenorphine hydrochloride, Henry Schein) subcutaneously at the start of surgery as an adjunct analgesic, and carprofen (Rimadyl, Henry Schein) was given at a dose of 5 mg/kg subcutaneously at the end of surgery and on subsequent days, as required. An incision was made down the midline, and a craniotomy was performed to allow injection of virus (250 nl). For anterograde tracing, we first used the coordinates reported by Rajasethupathy et al., 2015: A/P +1.0 mm (relative to Bregma), M/L –0.35 mm, and D/V-1.2 mm (from pia). Additionally, to minimise spread of virus into M2 cortical area, we also injected at A/P +1 mm (relative to Bregma), M/L –0.2 mm, and D/V-1.3 mm (from pia) on the same rostrocaudal plane, and targeted ACA at a more rostral site A/P +1.75 mm (relative to Bregma), M/L –0.2 mm, and D/V –1.5 mm (from pia). For retrograde tracing with AAVs, we used rAAV-retro, developed at HHMI Janelia Campus (Tervo et al., 2016), and injected rAAV-retro/2-CAG-EGFP_Cre-WPRE-SV40p(A) 5.9 × 1012 vg/ml (Viral Vector Facility, Neuroscience Centre Zurich) into hippocampal region CA1 using the following co-ordinates: A/P –2 mm (relative to Bregma), M/L –1.5 mm, and D/V –1.35 mm (from pia). After surgical repair of the wound, mice were given 5 mg/kg carprofen (Rimadyl, Henry Schein) subcutaneously immediately after surgery and again the following day. Further analgesia was provided as required. The mice were maintained for at least 3 wk to provide sufficient time for expression of virally delivered transgenes and were killed by transcardial perfusion/fixation with 4% paraformaldehyde (Sigma-Aldrich, UK) in 0.1 M phosphate buffer.
Perfused brains were cryoprotected with 30% sucrose solution (Fisher Scientific, UK) and sliced at 30 µm using a SM2010R freezing microtome (Leica, UK). The slices were stained with DAPI (HelloBio, UK), and images were taken on SLM710 confocal microscope (Zeiss). For anterograde tracing experiments, 32 mice were injected (two were excluded due to failed injections as no fluorescence was observed) and 10 mice were injected with a retrograde virus (two mice were excluded due to failed injections). Viral expression patterns of anterograde viral vectors in individual mice at the injection sites of both sets of coordinates were overlaid (Figure 1A and B) to show the variation in the injections and typical spread of the virus in the injection areas. A qualitative assessment of the projection patterns was performed, and representative images of regions of interest are presented in Figure 1C–I. Retrograde viral spread in injection site is shown in Figure 3B, and images showing the projection pattern can be found in Figure 4C–I.
Monosynaptic retrograde tracing
Request a detailed protocolFor monosynaptic rabies tracing, we used methods reported by others (Sun et al., 2014). Adult Emx1-cre mice (Jackson Laboratories; stock number 005628) (Guo et al., 2000) were crossed with floxed TVA mice (kindly provided by Prof Dieter Saur, Technical University of Munich) (Seidler et al., 2008) to allow specific targeting of pyramidal cells; Emx1-cre mice alone were used as controls to ensure the rabies viruses did not transduce neurons in the absence of TVA gene. We used mice of both sexes aged 3–7 mo, ranging from 21.7 g to 40.6 g (mean age 4.5 mo, mean weight 27.2 g). To target the efferent projections to dCA1, we made stereotaxic injections of AAV8-FLEX-H2B-GFP-2A-oG, titre 3.93 × 1012 vg/ml (Salk Institute Viral Vector Core) followed by injection EnvA G-deleted Rabies-mCherry 6.13 × 108 vg/ml (Salk Institute Viral Vector Core or Charité-Universitätsmedizin Berlin Viral Vector Core) 2 wk after the initial viral injection. Briefly, mice were anaesthetised with 5% isoflurane, were placed on a heated pad for the duration of the surgery, and maintained at 1.5–2.5% isoflurane (with a flow rate of ~2 l min–1 O2). Mice were given 0.1 mg/kg of buprenorphine (buprenorphine hydrochloride, Henry Schein) subcutaneously at the start of surgery as an adjunct analgesic, and carprofen (Rimadyl, Henry Schein) was given at a dose of 5 mg/kg subcutaneously at the end of surgery and on subsequent days, as required. An incision was made down the midline and a craniotomy performed to allow injection of virus (250 nl). We targeted hippocampal region CA1 at dorsal and ventral points using the following coordinates: A/P –2 mm (relative to Bregma), M/L –1.5 mm, and D/V –1.35 mm (from pia) and A/P –2.8 mm (relative to Bregma), M/L –2.4 mm, and D/V –4.2 mm (from pia) for dorsal and ventral CA1 regions, respectively. After surgical repair of the wound, mice were given 5 mg/kg carprofen (Rimadyl, Henry Schein) subcutaneously immediately after surgery and again the following day. Further analgesia was provided as required. The mice were maintained for 2 wk to provide optimal time for expression and were killed by transcardial perfusion/fixation with 4% paraformaldehyde (Cat# P6148, Sigma-Aldrich, UK) in 0.1 M phosphate buffer.
Perfused brains were cryoprotected with 30% sucrose solution (Fisher Scientific) and sliced at 50 µm using a SM2010R freezing microtome (Leica). The slices were mounted using HardSet Mounting Medium with DAPI (Vector Labs) and images were taken on SLM710 confocal microscope (Zeiss). A total of 18 mice including four controls were injected (two were excluded due to failed injections as no fluorescence from both viral constructs was observed). Representative images of the spread of the viruses can be found in Figure 2. A semi-quantitative assessment of the projection patterns was performed by recording the number of slices with the cells expressing the virus in each region of interest present and the summary of this data is shown (Figure 2P). Estimated number of starter cells per mouse was calculated by extrapolating the number of starter cells per section onto estimated viral spread (Figure 2—figure supplement 1). These monosynaptic rabies tracing data were generated in the same experiment that we have reported elsewhere, focusing on connections between nucleus reuniens and CA1 pyramidal cells (Andrianova et al., 2021).
Fast Blue dye retrograde tracing
Request a detailed protocolFor classical retrograde tracing, we used Fast Blue dye (3 or 0.6% dilution), as described previously (Yanakieva 2022). Mice of both sexes aged between 4 and 9 months old, ranged from 23.8 g to 36.8 g (mean age 6.2 mo and mean weight 30.4 g). We used coordinates described above to target dCA1. Fast Blue dye (Polysciences, CAS# 73819-41-7) was diluted to 3 or 0.6% working solution using sterile saline and 300 nl were injected into dCA1. Stereotaxic surgery was done as above, and mice were allowed to recover for 7 d before a transcardial perfusion was performed as described above. Cryoprotected brains were sliced at 50-micron thickness on the freezing microtome and visualised using the LSM710 confocal microscope (Zeiss). A total of 15 mice were used and 3 were excluded due to failed injection and a further 5 were excluded due to spill over of dye into overlaying structures. Representative images are shown in Figure 5 and Figure 5—figure supplement 1.
Allen Projection Atlas data mining
Request a detailed protocolThe Allen Mouse Brain Connectivity Atlas (http://mouse.brain-map.org/) is a comprehensive database of images of axonal projections in the mouse brain. To create the atlas, each mouse brain is injected with enhanced green fluorescent protein (EGFP) expressing AAV as an anterograde tracer into a source brain region (for further details, see http://connectivty.brain-mpa.org). Then, the axonal projections are systematically imaged using a TisseCyte 1000 serial two-photon tomography system. The data in the atlas were collected from adult mice on postnatal day P56 ± 2 (for details, see Oh et al., 2014). Each case in the atlas contains high-resolution images and quantified projection information based on the optical density of label. Detailed histograms of the signal in each structure are presented giving the projection volume (mm3) and projection density (the fraction of area occupied by a fluorescent signal from the viral construct used relative to the whole structure). Details of the algorithms used are provided (Kuan et al., 2015). The sensitivity of this viral tracer has been compared with biotinylated dextran amine (BDA). These comparisons revealed that the AAV was at least as efficient as and more specific than BDA (http://connectivty.brain-mpa.org).
To establish whether there are direct projections from the ACA (dorsal ACA and ventral ACA) to the hippocampal formation (CA 1–3, DG, and SUB), a comprehensive systematic search was completed. In addition, the density of fibre label in the cingulum bundle (CB) was taken from the Allen Atlas. The dorsal and ventral ACA were entered as a source structure and the CA1-3, DG, SUB, and cingulum bundle as target structures. The search was further filtered for (1) reporter type: EGFP; (2) hemisphere: either; (3) minimum target injection volume: 0.0001 mm3. A total of 99 cases were returned. Then, 63 cases with injection volumes of 0.02–0.3 mm3 in the ACA were selected for further processing, of which 47 had a minimum of 90% of the injected virus (mean = 0.108 mm3; SD = 0.059 mm3) within the dorsal and ventral ACAs. Figure 3—source data 1 lists all 47 cases and provides further information about the transgenic lines and the individual injections. The large majority (n = 44) of the injections were made in the right hemisphere, the remaining three in the left. In the few cases where some signal was reported in areas CA1 and CA3, we used the Wilcoxon signed-rank test to compare that signal with the corresponding signal in the ipsilateral DG and CA2 to help test for background variation. (The DG and CA2 were selected as there are no reports of ACA inputs to these subareas.)
There were three cases of wild-type mice (C57BL/6J) with 100% of the injection volume within ACA. Of the 44 transgenic mice, 28 had 100% of the tracer within the ACA, making a total of 31 such cases. The other 16 cases had a minimum of 90% of the tracer in the ACA and the remainder in adjacent areas, including the secondary motor area, the prelimbic cortex, and adjacent fibre tracts in various proportions. These 16 cases were, therefore, not considered in the initial analyses. In the WT group all mice were male, whilst in the transgenic group of 28 cases with 100% of the injection in the ACA, 12 were female. In the same transgenic group, 27 of the 28 injections were in the right hemisphere (see Figure 3—source data 1 for a list of included studies).
Data availability
All data generated or analysed during this study are included in the manuscript and supporting file. Source data have been provided for Figure 3.
References
-
Anterior cingulate cortex to ventral hippocampus circuit mediates contextual fear generalizationThe Journal of Neuroscience 39:5728–5739.https://doi.org/10.1523/JNEUROSCI.2739-18.2019
-
Enhanced and unified anatomical labeling for a common mouse brain atlasNature Communications 10:5067.https://doi.org/10.1038/s41467-019-13057-w
-
Prefrontal-hippocampal interactions in episodic memoryNature Reviews. Neuroscience 18:547–558.https://doi.org/10.1038/nrn.2017.74
-
Efferents of anterior cingulate areas 24a and 24b and midcingulate areas 24a’ and 24b’ in the mouseBrain Structure & Function 223:1747–1778.https://doi.org/10.1007/s00429-017-1585-x
-
Single-neuron projectome of mouse prefrontal cortexNature Neuroscience 25:515–529.https://doi.org/10.1038/s41593-022-01041-5
-
Specificity and efficiency of Cre-mediated recombination in Emx1-Cre knock-in miceBiochemical and Biophysical Research Communications 273:661–665.https://doi.org/10.1006/bbrc.2000.2870
-
The medial prefrontal cortex in the rat: evidence for a dorso-ventral distinction based upon functional and anatomical characteristicsNeuroscience and Biobehavioral Reviews 27:555–579.https://doi.org/10.1016/j.neubiorev.2003.09.003
-
Anatomical analysis of afferent projections to the medial prefrontal cortex in the ratBrain Structure & Function 212:149–179.https://doi.org/10.1007/s00429-007-0150-4
-
Efferent projections of the infralimbic cortex of the ratThe Journal of Comparative Neurology 308:249–276.https://doi.org/10.1002/cne.903080210
-
What, if anything, is rodent prefrontal cortex?eNeuro 5:ENEURO.0315-18.2018.https://doi.org/10.1523/ENEURO.0315-18.2018
-
The anterior thalamic nuclei and nucleus reuniens: So similar but so differentNeuroscience and Biobehavioral Reviews 119:268–280.https://doi.org/10.1016/j.neubiorev.2020.10.006
-
Viral tracing identifies parallel disynaptic pathways to the hippocampusThe Journal of Neuroscience 33:8494–8503.https://doi.org/10.1523/JNEUROSCI.5072-12.2013
-
Forebrain connectivity of the prefrontal cortex in the marmoset monkey (Callithrix jacchus): an anterograde and retrograde tract-tracing studyThe Journal of Comparative Neurology 502:86–112.https://doi.org/10.1002/cne.21300
-
Whole-brain mapping of efferent projections of the anterior cingulate cortex in adult male miceMolecular Pain 18:17448069221094529.https://doi.org/10.1177/17448069221094529
-
Gene transfer to the CNS using recombinant adeno-associated virusCurrent Protocols in Microbiology Chapter 14:14d05s29.https://doi.org/10.1002/9780471729259.mc14d05s29
-
Cortical connections between rat cingulate cortex and visual, motor, and postsubicular corticesThe Journal of Comparative Neurology 216:192–210.https://doi.org/10.1002/cne.902160207
-
Cytoarchitecture of mouse and rat cingulate cortex with human homologiesBrain Structure & Function 219:185–192.https://doi.org/10.1007/s00429-012-0493-3
-
Coordinated interaction between hippocampal sharp-wave ripples and anterior cingulate unit activityThe Journal of Neuroscience 36:10663–10672.https://doi.org/10.1523/JNEUROSCI.1042-16.2016
-
Functional organization of the extrinsic and intrinsic circuitry of the parahippocampal regionProgress in Neurobiology 33:161–253.https://doi.org/10.1016/0301-0082(89)90009-9
-
Organization of long-range inputs and outputs of frontal cortex for top-down controlNature Neuroscience 19:1733–1742.https://doi.org/10.1038/nn.4417
Article and author information
Author details
Funding
Biotechnology and Biological Sciences Research Council (BB/P001475/1)
- Michael T Craig
Medical Research Council (MR/N0137941/1)
- Gabriella Margetts-Smith
- Erica S Brady
Wellcome Trust (108891/B/15/Z)
- Steliana Yanakieva
The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication. For the purpose of Open Access, the authors have applied a CC BY public copyright license to any Author Accepted Manuscript version arising from this submission.
Acknowledgements
This work was supported by Biotechnology and Biological Sciences Research Council grant BB/P001475/1 and a Vandervell Foundation early career fellowship (MTC). SY was a PhD student supported by Wellcome Trust grant 108891/B/15/Z. GMS and ESB were PhD students supported by grant MR/N0137941/1 for the GW4 BIOMED MRC DTP, awarded to the Universities of Bath, Bristol, Cardiff and Exeter from the Medical Research Council (MRC)/UKRI. We gratefully acknowledge the support of the Inger M Lilya and George Simpson Biological Psychiatry Scholarships. Floxed TVA mice were kindly provided by Prof Dieter Saur at Technischen Universität München. We thank Dr E Bubb and Dr A Nelson (University of Cardiff) for access to relevant tracer data. We thank the Spinal Cord Group (University of Glasgow) for access to a confocal microscope.
Ethics
All UK-based research was carried out in accordance with the UK Animals (Scientific Procedures) Act 1986, and was subject to local ethical review by the Animal Welfare and Ethical Review Board at the University of Exeter or University of Glasgow. All surgical procedures were carried out using aseptic technique under isoflurane anaesthesia, with additional analgesia provided peri- and post-operatively. Every effort was made to minimise animal suffering.
Copyright
© 2023, Andrianova et al.
This article is distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use and redistribution provided that the original author and source are credited.
Metrics
-
- 1,999
- views
-
- 256
- downloads
-
- 3
- citations
Views, downloads and citations are aggregated across all versions of this paper published by eLife.
Download links
Downloads (link to download the article as PDF)
Open citations (links to open the citations from this article in various online reference manager services)
Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)
Further reading
-
- Neuroscience
Memory deficits are a hallmark of many different neurological and psychiatric conditions. The Rey–Osterrieth complex figure (ROCF) is the state-of-the-art assessment tool for neuropsychologists across the globe to assess the degree of non-verbal visual memory deterioration. To obtain a score, a trained clinician inspects a patient’s ROCF drawing and quantifies deviations from the original figure. This manual procedure is time-consuming, slow and scores vary depending on the clinician’s experience, motivation, and tiredness. Here, we leverage novel deep learning architectures to automatize the rating of memory deficits. For this, we collected more than 20k hand-drawn ROCF drawings from patients with various neurological and psychiatric disorders as well as healthy participants. Unbiased ground truth ROCF scores were obtained from crowdsourced human intelligence. This dataset was used to train and evaluate a multihead convolutional neural network. The model performs highly unbiased as it yielded predictions very close to the ground truth and the error was similarly distributed around zero. The neural network outperforms both online raters and clinicians. The scoring system can reliably identify and accurately score individual figure elements in previously unseen ROCF drawings, which facilitates explainability of the AI-scoring system. To ensure generalizability and clinical utility, the model performance was successfully replicated in a large independent prospective validation study that was pre-registered prior to data collection. Our AI-powered scoring system provides healthcare institutions worldwide with a digital tool to assess objectively, reliably, and time-efficiently the performance in the ROCF test from hand-drawn images.
-
- Neuroscience
Combining electrophysiological, anatomical and functional brain maps reveals networks of beta neural activity that align with dopamine uptake.