(C) PLOS One This story was originally published by PLOS One and is unaltered. . . . . . . . . . . Cartography of teneurin and latrophilin expression reveals spatiotemporal axis heterogeneity in the mouse hippocampus during development [1] ['Kif Liakath-Ali', 'Department Of Molecular', 'Cellular Physiology', 'Stanford University', 'Stanford', 'California', 'United States Of America', 'Rebecca Refaee', 'Thomas C. Südhof', 'Howard Hughes Medical Institute'] Date: 2024-05 Synaptic adhesion molecules (SAMs) are evolutionarily conserved proteins that play an important role in the form and function of neuronal synapses. Teneurins (Tenms) and latrophilins (Lphns) are well-known cell adhesion molecules that form a transsynaptic complex. Recent studies suggest that Tenm3 and Lphn2 (gene symbol Adgrl2) are involved in hippocampal circuit assembly via their topographical expression. However, it is not known whether other teneurins and latrophilins display similar topographically restricted expression patterns during embryonic and postnatal development. Here, we reveal the cartography of all teneurin (Tenm1-4) and latrophilin (Lphn1-3 [Adgrl1-3]) paralog expression in the mouse hippocampus across prenatal and postnatal development as monitored by large-scale single-molecule RNA in situ hybridization mapping. Our results identify a striking heterogeneity in teneurin and latrophilin expression along the spatiotemporal axis of the hippocampus. Tenm2 and Tenm4 expression levels peak at the neonatal stage when compared to Tenm1 and Tenm3, while Tenm1 expression is restricted to the postnatal pyramidal cell layer. Tenm4 expression in the dentate gyrus (DG) exhibits an opposing topographical expression pattern in the embryonic and neonatal hippocampus. Our findings were validated by analyses of multiple RNA-seq datasets at bulk, single-cell, and spatial levels. Thus, our study presents a comprehensive spatiotemporal map of Tenm and Lphn expression in the hippocampus, showcasing their diverse expression patterns across developmental stages in distinct spatial axes. Funding: Financial support from the National Institute of Mental Health (MH052804 and MH116529) ( https://www.nimh.nih.gov/ ) to TCS and the European Molecular Biology Organization ( https://www.embo.org/ ) Long Term Fellowship (ALTF 803-2017) and the Larry L. Hillblom Foundation ( https://llhf.org/ ) Fellowship grant (2020-A-016-FEL) to KL-A are gratefully acknowledged. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Copyright: © 2024 Liakath-Ali et al. This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Recent studies have shown that Tenm3 and Lphn2 are expressed in multiple topographically interconnected regions of hippocampal circuits [ 18 , 31 , 32 ]. Co-expression patterns of Tenms and Lphns during organ development and in the brain suggest that their respective functions in embryonic and neural development may be mediated via their heterophilic interaction. However, an extensive expression map of all Tenm and Lphn paralogs is not available at the spatiotemporal level within the hippocampal circuit ( S1A Fig ). This “cartography” is essential to understand the spatial distribution linking the functional roles of Tenm and Lphn paralogs. In this present study, we aimed to map the mRNA expression of 7 Tenm (1–4) and Lphn (1–3) paralogs and validated it through multiple public RNA-seq datasets. Our results show striking spatial and developmental dynamics of Tenm and Lphn expression in the hippocampal circuit and suggest that their spatial and cell type-specific distribution might underlie their functional significance. The division of dorsal and ventral hippocampus is based on anatomical and functional differences. This idea of dichotomy of hippocampal function based on earlier studies that showed distinct input and output connections in the ventral and dorsal hippocampus, dependence of spatial memory on the dorsal hippocampus and emotional behavior and affective processes on the ventral hippocampus [ 25 – 28 ]. The role of the ventral hippocampus has been implicated in anxiety-related behaviors, stress responses, and regulation of the hypothalamic–pituitary–adrenal axis. It is connected to brain regions associated with emotional processing, such as the amygdala and prefrontal cortex. Dysfunction in the ventral hippocampus has been linked to psychiatric disorders, including anxiety and mood disorders. Conversely, the dorsal hippocampus is primarily associated with cognitive functions, including spatial learning and memory, and plays a critical role in spatial navigation and the formation of cognitive maps. It is extensively connected with brain regions involved in memory processing, such as the entorhinal cortex, prefrontal cortex, and subiculum [ 25 , 29 , 30 ]. The development of the mouse hippocampus begins during embryogenesis and extends through postnatal stages. While neurogenesis is indeed a prominent feature of the adult hippocampus, particularly in the dentate gyrus (DG) and subventricular zone (SVZ), it is crucial to distinguish this from embryonic hippocampal development. During embryonic stages, the primordial hippocampal area, known as the hippocampal primordium, arises from the ventral telencephalon [ 20 ]. Origin of hippocampal neurons occurs primarily through local proliferation of progenitors within the ventricular zone of this region. These progenitors give rise to glutamatergic neurons destined for various hippocampal layers, including the granule cell layer (GCL) of the DG. Interneurons, on the other hand, originate from separate embryonic structures like the medial ganglionic eminence and migrate into the developing hippocampus [ 21 ]. It is important to note that the DG itself emerges slightly later in development, with its characteristic GCL forming postnatally in most rodents. In rats, for example, the vast majority of DG granule cells are born after birth [ 22 ]. Maturation of the hippocampus continues throughout early postnatal life, with the establishment of neural circuits and synaptic connections critical for proper functioning [ 23 , 24 ]. Lphns, on the other hand, are 7 transmembrane domain-containing G protein-coupled receptors (GPCRs) with a long N-terminal extracellular sequence that are thought to play a similar role as Tenms in organismal and neuronal development [ 14 ]. The 3 Lphn paralogs in mammals (Lphn1 to Lphn3) are widely expressed in the cells of the nervous, immune, and digestive systems. Lphns were originally identified as calcium-independent receptors for α-latrotoxin, a black widow spider toxin that triggers massive neurotransmitter release from nerve terminals [ 2 ]. The developmental role of Lphns has been studied extensively in worms and drosophila. In mice, the extracellular regions of Lphns mediate excitatory synapse formation [ 15 ]. Among the many candidate SAMs involved in synapse formation, deletion of Lphn2 causes one of the strongest synapse-formation phenotypes [ 16 ]. Lphn mutations have been linked to attention deficit hyperactivity disorder (ADHD) and various cancers in humans [ 17 ]. Moreover, it was recently shown that complementary expression pattern of Tenm3 and Lphn2 in the mediolateral axis of the hippocampus enables the assembly of CA1 to subiculum network [ 18 ]. Both Tenms and Lphns are expressed in alternatively spliced isoforms, adding additional layers of complexity to the regulation of their various canonical and noncanonical functions [ 2 , 3 , 19 ]. Teneurins are single-pass transmembrane proteins that are expressed across multiple tissues in mammals with the highest levels detected in the brain. Mammals generally express four Tenm paralogs (Tenm1 to Tenm4), whereas arthropods have 2 Tenm paralogs, and other invertebrates have only 1. Teneurins are composed of a large extracellular sequence, a single transmembrane region, and an N-terminal cytoplasmic sequence. In brain development, Tenms are thought to regulate neuronal migration, act as axon guidance molecules, and specify synapse formation [ 6 – 9 ]. Deletion of Tenms is known to cause synapse loss and perturb synaptic organization [ 6 , 10 ]. Similar to other SAMs, teneurins likely act as signaling molecules in their various functions by activating intracellular signaling pathways that in turn affect synaptic transmission and plasticity [ 11 ]. For example, teneurins have been suggested to modulate presynaptic calcium influx and neurotransmitter release, as well as postsynaptic receptor trafficking and localization [ 5 ]. These unique properties of teneurins make them important players in the intricate process of neuronal communication [ 12 , 13 ]. Synaptic adhesion molecules (SAMs) are a diverse family of transmembrane proteins that play crucial roles in the development, maintenance, and plasticity of synapses in the nervous system [ 1 ]. Interactions of SAMs contribute to the stabilization of synapses, regulation of neurotransmitter release, and modulation of synaptic strength. Dysfunction of SAMs has been implicated in many neurological and psychiatric disorders, highlighting their crucial role in nervous system function. Among well-known SAMs, teneurins (Tenm or Odz) and latrophilins (Lphn or Adgrl) play an important role in the evolutionary organization of the central nervous system (CNS) across diverse species [ 2 ]. Tenm and Lphn interact as ligand and receptor to form a transsynaptic complex, which is essential for brain development and the maintenance of functional neural circuits in the brain [ 3 – 5 ]. Results In rodents, it is known that the extrinsic connectivity of the hippocampus is organized in smooth topographical gradients [30]. The longitudinal axis of the hippocampus is well-captured in sagittal section planes (S1B Fig) that reveal the cells of all pathways (Schaffer collaterals, perforant, mossy fibers, and temporoammonic) in the hippocampal circuit. Therefore, we chose to map and quantify Tenm and Lphn mRNA expression patterns in 4 representative sagittal (lateromedial) cross sections of the mouse brain at embryonic day 16.5 (E16.5) and postnatal days 0, 10, and 30 (P0, P10, P30) (Fig 1). In addition to this, we also mapped the Tenm and Lphn expression patterns in horizontal section planes but did not quantify the expression patterns in these planes because no reference atlas for horizontal sections is available. PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 1. Experimental strategy. Schematic depiction of the experimental strategy to reveal Tenm and Lphn expression map in dorsal-ventral and lateral-medial axis of mouse hippocampus through RNA in situ hybridization in multiple horizontal and sagittal sections at different developmental time points. (1) Four anatomical sections from sagittal and horizontal orientations of brain obtained from 4 developmental stages. (2) Single molecule RNA in situ hybridization with Tenm1, 2, 3, 4 and Lphn1, 2, 3 and Flrt1, Flrt2, Flrt3 probes (performed at P30 only). (3) Automated imaging of slides with RNA in situ hybridized brain sections. (4) Manual image segmentation in accordance with Allen Brain Atlas reference images for sagittal sections and quantification using threshold algorithm. Note that the horizontal sections were not used for quantifications in this study. https://doi.org/10.1371/journal.pbio.3002599.g001 Cumulative intensities across all lateromedial sections showed a striking absence of Tenm1 in E16.5 and P0 hippocampal regions. Tenm2 and Tenm4 showed higher expression levels when compared to Tenm3 (Figs 2A–2D and S2–S5). At P10 and P30, Tenm1 is expressed at high levels in the stratum pyramidale (s.p.) layer of CA1 compared to CA3 regions. In addition, Tenm1 is synthesized in all layers of the entorhinal cortex (EC) at varying levels at P10, but exhibits a drastic drop in expression levels at P30. Tenm2, Tenm3, and Tenm4 were similarly enriched in the s.p. layer but were also present in other layers such as the stratum oriens (s.o.), radiatum (s.r.), and lacunosum moleculare (s.l.m.) at P0 and P10. However, Tenm2, Tenm3, and Tenm4 became mostly restricted to the s.p. layer at P30 and diminished in the EC layers. All Tenms were highly enriched in the stratum granulare (s.g.) layer of the DG with reduced levels of Tenm2 and Tenm4 at P30 (Figs 2E–2G and S6–S9). Thus, in pyramidal neurons and granule cells of the hippocampus, multiple teneurins are co-expressed in the same neurons with peak expression levels correlating with peak synaptogenesis stages. PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 2. Teneurin expression is developmentally regulated within the hippocampal regions. (A) Sagittal section of E16.5 mouse brain labeled with Tenm1, Tenm2, Tenm3, and Tenm4 in situ hybridization probes. Note that the region corresponding to the embryonic hippocampus is marked as a rectangle box. The removal of the embryonic brain out of the skull and embedding within the cryosectioning solution flattened the brain and altered its original posture; hence, the hippocampus appears as an anterior structure. (B) Close-up images of hippocampal region of P0 brain labeled with all teneurins show their dynamic expression. (C, D) Bubble plots show the expression levels of all teneurins in E16.5 and P0 hippocampal subregions. (E) P10 and (F) P30 hippocampus sagittal sections reveal the expression pattern of all teneurins. (G) Bubble plots show expression levels of all teneurins in P10 and P30 hippocampal subregions and layers. Images in panels A, B, E, and F are the enlarged and annotated version of selected corresponding images from S2, S4, S6, and S8 Figs. so, stratum oriens; sp, stratum pyramidale; sr, stratum radiatum; slm, stratum lacunosum-moleculare; mo, molecular layer; sg, stratum granulare; po, polymorph layer; S, SUB, subiculum; PrS, pre, presubiculum; L1–L6, layer 1–6; PaS, parasubiculum; CA1, CA3, cornu Ammonis 1, 3; DG, dentate gyrus; EC, entorhinal cortex; MEnt, medial entorhinal cortex. https://doi.org/10.1371/journal.pbio.3002599.g002 We next analyzed the expression levels of Tenms in individual lateromedial sections across different ages to further investigate their spatiotemporal expression patterns. Within the s.p. layer, Tenm1 showed increased expression towards the medial axis of the s.p. layer at P10 with a slightly opposite shift (towards lateral) at P30 (Figs 3A, 3E, and S2–S9). Compared to this, the expression level was much higher in the s.g. layer of DG, with a clear lateral to medial gradient. Tenm2 expression showed a striking lateromedial gradient at the E16.5 stage across all hippocampal regions. The expression became confined to the subiculum at P0 and vanished at P10 and P30 in this region. Like Tenm1, Tenm2 expression also displayed specificity in the s.p. layer with high levels at postnatal stages. EC layer 2 (L2) was particularly enriched in Tenm2 expression at P10 (Figs 3B, 3E, and S2–S8). Tenm3 was expressed at high levels in the CA region at the embryonic stage, decreased at P0 and P10, and peaked again at P30 with stable lateromedial expression in the s.p. layer. Contrary to the CA region, Tenm3 expression in the subiculum was enriched at P0 and showed lower levels at P10 and P30. Tenm3 expression in the EC layers was lower when compared to the s.p. and s.g. layers (Figs 3C, 3E, and S2–S9). Tenm4 levels in the CA region were much lower at the embryonic stage and detected at a higher level in CA1 at P0, later confining to the s.p. layer during the P10 and P30 stages. Expression in the DG was higher with a clear lateromedial gradient during the embryonic stage compared to postnatal stages, when the expression was specific to the s.g. layer in a gradient fashion. In the subiculum and EC layers, the enrichment was higher in the embryonic stage when compared to P10 and P30, when the higher levels were detected in L5/6 (Figs 3D, 3E, and S2–S9). PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 3. Teneurin expression is spatiotemporally defined. (A–D) Heat maps show latero-medial expression levels of teneurins across different ages in the hippocampal subregions and layers. (E) Horizontal sections of hippocampus of P10 and P30 mice show layer-specific teneurin expression patterns. Note the striking difference in expression levels of Tenm3 between P10 and P30 in the CA1 s.p. layer and all EC layers (white arrows). Images in panel E are the enlarged and annotated version of selected corresponding images from S7 and S9 Figs. so, stratum oriens; sp, stratum pyramidale; sr, stratum radiatum; slm, stratum lacunosum-moleculare; mo, molecular layer; I–VI, layer 1–6; CA1, cornu Ammonis 1; DG, dentate gyrus; MEnt, medial entorhinal cortex. The data underlying heatmaps in A–D can be found in S1 Data. Scale bar, 100 μm. https://doi.org/10.1371/journal.pbio.3002599.g003 We next analyzed Lphn expression in a similar fashion. At the embryonic and P0 stages, all Lphns were expressed at similar levels in the hippocampal region with the exception that Lphn2 levels were slightly lower in CA3 and DG (Figs 4A–4D, S10, and S11). At postnatal stages, all Lphns showed similar expression levels in the s.o. and s.p. layers of CA1. However, in the CA2 and CA3 s.p. layer, Lphn1 and Lphn3 were predominant, with Lphn2 being virtually undetectable in the CA3 s.p. layer at P10. The same trend was observed in the s.g. layer of DG. Lphn2 expression was mostly in the subiculum and pre-subiculum, whereas Lphn1 and Lphn3 were distributed throughout the subiculum albeit with a slight decrease in the pre-subiculum at P30. All layers of EC (except L1) showed essentially uniform distribution of all Lphns; however, at P30 they dropped their expression levels uniformly throughout all EC layers (Figs 4E–4G, S12, and S13). PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 4. Latrophilin expression is developmentally regulated within the hippocampal subregions. (A) Sagittal section of E16.5 mouse brain labeled with Lphn1, Lphn2, and Lphn3 in situ hybridization probes. Note that the region corresponding to the embryonic hippocampus is marked as a rectangle box. The removal of the embryonic brain out of the skull and embedding within the cryosectioning solution flattened the brain and altered its original posture; hence, the hippocampus appears as an anterior structure. (B) Close-up images of hippocampal region of P0 brain labeled with all latrophilins show their dynamic expression. (C, D) Bubble plots show the expression levels of latrophilins in E16.5 and P0 hippocampal subregions. (E) P10 and (F) P30 hippocampus sagittal sections reveal the expression pattern of latrophilins. (G) Bubble plots show expression levels of all latrophilins in P10 and P30 hippocampal subregions and layers. Images in panel A, B, E, and F are the enlarged and annotated versions of selected corresponding images from S10 and S12 Figs. so, stratum oriens; sp, stratum pyramidale; sr, stratum radiatum; slm, stratum lacunosum-moleculare; mo, molecular layer; sg, stratum granulare; po, polymorph layer; S, SUB, subiculum; PrS, pre, presubiculum; L1–L6, layer 1–6; PaS, parasubiculum; Post, postsubiculum; CA1, CA3, cornu Ammonis 1, 3; DG, dentate gyurs; EC, entorhinal cortex; MEnt, medial entorhinal cortex. https://doi.org/10.1371/journal.pbio.3002599.g004 Lateromedial expression analyses of Lphns revealed that all Lphns are expressed from embryonic to postnatal stages. Lphn1 expression in the embryonic stage showed a clear gradient in the CA, DG, and EC regions, which was also evident at P0. However, distribution in the DG across the lateromedial axis reversed at P0. Expression in the subiculum was irregular across the lateromedial axis. At postnatal stages, Lphn1 expression was confined to the s.p. layer of CA1, CA2, and CA3, and the s.g. layer of DG without any significant gradient. All subiculum regions and EC layers showed lower expression levels than the s.p. and s.g. layers (Figs 5A, 5D, and S10–S13). Lphn2 expression in the embryonic EC showed a mediolateral (high towards medial, low towards lateral) pattern. In the CA, DG, and subiculum regions, there was no obvious gradient in expression. P0 expression in CA1 exhibited a lateromedial gradient and apparent specificity to the lateral-most region in CA2. CA3, however, did not show any expression of Lphn2. High enrichment of Lphn2 was found in the subiculum region when compared to the CA, DG, and EC regions. At P10 and P30, the expression became mostly specific to the s.p. layer of CA1. The CA2 s.p. layer had a much lower level of expression consistent with the P0 stage. Lphn2 expression in the subiculum was lower compared to CA1; however, the levels were much higher in the pre-subiculum region at P10 compared to P30, where it was virtually undetectable (Figs 5B, 5D, S12 and S13). Embryonic expression of Lphn3 was similar to Lphn2, with high enrichment observed in the EC with an obvious lateromedial gradient, which was reflected in the P0 stage as well. Lower and gradient expression in the CA region with the same pattern in P0 was also observed. Subiculum expression was irregular across the lateromedial axis, but DG showed a smooth gradient in Lphn3 expression. P0 CA1 had abundant Lphn3 expression as gradient and laterally restricted expression in CA2 and CA3 with undetectable levels in the DG. The subiculum followed embryonic expression patterns with irregularity along the axis, but at much higher levels. Unlike Lphn2, postnatal expression of Lphn3 was observed in the s.p. layer of CA1, CA2, and CA3, and the s.g. layer of DG with higher levels in the CA1 s.p. layer. There was no gradient of Lphn3 in the subiculum and EC layers (Figs 5C, S12 and S13). Lphn expression patterns in the dorsoventral axis visualized though the horizontal plane were mostly similar to that of the lateromedial axis (Figs 6, S11 and S13). With horizontal sections, we were able to identify EC regions from 2 ventral sections. In P30, the ventral-most EC (caudomedial entorhinal cortex) regions showed striking enrichment of Lphn1 in upper (L-II), Lphn2 in mid (L-III, L-IV), and Lphn3 in lower (L-V/VI) layers (Fig 6A–6D). PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 5. Latrophilins display spatiotemporal expression patterns. (A–C) Heat maps show latero-medial expression levels of latrophilins across different ages in the hippocampal subregions and layers. (D) Latero-medial sagittal sections of hippocampus of P0 and P10 mice show latrophilins expression patterns in hippocampal subregions. (E) Horizontal sections of hippocampus of P10 and P30 mice show layer-specific latrophilin expression patterns in CA1 and CA3. Images in panels D and E are the enlarged and annotated version of selected corresponding images from S10, S12 and S13 Figs. The data underlying heatmaps in A–C can be found in S1 Data. so, stratum oriens; sp, stratum pyramidale; sr, stratum radiatum; slm, stratum lacunosum-moleculare; mo, molecular layer; sg, stratum granulare; po, polymorph layer; SUB, subiculum; pre, presubiculum; L1–L6, layer 1–6; CA1, CA3, cornu Ammonis 1, 3; DG, dentate gyurs; EC, entorhinal cortex. https://doi.org/10.1371/journal.pbio.3002599.g005 PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 6. Latrophilin expression is relatively uniform across hippocampal dorsoventral axis. (A) Microscopic images show expression of Lphn1, Lphn2, and Lphn3 across dorsoventral axis of brain hemisphere. Hippocampal regions (dotted line box) are enlarged below and shown with each Lphn expression. (B) Merged Lphns labeling to show dorsoventral hippocampal and EC regions. (C) Enlarged images of EC regions (blue and boxes in B) to reveal Lphn expression pattern in individual EC layers. (D) Quantification of mean fluorescence intensity in ventral 1 and 2 sections (blue and orange boxes in B). Images in panels A and B are the enlarged versions of selected corresponding images from S13 Fig. Note that the third image in panel B is a rotated version of the first image in panel E (P30) in Fig 5, re-used to show entorhinal cortex. The data underlying graphs in D can be found in S1 Data. https://doi.org/10.1371/journal.pbio.3002599.g006 Our observation of Tenms and Lphns expression in the CA1 s.p. layer and DG m.o layer (Figs 2E and 4G) does not rule out if they are expressed in the same cells of these layers. To find out, we performed combinatorial in situ hybridization using various Tenms and Lphns probes (Fig 7A). We found Tenms and Lphns expression largely overlapped in CA1 s.p. cells and DG granule cells, albeit with varying levels of expression (Fig 7B–7F). However, in the DG polymorph layer (p.o.), the excitatory hilar cells showed both overlapping and nonoverlapping patterns of Tenm and Lphns expression. For example, in these cells Tenm3 and Lphn3 expression does not overlap (Fig 7B), whereas Lphn1 and Tenm4 expression largely does (Fig 7F). PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 7. Expression of teneurins and latrophilins largely overlap in the CA1. (A) Experimental strategy for Tenm and Lphn RNA-FISH combinations. (B–F) RNA-FISH images show different combinations of Tenm and Lphn expression in CA1 and DG regions (boxes in top left panel marked with alphabet’ and alphabet” and their corresponding high magnifications below). Further magnifications of CA1 and DG regions provided on the right side within each panel. CA1, CA3, cornu Ammonis 1, 3; DG, dentate gyurs. https://doi.org/10.1371/journal.pbio.3002599.g007 We next asked if the lateromedial heterogeneity of Tenm and Lphn corresponds to or correlates with the dorsoventral expression pattern (medial to dorsal and lateral to ventral) through RNA-seq data (Fig 8D). By analyzing Hipposeq RNA-Seq data [33], we found Tenm and Lphn expression in many hippocampal regions correlated with our observations. Dorsoventral expression of Tenm1 in CA1 correlated with lateromedial expression patterns in the CA1 and CA3 s.p. layer at P30 (Figs 3A and 8A). High enrichment of Tenm4 in vDG (ventral DG) reflected as high levels in the lateral axis at P30 (Figs 3D, 8A and S9). There were no striking expression gradients of Lphns in dorsoventral data, which reflects our observations in postnatal expression. Prominent enrichment of Lphn2 in both dCA1 (dorsal CA1) and vCA1 validates our lateromedial results (Figs 5B, 8B and S13). It should be noted that Tenm2 expression in DG and Tenm4 in CA1 from our lateromedial data does not correlate with dorsoventral Hipposeq data. This could be due to cell type-specific cre lines used to capture cell populations in DG and CA1 in the Hipposeq study [33]. In this lateromedial RNA-seq and subsequent bulk and single-cell RNA-seq (scRNA) analysis, we also included the Flrts (Flrt1-3, fibronectin leucine-rich transmembrane) due to their known interaction with Lphn and Tenm and also to investigate if they display any spatial expression patterns [4]. Flrt1 expression in CA1 and CA3 showed a dorsoventral contrast, whereas Flrt2 and Flrt3 expression was more-or-less the same across this axis (Fig 8C). To confirm Flrts expression in situ, we performed ISH with Flrt1, Flrt2, and Flrt3 probes. Dorsoventral gradient expression of Flrt1 and Flrt2 in CA1 inferred from Hipposeq data largely correlated with our lateromedial in situ data. Flrt3 expression largely remained uniform in the dorsoventral and lateromedial axes, albeit with a slight gradient in the CA1 and CA3 s.p. layers (Fig 8E and 8F). PPT PowerPoint slide PNG larger image TIFF original image Download: Fig 8. Mediolateral spatial expression patterns of teneurin and latrophilins recapitulated through dorsoventral RNA-seq expression analysis. (A) Bar graphs show all teneurin expression at RNA level in dorso-ventral axis of the hippocampus. Note the striking difference in Tenm1 expression in dCA3 vs. vCA3 and Tenm4 expression in dDG vs. vDG and dCA3 vs. vCA3. (B) Bar graphs show RNA expression levels of Lphns in dorso-ventral axis. Note the enrichment of Lphn2 in the CA1 region. (C) Bar graphs show expression levels of Flrts in dorso-ventral axis of the hippocampus. (D) Schematic depicting the dorsal and ventral hippocampus and its subregions from which the RNA-seq data was obtained. (E) Microscopic images show RNA-FISH for Flrt1, Flrt2, and Flrt3 across mediolateral axis of hippocampus at P30. (F) Heatmap shows region-specific intensity values for Flrt1, Flrt2, and Flrt3. Note the striking gradient of Flrt2 in CA1 and CA2 s.p. layer. RNA-seq data (in panels A, B, and C) obtained from Hippocampus RNA-seq atlas (https://hipposeq.janelia.org/). Schematic diagrams in D are modified from images in Hippocampus RNA-seq atlas. The data underlying graphs in A–C and heatmaps in F can be found in S1 Data. dDG, vDG, dorsal and ventral dentate gyrus; MC, Mossy cell; dCA3, vCA3, dorsal and ventral CA3 pyramidal cell; dCA1, vCA1, dorsal and ventral CA1; S, subiculum; mEnt, medial entorhinal cortex, so, stratum oriens; sp, stratum pyramidale; sr, stratum radiatum; slm, stratum lacunosum-moleculare; mo, molecular layer; sg, stratum granulare; po, polymorph layer; SUB, subiculum; pre, presubiculum; L1–L6, layer 1–6; CA1, CA3, cornu Ammonis 1, 3; DG, dentate gyurs; EC, entorhinal cortex; FPKM, Fragments Per Kilobase of transcript per Million mapped reads. https://doi.org/10.1371/journal.pbio.3002599.g008 The mammalian hippocampus is known to contain heterogeneous cell populations and even within-cell-type heterogeneity [30,34]. In our in situ mapping, we found Tenm and Lphn expression was mostly restricted to the s.p. and s.g. layers, which are known to encompass excitatory and other cell types. To identify the cell type-specific expression of Tenm and Lphn in the context of our spatiotemporal map and relative Flrt expression, we analyzed subclass-specific single cell RNA-seq (scRNA-seq) datasets (whole cortex and hippocampus) from the Allen Brain Map [35]. Within the glutamatergic class of neurons, Tenm2, Tenm4, Lphn1, and Lphn3 show generally uniform expression (S14 Fig). Tenm1, Tenm3, and Lphn2 are expressed in a subset of cell populations which includes entorhinal (ENT) and intratelencephalic (IT) layers as well as pyramidal track (PT) neighborhoods. Flrt1 expression is high in the PT neighborhoods, while Flrt2 showed patchy expression across glutamatergic clusters. Flrt3 expression was enriched in CA3, entorhinal (ENT), and medial entorhinal (mENT) subclusters. In the GABAergic class, Tenm1, Tenm2, Tenm4, Lphn1, Lphn3, and Flrt2 expressed in similar levels to the glutamatergic class. Tenm3 is expressed in subclasses of GABAergic neurons such as Sst and PV. Lphn2 and Flrt1 showed much more narrowed expression within Sst and Sst-Chodl clusters. As for non-neuronal cell types, only Lphn3 is expressed in oligodendrocyte and astrocyte subtypes and Flrt2 in cells of the immune and vascular systems (S14 Fig). To further probe deeper into the expression patterns in neuronal, astroglial, and hippocampal projection classes, we analyzed mouse cell types and tissues from bulk RNA-Seq data through the ASCOT (alternative splicing catalog of the transcriptome) database, which includes both gene expression and alternative splicing results [36]. The dorsoventral data sets (Fig 8A–8D) were analyzed in ASCOT datasets independently and they largely match (Fig 9A). In the dCA1➔ PoS (dorsal CA1 ➔ post subiculum) projection class, Tenm2, Tenm3, and Lphn3 expression levels were high and Lphn1 and Flrt2 were lower. Tenm1, Tenm4, Flrt1, and Flrt3 were virtually undetectable. In the vCA1 ➔ Amygdala projection class, high enrichment of Tenm1, Tenm2, and Lphn1 was observed. Tenm3, Tenm4, and Lphn3 were lower in expression. Lphn2 and all Flrts were not expressed in this projection class. In vCA1 ➔ Nucleus accumbens (NAc)-projecting neurons, Lphn1 and Tenm2 were highly enriched with moderate levels of Tenm1, Tenm3, Tenm4, Lphn3, and Flrt2 expression. Lphn2 and Flrt1 expression was negligibly low (Fig 9A). Further independent analysis on hippocampal subclass (neuronal and non-neuronal) expression data showed higher expression of all Tenms and Lphn1 in Gad2+ interneurons. In Nxph3+ subiculum-entorhinal cells, Tenm2 and Lphn1 levels were higher. In the Slc17a6+ excitatory subclass, Tenm2 levels were much higher compared to all other subclass cells. Overall, non-neuronal cells showed decreased expression of all Tenms, Lphns, and Flrts, except Flrt2 expression levels were significantly high in Dcn+ fibroblast-like cells (Fig 9B). Analysis of Tenms, Lphns, and Flrts in hippocampus clusters through single-nuclei RNA-seq (sNuc-seq) [37] painted a similar picture compared to all other bulk, scRNA-seq datasets and our in situ analysis (Fig 9C). However, further analysis of hippocampus subcluster RNA-seq revealed cell type-specific expression of Tenms, Lphns, and Flrts. For example, Tenm3 expression was high in GABAergic clusters, whereas subcluster data showed Tenm3 is not expressed in cells that express serotonin receptors (Gad2_Htr3a_3 subcluster). In Glial clusters Lphn1 expression was high, but subcluster analysis revealed that microglia express Lphn1 at a much lower level. Lphn1 enrichment is mainly in oligodendrocyte precursor cells (OPC) and astrocytes (Fig 9D). We next asked if the expression of Tenms, Lphns, and Flrts as inferred through in situ and RNA-seq analysis reflects on mRNA that undergo translation (translatome). We analyzed the ribosome-engaged transcriptome datasets (Splicecode database) for 2 excitatory: Camk2a+ and Grik4+ and 4 inhibitory: Sst+, Scnn1a+, Pvalb+, and Vip+ classes in the hippocampus and cortex (S15A Fig) [38]. These analyses showed similar expression patterns of Tenms, Lphns, and Flrts in inhibitory and excitatory classes when compared to our in situ and RNA-seq datasets (S15B–S15D Fig). To analyze Tenm, Lphn, and Flrt expression outside the brain, we used ASCOT datasets and found these genes are indeed similarly enriched in many other organs, with Lphn2 being represented in the cells of the musculoskeletal, immune, digestive, and reproductive systems, with the exception that Tenm1 is not detected in any non-neural tissues. Tenm4 is highly enriched in ovarian cells and Flrt3 in bone marrow dendritic cells. Lphn2 shows higher expression in liver endothelial cells (S16 Fig). These expression patterns strongly suggest possible roles of these genes outside the CNS. 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