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Zhao Z, Teoh HK, Carpenter J, Nemon F, Kardon B, Cohen I, Goldberg JH. Anterior forebrain pathway in parrots is necessary for producing learned vocalizations with individual signatures. Curr Biol 2023; 33:5415-5426.e4. [PMID: 38070505 PMCID: PMC10799565 DOI: 10.1016/j.cub.2023.11.014] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 08/30/2023] [Accepted: 11/08/2023] [Indexed: 12/21/2023]
Abstract
Parrots have enormous vocal imitation capacities and produce individually unique vocal signatures. Like songbirds, parrots have a nucleated neural song system with distinct anterior (AFP) and posterior forebrain pathways (PFP). To test if song systems of parrots and songbirds, which diverged over 50 million years ago, have a similar functional organization, we first established a neuroscience-compatible call-and-response behavioral paradigm to elicit learned contact calls in budgerigars (Melopsittacus undulatus). Using variational autoencoder-based machine learning methods, we show that contact calls within affiliated groups converge but that individuals maintain unique acoustic features, or vocal signatures, even after call convergence. Next, we transiently inactivated the outputs of AFP to test if learned vocalizations can be produced by the PFP alone. As in songbirds, AFP inactivation had an immediate effect on vocalizations, consistent with a premotor role. But in contrast to songbirds, where the isolated PFP is sufficient to produce stereotyped and acoustically normal vocalizations, isolation of the budgerigar PFP caused a degradation of call acoustic structure, stereotypy, and individual uniqueness. Thus, the contribution of AFP and the capacity of isolated PFP to produce learned vocalizations have diverged substantially between songbirds and parrots, likely driven by their distinct behavioral ecology and neural connectivity.
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Affiliation(s)
- Zhilei Zhao
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Han Kheng Teoh
- Department of Physics, Cornell University, Ithaca, NY 14853, USA
| | - Julie Carpenter
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Frieda Nemon
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Brian Kardon
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Itai Cohen
- Department of Physics, Cornell University, Ithaca, NY 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA.
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2
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Ramarao M, Jones C, Goldberg JH, Roeser A. Songbird mesostriatal dopamine pathways are spatially segregated before the onset of vocal learning. PLoS One 2023; 18:e0285652. [PMID: 37972016 PMCID: PMC10653429 DOI: 10.1371/journal.pone.0285652] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 10/23/2023] [Indexed: 11/19/2023] Open
Abstract
Diverse dopamine (DA) pathways send distinct reinforcement signals to different striatal regions. In adult songbirds, a DA pathway from the ventral tegmental area (VTA) to Area X, the striatal nucleus of the song system, carries singing-related performance error signals important for learning. Meanwhile, a parallel DA pathway to a medial striatal area (MST) arises from a distinct group of neighboring DA neurons that lack connectivity to song circuits and do not encode song error. To test if the structural and functional segregation of these two pathways depends on singing experience, we carried out anatomical studies early in development before the onset of song learning. We find that distinct VTA neurons project to either Area X or MST in juvenile birds before the onset of substantial vocal practice. Quantitative comparisons of early juveniles (30-35 days post hatch), late juveniles (60-65 dph), and adult (>90 dph) brains revealed an outsized expansion of Area X-projecting neurons relative to MST-projecting neurons in VTA over development. These results show that a mesostriatal DA system dedicated to social communication can exist and be spatially segregated before the onset of vocal practice and associated sensorimotor experience.
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Affiliation(s)
- Malavika Ramarao
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, United States of America
| | - Caleb Jones
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, United States of America
| | - Jesse H. Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, United States of America
| | - Andrea Roeser
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, United States of America
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3
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Roeser A, Gadagkar V, Das A, Puzerey PA, Kardon B, Goldberg JH. Dopaminergic error signals retune to social feedback during courtship. Nature 2023; 623:375-380. [PMID: 37758948 DOI: 10.1038/s41586-023-06580-w] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Accepted: 08/30/2023] [Indexed: 09/29/2023]
Abstract
Hunger, thirst, loneliness and ambition determine the reward value of food, water, social interaction and performance outcome1. Dopamine neurons respond to rewards meeting these diverse needs2-8, but it remains unclear how behaviour and dopamine signals change as priorities change with new opportunities in the environment. One possibility is that dopamine signals for distinct drives are routed to distinct dopamine pathways9,10. Another possibility is that dopamine signals in a given pathway are dynamically tuned to rewards set by the current priority. Here we used electrophysiology and fibre photometry to test how dopamine signals associated with quenching thirst, singing a good song and courting a mate change as male zebra finches (Taeniopygia guttata) were provided with opportunities to retrieve water, evaluate song performance or court a female. When alone, water reward signals were observed in two mesostriatal pathways but singing-related performance error signals were routed to Area X, a striatal nucleus specialized for singing. When courting a female, water seeking was reduced and dopamine responses to both water and song performance outcomes diminished. Instead, dopamine signals in Area X were driven by female calls timed with the courtship song. Thus the dopamine system handled coexisting drives by routing vocal performance and social feedback signals to a striatal area for communication and by flexibly re-tuning to rewards set by the prioritized drive.
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Affiliation(s)
- Andrea Roeser
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, USA
| | - Vikram Gadagkar
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, USA.
- Department of Neuroscience, Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, USA.
| | - Anindita Das
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, USA
| | - Pavel A Puzerey
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, USA
| | - Brian Kardon
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, USA.
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4
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Zhao Z, Goldberg JH. Dopaminergic signals for improved parental behavior. Neuron 2023; 111:452-453. [PMID: 36796327 DOI: 10.1016/j.neuron.2023.01.019] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
In this issue of Neuron, Xie et al.1 record and manipulate dopaminergic activity as mice engage in parental care. Dopaminergic prediction error signals previously implicated in food rewards were associated with retrieving isolated pups to the nest, showing that neural mechanisms long associated with reinforcement learning can be repurposed for aspects of parenting.
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Affiliation(s)
- Zhilei Zhao
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA.
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5
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Duffy A, Latimer KW, Goldberg JH, Fairhall AL, Gadagkar V. Dopamine neurons evaluate natural fluctuations in performance quality. Cell Rep 2022; 38:110574. [PMID: 35354031 PMCID: PMC9013488 DOI: 10.1016/j.celrep.2022.110574] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [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: 08/26/2021] [Revised: 01/04/2022] [Accepted: 03/04/2022] [Indexed: 11/25/2022] Open
Abstract
Many motor skills are learned by comparing ongoing behavior to internal performance benchmarks. Dopamine neurons encode performance error in behavioral paradigms where error is externally induced, but it remains unknown whether dopamine also signals the quality of natural performance fluctuations. Here, we record dopamine neurons in singing birds and examine how spontaneous dopamine spiking activity correlates with natural fluctuations in ongoing song. Antidromically identified basal ganglia-projecting dopamine neurons correlate with recent, and not future, song variations, consistent with a role in evaluation, not production. Furthermore, maximal dopamine spiking occurs at a single vocal target, consistent with either actively maintaining the existing song or shifting the song to a nearby form. These data show that spontaneous dopamine spiking can evaluate natural behavioral fluctuations unperturbed by experimental events such as cues or rewards. Learning and producing skilled behavior requires an internal measure of performance. Duffy et al. examine dopamine neurons’ relationship to natural song in singing birds. Spontaneous dopamine activity correlates with song fluctuations in a manner consistent with evaluation of natural behavioral variations, independent of external perturbations, cues, or rewards.
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Affiliation(s)
- Alison Duffy
- Department of Physiology and Biophysics, University of Washington, Seattle, WA 98195, USA; Computational Neuroscience Center, University of Washington, Seattle, WA 98195, USA
| | - Kenneth W Latimer
- Department of Physiology and Biophysics, University of Washington, Seattle, WA 98195, USA; Department of Neurobiology, University of Chicago, Chicago, IL 60637, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Adrienne L Fairhall
- Department of Physiology and Biophysics, University of Washington, Seattle, WA 98195, USA; Computational Neuroscience Center, University of Washington, Seattle, WA 98195, USA.
| | - Vikram Gadagkar
- Department of Neuroscience, Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY 10027, USA.
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6
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Das A, Goldberg JH. Songbird subthalamic neurons project to dopaminergic midbrain and exhibit singing-related activity. J Neurophysiol 2022; 127:373-383. [PMID: 34965747 PMCID: PMC8896995 DOI: 10.1152/jn.00254.2021] [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: 02/03/2023] Open
Abstract
Skill learning requires motor output to be evaluated against internal performance benchmarks. In songbirds, ventral tegmental area (VTA) dopamine neurons (DA) signal performance errors important for learning, but it remains unclear which brain regions project to VTA and how these inputs may contribute to DA error signaling. Here, we find that the songbird subthalamic nucleus (STN) projects to VTA and that STN microstimulation can excite VTA neurons. We also discover that STN receives inputs from motor cortical, auditory cortical, and ventral pallidal brain regions previously implicated in song evaluation. In the first neural recordings from songbird STN, we discover that the activity of most STN neurons is associated with body movements and not singing, but a small fraction of neurons exhibits precise song timing and performance error signals. Our results place the STN in a pathway important for song learning, but not song production, and expand the territories of songbird brain potentially associated with song learning.NEW & NOTEWORTHY Songbird subthalamic (STN) neurons exhibit singing-related signals and are interconnected with the motor cortical nucleus, auditory pallium, ventral pallidum, and ventral tegmental area, areas important for song generation and learning.
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Affiliation(s)
- Anindita Das
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Jesse H. Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
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7
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Chen R, Gadagkar V, Roeser AC, Puzerey PA, Goldberg JH. Movement signaling in ventral pallidum and dopaminergic midbrain is gated by behavioral state in singing birds. J Neurophysiol 2021; 125:2219-2227. [PMID: 33949888 DOI: 10.1152/jn.00110.2021] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Movement-related neuronal discharge in ventral tegmental area (VTA) and ventral pallidum (VP) is inconsistently observed across studies. One possibility is that some neurons are movement related and others are not. Another possibility is that the precise behavioral conditions matter-that a single neuron can be movement related under certain behavioral states but not others. We recorded single VTA and VP neurons in birds transitioning between singing and nonsinging states while monitoring body movement with microdrive-mounted accelerometers. Many VP and VTA neurons exhibited body movement-locked activity exclusively when the bird was not singing. During singing, VP and VTA neurons could switch off their tuning to body movement and become instead precisely time-locked to specific song syllables. These changes in neuronal tuning occurred rapidly at state boundaries. Our findings show that movement-related activity in limbic circuits can be gated by behavioral context.NEW & NOTEWORTHY Neural signals in the limbic system have long been known to represent body movements as well as reward. Here, we show that single neurons dramatically change their tuning from movement to song timing when a bird starts to sing.
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Affiliation(s)
- Ruidong Chen
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Vikram Gadagkar
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York.,Department of Neuroscience, Zuckerman Mind Brain Behavior Institute, Columbia University, New York, New York
| | - Andrea C Roeser
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Pavel A Puzerey
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
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8
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Lee S, Cortese A, Mok A, Wu C, Wang T, Park JU, Smart C, Ghajari S, Khilwani D, Sadeghi S, Ji Y, Goldberg JH, Xu C, McEuen PL, Molnar AC. Fabrication of Injectable Micro-Scale Opto-Electronically Transduced Electrodes (MOTEs) for Physiological Monitoring. J Microelectromech Syst 2020; 29:720-726. [PMID: 33071528 PMCID: PMC7560984 DOI: 10.1109/jmems.2020.2999496] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
In vivo, chronic neural recording is critical to understand the nervous system, while a tetherless, miniaturized recording unit can render such recording minimally invasive. We present a tetherless, injectable micro-scale opto-electronically transduced electrode (MOTE) that is ~60μm × 30μm × 330μm, the smallest neural recording unit to date. The MOTE consists of an AlGaAs micro-scale light emitting diode (μLED) heterogeneously integrated on top of conventional 180nm complementary metal-oxide-semiconductor (CMOS) circuit. The MOTE combines the merits of optics (AlGaAs μLED for power and data uplink), and of electronics (CMOS for signal amplification and encoding). The optical powering and communication enable the extreme scaling while the electrical circuits provide a high temporal resolution (<100μs). This paper elaborates on the heterogeneous integration in MOTEs, a topic that has been touted without much demonstration on feasibility or scalability. Based on photolithography, we demonstrate how to build heterogenous systems that are scalable as well as biologically stable - the MOTEs can function in saline water for more than six months, and in a mouse brain for two months (and counting). We also present handling/insertion techniques for users (i.e. biologists) to deploy MOTEs with little or no extra training.
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Affiliation(s)
- Sunwoo Lee
- The Department of Electrical and Computer Engineering, Cornell University in Ithaca, 14853 USA
| | | | - Aaron Mok
- Department of Biomedical Engineering, Cornell University in Ithaca, 14853 USA
| | - Chunyan Wu
- Department of Applied and Engineering Physics, Cornell University in Ithaca, 14853 USA
| | - Tianyu Wang
- Department of Applied and Engineering Physics, Cornell University in Ithaca, 14853 USA
| | - Ju Uhn Park
- Department of Computer Science, Cornell University in Ithaca, 14853 USA
| | - Conrad Smart
- Department of Physics, Cornell University in Ithaca, 14853 USA
| | - Shahaboddin Ghajari
- Department of Electrical and Computer Engineering, Cornell University in Ithaca, 14853 USA
| | - Devesh Khilwani
- Department of Electrical and Computer Engineering, Cornell University in Ithaca, 14853 USA
| | - Sanaz Sadeghi
- Department of Electrical and Computer Engineering, Cornell University in Ithaca, 14853 USA
| | - Yanxin Ji
- Department of Physics, Cornell University in Ithaca, 14853 USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University in Ithaca, 14853 USA
| | - Chris Xu
- Department of Applied and Engineering Physics, Cornell University in Ithaca, 14853 USA
| | - Paul L McEuen
- Department of Physics, Cornell University in Ithaca, 14853 USA
| | - Alyosha C Molnar
- Department of Electrical and Computer Engineering, Cornell University in Ithaca, 14853 USA
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9
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Abstract
It feels rewarding to ace your opponent on match point. Here, we propose common mechanisms underlie reward and performance learning. First, when a singing bird unexpectedly hits the right note, its dopamine (DA) neurons are activated as when a thirsty monkey receives an unexpected juice reward. Second, these DA signals reinforce vocal variations much as they reinforce stimulus-response associations. Third, limbic inputs to DA neurons signal the predicted quality of song syllables much like they signal the predicted reward value of a place or a stimulus during foraging. Finally, songbirds may solve difficult problems in reinforcement learning - such as credit assignment and catastrophic forgetting - with node perturbation and consolidation of reinforced vocal patterns in motor cortical circuits. Consolidation occurs downstream of a canonical 'actor-critic' circuit motif that learns to maximize performance quality in essentially the same way it learns to maximize reward: by computing and learning from prediction errors.
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Affiliation(s)
- Ruidong Chen
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, United States
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, United States.
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10
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Chen R, Bollu T, Goldberg JH. A Stable Neural Code for Birdsong. Neuron 2019; 98:1057-1059. [PMID: 29953865 DOI: 10.1016/j.neuron.2018.06.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Proteins, synapses, and neural connections are in constant flux, yet motor behaviors somehow remain stable. In this issue of Neuron, Katlowitz et al. (2018) show that temporally precise neural activity driving birdsong production is stable for weeks.
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Affiliation(s)
- Ruidong Chen
- Department of Neurobiology and Behavior, W121 Corson Mudd Hall, Cornell University, Ithaca, NY 14853, USA
| | - Tejapratap Bollu
- Department of Neurobiology and Behavior, W121 Corson Mudd Hall, Cornell University, Ithaca, NY 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, W121 Corson Mudd Hall, Cornell University, Ithaca, NY 14853, USA.
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11
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Chen R, Puzerey PA, Roeser AC, Riccelli TE, Podury A, Maher K, Farhang AR, Goldberg JH. Songbird Ventral Pallidum Sends Diverse Performance Error Signals to Dopaminergic Midbrain. Neuron 2019; 103:266-276.e4. [PMID: 31153647 DOI: 10.1016/j.neuron.2019.04.038] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [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: 07/30/2018] [Revised: 01/30/2019] [Accepted: 04/25/2019] [Indexed: 12/31/2022]
Abstract
Motor skills improve with practice, requiring outcomes to be evaluated against ever-changing performance benchmarks, yet it remains unclear how performance error signals are computed. Here, we show that the songbird ventral pallidum (VP) is required for song learning and sends diverse song timing and performance error signals to the ventral tegmental area (VTA). Viral tracing revealed inputs to VP from auditory and vocal motor thalamus, auditory and vocal motor cortex, and VTA. Our findings show that VP circuits, commonly associated with hedonic functions, signal performance error during motor sequence learning.
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Affiliation(s)
- Ruidong Chen
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Pavel A Puzerey
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Andrea C Roeser
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Tori E Riccelli
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Archana Podury
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Kamal Maher
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Alexander R Farhang
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA.
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12
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Bollu T, Whitehead SC, Prasad N, Walker J, Shyamkumar N, Subramaniam R, Kardon B, Cohen I, Goldberg JH. Automated home cage training of mice in a hold-still center-out reach task. J Neurophysiol 2018; 121:500-512. [PMID: 30540551 DOI: 10.1152/jn.00667.2018] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [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: 12/13/2022] Open
Abstract
An obstacle to understanding neural mechanisms of movement is the complex, distributed nature of the mammalian motor system. Here we present a novel behavioral paradigm for high-throughput dissection of neural circuits underlying mouse forelimb control. Custom touch-sensing joysticks were used to quantify mouse forelimb trajectories with micron-millisecond spatiotemporal resolution. Joysticks were integrated into computer-controlled, rack-mountable home cages, enabling batches of mice to be trained in parallel. Closed loop behavioral analysis enabled online control of reward delivery for automated training. We used this system to show that mice can learn, with no human handling, a direction-specific hold-still center-out reach task in which a mouse first held its right forepaw still before reaching out to learned spatial targets. Stabilogram diffusion analysis of submillimeter-scale micromovements produced during the hold demonstrate that an active control process, akin to upright balance, was implemented to maintain forepaw stability. Trajectory decomposition methods, previously used in primates, were used to segment hundreds of thousands of forelimb trajectories into millions of constituent kinematic primitives. This system enables rapid dissection of neural circuits for controlling motion primitives from which forelimb sequences are built. NEW & NOTEWORTHY A novel joystick design resolves mouse forelimb kinematics with micron-millisecond precision. Home cage training is used to train mice in a hold-still center-out reach task. Analytical methods, previously used in primates, are used to decompose mouse forelimb trajectories into kinematic primitives.
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Affiliation(s)
- Tejapratap Bollu
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | | | - Nikil Prasad
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Jackson Walker
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Nitin Shyamkumar
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Raghav Subramaniam
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Brian Kardon
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Itai Cohen
- Department of Physics, Cornell University , Ithaca, New York
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
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13
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Puzerey PA, Maher K, Prasad N, Goldberg JH. Vocal learning in songbirds requires cholinergic signaling in a motor cortex-like nucleus. J Neurophysiol 2018; 120:1796-1806. [PMID: 29995601 DOI: 10.1152/jn.00078.2018] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [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: 01/16/2023] Open
Abstract
Cholinergic inputs to cortex modulate plasticity and sensory processing, yet little is known about their role in motor control. Here, we show that cholinergic signaling in a songbird vocal motor cortical area, the robust nucleus of the arcopallium (RA), is required for song learning. Reverse microdialysis of nicotinic and muscarinic receptor antagonists into RA in juvenile birds did not significantly affect syllable timing or acoustic structure during vocal babbling. However, chronic blockade over weeks reduced singing quantity and impaired learning, resulting in an impoverished song with excess variability, abnormal acoustic features, and reduced similarity to tutor song. The demonstration that cholinergic signaling in a motor cortical area is required for song learning motivates the songbird as a tractable model system to identify roles of the basal forebrain cholinergic system in motor control. NEW & NOTEWORTHY Cholinergic inputs to cortex are evolutionarily conserved and implicated in sensory processing and synaptic plasticity. However, functions of cholinergic signals in motor areas are understudied and poorly understood. Here, we show that cholinergic signaling in a songbird vocal motor cortical area is not required for normal vocal variability during babbling but is essential for developmental song learning. Cholinergic modulation of motor cortex is thus required for learning but not for the ability to sing.
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Affiliation(s)
- Pavel A Puzerey
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Kamal Maher
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Nikil Prasad
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University , Ithaca, New York
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14
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Abstract
In reinforcement learning (RL) agents are typically tasked with maximizing a single objective function such as reward. But it remains poorly understood how agents might pursue distinct objectives at once. In machines, multiobjective RL can be achieved by dividing a single agent into multiple sub-agents, each of which is shaped by agent-specific reinforcement, but it remains unknown if animals adopt this strategy. Here we use songbirds to test if navigation and singing, two behaviors with distinct objectives, can be differentially reinforced. We demonstrate that strobe flashes aversively condition place preference but not song syllables. Brief noise bursts aversively condition song syllables but positively reinforce place preference. Thus distinct behavior-generating systems, or agencies, within a single animal can be shaped by correspondingly distinct reinforcement signals. Our findings suggest that spatially segregated vocal circuits can solve a credit assignment problem associated with multiobjective learning.
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Affiliation(s)
- Don Murdoch
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, 14853, USA
| | - Ruidong Chen
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY, 14853, USA.
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15
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Gadagkar V, Puzerey PA, Chen R, Baird-Daniel E, Farhang AR, Goldberg JH. Dopamine neurons encode performance error in singing birds. Science 2016; 354:1278-1282. [PMID: 27940871 PMCID: PMC5464363 DOI: 10.1126/science.aah6837] [Citation(s) in RCA: 147] [Impact Index Per Article: 18.4] [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: 08/01/2016] [Accepted: 10/24/2016] [Indexed: 12/20/2022]
Abstract
Many behaviors are learned through trial and error by matching performance to internal goals. Yet neural mechanisms of performance evaluation remain poorly understood. We recorded basal ganglia-projecting dopamine neurons in singing zebra finches as we controlled perceived song quality with distorted auditory feedback. Dopamine activity was phasically suppressed after distorted syllables, consistent with a worse-than-predicted outcome, and was phasically activated at the precise moment of the song when a predicted distortion did not occur, consistent with a better-than-predicted outcome. Error response magnitude depended on distortion probability. Thus, dopaminergic error signals can evaluate behaviors that are not learned for reward and are instead learned by matching performance outcomes to internal goals.
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Affiliation(s)
- Vikram Gadagkar
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Pavel A Puzerey
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Ruidong Chen
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Eliza Baird-Daniel
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Alexander R Farhang
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, NY 14853, USA.
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Abstract
Across species, complex circuits inside the basal ganglia (BG) converge on pallidal output neurons that exhibit movement-locked firing patterns. Yet the origins of these firing patterns remain poorly understood. In songbirds during vocal babbling, BG output neurons homologous to those found in the primate internal pallidal segment are uniformly activated in the tens of milliseconds prior to syllable onsets. To test the origins of this remarkably homogenous BG output signal, we recorded from diverse upstream BG cell types during babbling. Prior to syllable onsets, at the same time that internal pallidal segment-like neurons were activated, putative medium spiny neurons, fast spiking and tonically active interneurons also exhibited transient rate increases. In contrast, pallidal neurons homologous to those found in primate external pallidal segment exhibited transient rate decreases. To test origins of these signals, we performed recordings following lesion of corticostriatal inputs from premotor nucleus HVC. HVC lesions largely abolished these syllable-locked signals. Altogether, these findings indicate a striking homogeneity of syllable timing signals in the songbird BG during babbling and are consistent with a role for the indirect and hyperdirect pathways in transforming cortical inputs into BG outputs during an exploratory behavior.
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Affiliation(s)
- Morgane Pidoux
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Tejapratap Bollu
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Tori Riccelli
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York
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Abstract
FOXP2 mutations cause a monogenic speech disorder in humans. In this issue of Neuron, Murugan et al. (2013) show that knockdown of FoxP2 in the songbird basal ganglia causes abnormal vocal variability and excess bursting in a frontal cortical nucleus.
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Affiliation(s)
- Vikram Gadagkar
- Department of Neurobiology and Behavior, W121 Corson Mudd Hall, Cornell University, Ithaca, NY 14853, USA
| | - Jesse H Goldberg
- Department of Neurobiology and Behavior, W121 Corson Mudd Hall, Cornell University, Ithaca, NY 14853, USA.
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Goldberg JH, Farries MA, Fee MS. Basal ganglia output to the thalamus: still a paradox. Trends Neurosci 2013; 36:695-705. [PMID: 24188636 DOI: 10.1016/j.tins.2013.09.001] [Citation(s) in RCA: 76] [Impact Index Per Article: 6.9] [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: 05/16/2013] [Revised: 09/04/2013] [Accepted: 09/06/2013] [Indexed: 11/28/2022]
Abstract
The basal ganglia (BG)-recipient thalamus controls motor output but it remains unclear how its activity is regulated. Several studies report that thalamic activation occurs via disinhibition during pauses in the firing of inhibitory pallidal inputs from the BG. Other studies indicate that thalamic spiking is triggered by pallidal inputs via post-inhibitory 'rebound' calcium spikes. Finally excitatory cortical inputs can drive thalamic activity, which becomes entrained, or time-locked, to pallidal spikes. We present a unifying framework where these seemingly distinct results arise from a continuum of thalamic firing 'modes' controlled by excitatory inputs. We provide a mechanistic explanation for paradoxical pallidothalamic coactivations observed during behavior that raises new questions about what information is integrated in the thalamus to control behavior.
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Affiliation(s)
- Jesse H Goldberg
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA.
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Goldberg JH, Farries MA, Fee MS. Integration of cortical and pallidal inputs in the basal ganglia-recipient thalamus of singing birds. J Neurophysiol 2012; 108:1403-29. [PMID: 22673333 DOI: 10.1152/jn.00056.2012] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The basal ganglia-recipient thalamus receives inhibitory inputs from the pallidum and excitatory inputs from cortex, but it is unclear how these inputs interact during behavior. We recorded simultaneously from thalamic neurons and their putative synaptically connected pallidal inputs in singing zebra finches. We find, first, that each pallidal spike produces an extremely brief (∼5 ms) pulse of inhibition that completely suppresses thalamic spiking. As a result, thalamic spikes are entrained to pallidal spikes with submillisecond precision. Second, we find that the number of thalamic spikes that discharge within a single pallidal interspike interval (ISI) depends linearly on the duration of that interval but does not depend on pallidal activity prior to the interval. In a detailed biophysical model, our results were not easily explained by the postinhibitory "rebound" mechanism previously observed in anesthetized birds and in brain slices, nor could most of our data be characterized as "gating" of excitatory transmission by inhibitory pallidal input. Instead, we propose a novel "entrainment" mechanism of pallidothalamic transmission that highlights the importance of an excitatory conductance that drives spiking, interacting with brief pulses of pallidal inhibition. Building on our recent finding that cortical inputs can drive syllable-locked rate modulations in thalamic neurons during singing, we report here that excitatory inputs affect thalamic spiking in two ways: by shortening the latency of a thalamic spike after a pallidal spike and by increasing thalamic firing rates within individual pallidal ISIs. We present a unifying biophysical model that can reproduce all known modes of pallidothalamic transmission--rebound, gating, and entrainment--depending on the amount of excitation the thalamic neuron receives.
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Affiliation(s)
- Jesse H Goldberg
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA
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Fee MS, Goldberg JH. A hypothesis for basal ganglia-dependent reinforcement learning in the songbird. Neuroscience 2011; 198:152-70. [PMID: 22015923 DOI: 10.1016/j.neuroscience.2011.09.069] [Citation(s) in RCA: 144] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2011] [Revised: 09/30/2011] [Accepted: 09/30/2011] [Indexed: 01/08/2023]
Abstract
Most of our motor skills are not innately programmed, but are learned by a combination of motor exploration and performance evaluation, suggesting that they proceed through a reinforcement learning (RL) mechanism. Songbirds have emerged as a model system to study how a complex behavioral sequence can be learned through an RL-like strategy. Interestingly, like motor sequence learning in mammals, song learning in birds requires a basal ganglia (BG)-thalamocortical loop, suggesting common neural mechanisms. Here, we outline a specific working hypothesis for how BG-forebrain circuits could utilize an internally computed reinforcement signal to direct song learning. Our model includes a number of general concepts borrowed from the mammalian BG literature, including a dopaminergic reward prediction error and dopamine-mediated plasticity at corticostriatal synapses. We also invoke a number of conceptual advances arising from recent observations in the songbird. Specifically, there is evidence for a specialized cortical circuit that adds trial-to-trial variability to stereotyped cortical motor programs, and a role for the BG in "biasing" this variability to improve behavioral performance. This BG-dependent "premotor bias" may in turn guide plasticity in downstream cortical synapses to consolidate recently learned song changes. Given the similarity between mammalian and songbird BG-thalamocortical circuits, our model for the role of the BG in this process may have broader relevance to mammalian BG function.
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Affiliation(s)
- M S Fee
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, MA 02139, USA.
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Ölveczky BP, Otchy TM, Goldberg JH, Aronov D, Fee MS. Changes in the neural control of a complex motor sequence during learning. J Neurophysiol 2011; 106:386-97. [PMID: 21543758 DOI: 10.1152/jn.00018.2011] [Citation(s) in RCA: 106] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The acquisition of complex motor sequences often proceeds through trial-and-error learning, requiring the deliberate exploration of motor actions and the concomitant evaluation of the resulting performance. Songbirds learn their song in this manner, producing highly variable vocalizations as juveniles. As the song improves, vocal variability is gradually reduced until it is all but eliminated in adult birds. In the present study we examine how the motor program underlying such a complex motor behavior evolves during learning by recording from the robust nucleus of the arcopallium (RA), a motor cortex analog brain region. In young birds, neurons in RA exhibited highly variable firing patterns that throughout development became more precise, sparse, and bursty. We further explored how the developing motor program in RA is shaped by its two main inputs: LMAN, the output nucleus of a basal ganglia-forebrain circuit, and HVC, a premotor nucleus. Pharmacological inactivation of LMAN during singing made the song-aligned firing patterns of RA neurons adultlike in their stereotypy without dramatically affecting the spike statistics or the overall firing patterns. Removing the input from HVC, on the other hand, resulted in a complete loss of stereotypy of both the song and the underlying motor program. Thus our results show that a basal ganglia-forebrain circuit drives motor exploration required for trial-and-error learning by adding variability to the developing motor program. As learning proceeds and the motor circuits mature, the relative contribution of LMAN is reduced, allowing the premotor input from HVC to drive an increasingly stereotyped song.
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Affiliation(s)
- Bence P Ölveczky
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.
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Goldberg JH, Fee MS. Vocal babbling in songbirds requires the basal ganglia-recipient motor thalamus but not the basal ganglia. J Neurophysiol 2011; 105:2729-39. [PMID: 21430276 DOI: 10.1152/jn.00823.2010] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Young songbirds produce vocal "babbling," and the variability of their songs is thought to underlie a process of trial-and-error vocal learning. It is known that this exploratory variability requires the "cortical" component of a basal ganglia (BG) thalamocortical loop, but less understood is the role of the BG and thalamic components in this behavior. We found that large bilateral lesions to the songbird BG homolog Area X had little or no effect on song variability during vocal babbling. In contrast, lesions to the BG-recipient thalamic nucleus DLM (medial portion of the dorsolateral thalamus) largely abolished normal vocal babbling in young birds and caused a dramatic increase in song stereotypy. These findings support the idea that the motor thalamus plays a key role in the expression of exploratory juvenile behaviors during learning.
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Affiliation(s)
- Jesse H Goldberg
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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Goldberg JH, Fee MS. Singing-related neural activity distinguishes four classes of putative striatal neurons in the songbird basal ganglia. J Neurophysiol 2010; 103:2002-14. [PMID: 20107125 DOI: 10.1152/jn.01038.2009] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The striatum-the primary input nucleus of the basal ganglia-plays a major role in motor control and learning. Four main classes of striatal neuron are thought to be essential for normal striatal function: medium spiny neurons, fast-spiking interneurons, cholinergic tonically active neurons, and low-threshold spiking interneurons. However, the nature of the interaction of these neurons during behavior is poorly understood. The songbird area X is a specialized striato-pallidal basal ganglia nucleus that contains two pallidal cell types as well as the same four cell types found in the mammalian striatum. We recorded 185 single units in Area X of singing juvenile birds and, based on singing-related firing patterns and spike waveforms, find six distinct cell classes--two classes of putative pallidal neuron that exhibited a high spontaneous firing rate (> 60 Hz), and four cell classes that exhibited low spontaneous firing rates characteristic of striatal neurons. In this study, we examine in detail the four putative striatal cell classes. Type-1 neurons were the most frequently encountered and exhibited sparse temporally precise singing-related activity. Type-2 neurons were distinguished by their narrow spike waveforms and exhibited brief, high-frequency bursts during singing. Type-3 neurons were tonically active and did not burst, whereas type-4 neurons were inactive outside of singing and during singing generated long high-frequency bursts that could reach firing rates over 1 kHz. Based on comparison to the mammalian literature, we suggest that these four putative striatal cell classes correspond, respectively, to the medium spiny neurons, fast-spiking interneurons, tonically active neurons, and low-threshold spiking interneurons that are known to reside in area X.
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Affiliation(s)
- Jesse H Goldberg
- McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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Abstract
INTRODUCTIONThis protocol describes an approach to two-photon calcium imaging in dendrites and spines of living neurons. The technique can be applied to acute slices from hippocampus, cerebellum, and neocortex, as well as to slice and neuronal cultures. It uses two fluorescence detection channels to provide quantitative estimates of calcium concentration and to minimize the required concentrations of calcium indicator. A method for estimating calcium concentrations from fractional changes in fluorescent light intensity (ΔF/F) is presented, along with two methods for loading neurons with calcium indicator.
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Skeberdis VA, Chevaleyre V, Lau CG, Goldberg JH, Pettit DL, Suadicani SO, Lin Y, Bennett MVL, Yuste R, Castillo PE, Zukin RS. Protein kinase A regulates calcium permeability of NMDA receptors. Nat Neurosci 2006; 9:501-10. [PMID: 16531999 DOI: 10.1038/nn1664] [Citation(s) in RCA: 236] [Impact Index Per Article: 13.1] [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: 12/12/2005] [Accepted: 02/14/2006] [Indexed: 11/09/2022]
Abstract
Calcium (Ca2+) influx through NMDA receptors (NMDARs) is essential for synaptogenesis, experience-dependent synaptic remodeling and plasticity. The NMDAR-mediated rise in postsynaptic Ca2+ activates a network of kinases and phosphatases that promote persistent changes in synaptic strength, such as long-term potentiation (LTP). Here we show that the Ca2+ permeability of neuronal NMDARs is under the control of the cyclic AMP-protein kinase A (cAMP-PKA) signaling cascade. PKA blockers reduced the relative fractional Ca2+ influx through NMDARs as determined by reversal potential shift analysis and by a combination of electrical recording and Ca2+ influx measurements in rat hippocampal neurons in culture and hippocampal slices from mice. In slices, PKA blockers markedly inhibited NMDAR-mediated Ca2+ rises in activated dendritic spines, with no significant effect on synaptic current. Consistent with this, PKA blockers depressed the early phase of NMDAR-dependent LTP at hippocampal Schaffer collateral-CA1 (Sch-CA1) synapses. Our data link PKA-dependent synaptic plasticity to Ca2+ signaling in spines and thus provide a new mechanism whereby PKA regulates the induction of LTP.
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Affiliation(s)
- V Arvydas Skeberdis
- Rose F. Kennedy Center for Research in Mental Retardation and Developmental Disabilities, Department of Neuroscience, Albert Einstein College of Medicine, Bronx, New York 10461, USA
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26
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Abstract
Dendrites of pyramidal neurons are complex, electrically active structures that can produce local and global Ca(2+) compartments. Recent studies indicate that dendrites of cortical GABAergic interneurons are also highly specialized, and that different subtypes vary in their morphology, in their intrinsic and synaptic conductances and in the Ca(2+) signals they generate. Because interneurons play a major role in oscillations, understanding their dendrites could offer key insights into rhythmogenesis. Different interneuron subtypes have different synaptic integration properties and generate differentially timed inhibition at distinct sites of the pyramidal neuraxis. In addition, interneuron dendrites generate diverse Ca(2+) signals that reflect this circuit function and probably also implement subclass-specific plasticity and homeostasis.
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Affiliation(s)
- Jesse H Goldberg
- Department of Biological Sciences, Columbia University, New York, NY 10027, USA.
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Goldberg JH, Lacefield CO, Yuste R. Global dendritic calcium spikes in mouse layer 5 low threshold spiking interneurones: implications for control of pyramidal cell bursting. J Physiol 2004; 558:465-78. [PMID: 15146046 PMCID: PMC1664973 DOI: 10.1113/jphysiol.2004.064519] [Citation(s) in RCA: 83] [Impact Index Per Article: 4.2] [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] [Indexed: 11/08/2022] Open
Abstract
Interneuronal networks in neocortex underlie feedforward and feedback inhibition and control the temporal organization of pyramidal cell activity. We previously found that lower layer neocortical interneurones can reach action potential threshold in response to the stimulation of a single presynaptic cell. To better understand this phenomenon and the circuit roles of lower layer neocortical interneurones, we combined two-photon calcium imaging with whole cell recordings and anatomical reconstructions of low threshold spiking (LTS) interneurones from mouse neocortex. In both visual and somatosensory cortex, LTS interneurones are somatostatin-positive, concentrated in layer 5 and possess dense axonal innervation to layer 1. Due to the LTS properties, these neurones operate in burst and tonic modes. In burst mode, dendritic T-type calcium channels boosted small synaptic inputs and triggered low threshold calcium spikes, while in tonic mode, sodium-based APs evoked smaller calcium influxes. In both modes, the entire dendritic tree of LTS interneurones behaved as a 'global' single spiking unit. This, together with the fact that synaptic inputs to layer 5 LTS cells are facilitating, and that their axons target the dendritic region of the pyramidal neurones where bursts are generated, make these neurones ideally suited to detect and control burst generation of individual lower layer pyramidal neurones.
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Affiliation(s)
- Jesse H Goldberg
- Department of Biological Sciences, Columbia University, New York, NY 1002, USA.
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Abstract
Dendritic spines receive excitatory synapses and serve as calcium compartments, which appear to be necessary for input-specific synaptic plasticity. Dendrites of GABAergic interneurons have few or no spines and thus do not possess a clear morphological basis for synapse-specific compartmentalization. We demonstrate using two-photon calcium imaging that activation of single synapses on aspiny dendrites of neocortical fast spiking (FS) interneurons creates highly localized calcium microdomains, often restricted to less than 1 microm of dendritic space. We confirm using ultrastructural reconstruction of imaged dendrites the absence of any morphological basis for this compartmentalization and show that it is dependent on the fast kinetics of calcium-permeable (CP) AMPA receptors and fast local extrusion via the Na+/Ca2+ exchanger. Because aspiny dendrites throughout the CNS express CP-AMPA receptors, we propose that CP-AMPA receptors mediate a spine-free mechanism of input-specific calcium compartmentalization.
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Affiliation(s)
- Jesse H Goldberg
- Department of Biological Sciences, Columbia University, New York, NY 10027, USA.
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Goldberg JH, Yuste R, Tamas G. Ca2+ imaging of mouse neocortical interneurone dendrites: contribution of Ca2+-permeable AMPA and NMDA receptors to subthreshold Ca2+dynamics. J Physiol 2003; 551:67-78. [PMID: 12844507 PMCID: PMC2343145 DOI: 10.1113/jphysiol.2003.042598] [Citation(s) in RCA: 100] [Impact Index Per Article: 4.8] [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] [Indexed: 01/19/2023] Open
Abstract
In this second study, we have combined two-photon calcium imaging with whole-cell recording and anatomic reconstructions to directly characterize synaptically evoked calcium signals in three types of mouse V1 supragranular interneurones: parvalbumin-positive fast spikers (FS), calretinin-positive irregular spikers (IS), and adapting cells (AD). We observed that subthreshold synaptic activation evoked calcium signals locally restricted to individual dendritic compartments. These signals were mediated by NMDA receptors (NMDARs) in AD and IS cells, whereas in FS cells, calcium-permeable AMPA receptors (CP-AMPARs) provided an additional and kinetically distinct influx. Furthermore, even a single, subthreshold synaptic activation evoked a larger dendritic calcium influx than backpropagating action potentials. Our results demonstrate that NMDARs dominate subthreshold calcium dynamics in interneurones and reveal the functional contribution of CP-AMPARs to a specific subclass of cortical interneurone. These data highlight different strategies in dendritic signal processing by distinct classes of interneurones.
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Affiliation(s)
- Jesse H Goldberg
- Department of Biological Sciences, Columbia University, 1212 Amsterdam Avenue, New York, NY 10027, USA.
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Abstract
GABAergic interneurones are essential in cortical processing, yet the functional properties of their dendrites are still poorly understood. In this first study, we combined two-photon calcium imaging with whole-cell recording and anatomical reconstructions to examine the calcium dynamics during action potential (AP) backpropagation in three types of V1 supragranular interneurones: parvalbumin-positive fast spikers (FS), calretinin-positive irregular spikers (IS), and adapting cells (AD). Somatically generated APs actively backpropagated into the dendritic tree and evoked instantaneous calcium accumulations. Although voltage-gated calcium channels were expressed throughout the dendritic arbor, calcium signals during backpropagation of both single APs and AP trains were restricted to proximal dendrites. This spatial control of AP backpropagation was mediated by Ia-type potassium currents and could be mitigated by by previous synaptic activity. Further, we observed supralinear summation of calcium signals in synaptically activated dendritic compartments. Together, these findings indicate that in interneurons, dendritic AP propagation is synaptically regulated. We propose that interneurones have a perisomatic and a distal dendritic functional compartment, with different integrative functions.
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Affiliation(s)
- Jesse H Goldberg
- Department of Biological Sciences, Columbia University, 1212 Amsterdam Avenue, New York, NY 10027, USA.
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Abstract
We pulsed the activation of neurons using a femtosecond laser. Pyramidal neurons are depolarized and fire action potentials when high intensity mode-locked infrared light irradiates somatic membranes and axon initial segments. This depolarization is reversible, does not occur with CW laser light, and appears to be due to multiphoton excitation. We describe two regimes of multiphoton optical stimulation. Low intensity, long duration laser irradiation produces a sustained depolarization, insensitive to sodium channel blockers yet sensitive to antioxidants. On the other hand, high intensity, short duration irradiation can induce fast depolarizations, which appear due to different mechanism. The combination of multiphoton stimulation and optical probing could enable systematic analysis of circuits.
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Affiliation(s)
- Hajime Hirase
- Department of Biological Sciences, Columbia University, New York, New York 10027, USA.
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Lee RE, Goldberg JH, Sallis JF, Hickmann SA, Castro CM, Chen AH. A prospective analysis of the relationship between walking and mood in sedentary ethnic minority women. Women Health 2001; 32:1-15. [PMID: 11548133 DOI: 10.1300/j013v32n04_01] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Walking for exercise is becoming widely recognized for bestowing health benefits. This study examined the association of walking for exercise and mood in sedentary, ethnic minority women over a five-month period. Ethnic minority women (N = 102) participated in a randomized, controlled trial of a 7-week behaviorally based telephone and mail intervention that promoted the adoption of walking for exercise compared to a non-behavioral minimal intervention. At 2-month post-test and 5-month follow-up, participants reported significant decreases in depressive mood and increases in vigor. Increase in walking over the course of the study was associated with change in vigor. Limited evidence was found to support a relationship between walking for exercise and mood improvement in ethnic-minority women.
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Affiliation(s)
- R E Lee
- Department of Psychology, San Diego University, California, USA.
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Goldberg JH. Yikes! Primary care earnings plummet. Med Econ 2000; 77:140-2, 145-6, 149-50 passim. [PMID: 11183473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/19/2023]
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Goldberg JH. Is primary care paying its way? Med Econ 2000; 77:156-8, 161-2. [PMID: 11010246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
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Goldberg JH. Doctor's earnings make a stride. Med Econ 1999; 76:172-5, 178, 183-6 passim. [PMID: 10621376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/15/2023]
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Abstract
Using an eye-tracking methodology, we evaluated food nutrition labels' ability to support rapid and accurate visual search for nutrition information. Participants (5 practiced label readers and 5 nonreaders) viewed 180 trials of nutrition labels on a computer, finding answers to questions (e.g., serving size). Label manipulations included several alternative line arrangements, location of the question target item, and label size. Dependent measures included search time and number of fixations prior to visually capturing the target, as well as the accuracy and duration of the capturing fixation. Practiced label readers acquired the target more quickly and accurately than did less-practiced readers. Targets near the denser center of the label required 33% more time and were harder to find than targets at the top or bottom of the label. Thinner alignment lines were more influential than thicker anchoring lines on visual search time. Overall, the current nutrition label supported accurate and rapid search for desired information. Potential applications of the present methodology include the evaluation of warning labels and other static visual displays.
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Affiliation(s)
- J H Goldberg
- Department of Industrial and Manufacturing Engineering, Pennsylvania State University, University Park 16802, USA
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Abstract
Mental workload is known to reduce the area of one's visual field, but little is known about its effects on the shape of the visual field. Considering this, the visual fields of 13 subjects were measured concurrently under three levels of mental workload using a Goldmann visual perimeter. Tone counting tasks were employed to induce mental workload, avoiding interference with visual performance. Various methods of shape measurement and analysis were used to investigate the variation of the shape of the visual field as a function of mental load. As expected, the mean area of visual fields reduced to 92.2% in the medium workload condition and to 86.41% under heavy workload, compared to light load condition. This tunnelling effect was not uniform, but resulted in statistically significant shape distortion as well, as measured by the majority of the 12 shape indices used here. These results have visual performance implications in many tasks that are susceptible to changes in visual fields and peripheral vision. Knowledge of the dynamics of the visual field as a function of mental workload can offer significant advantages also in mathematical modelling of visual search.
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Affiliation(s)
- E M Rantanen
- Department of Psychology, Pennsylvania State University, University Park 16802-3104, USA
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Goldberg JH. Reflections on the stuff of a doctor's life: from the '60s to today. Med Econ 1998; 75:240-4. [PMID: 10186283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Speaking out for the kids who can't. Med Econ 1998; 75:68. [PMID: 10186290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Always an open door, always enough time. Med Econ 1998; 75:123. [PMID: 10186265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. As you see it--our special survey. You're coping, but you still can dream. Med Econ 1998; 75:230-2. [PMID: 10186281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Doctors' incomes: who's up, who's down. Med Econ 1998; 75:166-8, 171-7, 181-2. [PMID: 10185518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
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Goldberg JH. Cover story, Part I. Are boom times over for primary care? Med Econ 1997; 74:217-24, 229. [PMID: 10173565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Practice expenses creep back up. Med Econ 1996; 73:134-6, 138-42, 144. [PMID: 10162649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Doctors' earnings: an uphill struggle. Med Econ 1996; 73:250-6, 259-61. [PMID: 10161871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Ellis RD, Goldberg JH, Detweiler MC. Predicting age-related differences in visual information processing using a two-stage queuing model. J Gerontol B Psychol Sci Soc Sci 1996; 51:P155-65. [PMID: 8620355 DOI: 10.1093/geronb/51b.3.p155] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [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] [Indexed: 01/31/2023] Open
Abstract
Recent work on age-related differences in some types of visual information processing has qualitatively stated that younger adults are able to develop parallel processing capability, while older adults remain serial processors. A mathematical model based on queuing theory was used to quantitatively predict and parameterize age-related differences in the perceptual encoding and central decision-making aspects of a multiple-frame search task. Statistical results indicated main effects for frame duration, display load, age group, and session of practice. Comparison of the full model and a restricted model indicated an efficient contribution of the encoding speed parameter. The best-fitting parameter set indicated that (1) younger participants processed task information with a two-channel parallel system, while older participants were serial processors; and (2) perceptual encoding had a large impact on age-related differences in task performance. Results are discussed with implications for human factors design principles.
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Affiliation(s)
- R D Ellis
- Institute of Gerontology, Wayne State University, Detroit, MI 48202, USA
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Goldberg JH. Why some doctors make a lot, and some make little. Med Econ 1996; 73:142-4, 149, 153-4 passim. [PMID: 10155926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Doctors struggle to keep their earnings up. Med Econ 1995; 72:184-6, 189-92, 198 passim. [PMID: 10151341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Goldberg JH. Patient survey: Medicare patients. Your biggest fans. Med Econ 1995; 72:44-6. [PMID: 10151331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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