1
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Grover D, Chen JY, Xie J, Li J, Changeux JP, Greenspan RJ. Differential mechanisms underlie trace and delay conditioning in Drosophila. Nature 2022; 603:302-308. [PMID: 35173333 DOI: 10.1038/s41586-022-04433-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Accepted: 01/13/2022] [Indexed: 12/17/2022]
Abstract
Two forms of associative learning-delay conditioning and trace conditioning-have been widely investigated in humans and higher-order mammals1. In delay conditioning, an unconditioned stimulus (for example, an electric shock) is introduced in the final moments of a conditioned stimulus (for example, a tone), with both ending at the same time. In trace conditioning, a 'trace' interval separates the conditioned stimulus and the unconditioned stimulus. Trace conditioning therefore relies on maintaining a neural representation of the conditioned stimulus after its termination (hence making distraction possible2), to learn the conditioned stimulus-unconditioned stimulus contingency3; this makes it more cognitively demanding than delay conditioning4. Here, by combining virtual-reality behaviour with neurogenetic manipulations and in vivo two-photon brain imaging, we show that visual trace conditioning and delay conditioning in Drosophila mobilize R2 and R4m ring neurons in the ellipsoid body. In trace conditioning, calcium transients during the trace interval show increased oscillations and slower declines over repeated training, and both of these effects are sensitive to distractions. Dopaminergic activity accompanies signal persistence in ring neurons, and this is decreased by distractions solely during trace conditioning. Finally, dopamine D1-like and D2-like receptor signalling in ring neurons have different roles in delay and trace conditioning; dopamine D1-like receptor 1 mediates both forms of conditioning, whereas the dopamine D2-like receptor is involved exclusively in sustaining ring neuron activity during the trace interval of trace conditioning. These observations are similar to those previously reported in mammals during arousal5, prefrontal activation6 and high-level cognitive learning7,8.
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Affiliation(s)
- Dhruv Grover
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, USA
| | - Jen-Yung Chen
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, USA
| | - Jiayun Xie
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, USA
| | - Jinfang Li
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, USA
| | - Jean-Pierre Changeux
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, USA.,CNRS UMR 3571, Institut Pasteur, Paris, France.,College de France, Paris, France
| | - Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, USA. .,Division of Biological Sciences, University of California, San Diego, La Jolla, CA, USA.
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2
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Greenspan RJ. Learning about quantitative genetics from Marla Sokolowski. J Neurogenet 2021; 35:110-111. [PMID: 34128769 DOI: 10.1080/01677063.2021.1940167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Marla Sokolowski is a true pioneer in behavioral genetics, having made the first molecular delineation of a naturally occurring behavioral polymorphism in her work on the foraging locus in Drosophila melanogaster. The gene was subsequently found to be responsible for behavioral variants and types in many other species, both invertebrate and mammal (human). The path to get there is a paradigmatic example of how to use the power of genetic analysis, including some rather esoteric techniques, to zero in on a gene and delineate its molecular identity and its pleiotropic roles.
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Affiliation(s)
- Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, CA, USA
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3
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Sun R, Delly J, Sereno E, Wong S, Chen X, Wang Y, Huang Y, Greenspan RJ. Anti-instinctive Learning Behavior Revealed by Locomotion-Triggered Mild Heat Stress in Drosophila. Front Behav Neurosci 2020; 14:41. [PMID: 32372923 PMCID: PMC7179688 DOI: 10.3389/fnbeh.2020.00041] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Accepted: 03/09/2020] [Indexed: 11/13/2022] Open
Abstract
Anti-instinctive learning, an ability to modify an animal's innate behaviors in ways that go against one's innate tendency, can confer great evolutionary advantages to animals and enable them to better adapt to the changing environment. Yet, our understanding of anti-instinctive learning and its underlying mechanisms is still limited. In this work, we describe a new anti-instinctive learning behavior of fruit flies. This learning paradigm requires the fruit fly to respond to a recurring, aversive, mild heat stress by modifying its innate locomotion behavior. We found that experiencing movement-triggered mild heat stress repeatedly significantly reduced walking activity in wild type fruit flies, indicating that fruit flies are capable of anti-instinctive learning. We also report that such learning ability is reduced in dopamine 1-like receptor 1 (Dop1R1) null mutant and dopamine 2-like receptor (Dop2R) null mutant flies, suggesting that these two dopamine receptors are involved in mediating anti-instinctive learning in flies.
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Affiliation(s)
- Ruichen Sun
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States.,Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, United States
| | - Joseph Delly
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Emily Sereno
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Sean Wong
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Xinyu Chen
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Yuxuan Wang
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Yan Huang
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Ralph J Greenspan
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, United States.,Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA, United States
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4
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Aimon S, Katsuki T, Jia T, Grosenick L, Broxton M, Deisseroth K, Sejnowski TJ, Greenspan RJ. Fast near-whole-brain imaging in adult Drosophila during responses to stimuli and behavior. PLoS Biol 2019; 17:e2006732. [PMID: 30768592 PMCID: PMC6395010 DOI: 10.1371/journal.pbio.2006732] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2018] [Revised: 02/28/2019] [Accepted: 01/28/2019] [Indexed: 11/18/2022] Open
Abstract
Whole-brain recordings give us a global perspective of the brain in action. In this study, we describe a method using light field microscopy to record near-whole brain calcium and voltage activity at high speed in behaving adult flies. We first obtained global activity maps for various stimuli and behaviors. Notably, we found that brain activity increased on a global scale when the fly walked but not when it groomed. This global increase with walking was particularly strong in dopamine neurons. Second, we extracted maps of spatially distinct sources of activity as well as their time series using principal component analysis and independent component analysis. The characteristic shapes in the maps matched the anatomy of subneuropil regions and, in some cases, a specific neuron type. Brain structures that responded to light and odor were consistent with previous reports, confirming the new technique's validity. We also observed previously uncharacterized behavior-related activity as well as patterns of spontaneous voltage activity.
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Affiliation(s)
- Sophie Aimon
- Kavli Institute for Brain and Mind, UCSD, La Jolla, California, United States of America
- Computational Neurobiology Laboratory, Salk Institute for Biological Studies, La Jolla, California, United States of America
- Neurobiology Section, University of California, San Diego, La Jolla, California, United States of America
- * E-mail:
| | - Takeo Katsuki
- Kavli Institute for Brain and Mind, UCSD, La Jolla, California, United States of America
| | - Tongqiu Jia
- Computational Neurobiology Laboratory, Salk Institute for Biological Studies, La Jolla, California, United States of America
| | - Logan Grosenick
- Departments of Computer Science and Bioengineering, Stanford University, Stanford, California, United States of America
| | - Michael Broxton
- Departments of Computer Science and Bioengineering, Stanford University, Stanford, California, United States of America
| | - Karl Deisseroth
- Departments of Bioengineering and Psychiatry, Stanford University, Stanford, California, United States of America
- Howard Hughes Medical Institute, Stanford University, Stanford, Stanford, California, United States of America
| | - Terrence J. Sejnowski
- Computational Neurobiology Laboratory, Salk Institute for Biological Studies, La Jolla, California, United States of America
- Division of Biological Sciences, University of California San Diego, La Jolla, California, United States of America
| | - Ralph J. Greenspan
- Kavli Institute for Brain and Mind, UCSD, La Jolla, California, United States of America
- Neurobiology Section, University of California, San Diego, La Jolla, California, United States of America
- Division of Biological Sciences, University of California San Diego, La Jolla, California, United States of America
- Department of Cognitive Science, University of California, San Diego, La Jolla, California, United States of America
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5
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Gold DA, Katsuki T, Li Y, Yan X, Regulski M, Ibberson D, Holstein T, Steele RE, Jacobs DK, Greenspan RJ. The genome of the jellyfish Aurelia and the evolution of animal complexity. Nat Ecol Evol 2018; 3:96-104. [PMID: 30510179 DOI: 10.1038/s41559-018-0719-8] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 10/12/2018] [Indexed: 11/09/2022]
Abstract
We present the genome of the moon jellyfish Aurelia, a genome from a cnidarian with a medusa life stage. Our analyses suggest that gene gain and loss in Aurelia is comparable to what has been found in its morphologically simpler relatives-the anthozoan corals and sea anemones. RNA sequencing analysis does not support the hypothesis that taxonomically restricted (orphan) genes play an oversized role in the development of the medusa stage. Instead, genes broadly conserved across animals and eukaryotes play comparable roles throughout the life cycle. All life stages of Aurelia are significantly enriched in the expression of genes that are hypothesized to interact in protein networks found in bilaterian animals. Collectively, our results suggest that increased life cycle complexity in Aurelia does not correlate with an increased number of genes. This leads to two possible evolutionary scenarios: either medusozoans evolved their complex medusa life stage (with concomitant shifts into new ecological niches) primarily by re-working genetic pathways already present in the last common ancestor of cnidarians, or the earliest cnidarians had a medusa life stage, which was subsequently lost in the anthozoans. While we favour the earlier hypothesis, the latter is consistent with growing evidence that many of the earliest animals were more physically complex than previously hypothesized.
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Affiliation(s)
- David A Gold
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA. .,Department of Earth and Planetary Sciences, University of California Davis, Davis, CA, USA.
| | - Takeo Katsuki
- Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, CA, USA.
| | - Yang Li
- Department of Computer Science, University of California Santa Barbara, Santa Barbara, CA, USA
| | - Xifeng Yan
- Department of Computer Science, University of California Santa Barbara, Santa Barbara, CA, USA
| | | | - David Ibberson
- Deep Sequencing Core Facility, Cell Networks, Heidelberg University, Heidelberg, Germany
| | - Thomas Holstein
- Department of Molecular Evolution and Genomics, Centre for Organismal Studies, Heidelberg University, Heidelberg, Germany
| | - Robert E Steele
- Department of Biological Chemistry and Developmental Biology Center, University of California Irvine, Irvine, CA, USA
| | - David K Jacobs
- Department of Ecology and Evolution, University of California Los Angeles, Los Angeles, CA, USA
| | - Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, CA, USA. .,Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA. .,Department of Cognitive Science, University of California San Diego, La Jolla, CA, USA.
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6
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Abstract
Animals successfully thrive in noisy environments with finite resources. The necessity to function with resource constraints has led evolution to design animal brains (and bodies) to be optimal in their use of computational power while being adaptable to their environmental niche. A key process undergirding this ability to adapt is the process of learning. Although a complete characterization of the neural basis of learning remains ongoing, scientists for nearly a century have used the brain as inspiration to design artificial neural networks capable of learning, a case in point being deep learning. In this viewpoint, we advocate that deep learning can be further enhanced by incorporating and tightly integrating five fundamental principles of neural circuit design and function: optimizing the system to environmental need and making it robust to environmental noise, customizing learning to context, modularizing the system, learning without supervision, and learning using reinforcement strategies. We illustrate how animals integrate these learning principles using the fruit fly olfactory learning circuit, one of nature's best-characterized and highly optimized schemes for learning. Incorporating these principles may not just improve deep learning but also expose common computational constraints. With judicious use, deep learning can become yet another effective tool to understand how and why brains are designed the way they are.
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Affiliation(s)
- Shyam Srinivasan
- Kavli Institute for Brain and Mind, University of California-San Diego, La Jolla, California 92093
- Molecular Neurobiology Laboratory, Salk Institute for Biological Studies, La Jolla, California 92037
| | - Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California-San Diego, La Jolla, California 92093
- Division of Biological Sciences, University of California-San Diego, La Jolla, California 92093, and
- Department of Cognitive Science, University of California-San Diego, La Jolla, California 92093
| | - Charles F Stevens
- Kavli Institute for Brain and Mind, University of California-San Diego, La Jolla, California 92093,
- Molecular Neurobiology Laboratory, Salk Institute for Biological Studies, La Jolla, California 92037
| | - Dhruv Grover
- Kavli Institute for Brain and Mind, University of California-San Diego, La Jolla, California 92093,
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7
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Shultzaberger RK, Johnson SJ, Wagner J, Ha K, Markow TA, Greenspan RJ. Conservation of the behavioral and transcriptional response to social experience among Drosophilids. Genes Brain Behav 2018; 18:e12487. [PMID: 29797548 PMCID: PMC7379240 DOI: 10.1111/gbb.12487] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/21/2018] [Revised: 05/14/2018] [Accepted: 05/21/2018] [Indexed: 12/02/2022]
Abstract
While social experience has been shown to significantly alter behaviors in a wide range of species, comparative studies that uniformly measure the impact of a single experience across multiple species have been lacking, limiting our understanding of how plastic traits evolve. To address this, we quantified variations in social feeding behaviors across 10 species of Drosophilids, tested the effect of altering rearing context on these behaviors (reared in groups or in isolation) and correlated observed behavioral shifts to accompanying transcriptional changes in the heads of these flies. We observed significant variability in the extent of aggressiveness, the utilization of social cues during food search, and social space preferences across species. The sensitivity of these behaviors to rearing experience also varied: socially naive flies were more aggressive than their socialized conspecifics in some species, and more reserved or identical in others. Despite these differences, the mechanism of socialization appeared to be conserved within the melanogaster subgroup as species could cross‐socialize each other, and the transcriptional response to social exposure was significantly conserved. The expression levels of chemosensory‐perception genes often varied between species and rearing conditions, supporting a growing body of evidence that behavioral evolution is driven by the differential regulation of this class of genes. The clear differences in behavioral responses to socialization observed in Drosophilids make this an ideal system for continued studies on the genetic basis and evolution of socialization and behavioral plasticity.
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Affiliation(s)
- R K Shultzaberger
- Kavli Institute of Brain and Mind, University of California San Diego, San Diego, California
| | - S J Johnson
- Kavli Institute of Brain and Mind, University of California San Diego, San Diego, California
| | - J Wagner
- Kavli Institute of Brain and Mind, University of California San Diego, San Diego, California
| | - K Ha
- Kavli Institute of Brain and Mind, University of California San Diego, San Diego, California
| | - T A Markow
- Laboratorio Nacional de Genomica de la Biodiversidad, Centro de Investigacion y de Estudios Avanzados-Irapuato, Guanajuato, Mexico.,Department of Cell and Developmental Biology, University of California San Diego, San Diego, California
| | - R J Greenspan
- Kavli Institute of Brain and Mind, University of California San Diego, San Diego, California
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8
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Grover D, Katsuki T, Greenspan RJ. Flyception: imaging brain activity in freely walking fruit flies. Nat Methods 2016; 13:569-72. [PMID: 27183441 DOI: 10.1038/nmeth.3866] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 04/13/2016] [Indexed: 02/06/2023]
Abstract
Genetically encoded calcium sensors have enabled monitoring of neural activity in vivo using optical imaging techniques. Linking neural activity to complex behavior remains challenging, however, as most imaging systems require tethering the animal, which can impact the animal's behavioral repertoire. Here, we report a method for monitoring the brain activity of untethered, freely walking Drosophila melanogaster during sensorially and socially evoked behaviors to facilitate the study of neural mechanisms that underlie naturalistic behaviors.
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Affiliation(s)
- Dhruv Grover
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, California, USA
| | - Takeo Katsuki
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, California, USA
| | - Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, California, USA.,Division of Biological Sciences, University of California, San Diego, La Jolla, California, USA.,Department of Cognitive Science, University of California, San Diego, La Jolla, California, USA
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9
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Alivisatos AP, Chun M, Church GM, Greenspan RJ, Roukes ML, Yuste R. A National Network of Neurotechnology Centers for the BRAIN Initiative. Neuron 2015; 88:445-8. [PMID: 26481036 DOI: 10.1016/j.neuron.2015.10.015] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2015] [Revised: 10/08/2015] [Accepted: 10/08/2015] [Indexed: 11/28/2022]
Abstract
We propose the creation of a national network of neurotechnology centers to enhance and accelerate the BRAIN Initiative and optimally leverage the effort and creativity of individual laboratories involved in it. As "brain observatories," these centers could provide the critical interdisciplinary environment both for realizing ambitious and complex technologies and for providing individual investigators with access to them.
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Affiliation(s)
- A Paul Alivisatos
- Kavli Energy NanoSciences Institute, Materials Science Division, Lawrence Berkeley National Lab and Department of Chemistry, University of California, Berkeley, CA 94720, USA
| | | | - George M Church
- Department of Genetics and Wyss Institute, Harvard Medical School, Boston, MA 02115 USA
| | - Ralph J Greenspan
- Kavli Institute for Brain and Mind, and Neurobiology Section/Division of Biology, UCSD, La Jolla, CA 92093-0115, USA
| | - Michael L Roukes
- Physics, Applied Physics, & Bioengineering and The Kavli Nanoscience Institute, Caltech, Pasadena, CA USA 92093-0126, USA.
| | - Rafael Yuste
- Neurotechnology Center, Departments of Biological Sciences and Neuroscience, Kavli Institute for Brain Science, Columbia University, New York, NY 10027, USA.
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10
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Abstract
Early research on the cyanobacterial clock focused on characterizing the genes needed to keep, entrain, and convey time within the cell. As the scope of assays used in molecular genetics has expanded to capture systems-level properties (e.g., RNA-seq, ChIP-seq, metabolomics, high-throughput screening of genetic variants), so has our understanding of how the clock fits within and influences a broader cellular context. Here we review the work that has established a global perspective of the clock, with a focus on (a) an emerging network-centric view of clock architecture, (b) mechanistic insights into how temporal and environmental cues are transmitted and integrated within this network,
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Affiliation(s)
- Ryan K Shultzaberger
- Center for Circadian Biology, University of California San Diego, La Jolla, USA, 92093.,Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, USA, 92093
| | - Joseph S Boyd
- Center for Circadian Biology, University of California San Diego, La Jolla, USA, 92093.,Division of Biological Sciences, University of California San Diego, La Jolla, USA, 92093
| | - Spencer Diamond
- Center for Circadian Biology, University of California San Diego, La Jolla, USA, 92093.,Division of Biological Sciences, University of California San Diego, La Jolla, USA, 92093
| | - Ralph J Greenspan
- Center for Circadian Biology, University of California San Diego, La Jolla, USA, 92093.,Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, USA, 92093
| | - Susan S Golden
- Center for Circadian Biology, University of California San Diego, La Jolla, USA, 92093.,Division of Biological Sciences, University of California San Diego, La Jolla, USA, 92093
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11
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Shultzaberger RK, Boyd JS, Katsuki T, Golden SS, Greenspan RJ. Single mutations in sasA enable a simpler ΔcikA gene network architecture with equivalent circadian properties. Proc Natl Acad Sci U S A 2014; 111:E5069-75. [PMID: 25385627 PMCID: PMC4250164 DOI: 10.1073/pnas.1419902111] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The circadian input kinase of the cyanobacterium Synechococcus elongatus PCC 7942 (CikA) is important both for synchronizing circadian rhythms with external environmental cycles and for transferring temporal information between the oscillator and the global transcriptional regulator RpaA (regulator of phycobilisome-associated A). KOs of cikA result in one of the most severely altered but still rhythmic circadian phenotypes observed. We chemically mutagenized a cikA-null S. elongatus strain and screened for second-site suppressor mutations that could restore normal circadian rhythms. We identified two independent mutations in the Synechococcus adaptive sensor A (sasA) gene that produce nearly WT rhythms of gene expression, likely because they compensate for the loss of CikA on the temporal phosphorylation of RpaA. Additionally, these mutations restore the ability to reset the clock after a short dark pulse through an output-independent pathway, suggesting that SasA can influence entrainment through direct interactions with KaiC, a property previously unattributed to it. These experiments question the evolutionary advantage of integrating CikA into the cyanobacterial clock, challenge the conventional construct of separable input and output pathways, and show how easily the cell can adapt to restore phenotype in a severely compromised genetic network.
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Affiliation(s)
- Ryan K Shultzaberger
- Center for Circadian Biology and Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA 92093-0116
| | | | - Takeo Katsuki
- Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA 92093-0116
| | | | - Ralph J Greenspan
- Center for Circadian Biology and Kavli Institute for Brain and Mind, University of California, San Diego, La Jolla, CA 92093-0116
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12
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Abstract
Human performance approaches that of an ideal observer and optimal actor in some perceptual and motor tasks. These optimal abilities depend on the capacity of the cerebral cortex to store an immense amount of information and to flexibly make rapid decisions. However, behavior only approaches these limits after a long period of learning while the cerebral cortex interacts with the basal ganglia, an ancient part of the vertebrate brain that is responsible for learning sequences of actions directed toward achieving goals. Progress has been made in understanding the algorithms used by the brain during reinforcement learning, which is an online approximation of dynamic programming. Humans also make plans that depend on past experience by simulating different scenarios, which is called prospective optimization. The same brain structures in the cortex and basal ganglia that are active online during optimal behavior are also active offline during prospective optimization. The emergence of general principles and algorithms for goal-directed behavior has consequences for the development of autonomous devices in engineering applications.
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Affiliation(s)
- Terrence J Sejnowski
- Howard Hughes Medical Institute, Salk Institute for Biological Sciences, La Jolla, CA 92037 USA and the Division of Biological Studies, University of California at San Diego, La Jolla, CA 92093 USA )
| | - Howard Poizner
- Institute for Neural Computation, University of California at San Diego, La Jolla, CA 92093-0523 USA ( )
| | - Gary Lynch
- Department of Psychiatry and Human Behavior, University of California at Irvine, Irvine, CA 92697-4292 USA ( )
| | - Sergei Gepshtein
- Systems Neurobiology Laboratories, Salk Institute for University of California at San Diego, La Jolla, CA 92037 USA ( )
| | - Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California at San Diego, La Jolla, CA 92093-0126 USA ( )
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13
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14
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Lin CY, Chuang CC, Hua TE, Chen CC, Dickson BJ, Greenspan RJ, Chiang AS. A comprehensive wiring diagram of the protocerebral bridge for visual information processing in the Drosophila brain. Cell Rep 2013; 3:1739-53. [PMID: 23707064 DOI: 10.1016/j.celrep.2013.04.022] [Citation(s) in RCA: 124] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2012] [Revised: 03/12/2013] [Accepted: 04/25/2013] [Indexed: 11/19/2022] Open
Abstract
How the brain perceives sensory information and generates meaningful behavior depends critically on its underlying circuitry. The protocerebral bridge (PB) is a major part of the insect central complex (CX), a premotor center that may be analogous to the human basal ganglia. Here, by deconstructing hundreds of PB single neurons and reconstructing them into a common three-dimensional framework, we have constructed a comprehensive map of PB circuits with labeled polarity and predicted directions of information flow. Our analysis reveals a highly ordered information processing system that involves directed information flow among CX subunits through 194 distinct PB neuron types. Circuitry properties such as mirroring, convergence, divergence, tiling, reverberation, and parallel signal propagation were observed; their functional and evolutional significance is discussed. This layout of PB neuronal circuitry may provide guidelines for further investigations on transformation of sensory (e.g., visual) input into locomotor commands in fly brains.
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Affiliation(s)
- Chih-Yung Lin
- Institute of Biotechnology and Department of Life Science, National Tsing Hua University, Hsinchu 30013, Taiwan
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15
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Alivisatos AP, Chun M, Church GM, Deisseroth K, Donoghue JP, Greenspan RJ, McEuen PL, Roukes ML, Sejnowski TJ, Weiss PS, Yuste R. Neuroscience. The brain activity map. Science 2013; 339:1284-5. [PMID: 23470729 PMCID: PMC3722427 DOI: 10.1126/science.1236939] [Citation(s) in RCA: 125] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Affiliation(s)
- A Paul Alivisatos
- Materials Science Division, Lawrence Berkeley National Laboratory and Department of Chemistry, University of California, Berkeley, CA 94720, USA.
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16
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Abstract
The function of neural circuits is an emergent property that arises from the coordinated activity of large numbers of neurons. To capture this, we propose launching a large-scale, international public effort, the Brain Activity Map Project, aimed at reconstructing the full record of neural activity across complete neural circuits. This technological challenge could prove to be an invaluable step toward understanding fundamental and pathological brain processes.
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Affiliation(s)
- A Paul Alivisatos
- Materials Science Division, Lawrence Berkeley National Lab and Department of Chemistry, University of California, Berkeley, Berkeley, CA 94720, USA
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17
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Abstract
Reductionist explanations in biology generally assume that biological mechanisms are highly deterministic and basically similar between individuals. A contrasting view has emerged recently that takes into account the degeneracy of biological processes--the ability to arrive at a given endpoint by a variety of available paths, even within the same individual. This perspective casts significant doubt on the prospects for the ability to predict behavior accurately based on brain imaging or genotyping, and on the ability of neuroscience to stipulate ethics.
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Affiliation(s)
- Ralph J Greenspan
- Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, CA, USA.
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Houot B, Fraichard S, Greenspan RJ, Ferveur JF. Genes involved in sex pheromone discrimination in Drosophila melanogaster and their background-dependent effect. PLoS One 2012; 7:e30799. [PMID: 22292044 PMCID: PMC3264623 DOI: 10.1371/journal.pone.0030799] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2011] [Accepted: 12/21/2011] [Indexed: 11/18/2022] Open
Abstract
Mate choice is based on the comparison of the sensory quality of potential mating partners, and sex pheromones play an important role in this process. In Drosophila melanogaster, contact pheromones differ between male and female in their content and in their effects on male courtship, both inhibitory and stimulatory. To investigate the genetic basis of sex pheromone discrimination, we experimentally selected males showing either a higher or lower ability to discriminate sex pheromones over 20 generations. This experimental selection was carried out in parallel on two different genetic backgrounds: wild-type and desat1 mutant, in which parental males showed high and low sex pheromone discrimination ability respectively. Male perception of male and female pheromones was separately affected during the process of selection. A comparison of transcriptomic activity between high and low discrimination lines revealed genes not only that varied according to the starting genetic background, but varied reciprocally. Mutants in two of these genes, Shaker and quick-to-court, were capable of producing similar effects on discrimination on their own, in some instances mimicking the selected lines, in others not. This suggests that discrimination of sex pheromones depends on genes whose activity is sensitive to genetic context and provides a rare, genetically defined example of the phenomenon known as “allele flips,” in which interactions have reciprocal effects on different genetic backgrounds.
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Affiliation(s)
- Benjamin Houot
- Centre des Sciences du Goût et de l'Alimentation, UMR6265 Centre National de la Recherche Scientifique, Université de Bourgogne, Dijon, France
| | - Stéphane Fraichard
- Centre des Sciences du Goût et de l'Alimentation, UMR6265 Centre National de la Recherche Scientifique, Université de Bourgogne, Dijon, France
| | - Ralph J. Greenspan
- Kavli Institute for Brain and Mind, University of California San Diego, La Jolla, California United States of America
| | - Jean-François Ferveur
- Centre des Sciences du Goût et de l'Alimentation, UMR6265 Centre National de la Recherche Scientifique, Université de Bourgogne, Dijon, France
- * E-mail:
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Kent CF, Daskalchuk T, Cook L, Sokolowski MB, Greenspan RJ. The Drosophila foraging gene mediates adult plasticity and gene-environment interactions in behaviour, metabolites, and gene expression in response to food deprivation. PLoS Genet 2009; 5:e1000609. [PMID: 19696884 PMCID: PMC2720453 DOI: 10.1371/journal.pgen.1000609] [Citation(s) in RCA: 82] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2009] [Accepted: 07/20/2009] [Indexed: 12/19/2022] Open
Abstract
Nutrition is known to interact with genotype in human metabolic syndromes, obesity, and diabetes, and also in Drosophila metabolism. Plasticity in metabolic responses, such as changes in body fat or blood sugar in response to changes in dietary alterations, may also be affected by genotype. Here we show that variants of the foraging (for) gene in Drosophila melanogaster affect the response to food deprivation in a large suite of adult phenotypes by measuring gene by environment interactions (GEI) in a suite of food-related traits. for affects body fat, carbohydrates, food-leaving behavior, metabolite, and gene expression levels in response to food deprivation. This results in broad patterns of metabolic, genomic, and behavioral gene by environment interactions (GEI), in part by interaction with the insulin signaling pathway. Our results show that a single gene that varies in nature can have far reaching effects on behavior and metabolism by acting through multiple other genes and pathways.
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Affiliation(s)
- Clement F. Kent
- Department of Biology, University of Toronto Mississauga, Ontario, Canada
| | - Tim Daskalchuk
- Phenomenome Discoveries, Saskatoon, Saskatchewan, Canada
| | - Lisa Cook
- Phenomenome Discoveries, Saskatoon, Saskatchewan, Canada
| | - Marla B. Sokolowski
- Department of Biology, University of Toronto Mississauga, Ontario, Canada
- * E-mail:
| | - Ralph J. Greenspan
- The Neurosciences Institute, San Diego, California, United States of America
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Bohland JW, Wu C, Barbas H, Bokil H, Bota M, Breiter HC, Cline HT, Doyle JC, Freed PJ, Greenspan RJ, Haber SN, Hawrylycz M, Herrera DG, Hilgetag CC, Huang ZJ, Jones A, Jones EG, Karten HJ, Kleinfeld D, Kötter R, Lester HA, Lin JM, Mensh BD, Mikula S, Panksepp J, Price JL, Safdieh J, Saper CB, Schiff ND, Schmahmann JD, Stillman BW, Svoboda K, Swanson LW, Toga AW, Van Essen DC, Watson JD, Mitra PP. A proposal for a coordinated effort for the determination of brainwide neuroanatomical connectivity in model organisms at a mesoscopic scale. PLoS Comput Biol 2009; 5:e1000334. [PMID: 19325892 PMCID: PMC2655718 DOI: 10.1371/journal.pcbi.1000334] [Citation(s) in RCA: 220] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
In this era of complete genomes, our knowledge of neuroanatomical circuitry remains surprisingly sparse. Such knowledge is critical, however, for both basic and clinical research into brain function. Here we advocate for a concerted effort to fill this gap, through systematic, experimental mapping of neural circuits at a mesoscopic scale of resolution suitable for comprehensive, brainwide coverage, using injections of tracers or viral vectors. We detail the scientific and medical rationale and briefly review existing knowledge and experimental techniques. We define a set of desiderata, including brainwide coverage; validated and extensible experimental techniques suitable for standardization and automation; centralized, open-access data repository; compatibility with existing resources; and tractability with current informatics technology. We discuss a hypothetical but tractable plan for mouse, additional efforts for the macaque, and technique development for human. We estimate that the mouse connectivity project could be completed within five years with a comparatively modest budget.
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Affiliation(s)
- Jason W Bohland
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, USA.
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22
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Foltenyi K, Andretic R, Newport JW, Greenspan RJ. Neurohormonal and neuromodulatory control of sleep in Drosophila. Cold Spring Harb Symp Quant Biol 2008; 72:565-71. [PMID: 18419316 DOI: 10.1101/sqb.2007.72.045] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
The fruit fly Drosophila melanogaster has emerged in recent years as a tractable system for studying sleep. The sleep-wake dichotomy represents one of the principal transitions in global brain state, and neurohormones and neuromodulators are well known for their ability to change global brain states. Here, we describe studies of two brain systems that regulate sleep in Drosophila, the neurohormonal epidermal growth factor receptor system and the neuromodulatory dopaminergic system, each of which acts through a discrete anatomical locus in the dorsal brain. Both control systems display considerable mechanistic similarity to those in mammals, suggesting possible functional homologies.
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Affiliation(s)
- K Foltenyi
- Department of Biological Sciences, University of California, San Diego, La Jolla, California 92093, USA
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Foltenyi K, Greenspan RJ, Newport JW. Activation of EGFR and ERK by rhomboid signaling regulates the consolidation and maintenance of sleep in Drosophila. Nat Neurosci 2007; 10:1160-7. [PMID: 17694052 DOI: 10.1038/nn1957] [Citation(s) in RCA: 185] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2007] [Accepted: 07/13/2007] [Indexed: 01/18/2023]
Abstract
Epidermal growth factor receptor (EGFR) signaling in the mammalian hypothalamus is important in the circadian regulation of activity. We have examined the role of this pathway in the regulation of sleep in Drosophila melanogaster. Our results demonstrate that rhomboid (Rho)- and Star-mediated activation of EGFR and ERK signaling increases sleep in a dose-dependent manner, and that blockade of rhomboid (rho) expression in the nervous system decreases sleep. The requirement of rho for sleep localized to the pars intercerebralis, a part of the fly brain that is developmentally and functionally analogous to the hypothalamus in vertebrates. These results suggest that sleep and its regulation by EGFR signaling may be ancestral to insects and mammals.
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Affiliation(s)
- Krisztina Foltenyi
- Department of Biology, University of California San Diego, 9500 Gilman Dr., La Jolla, California 92093, USA
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Dierick HA, Greenspan RJ. Serotonin and neuropeptide F have opposite modulatory effects on fly aggression. Nat Genet 2007; 39:678-82. [PMID: 17450142 DOI: 10.1038/ng2029] [Citation(s) in RCA: 222] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2007] [Accepted: 03/22/2007] [Indexed: 11/09/2022]
Abstract
Both serotonin (5-HT) and neuropeptide Y have been shown to affect a variety of mammalian behaviors, including aggression. Here we show in Drosophila melanogaster that both 5-HT and neuropeptide F, the invertebrate homolog of neuropeptide Y, modulate aggression. We show that drug-induced increases of 5-HT in the fly brain increase aggression. Elevating 5-HT genetically in the serotonergic circuits recapitulates these pharmacological effects, whereas genetic silencing of these circuits makes the flies behaviorally unresponsive to the drug-induced increase of 5-HT but leaves them capable of aggression. Genetic silencing of the neuropeptide F (npf) circuit also increases fly aggression, demonstrating an opposite modulation to 5-HT. Moreover, this neuropeptide F effect seems to be independent of 5-HT. The implication of these two modulatory systems in fly and mouse aggression suggest a marked degree of conservation and a deep molecular root for this behavior.
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Affiliation(s)
- Herman A Dierick
- The Neurosciences Institute, 10640 John J. Hopkins Drive, San Diego, California 92121, USA.
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Abstract
Substantial advances have been made in recent years in the understanding of the genetic basis of behavior in "simpler" organisms, especially the mouse and the fruit fly Drosophila. The authors examine the degree of similarity between the genetic underpinnings of psychiatric illness and genetic influences on behavior in such simpler organisms. Six topics are reviewed: 1) the extent of natural genetic variation, 2) the multigenic nature of natural variation, 3) the impact of individual genes on multiple traits, 4) gene-environment interactions, 5) genetic effects on the environment, and 6) gene-by-sex interactions. The results suggest that the pattern of results emerging in psychiatric genetics is generally consistent with the findings of behavioral genetics in simpler organisms. Across the animal kingdom, individual differences in behavior are nearly always influenced by genetic factors which, in turn, result from a substantial number of individual genes, each with a small effect. Nearly all genes that affect behavior influence multiple phenotypes. The impact of individual genes can be substantially modified by other genes and/or by environmental experiences. Many animals alter their environment, and the nature of that alteration is influenced by genes. For some behaviors, the pathway from genes to behavior differs meaningfully in males and females. With respect to the broad patterns of genetic influences on behavior, Homo sapiens appears to be typical of other animal species.
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Affiliation(s)
- Kenneth S Kendler
- Department of Psychiatry, Medical College of Virginia of Virginia Commonwealth University, P.O. Box 980126, Richmond, 23298-0126, USA.
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Abstract
Aggressive behavior is pervasive throughout the animal kingdom, and yet very little is known about its molecular underpinnings. To address this problem, we have developed a population-based selection procedure to increase aggression in Drosophila melanogaster. We measured changes in aggressive behavior in the selected subpopulations with a new two-male arena assay. In only ten generations of selection, the aggressive lines became markedly more aggressive than the neutral lines. After 21 generations, the fighting index increased more than 30-fold. Using microarray analysis, we identified genes with differing expression levels in the aggressive and neutral lines as candidates for this strong behavioral selection response. We tested a small set of these genes through mutant analysis and found that one significantly increased fighting frequency. These results suggest that selection for increases in aggression can be used to molecularly dissect this behavior.
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Affiliation(s)
- Herman A Dierick
- The Neurosciences Institute, 10640 John J. Hopkins Drive, San Diego, California 92121, USA.
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Greenspan RJ. Encyclopedia Drosophilidiana. Development 2005. [DOI: 10.1242/dev.02000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Affiliation(s)
- Ralph J. Greenspan
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, CA 92121, USA
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Abstract
The fruit fly Drosophila melanogaster has provided insight into the role of genes in behavior, some of which have relevant implications for humans. Mutants induced or engineered in the laboratory have contributed to our understanding of biological rhythms, learning, memory, neurodegenerative disease and drug response. Studies of naturally occurring genetic variation in behavior have advanced our understanding of what kinds of variants arise spontaneously and contribute to behavior.
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Andretic R, van Swinderen B, Greenspan RJ. Dopaminergic modulation of arousal in Drosophila. Curr Biol 2005; 15:1165-75. [PMID: 16005288 DOI: 10.1016/j.cub.2005.05.025] [Citation(s) in RCA: 300] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2005] [Revised: 05/06/2005] [Accepted: 05/09/2005] [Indexed: 11/17/2022]
Abstract
BACKGROUND Arousal levels in the brain set thresholds for behavior, from simple to complex. The mechanistic underpinnings of the various phenomena comprising arousal, however, are still poorly understood. Drosophila behaviors have been studied that span different levels of arousal, from sleep to visual perception to psychostimulant responses. RESULTS We have investigated neurobiological mechanisms of arousal in the Drosophila brain by a combined behavioral, genetic, pharmacological, and electrophysiological approach. Administration of methamphetamine (METH) suppresses sleep and promotes active wakefulness, whereas an inhibitor of dopamine synthesis promotes sleep. METH affects courtship behavior by increasing sexual arousal while decreasing successful sexual performance. Electrophysiological recordings from the medial protocerebrum of wild-type flies showed that METH ingestion has rapid and detrimental effects on a brain response associated with perception of visual stimuli. Recordings in genetically manipulated animals show that dopaminergic transmission is required for these responses and that visual-processing deficits caused by attenuated dopaminergic transmission can be rescued by METH. CONCLUSIONS We show that changes in dopamine levels differentially affect arousal for behaviors of varying complexity. Complex behaviors, such as visual perception, degenerate when dopamine levels are either too high or too low, in accordance with the inverted-U hypothesis of dopamine action in the mammalian brain. Simpler behaviors, such as sleep and locomotion, show graded responses that follow changes in dopamine level.
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Affiliation(s)
- Rozi Andretic
- The Neuroscience Institute, San Diego, California 92121, USA
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Abstract
The fruit fly, Drosophila melanogaster, has become a model for the study of a growing number of human characteristics because of the power of its genetics. Higher cognitive functions, however, might be assumed to be out of reach for the little fly. But the cumulative history of cognitive studies in insects and some of their arachnid relatives, as well as specific probing of the capabilities of fruit flies, suggests that even in this ethereal realm these creatures have much to contribute. What are the degrees of sophistication in cognitive behavior displayed by these organisms, how have they been demonstrated, and what is their potential for understanding how our own brains work?
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Affiliation(s)
- Ralph J Greenspan
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, CA 92121, USA.
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van Swinderen B, Greenspan RJ. Flexibility in a gene network affecting a simple behavior in Drosophila melanogaster. Genetics 2005; 169:2151-63. [PMID: 15687281 PMCID: PMC1449574 DOI: 10.1534/genetics.104.032631] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2004] [Accepted: 01/12/2005] [Indexed: 11/18/2022] Open
Abstract
Gene interactions are emerging as central to understanding the realization of any phenotype. To probe the flexibility of interactions in a defined gene network, we isolated a set of 16 interacting genes in Drosophila, on the basis of their alteration of a quantitative behavioral phenotype-the loss of coordination in a temperature-sensitive allele of Syntaxin1A. The interactions inter se of this set of genes were then assayed in the presence and in the absence of the original Syntaxin1A mutation to ask whether the relationships among the 16 genes remain stable or differ after a change in genetic context. The pattern of epistatic interactions that occurs within this set of variants is dramatically altered in the two different genetic contexts. The results imply considerable flexibility in the network interactions of genes.
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Greenspan RJ, Baars BJ. Consciousness eclipsed: Jacques Loeb, Ivan P. Pavlov, and the rise of reductionistic biology after 1900. Conscious Cogn 2005; 14:219-30. [PMID: 15766898 DOI: 10.1016/j.concog.2004.09.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2004] [Indexed: 11/18/2022]
Abstract
The life sciences in the 20th century were guided to a large extent by a reductionist program seeking to explain biological phenomena in terms of physics and chemistry. Two scientists who figured prominently in the establishment and dissemination of this program were Jacques Loeb in biology and Ivan P. Pavlov in psychological behaviorism. While neither succeeded in accounting for higher mental functions in physical-chemical terms, both adopted positions that reduced the problem of consciousness to the level of reflexes and associations. The intellectual origins of this view and the impediment to the study of consciousness as an object of inquiry in its own right that it may have imposed on peers, students, and those who followed is explored.
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Affiliation(s)
- Ralph J Greenspan
- The Neurosciences Institute, 10640 John Jay Hopkins Dr., San Diego, CA 92121, USA.
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Abstract
Genetic studies of behavior have traditionally come in two flavors: quantitative genetic studies of natural variants and single-gene studies of induced mutants. Each employed different techniques and methods of analysis toward the common, ultimate goal of understanding how genes influence behavior. With the advent of new genomic technologies, and also the realization that mechanisms underlying behavior involve a considerable degree of complex gene interaction, the traditionally separate strands of behavior genetics are merging into a single, synthetic strategy.
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Broughton SJ, Kitamoto T, Greenspan RJ. Excitatory and inhibitory switches for courtship in the brain of Drosophila melanogaster. Curr Biol 2004; 14:538-47. [PMID: 15062094 DOI: 10.1016/j.cub.2004.03.037] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2003] [Revised: 02/04/2004] [Accepted: 02/09/2004] [Indexed: 11/26/2022]
Abstract
BACKGROUND Courtship is the best-studied behavior in Drosophila melanogaster, and work on its anatomical basis has concentrated mainly on the functional identification of sexually dimorphic sites in the brain. Much less is known of the more expansive, nondimorphic, but nonetheless essential, neural elements subserving male courtship behavior. RESULTS Sites in the CNS mediating initiation and early steps of male courtship in Drosophila melanogaster were identified by analyzing the behavior of mosaic flies expressing transgenes designed either to suppress neurotransmission or enhance neuronal excitability. Suppression of neurotransmission was accomplished by means of the dominantly acting, temperature-sensitive dynamin mutation shibire(ts1), whereas enhanced neuronal excitability was produced by means of a novel, dominantly acting, truncated eag potassium channel. By using a new, landmark-based procedure for aligning diverse expression patterns among the various mosaic strains, a comparison of courtship performance and affected brain sites in strains expressing the transgenes identified a cluster of cells in the posterior lateral protocerebrum that exerts reciprocal effects on the initiation of courtship, suppressing it when they are inactivated and enhancing it when they are hyperactivated, indicative of cells that normally play an excitatory, triggering role. A separate group of nearby cells, slightly more anterior in the lateral protocerebrum, was found to inhibit courtship when its activity is enhanced, indicative of an inhibitory role in courtship. CONCLUSIONS A cluster of cells, some excitatory and some inhibitory, in the lateral protocerebrum regulates courtship initiation in Drosophila. These cells are likely to be an integration center for the multiple sensory inputs that trigger male courtship.
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Affiliation(s)
- Ralph J Greenspan
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, California 92121, USA.
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van Swinderen B, Nitz DA, Greenspan RJ. Uncoupling of brain activity from movement defines arousal States in Drosophila. Curr Biol 2004; 14:81-7. [PMID: 14738728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/28/2023]
Abstract
BACKGROUND An animal's state of arousal is fundamental to all of its behavior. Arousal is generally ascertained by measures of movement complemented by brain activity recordings, which can provide signatures independently of movement activity. Here we examine the relationships among movement, arousal state, and local field potential (LFP) activity in the Drosophila brain. RESULTS We have measured the correlation between local field potentials (LFPs) in the brain and overt movements of the fruit fly during different states of arousal, such as spontaneous daytime waking movement, visual arousal, spontaneous night-time movement, and stimulus-induced movement. We found that the correlation strength between brain LFP activity and movement was dependent on behavioral state and, to some extent, on LFP frequency range. Brain activity and movement were uncoupled during the presentation of visual stimuli and also in the course of overnight experiments in the dark. Epochs of low correlation or uncoupling were predictive of increased arousal thresholds even in moving flies and thus define a distinct state of arousal intermediate between sleep and waking in the fruit fly. CONCLUSIONS These experiments indicate that the relationship between brain LFPs and movement in the fruit fly is dynamic and that the degree of coupling between these two measures of activity defines distinct states of arousal.
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Affiliation(s)
- B van Swinderen
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, CA 92121, USA
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Greenspan RJ. The 2003 Genetics Society of America Medal; Jeffrey C.Hall. Genetics 2003; 164:1245-47. [PMID: 15106661 PMCID: PMC1462664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2023] Open
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Abstract
Fruit flies selectively orient toward the visual stimuli that are most salient in their environment. We recorded local field potentials (LFPs) from the brains of Drosophila melanogaster as they responded to the presentation of visual stimuli. Coupling of salience effects (odor, heat or novelty) to these stimuli modulated LFPs in the 20-30 Hz range by evoking a transient, selective increase. We demonstrated the association of these responses with behavioral tracking and initiated a genetic approach to investigating neural correlates of perception.
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Affiliation(s)
- Bruno van Swinderen
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, California 92121, USA
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40
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Abstract
Ideas about the role of RNA in learning and memory have a checkered past. A new study in Drosophila, synthesizing classical forward genetics with DNA microarrays, brings us closer to seeing that role clearly.
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Affiliation(s)
- Ralph J Greenspan
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, CA 92121, USA.
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41
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Broughton SJ, Tully T, Greenspan RJ. Conditioning deficits of CaM-kinase transgenic Drosophila melanogaster in a new excitatory courtship assay. J Neurogenet 2003; 17:91-102. [PMID: 14504030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/27/2023]
Abstract
Courtship suppression is an associative conditioning procedure in Drosophila melanogaster that is ethologically based and capable of being tested on individual flies. We have expanded the range of the courtship conditioning by developing an excitatory procedure in which male flies learn to associate a novel odor with the courtship stimulating cues of virgin females. Wild-type males normally court other mature males very little, but following training, the odor alone is able to elicit increased levels of courtship towards an object male. Flies expressing an inhibitor of calcium/calmodulin-dependent protein kinase II (CaMKII) were previously shown to have no retention one hour after training in the courtship suppression task, as manifested in their persistent courting of a virgin female. A possible trivial explanation for this response is that the CaMKII-inhibited fly strains (ala1 and ala2) were merely hyperactive courters. The poor performance of these mutants in the new excitatory conditioning procedure confirms that their conditioning deficit results from a disruption of an associative mechanism per se.
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Affiliation(s)
- Susan J Broughton
- Department of Biology and Center for Neural Science, New York University, New York, NY 10003, USA
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42
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Abstract
Extended periods of rest in Drosophila melanogaster resemble mammalian sleep states in that they are characterized by heightened arousal thresholds and specific alterations in gene expression. Defined as inactivity periods spanning 5 or more min, amounts of this sleep-like state are, as in mammals, sensitive to prior amounts of waking activity, time of day, and pharmacological intervention. Clearly recognizable changes in the pattern and amount of brain electrical activity accompany changes in motor activity and arousal thresholds originally used to identify mammalian sleeping behavior. Electroencephalograms (EEGs) and/or local field potentials (LFPs) are now widely used to quantify sleep state amounts and define types of sleep. Thus, slow-wave sleep (SWS) is characterized by EEG spindles and large-amplitude delta-frequency (0-3.5 Hz) waves. Rapid-eye movement (REM) sleep is characterized by irregular gamma-frequency cortical EEG patterns and rhythmic theta-frequency (5-9 Hz) hippocampal EEG activity. It is unknown whether rest and activity in Drosophila are associated with distinct electrophysiological correlates. To address this issue, we monitored motor activity levels and recorded LFPs in the medial brain between the mushroom bodies, structures implicated in the modulation of locomotor activity, of Drosophila. The results indicate that LFPs can be reliably recorded from the brains of awake, moving fruit flies, that targeted genetic manipulations can be used to localize sources of LFP activity, and that brain electrical activity of Drosophila is reliably correlated with activity state.
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Affiliation(s)
- Douglas A Nitz
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, CA 92121, USA
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43
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Abstract
Identifying the genes involved in polygenic traits has been difficult. In the 1950s and 1960s, laboratory selection experiments for extreme geotaxic behavior in fruit flies established for the first time that a complex behavioral trait has a genetic basis. But the specific genes responsible for the behavior have never been identified using this classical model. To identify the individual genes involved in geotaxic response, we used cDNA microarrays to identify candidate genes and assessed fly lines mutant in these genes for behavioral confirmation. We have thus determined the identities of several genes that contribute to the complex, polygenic behavior of geotaxis.
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Affiliation(s)
- Daniel P Toma
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, California 92121, USA
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44
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Abstract
Sleep is controlled by two processes: a homeostatic drive that increases during waking and dissipates during sleep, and a circadian pacemaker that controls its timing. Although these two systems can operate independently, recent studies indicate a more intimate relationship. To study the interaction between homeostatic and circadian processes in Drosophila, we examined homeostasis in the canonical loss-of-function clock mutants period (per(01)), timeless (tim(01)), clock (Clk(jrk)) and cycle (cyc(01)). cyc(01) mutants showed a disproportionately large sleep rebound and died after 10 hours of sleep deprivation, although they were more resistant than other clock mutants to various stressors. Unlike other clock mutants, cyc(01) flies showed a reduced expression of heat-shock genes after sleep loss. However, activating heat-shock genes before sleep deprivation rescued cyc(01) flies from its lethal effects. Consistent with the protective effect of heat-shock genes, was the observation that flies carrying a mutation for the heat-shock protein Hsp83 (Hsp83(08445)) showed exaggerated homeostatic response and died after sleep deprivation. These data represent the first step in identifying the molecular mechanisms that constitute the sleep homeostat.
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Affiliation(s)
- Paul J Shaw
- The Neurosciences Institute, 10640 John J. Hopkins Drive, San Diego, California 92121, USA
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45
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Abstract
A principal assumption underlying contemporary genetic analysis is that the normal function of a gene can be inferred directly from its mutant phenotype. The interactivity among genes that is now being revealed calls this assumption into question and indicates that there might be considerable flexibility in the capacity of the genome to respond to diverse conditions. The reservoir for much of this flexibility resides in the nonspecificity and malleability of gene action.
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46
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Abstract
Courtship is a complex behavior in Drosophila that recruits a wide range of genes for its realization, including those concerning sex determination, ion channels, and circadian rhythms. Results from different experimental approaches-behavioral and genetic comparisons between species, analysis of mutants and mosaics, and identification of specific sensory stimuli-sketch the outlines of a set of pleiotropic genes acting on a distributed system in the brain to produce the species-specific sequence of responses and actions.
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Affiliation(s)
- R J Greenspan
- The Neurosciences Institute, San Diego, California 92121, USA.
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47
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Abstract
The function of sleep remains a long-standing mystery in neurobiology. The presence of a sleep-like state has recently been demonstrated in the fruit fly, Drosophila melanogaster, meeting the essential behavioral criteria for sleep and also showing pharmacological and molecular correlates of mammalian sleep. This development opens up the possibility of applying genetic analysis to the identification of key molecular components of sleep. A mutant of monoamine metabolism has already been found to affect the homeostatic regulation of sleep-like behavior in the fly. The record of Drosophila in laying the foundations for subsequent studies in mammals argues in favor of the force of this new approach.
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Affiliation(s)
- R J Greenspan
- The Neurosciences Institute, 10640 John Jay Hopkins Dr., San Diego, CA 92121, USA.
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48
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Abstract
The courtless (col) mutation disrupts early steps of courtship behavior in Drosophila males, as well as the development of their sperm. Most of the homozygous col/col males (78%) do not court at all. Only 5% perform the entire ritual and copulate, yet these matings produce no progeny. The col gene maps to polytene chromosome band 47D. It encodes two proteins that differ in their carboxy termini and are the Drosophila homologs of the yeast ubiquitin-conjugating enzyme UBC7. The col mutation is caused by an insertion of a P element into the 3' UTR of the gene, which probably disrupts translational regulatory elements. As a consequence, the homozygous mutants exhibit a six- to sevenfold increase in the level of the COL protein. The col product is essential, and deletions that remove the col gene are lethal. During embryonic development col is expressed primarily in the CNS. Our results implicate the ubiquitin-mediated system in the development and function of the nervous system and in meiosis during spermatogenesis.
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Affiliation(s)
- S Orgad
- Department of Molecular Microbiology and Biotechnology, Tel-Aviv University, Tel-Aviv 69978, Israel
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49
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Abstract
Drosophila exhibits a circadian rest-activity cycle, but it is not known whether fly rest constitutes sleep or is mere inactivity. It is shown here that, like mammalian sleep, rest in Drosophila is characterized by an increased arousal threshold and is homeostatically regulated independently of the circadian clock. As in mammals, rest is abundant in young flies, is reduced in older flies, and is modulated by stimulants and hypnotics. Several molecular markers modulated by sleep and waking in mammals are modulated by rest and activity in Drosophila, including cytochrome oxidase C, the endoplasmic reticulum chaperone protein BiP, and enzymes implicated in the catabolism of monoamines. Flies lacking one such enzyme, arylalkylamine N-acetyltransferase, show increased rest after rest deprivation. These results implicate the catabolism of monoamines in the regulation of sleep and waking in the fly and suggest that Drosophila may serve as a model system for the genetic dissection of sleep.
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Affiliation(s)
- P J Shaw
- The Neurosciences Institute, 10640 John Jay Hopkins Drive, San Diego, CA 92121, USA
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50
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Abstract
Sites in the brain that show functional, sexual dimorphism in courtship behavior have been mapped at high resolution in male/female mosaics of Drosophila melanogaster. The sex mosaics were produced by enhancer-trap expression of GAL4 driving the female-spliced form of the transformer gene (tra), revealing sites in the dorsal brain, lateral protocerebrum, suboesophageal, thoracic and abdominal ganglia, and suggesting the importance of cross-talk between these regions in the implementation of the courtship sequence.
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Affiliation(s)
- J F Ferveur
- Department of Biology, New York University, NY 10003, USA
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