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Jiao C, Li M, Hu D. The neurons in mouse V1 show different degrees of spatial clustering. Brain Res Bull 2022; 190:62-68. [PMID: 36122802 DOI: 10.1016/j.brainresbull.2022.09.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 08/05/2022] [Accepted: 09/14/2022] [Indexed: 11/02/2022]
Abstract
Higher mammals' primary visual cortex exhibits columnar organization, where neurons with similar response preferences are clustered. In contrast, rodents are presumed to lack this fine-scale organization; their neurons appear to be randomly arranged, described as a salt-and-pepper map. However, recent studies suggested a weak but significant spatial clustering of tuning in the salt-and-pepper map, similar to columnar organization. Thus, the salt-and-pepper map possesses the characteristics of both columnar organization and random arrangement. This raises the question about whether this mixed organization is attributed to different types of neurons. Here, we examined the tuning of primary visual cortical neurons in awake mice with a two-photon calcium imaging dataset, which were released by Allen Institute MindScope Program. First, we demonstrated that neurons with similar response preferences were clustered by showing that neighboring neurons tended to have similar orientation and temporal frequency preferences. Then, we compared the clustering of tuning between simple cells and complex cells and found the clustering of tuning among simple cells was significantly more prominent than that among complex cells. Furthermore, the simple/complex cell classification correlated with the stability of neuronal response. Neurons with stable responses were arranged independent of their tuning similarity, whereas unstable neurons were clustered according to their tuning similarity. These findings might represent a balance between efficiency and robustness: relatively independent tuning among stable neurons represents visual information efficiently, whereas unstable neurons with similar response preferences are clustered to obtain a robust representation with population codes.
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Affiliation(s)
- Chong Jiao
- College of Intelligence Science and Technology, National University of Defense Technology, 109 Deya road, Changsha 410073, Hunan, China
| | - Ming Li
- College of Intelligence Science and Technology, National University of Defense Technology, 109 Deya road, Changsha 410073, Hunan, China.
| | - Dewen Hu
- College of Intelligence Science and Technology, National University of Defense Technology, 109 Deya road, Changsha 410073, Hunan, China
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Schmidt KE, Wolf F. Punctuated evolution of visual cortical circuits? Evidence from the large rodent Dasyprocta leporina, and the tiny primate Microcebus murinus. Curr Opin Neurobiol 2021; 71:110-118. [PMID: 34823047 DOI: 10.1016/j.conb.2021.10.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 10/22/2021] [Accepted: 10/26/2021] [Indexed: 11/30/2022]
Abstract
Recent reports of the lack of periodic orientation columns in a very large rodent species, the red-rumped agouti, and the existence of incompressible hypercolumns in the lineage of primates, as demonstrated in one of the smallest primates, the mouse lemur, strengthen the interpretation that salt-and-pepper and columns-and-pinwheel mosaics are two distinct functional layouts. These layouts do neither depend on lifestyle nor scale with body size, brain size, absolute neuron numbers, binocular overlap, or visual acuity, but are primarily distinguishable by phylogenetic traits. The predictive value of other biological signatures such as V1 neuronal surface density and the central-peripheral density ratio of retinal ganglion cells are reconsidered, and experiments elucidating the intracortical connectivity in rodents are proposed.
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Affiliation(s)
- Kerstin E Schmidt
- Neurobiology of Vision Lab, Brain Institute, Federal University of Rio Grande do Norte, 59078 970, Av. Sen. Salgado Filho, 3000, Lagoa Nova, Natal, RN, Brazil.
| | - Fred Wolf
- Göttingen Campus Institute for Dynamics of Biological Networks, Germany; Max Planck Institute for Dynamics and Self-Organization, Göttingen, Germany; Bernstein Center for Computational Neuroscience, University of Göttingen, Göttingen, Germany; Max Planck Institute of Experimental Medicine, Herrmann-Rein-Strasse, 37075 Göttingen, Germany
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Ferreiro DN, Conde-Ocazionez SA, Patriota JH, Souza LC, Oliveira MF, Wolf F, Schmidt KE. Spatial clustering of orientation preference in primary visual cortex of the large rodent agouti. iScience 2021; 24:101882. [PMID: 33354663 PMCID: PMC7744940 DOI: 10.1016/j.isci.2020.101882] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 10/16/2020] [Accepted: 11/25/2020] [Indexed: 11/28/2022] Open
Abstract
All rodents investigated so far possess orientation-selective neurons in the primary visual cortex (V1) but - in contrast to carnivores and primates - no evidence of periodic maps with pinwheel-like structures. Theoretical studies debating whether phylogeny or universal principles determine development of pinwheels point to V1 size as a critical constraint. Thus, we set out to study maps of agouti, a big diurnal rodent with a V1 size comparable to cats'. In electrophysiology, we detected interspersed orientation and direction-selective neurons with a bias for horizontal contours, corroborated by homogeneous activation in optical imaging. Compatible with spatial clustering at short distance, nearby neurons tended to exhibit similar orientation preference. Our results argue against V1 size as a key parameter in determining the presence of periodic orientation maps. They are consistent with a phylogenetic influence on the map layout and development, potentially reflecting distinct retinal traits or interspecies differences in cortical circuitry.
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Affiliation(s)
- Dardo N. Ferreiro
- Neurobiology of Vision Lab, Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Sergio A. Conde-Ocazionez
- Neurobiology of Vision Lab, Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
- Universidad de Santander, Facultad de Ciencias de la Salud. Laboratorio de Neurociencias, Bucaramanga, Colombia
| | - João H.N. Patriota
- Neurobiology of Vision Lab, Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Luã C. Souza
- Neurobiology of Vision Lab, Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Moacir F. Oliveira
- Department of Veterinary Medicine, Universidade Federal Rural do Semiárido, Mossoró, Brazil
| | - Fred Wolf
- Max Planck Institute for Dynamics and Self-Organization, Göttingen, Germany
- Bernstein Center for Computational Neuroscience, University of Göttingen, Göttingen, Germany
- Max Planck Institute of Experimental Medicine, Göttingen, Germany
- Campus Institute for Dynamics of Biological Networks, University of Göttingen, Göttingen, Germany
| | - Kerstin E. Schmidt
- Neurobiology of Vision Lab, Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
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Disparity Sensitivity and Binocular Integration in Mouse Visual Cortex Areas. J Neurosci 2020; 40:8883-8899. [PMID: 33051348 DOI: 10.1523/jneurosci.1060-20.2020] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 09/18/2020] [Accepted: 09/22/2020] [Indexed: 01/02/2023] Open
Abstract
Binocular disparity, the difference between the two eyes' images, is a powerful cue to generate the 3D depth percept known as stereopsis. In primates, binocular disparity is processed in multiple areas of the visual cortex, with distinct contributions of higher areas to specific aspects of depth perception. Mice, too, can perceive stereoscopic depth, and neurons in primary visual cortex (V1) and higher-order, lateromedial (LM) and rostrolateral (RL) areas were found to be sensitive to binocular disparity. A detailed characterization of disparity tuning across mouse visual areas is lacking, however, and acquiring such data might help clarifying the role of higher areas for disparity processing and establishing putative functional correspondences to primate areas. We used two-photon calcium imaging in female mice to characterize the disparity tuning properties of neurons in visual areas V1, LM, and RL in response to dichoptically presented binocular gratings, as well as random dot correlograms (RDC). In all three areas, many neurons were tuned to disparity, showing strong response facilitation or suppression at optimal or null disparity, respectively, even in neurons classified as monocular by conventional ocular dominance (OD) measurements. Neurons in higher areas exhibited broader and more asymmetric disparity tuning curves compared with V1, as observed in primate visual cortex. Finally, we probed neurons' sensitivity to true stereo correspondence by comparing responses to correlated RDC (cRDC) and anticorrelated RDC (aRDC). Area LM, akin to primate ventral visual stream areas, showed higher selectivity for correlated stimuli and reduced anticorrelated responses, indicating higher-level disparity processing in LM compared with V1 and RL.SIGNIFICANCE STATEMENT A major cue for inferring 3D depth is disparity between the two eyes' images. Investigating how binocular disparity is processed in the mouse visual system will not only help delineating the role of mouse higher areas for visual processing, but also shed light on how the mammalian brain computes stereopsis. We found that binocular integration is a prominent feature of mouse visual cortex, as many neurons are selectively and strongly modulated by binocular disparity. Comparison of responses to correlated and anticorrelated random dot correlograms (RDC) revealed that lateromedial area (LM) is more selective to correlated stimuli, while less sensitive to anticorrelated stimuli compared with primary visual cortex (V1) and rostrolateral area (RL), suggesting higher-level disparity processing in LM, resembling primate ventral visual stream areas.
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Functional Access to Neuron Subclasses in Rodent and Primate Forebrain. Cell Rep 2020; 26:2818-2832.e8. [PMID: 30840900 PMCID: PMC6509701 DOI: 10.1016/j.celrep.2019.02.011] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2018] [Revised: 01/08/2019] [Accepted: 02/04/2019] [Indexed: 12/21/2022] Open
Abstract
Viral vectors enable foreign proteins to be expressed in brains of non-genetic species, including non-human primates. However, viruses targeting specific neuron classes have proved elusive. Here we describe viral promoters and strategies for accessing GABAergic interneurons and their molecularly defined subsets in the rodent and primate. Using a set intersection approach, which relies on two co-active promoters, we can restrict heterologous protein expression to cortical and hippocampal somatostatin-positive and parvalbumin-positive interneurons. With an orthogonal set difference method, we can enrich for subclasses of neuropeptide-Y-positive GABAergic interneurons by effectively subtracting the expression pattern of one promoter from that of another. These methods harness the complexity of gene expression patterns in the brain and significantly expand the number of genetically tractable neuron classes across mammals.
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Ibbotson M, Jung YJ. Origins of Functional Organization in the Visual Cortex. Front Syst Neurosci 2020; 14:10. [PMID: 32194379 PMCID: PMC7063058 DOI: 10.3389/fnsys.2020.00010] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 02/04/2020] [Indexed: 01/25/2023] Open
Abstract
How are the complex maps for orientation selectivity (OS) created in the primary visual cortex (V1)? Rodents and rabbits have a random distribution of OS preferences across V1 while in cats, ferrets, and all primates cells with similar OS preferences cluster together into relatively wide cortical columns. Given other clear similarities in the organization of the visual pathways, why is it that maps coding OS preferences are so radically different? Prominent models have been created of cortical OS mapping that incorporate Hebbian plasticity, intracortical interactions, and the properties of growing axons. However, these models suggest that the maps arise primarily through intracortical interactions. Here we focus on several other features of the visual system and brain that may influence V1 structure. These are: eye divergence, the total number of cells in V1, the thalamocortical networks, the topography of the retina and phylogeny. We outline the evidence for and against these factors contributing to map formation. One promising theory is that the central-to-peripheral ratio (CP ratio) of retinal cell density can be used to predict whether or not a species has pinwheel maps. Animals with high CP ratios (>7) have orientation columns while those with low CP ratios (<4) have random OS maps. The CP ratio is related to the total number of cells in cortex, which also appears to be a reasonable contributing factor. However, while these factors correlate with map structure to some extent, there is a gray area where certain species do not fit elegantly into the theory. A problem with the existing literature is that OS maps have been investigated in only a small number of mammals, from a small fraction of the mammalian phylogenetic tree. We suggest four species (agouti, fruit bat, sheep, and wallaby) that have a range of interesting characteristics, which sit at intermediate locations between primates and rodents, that make them good targets for filling in the missing gaps in the literature. We make predictions about the map structures of these species based on the organization of their brains and visual systems and, in doing so, set possible paths for future research.
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Affiliation(s)
- Michael Ibbotson
- Australian College of Optometry, National Vision Research Institute, Carlton, VIC, Australia.,Department of Optometry and Vision Science, The University of Melbourne, Parkville, VIC, Australia
| | - Young Jun Jung
- Australian College of Optometry, National Vision Research Institute, Carlton, VIC, Australia.,Department of Optometry and Vision Science, The University of Melbourne, Parkville, VIC, Australia
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Abstract
In this article, we review the anatomical inputs and outputs to the mouse primary visual cortex, area V1. Our survey of data from the Allen Institute Mouse Connectivity project indicates that mouse V1 is highly interconnected with both cortical and subcortical brain areas. This pattern of innervation allows for computations that depend on the state of the animal and on behavioral goals, which contrasts with simple feedforward, hierarchical models of visual processing. Thus, to have an accurate description of the function of V1 during mouse behavior, its involvement with the rest of the brain circuitry has to be considered. Finally, it remains an open question whether the primary visual cortex of higher mammals displays the same degree of sensorimotor integration in the early visual system.
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Affiliation(s)
- Emmanouil Froudarakis
- Department of Neuroscience, Baylor College of Medicine, Houston, Texas 77030, USA;
- Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Paul G Fahey
- Department of Neuroscience, Baylor College of Medicine, Houston, Texas 77030, USA;
- Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Jacob Reimer
- Department of Neuroscience, Baylor College of Medicine, Houston, Texas 77030, USA;
- Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Stelios M Smirnakis
- Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA
- Jamaica Plain VA Medical Center, Boston, Massachusetts 02130, USA
| | - Edward J Tehovnik
- Department of Neuroscience, Baylor College of Medicine, Houston, Texas 77030, USA;
- Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Andreas S Tolias
- Department of Neuroscience, Baylor College of Medicine, Houston, Texas 77030, USA;
- Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, Texas 77030, USA
- Department of Electrical and Computer Engineering, Rice University, Houston, Texas 77005, USA
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Pathway-Specific Asymmetries between ON and OFF Visual Signals. J Neurosci 2018; 38:9728-9740. [PMID: 30249795 DOI: 10.1523/jneurosci.2008-18.2018] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2018] [Revised: 09/08/2018] [Accepted: 09/12/2018] [Indexed: 01/07/2023] Open
Abstract
Visual processing is largely organized into ON and OFF pathways that signal stimulus increments and decrements, respectively. These pathways exhibit natural pairings based on morphological and physiological similarities, such as ON and OFF α-ganglion cells in the mammalian retina. Several studies have noted asymmetries in the properties of ON and OFF pathways. For example, the spatial receptive fields (RFs) of OFF α-cells are systematically smaller than ON α-cells. Analysis of natural scenes suggests that these asymmetries are optimal for visual encoding. To test the generality of ON/OFF asymmetries, we measured the spatiotemporal RF properties of multiple RGC types in rat retina. Through a quantitative and serial classification, we identified three functional pairs of ON and OFF RGCs. We analyzed the structure of their RFs and compared spatial integration, temporal integration, and gain across ON and OFF pairs. Similar to previous results from the cat and primate, RGC types with larger spatial RFs exhibited briefer temporal integration and higher gain. However, each pair of ON and OFF RGC types exhibited distinct asymmetric relationships between RF properties, some of which were opposite to the findings of previous reports. These results reveal the functional organization of six RGC types in the rodent retina and indicate that ON/OFF asymmetries are pathway specific.SIGNIFICANCE STATEMENT Circuits that process sensory input frequently process increments separately from decrements, so-called ON and OFF responses. Theoretical studies indicate that this separation, and associated asymmetries in ON and OFF pathways, may be beneficial for encoding natural stimuli. However, the generality of ON and OFF pathway asymmetries has not been tested. Here we compare the functional properties of three distinct pairs of ON and OFF pathways in the rodent retina and show that their asymmetries are pathway specific. These results provide a new view on the partitioning of vision across diverse ON and OFF signaling pathways.
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Pattadkal JJ, Mato G, van Vreeswijk C, Priebe NJ, Hansel D. Emergent Orientation Selectivity from Random Networks in Mouse Visual Cortex. Cell Rep 2018; 24:2042-2050.e6. [PMID: 30134166 PMCID: PMC6179374 DOI: 10.1016/j.celrep.2018.07.054] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Revised: 05/25/2018] [Accepted: 07/16/2018] [Indexed: 01/13/2023] Open
Abstract
The connectivity principles underlying the emergence of orientation selectivity in primary visual cortex (V1) of mammals lacking an orientation map (such as rodents and lagomorphs) are poorly understood. We present a computational model in which random connectivity gives rise to orientation selectivity that matches experimental observations. The model predicts that mouse V1 neurons should exhibit intricate receptive fields in the two-dimensional frequency domain, causing a shift in orientation preferences with spatial frequency. We find evidence for these features in mouse V1 using calcium imaging and intracellular whole-cell recordings.
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Affiliation(s)
- Jagruti J Pattadkal
- Center for Perceptual Systems and Center for Learning and Memory, The University of Texas at Austin, 2415 Speedway, Austin, TX 78712, USA
| | - German Mato
- Centro Atomico Bariloche and Instituto Balseiro, CNEA and CONICET, 8400 Bariloche, Rio Negro, Argentina
| | - Carl van Vreeswijk
- Center of Neurophysics, Physiology and Pathologies, CNRS-UMR8119, 45 Rue des Saints-Pères, 75270 Paris, France
| | - Nicholas J Priebe
- Center for Perceptual Systems and Center for Learning and Memory, The University of Texas at Austin, 2415 Speedway, Austin, TX 78712, USA
| | - David Hansel
- Center of Neurophysics, Physiology and Pathologies, CNRS-UMR8119, 45 Rue des Saints-Pères, 75270 Paris, France.
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Functional organization of intrinsic and feedback presynaptic inputs in the primary visual cortex. Proc Natl Acad Sci U S A 2018; 115:E5174-E5182. [PMID: 29760100 DOI: 10.1073/pnas.1719711115] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
In the primary visual cortex (V1) of many mammalian species, neurons are spatially organized according to their preferred orientation into a highly ordered map. However, whether and how the various presynaptic inputs to V1 neurons are organized relative to the neuronal orientation map remain unclear. To address this issue, we constructed genetically encoded calcium indicators targeting axon boutons in two colors and used them to map the organization of axon boutons of V1 intrinsic and V2-V1 feedback projections in tree shrews. Both connections are spatially organized into maps according to the preferred orientations of axon boutons. Dual-color calcium imaging showed that V1 intrinsic inputs are precisely aligned to the orientation map of V1 cell bodies, while the V2-V1 feedback projections are aligned to the V1 map with less accuracy. Nonselective integration of intrinsic presynaptic inputs around the dendritic tree is sufficient to reproduce cell body orientation preference. These results indicate that a precisely aligned map of intrinsic inputs could reinforce the neuronal map in V1, a principle that may be prevalent for brain areas with function maps.
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Johnson EN, Westbrook T, Shayesteh R, Chen EL, Schumacher JW, Fitzpatrick D, Field GD. Distribution and diversity of intrinsically photosensitive retinal ganglion cells in tree shrew. J Comp Neurol 2017; 527:328-344. [PMID: 29238991 DOI: 10.1002/cne.24377] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2017] [Revised: 12/03/2017] [Accepted: 12/04/2017] [Indexed: 12/24/2022]
Abstract
Intrinsically photosensitive retinal ganglion cells (ipRGCs) mediate the pupillary light reflex, circadian entrainment, and may contribute to luminance and color perception. The diversity of ipRGCs varies from rodents to primates, suggesting differences in their contributions to retinal output. To further understand the variability in their organization and diversity across species, we used immunohistochemical methods to examine ipRGCs in tree shrew (Tupaia belangeri). Tree shrews share membership in the same clade, or evolutionary branch, as rodents and primates. They are highly visual, diurnal animals with a cone-dominated retina and a geniculo-cortical organization resembling that of primates. We identified cells with morphological similarities to M1 and M2 cells described previously in rodents and primates. M1-like cells typically had somas in the ganglion cell layer, with 23% displaced to the inner nuclear layer (INL). However, unlike M1 cells, they had bistratified dendritic fields ramifying in S1 and S5 that collectively tiled space. M2-like cells had dendritic fields restricted to S5 that were smaller and more densely branching. A novel third type of melanopsin immunopositive cell was identified. These cells had somata exclusively in the INL and monostratified dendritic fields restricted to S1 that tiled space. Surprisingly, these cells immunolabeled for tyrosine hydroxylase, a key component in dopamine synthesis. These cells immunolabeled for an RGC marker, not amacrine cell markers, suggesting that they are dopaminergic ipRGCs. We found no evidence for M4 or M5 ipRGCs, described previously in rodents. These results identify some organizational features of the ipRGC system that are canonical versus species-specific.
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Affiliation(s)
- Elizabeth N Johnson
- Neurobiology Department, Duke University School of Medicine, Durham, North Carolina.,Wharton Neuroscience Initiative, The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Teleza Westbrook
- Neurobiology Department, Duke University School of Medicine, Durham, North Carolina
| | - Rod Shayesteh
- Neurobiology Department, Duke University School of Medicine, Durham, North Carolina
| | - Emily L Chen
- Neurobiology Department, Duke University School of Medicine, Durham, North Carolina
| | | | | | - Greg D Field
- Neurobiology Department, Duke University School of Medicine, Durham, North Carolina
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