51
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Kottler B, Faville R, Bridi JC, Hirth F. Inverse Control of Turning Behavior by Dopamine D1 Receptor Signaling in Columnar and Ring Neurons of the Central Complex in Drosophila. Curr Biol 2019; 29:567-577.e6. [PMID: 30713106 PMCID: PMC6384123 DOI: 10.1016/j.cub.2019.01.017] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 11/29/2018] [Accepted: 01/09/2019] [Indexed: 12/05/2022]
Abstract
Action selection is a prerequisite for decision-making and a fundamental aspect to any goal-directed locomotion; it requires integration of sensory signals and internal states to translate them into action sequences. Here, we introduce a novel behavioral analysis to study neural circuits and mechanisms underlying action selection and decision-making in freely moving Drosophila. We discovered preferred patterns of motor activity and turning behavior. These patterns are impaired in FoxP mutant flies, which present an altered temporal organization of motor actions and turning behavior, reminiscent of indecisiveness. Then, focusing on central complex (CX) circuits known to integrate different sensory modalities and controlling premotor regions, we show that action sequences and turning behavior are regulated by dopamine D1-like receptor (Dop1R1) signaling. Dop1R1 inputs onto CX columnar ellipsoid body-protocerebral bridge gall (E-PG) neuron and ellipsoid body (EB) R2/R4m ring neuron circuits both negatively gate motor activity but inversely control turning behavior. Although flies deficient of D1 receptor signaling present normal turning behavior despite decreased activity, restoring Dop1R1 level in R2/R4m-specific circuitry affects the temporal organization of motor actions and turning. We finally show EB R2/R4m neurons are in contact with E-PG neurons that are thought to encode body orientation and heading direction of the fly. These findings suggest that Dop1R1 signaling in E-PG and EB R2/4 m circuits are compared against each other, thereby modulating patterns of activity and turning behavior for goal-directed locomotion. Freely moving Drosophila present preferred patterns of activity and turning behavior FoxP mutations affect temporal distribution of motor actions and turning behavior Central complex columnar E-PG and R2/4 m ring neurons inversely regulate turning Dopamine D1-like receptor signaling in R2/R4m ring neurons modulates behavior
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Affiliation(s)
- Benjamin Kottler
- Department of Basic & Clinical Neuroscience, Institute of Psychiatry, Psychology & Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK.
| | - Richard Faville
- Department of Basic & Clinical Neuroscience, Institute of Psychiatry, Psychology & Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
| | - Jessika Cristina Bridi
- Department of Basic & Clinical Neuroscience, Institute of Psychiatry, Psychology & Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK
| | - Frank Hirth
- Department of Basic & Clinical Neuroscience, Institute of Psychiatry, Psychology & Neuroscience, Maurice Wohl Clinical Neuroscience Institute, King's College London, London, UK.
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52
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Sheehan ZBV, Kamhi JF, Seid MA, Narendra A. Differential investment in brain regions for a diurnal and nocturnal lifestyle in Australian Myrmecia ants. J Comp Neurol 2019; 527:1261-1277. [PMID: 30592041 DOI: 10.1002/cne.24617] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Revised: 12/07/2018] [Accepted: 12/22/2018] [Indexed: 12/29/2022]
Abstract
Animals are active at different times of the day. Each temporal niche offers a unique light environment, which affects the quality of the available visual information. To access reliable visual signals in dim-light environments, insects have evolved several visual adaptations to enhance their optical sensitivity. The extent to which these adaptations reflect on the sensory processing and integration capabilities within the brain of a nocturnal insect is unknown. To address this, we analyzed brain organization in congeneric species of the Australian bull ant, Myrmecia, that rely predominantly on visual information and range from being strictly diurnal to strictly nocturnal. Weighing brains and optic lobes of seven Myrmecia species, showed that after controlling for body mass, the brain mass was not significantly different between diurnal and nocturnal ants. However, the optic lobe mass, after controlling for central brain mass, differed between day- and night-active ants. Detailed volumetric analyses showed that the nocturnal ants invested relatively less in the primary visual processing regions but relatively more in both the primary olfactory processing regions and in the integration centers of visual and olfactory sensory information. We discuss how the temporal niche occupied by each species may affect cognitive demands, thus shaping brain organization among insects active in dim-light conditions.
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Affiliation(s)
- Zachary B V Sheehan
- Department of Biological Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - J Frances Kamhi
- Department of Biological Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - Marc A Seid
- Department of Biological Sciences, Macquarie University, Sydney, New South Wales, Australia.,Biology Department, Neuroscience Program, The University of Scranton, Scranton, Pennsylvania
| | - Ajay Narendra
- Department of Biological Sciences, Macquarie University, Sydney, New South Wales, Australia
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53
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Tao L, Ozarkar S, Beck JM, Bhandawat V. Statistical structure of locomotion and its modulation by odors. eLife 2019; 8:e41235. [PMID: 30620334 PMCID: PMC6361587 DOI: 10.7554/elife.41235] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Accepted: 01/05/2019] [Indexed: 11/22/2022] Open
Abstract
Most behaviors such as making tea are not stereotypical but have an obvious structure. However, analytical methods to objectively extract structure from non-stereotyped behaviors are immature. In this study, we analyze the locomotion of fruit flies and show that this non-stereotyped behavior is well-described by a Hierarchical Hidden Markov Model (HHMM). HHMM shows that a fly's locomotion can be decomposed into a few locomotor features, and odors modulate locomotion by altering the time a fly spends performing different locomotor features. Importantly, although all flies in our dataset use the same set of locomotor features, individual flies vary considerably in how often they employ a given locomotor feature, and how this usage is modulated by odor. This variation is so large that the behavior of individual flies is best understood as being grouped into at least three to five distinct clusters, rather than variations around an average fly.
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Affiliation(s)
- Liangyu Tao
- Department of BiologyDuke UniversityDurhamUnited States
| | | | - Jeffrey M Beck
- Department of NeurobiologyDuke UniversityDurhamUnited States
| | - Vikas Bhandawat
- Department of BiologyDuke UniversityDurhamUnited States
- Department of NeurobiologyDuke UniversityDurhamUnited States
- Duke Institute for Brain SciencesDuke UniversityDurhamUnited States
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54
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Rosner R, Pegel U, Homberg U. Responses of compass neurons in the locust brain to visual motion and leg motor activity. J Exp Biol 2019; 222:jeb.196261. [DOI: 10.1242/jeb.196261] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 03/28/2019] [Indexed: 11/20/2022]
Abstract
The central complex, a group of midline neuropils in the insect brain, plays a key role in spatial orientation and navigation. Work in locusts, crickets, dung beetles, bees, and butterflies suggests that it harbors a network of neurons which determines the orientation of the insect relative to the pattern of polarized light in the blue sky. In locusts, these compass cells also respond to simulated approaching objects. Here we investigate in the locust Schistocerca gregaria whether compass cells change their activity when the animal experiences large-field visual motion or when the animal is engaged in walking behavior. We recorded intracellularly from these neurons while the tethered animals were allowed to perform walking movements on a slippery surface. We concurrently presented moving grating stimuli from the side or polarized light through a rotating polarizer from above. Large-field motion was combined with the simulation of approaching objects to evaluate whether responses differed from those presented on a stationary background. Here we show for the first time that compass cells are sensitive to large-field motion. Responses to looming stimuli were often more conspicuous during large-field motion. Walking activity influenced spiking rates at all stages of the network. The strength of responses to the plane of polarized light was affected in some compass cells during leg motor activity. The data show that signaling in compass cells of the locust central complex is modulated by visual context and locomotor activity.
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Affiliation(s)
- Ronny Rosner
- Institute of Neuroscience, Newcastle University, Newcastle Upon Tyne, UK
- Department of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB, Philipps-University Marburg, Marburg, Germany
| | - Uta Pegel
- Department of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB, Philipps-University Marburg, Marburg, Germany
- Present address: Department of Biology, Case Western Reserve University, Cleveland, OH, USA
| | - Uwe Homberg
- Department of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB, Philipps-University Marburg, Marburg, Germany
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55
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Omoto JJ, Nguyen BCM, Kandimalla P, Lovick JK, Donlea JM, Hartenstein V. Neuronal Constituents and Putative Interactions Within the Drosophila Ellipsoid Body Neuropil. Front Neural Circuits 2018; 12:103. [PMID: 30546298 PMCID: PMC6278638 DOI: 10.3389/fncir.2018.00103] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 10/26/2018] [Indexed: 11/13/2022] Open
Abstract
The central complex (CX) is a midline-situated collection of neuropil compartments in the arthropod central brain, implicated in higher-order processes such as goal-directed navigation. Here, we provide a systematic genetic-neuroanatomical analysis of the ellipsoid body (EB), a compartment which represents a major afferent portal of the Drosophila CX. The neuropil volume of the EB, along with its prominent input compartment, called the bulb, is subdivided into precisely tessellated domains, distinguishable based on intensity of the global marker DN-cadherin. EB tangential elements (so-called ring neurons), most of which are derived from the DALv2 neuroblast lineage, predominantly interconnect the bulb and EB domains in a topographically organized fashion. Using the DN-cadherin domains as a framework, we first characterized this connectivity by Gal4 driver lines expressed in different DALv2 ring neuron (R-neuron) subclasses. We identified 11 subclasses, 6 of which correspond to previously described projection patterns, and 5 novel patterns. These subclasses both spatially (based on EB innervation pattern) and numerically (cell counts) summate to the total EB volume and R-neuron cell number, suggesting that our compilation of R-neuron subclasses approaches completion. EB columnar elements, as well as non-DALv2 derived extrinsic ring neurons (ExR-neurons), were also incorporated into this anatomical framework. Finally, we addressed the connectivity between R-neurons and their targets, using the anterograde trans-synaptic labeling method, trans-Tango. This study demonstrates putative interactions of R-neuron subclasses and reveals general principles of information flow within the EB network. Our work will facilitate the generation and testing of hypotheses regarding circuit interactions within the EB and the rest of the CX.
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Affiliation(s)
- Jaison Jiro Omoto
- Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA, United States
- Department of Neurobiology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Bao-Chau Minh Nguyen
- Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Pratyush Kandimalla
- Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Jennifer Kelly Lovick
- Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Jeffrey Michael Donlea
- Department of Neurobiology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Volker Hartenstein
- Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA, United States
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56
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El Jundi B, Warrant EJ, Pfeiffer K, Dacke M. Neuroarchitecture of the dung beetle central complex. J Comp Neurol 2018; 526:2612-2630. [PMID: 30136721 DOI: 10.1002/cne.24520] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 08/12/2018] [Accepted: 08/15/2018] [Indexed: 01/09/2023]
Abstract
Despite their tiny brains, insects show impressive abilities when navigating over short distances during path integration or during migration over thousands of kilometers across entire continents. Celestial compass cues often play an important role as references during navigation. In contrast to many other insects, South African dung beetles rely exclusively on celestial cues for visual reference during orientation. After finding a dung pile, these animals cut off a piece of dung from the pat, shape it into a ball and roll it away along a straight path until a suitable place for underground consumption is found. To maintain a constant bearing, a brain region in the beetle's brain, called the central complex, is crucially involved in the processing of skylight cues, similar to what has already been shown for path-integrating and migrating insects. In this study, we characterized the neuroanatomy of the sky-compass network and the central complex in the dung beetle brain in detail. Using tracer injections, combined with imaging and 3D modeling, we describe the anatomy of the possible sky-compass network in the central brain. We used a quantitative approach to study the central-complex network and found that several types of neuron exhibit a highly organized connectivity pattern. The architecture of the sky-compass network and central complex is similar to that described in insects that perform path integration or are migratory. This suggests that, despite their different orientation behaviors, this neural circuitry for compass orientation is highly conserved among the insects.
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Affiliation(s)
- Basil El Jundi
- Biocenter, Zoology II, Emmy Noether Animal Navigation Group, University of Würzburg, Germany
| | - Eric J Warrant
- Vision Group, Department of Biology, Lund University, Lund, Sweden
| | | | - Marie Dacke
- Vision Group, Department of Biology, Lund University, Lund, Sweden
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57
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Homberg U, Humberg TH, Seyfarth J, Bode K, Pérez MQ. GABA immunostaining in the central complex of dicondylian insects. J Comp Neurol 2018; 526:2301-2318. [DOI: 10.1002/cne.24497] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Revised: 06/26/2018] [Accepted: 06/27/2018] [Indexed: 12/11/2022]
Affiliation(s)
- Uwe Homberg
- Faculty of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB; Philipps-Universität Marburg; Marburg Germany
| | - Tim-Henning Humberg
- Faculty of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB; Philipps-Universität Marburg; Marburg Germany
| | - Jutta Seyfarth
- Faculty of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB; Philipps-Universität Marburg; Marburg Germany
| | - Katharina Bode
- Faculty of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB; Philipps-Universität Marburg; Marburg Germany
| | - Manuel Quintero Pérez
- Faculty of Biology, Animal Physiology & Center for Mind, Brain and Behavior - CMBB; Philipps-Universität Marburg; Marburg Germany
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58
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Giraldo YM, Leitch KJ, Ros IG, Warren TL, Weir PT, Dickinson MH. Sun Navigation Requires Compass Neurons in Drosophila. Curr Biol 2018; 28:2845-2852.e4. [PMID: 30174187 PMCID: PMC7301569 DOI: 10.1016/j.cub.2018.07.002] [Citation(s) in RCA: 97] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2018] [Revised: 06/28/2018] [Accepted: 07/02/2018] [Indexed: 01/05/2023]
Abstract
Despite their small brains, insects can navigate over long distances by orienting using visual landmarks [1], skylight polarization [2-9], and sun position [3, 4, 6, 10]. Although Drosophila are not generally renowned for their navigational abilities, mark-and-recapture experiments in Death Valley revealed that they can fly nearly 15 km in a single evening [11]. To accomplish such feats on available energy reserves [12], flies would have to maintain relatively straight headings, relying on celestial cues [13]. Cues such as sun position and polarized light are likely integrated throughout the sensory-motor pathway [14], including the highly conserved central complex [4, 15, 16]. Recently, a group of Drosophila central complex cells (E-PG neurons) have been shown to function as an internal compass [17-19], similar to mammalian head-direction cells [20]. Using an array of genetic tools, we set out to test whether flies can navigate using the sun and to identify the role of E-PG cells in this behavior. Using a flight simulator, we found that Drosophila adopt arbitrary headings with respect to a simulated sun, thus performing menotaxis, and individuals remember their heading preference between successive flights-even over several hours. Imaging experiments performed on flying animals revealed that the E-PG cells track sun stimulus motion. When these neurons are silenced, flies no longer adopt and maintain arbitrary headings relative to the sun stimulus but instead exhibit frontal phototaxis. Thus, without the compass system, flies lose the ability to execute menotaxis and revert to a simpler, reflexive behavior.
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Affiliation(s)
- Ysabel Milton Giraldo
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Katherine J Leitch
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Ivo G Ros
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Timothy L Warren
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA; Institute of Neuroscience, University of Oregon, Eugene, OR 97401, USA; Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | - Peter T Weir
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Michael H Dickinson
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA.
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59
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Stone T, Mangan M, Wystrach A, Webb B. Rotation invariant visual processing for spatial memory in insects. Interface Focus 2018; 8:20180010. [PMID: 29951190 PMCID: PMC6015815 DOI: 10.1098/rsfs.2018.0010] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/08/2018] [Indexed: 11/12/2022] Open
Abstract
Visual memory is crucial to navigation in many animals, including insects. Here, we focus on the problem of visual homing, that is, using comparison of the view at a current location with a view stored at the home location to control movement towards home by a novel shortcut. Insects show several visual specializations that appear advantageous for this task, including almost panoramic field of view and ultraviolet light sensitivity, which enhances the salience of the skyline. We discuss several proposals for subsequent processing of the image to obtain the required motion information, focusing on how each might deal with the problem of yaw rotation of the current view relative to the home view. Possible solutions include tagging of views with information from the celestial compass system, using multiple views pointing towards home, or rotation invariant encoding of the view. We illustrate briefly how a well-known shape description method from computer vision, Zernike moments, could provide a compact and rotation invariant representation of sky shapes to enhance visual homing. We discuss the biological plausibility of this solution, and also a fourth strategy, based on observed behaviour of insects, that involves transfer of information from visual memory matching to the compass system.
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Affiliation(s)
- Thomas Stone
- School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh EH8 9AB, UK
| | - Michael Mangan
- Sheffield Robotics, Department of Computer Science, University of Sheffield, Regent Court, Sheffield S1 4DP, UK
| | - Antoine Wystrach
- CNRS, Université Paul Sabatier, Toulouse, 31062 cedex 09, France
| | - Barbara Webb
- School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh EH8 9AB, UK
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60
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Green J, Maimon G. Building a heading signal from anatomically defined neuron types in the Drosophila central complex. Curr Opin Neurobiol 2018; 52:156-164. [PMID: 30029143 DOI: 10.1016/j.conb.2018.06.010] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Revised: 06/06/2018] [Accepted: 06/17/2018] [Indexed: 10/28/2022]
Abstract
A network of a few hundred neurons in the Drosophila central complex carries an estimate of the fly's heading in the world, akin to the mammalian head-direction system. Here we describe how anatomically defined neuronal classes in this network are poised to implement specific sub-processes for building and updating this population-level heading signal. The computations we describe in the fly central complex strongly resemble those posited to exist in the mammalian brain, in computational models for building head-direction signals. By linking circuit anatomy to navigational physiology, the Drosophila central complex should provide a detailed example of how a heading signal is built.
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Affiliation(s)
- Jonathan Green
- Department of Neurobiology, Harvard Medical School, Boston, MA 02115, United States; Laboratory of Integrative Brain Function, The Rockefeller University, 1230 York Ave., Mailbox #294, New York, NY 10065, United States.
| | - Gaby Maimon
- Laboratory of Integrative Brain Function, The Rockefeller University, 1230 York Ave., Mailbox #294, New York, NY 10065, United States.
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61
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Freas CA, Schultheiss P. How to Navigate in Different Environments and Situations: Lessons From Ants. Front Psychol 2018; 9:841. [PMID: 29896147 PMCID: PMC5986876 DOI: 10.3389/fpsyg.2018.00841] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Accepted: 05/09/2018] [Indexed: 01/07/2023] Open
Abstract
Ants are a globally distributed insect family whose members have adapted to live in a wide range of different environments and ecological niches. Foraging ants everywhere face the recurring challenge of navigating to find food and to bring it back to the nest. More than a century of research has led to the identification of some key navigational strategies, such as compass navigation, path integration, and route following. Ants have been shown to rely on visual, olfactory, and idiothetic cues for navigational guidance. Here, we summarize recent behavioral work, focusing on how these cues are learned and stored as well as how different navigational cues are integrated, often between strategies and even across sensory modalities. Information can also be communicated between different navigational routines. In this way, a shared toolkit of fundamental navigational strategies can lead to substantial flexibility in behavioral outcomes. This allows individual ants to tune their behavioral repertoire to different tasks (e.g., foraging and homing), lifestyles (e.g., diurnal and nocturnal), or environments, depending on the availability and reliability of different guidance cues. We also review recent anatomical and physiological studies in ants and other insects that have started to reveal neural correlates for specific navigational strategies, and which may provide the beginnings of a truly mechanistic understanding of navigation behavior.
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Affiliation(s)
- Cody A Freas
- Department of Biological Sciences, Macquarie University, Sydney, NSW, Australia.,Department of Psychology, University of Alberta, Edmonton, AB, Canada
| | - Patrick Schultheiss
- Research Center on Animal Cognition, Center for Integrative Biology, French National Center for Scientific Research, Toulouse University, Toulouse, France
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62
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von Hadeln J, Althaus V, Häger L, Homberg U. Anatomical organization of the cerebrum of the desert locust Schistocerca gregaria. Cell Tissue Res 2018; 374:39-62. [DOI: 10.1007/s00441-018-2844-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Accepted: 04/17/2018] [Indexed: 11/27/2022]
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