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Buhusi CV, Matthews AR, Buhusi M. mPFC catecholamines modulate attentional capture by appetitive distracters and attention to time in a peak-interval procedure in rats. Behav Neurosci 2022; 136:418-429. [PMID: 35834191 PMCID: PMC9617693 DOI: 10.1037/bne0000528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The behavioral and neural mechanisms by which distracters delay interval timing behavior are currently unclear. Distracters delay timing in a considerable dynamic range: Some distracters have no effect on timing ("run"), whereas others seem to "stop" timing; some distracters restart ("reset") the entire timing mechanisms at their offset, whereas others seem to capture attentional resources long after their termination ("over-reset"). While the run-reset range of delays is accounted for by the Time-Sharing Hypothesis (Buhusi, 2003, 2012), the behavioral and neural mechanisms of "over-resetting" are currently uncertain. We investigated the role of novelty (novel/familiar) and significance (consequential/inconsequential) in the time-delaying effect of distracters and the role of medial prefrontal cortex (mPFC) catecholamines by local infusion of norepinephrine-dopamine reuptake inhibitor (NDRI) nomifensine in a peak-interval (PI) procedure in rats. Results indicate differences in time delay between groups, suggesting a role for both novelty and significance: inconsequential, familiar distracters "stopped" timing, novel distracters "reset" timing, whereas appetitively conditioned distracters "over-reset" timing. mPFC infusion of nomifensine modulated attentional capture by appetitive distracters in a "U"-shaped fashion, reduced the delay after novel distracters, but had no effects after inconsequential, familiar distracters. These results were not due to nomifensine affecting either timing accuracy, precision, or peak response rate. Results may help elucidate the behavioral and physiological mechanisms underlying interval timing and attention to time and may contribute to developing new treatment strategies for disorders of attention. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Matthews AR, Buhusi M, Buhusi CV. Blockade of Catecholamine Reuptake in the Prelimbic Cortex Decreases Top-down Attentional Control in Response to Novel, but Not Familiar Appetitive Distracters, within a Timing Paradigm. NEUROSCI 2020; 1:99-114. [PMID: 35036990 PMCID: PMC8758100 DOI: 10.3390/neurosci1020010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
Emotionally charged distracters delay timing behavior. Increasing catecholamine levels within the prelimbic cortex has beneficial effects on timing by decreasing the delay after aversive distracters. We examined whether increasing catecholamine levels within the prelimbic cortex also protects against the deleterious timing delays caused by novel distracters or by familiar appetitive distracters. Rats were trained in a peak-interval procedure and tested in trials with either a novel (unreinforced) distracter, a familiar appetitive (food-reinforced) distracter, or no distracter after being locally infused within the prelimbic cortex with catecholamine reuptake blocker nomifensine. Prelimbic infusion of nomifensine did not alter timing accuracy and precision. However, it increased the delay caused by novel distracters in an inverted-U dose-dependent manner, while being ineffective for appetitive distracters. Together with previous data, these results suggest that catecholaminergic modulation of prelimbic top-down attentional control of interval timing varies with distracter’s valence: prelimbic catecholamines increase attentional control when presented with familiar aversive distracters, have no effect on familiar neutral or familiar appetitive distracters, and decrease it when presented with novel distracters. These findings detail complex interactions between catecholaminergic modulation of attention to timing and nontemporal properties of stimuli, which should be considered when developing therapeutic methods for attentional or affective disorders.
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Barrón E, García-Leal Ó, Camarena HO, Ávila-Chauvet L. The distractor intensity is related to the rightward shift of the response rate distribution in a peak procedure in pigeons. Behav Processes 2020; 179:104190. [PMID: 32623013 DOI: 10.1016/j.beproc.2020.104190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 06/24/2020] [Accepted: 06/30/2020] [Indexed: 10/23/2022]
Abstract
The expected effect of interrupting the light that signals the to-be-estimated fixed Interval in a peak procedure is a shift rightward of the peak time. Nevertheless, it has not been studied the effect of inserting a distractor using a peak procedure in pigeons. In this experiment, two lights of different intensities were used as distractors (i.e., 10 and 50 luxes). They elapsed for 5 s, during a to-be-estimated interval of 30 s. It was observed an immediate decrease of the response rate as the distractor was inserted and a rightward shift of the response rate distribution, both related to the distractor intensity. Our results support other findings using different species and with different stimuli modalities,suggesting that rats, mice, and pigeons could share a common timing mechanism.
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Affiliation(s)
- Erick Barrón
- Universidad de Guadalajara, Centro de Estudios e Investigaciones en Comportamiento, México
| | - Óscar García-Leal
- Universidad de Guadalajara, Centro de Estudios e Investigaciones en Comportamiento, México.
| | - Héctor O Camarena
- Universidad de Guadalajara, Centro de Estudios e Investigaciones en Comportamiento, México
| | - Laurent Ávila-Chauvet
- Universidad de Guadalajara, Centro de Estudios e Investigaciones en Comportamiento, México
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Gür E, Fertan E, Kosel F, Wong AA, Balcı F, Brown RE. Sex differences in the timing behavior performance of 3xTg-AD and wild-type mice in the peak interval procedure. Behav Brain Res 2018; 360:235-243. [PMID: 30508608 DOI: 10.1016/j.bbr.2018.11.047] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 11/08/2018] [Accepted: 11/30/2018] [Indexed: 01/11/2023]
Abstract
We investigated interval timing behavior of 10-month-old male and female 3xTg-AD mice compared with their B6129F2/J wild type controls using the peak interval procedure with a 15 s target interval. Multiple parameters reflecting different aspects of timing performance were extracted from steady-state anticipatory nose-poking behavior using two different approaches: single trial analyses and average response curve analyses. These measures can dissociate the differences in performance due to distortions in the interval timing ability or to motivational decline (i.e. apathy); both of which have been reported in Alzheimer patients. We found that the interval timing ability of male and female 3xTg-AD mice did not differ from wild-type controls. However, in measures reflecting motivational state, we found significant sex differences regardless of genotype. Specifically, female mice initiated anticipatory responding later in the trial and had lower response amplitudes than males. Although our findings can also be interpreted in terms of differences in temporal control for response initiation, they more strongly suggest the effect of differential incentive motivation between sexes on timing behavior in these mice.
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Affiliation(s)
- Ezgi Gür
- Timing and Decision Making Laboratory, Department of Psychology, Koç University, Istanbul, Turkey; Research Center for Translational Medicine, Koç University, Istanbul, Turkey
| | - Emre Fertan
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Filip Kosel
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Aimee A Wong
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Fuat Balcı
- Timing and Decision Making Laboratory, Department of Psychology, Koç University, Istanbul, Turkey; Research Center for Translational Medicine, Koç University, Istanbul, Turkey.
| | - Richard E Brown
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, Nova Scotia, Canada.
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Buhusi CV, Reyes MB, Gathers CA, Oprisan SA, Buhusi M. Inactivation of the Medial-Prefrontal Cortex Impairs Interval Timing Precision, but Not Timing Accuracy or Scalar Timing in a Peak-Interval Procedure in Rats. Front Integr Neurosci 2018; 12:20. [PMID: 29988576 PMCID: PMC6026933 DOI: 10.3389/fnint.2018.00020] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Accepted: 05/09/2018] [Indexed: 12/26/2022] Open
Abstract
Motor sequence learning, planning and execution of goal-directed behaviors, and decision making rely on accurate time estimation and production of durations in the seconds-to-minutes range. The pathways involved in planning and execution of goal-directed behaviors include cortico-striato-thalamo-cortical circuitry modulated by dopaminergic inputs. A critical feature of interval timing is its scalar property, by which the precision of timing is proportional to the timed duration. We examined the role of medial prefrontal cortex (mPFC) in timing by evaluating the effect of its reversible inactivation on timing accuracy, timing precision and scalar timing. Rats were trained to time two durations in a peak-interval (PI) procedure. Reversible mPFC inactivation using GABA agonist muscimol resulted in decreased timing precision, with no effect on timing accuracy and scalar timing. These results are partly at odds with studies suggesting that ramping prefrontal activity is crucial to timing but closely match simulations with the Striatal Beat Frequency (SBF) model proposing that timing is coded by the coincidental activation of striatal neurons by cortical inputs. Computer simulations indicate that in SBF, gradual inactivation of cortical inputs results in a gradual decrease in timing precision with preservation of timing accuracy and scalar timing. Further studies are needed to differentiate between timing models based on coincidence detection and timing models based on ramping mPFC activity, and clarify whether mPFC is specifically involved in timing, or more generally involved in attention, working memory, or response selection/inhibition.
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Affiliation(s)
- Catalin V Buhusi
- Interdisciplinary Program in Neuroscience, Department of Psychology, USTAR BioInnovations Center, Utah State University, Logan, UT, United States.,Department of Neurosciences, Medical University of South Carolina, Charleston, SC, United States
| | - Marcelo B Reyes
- Department of Neurosciences, Medical University of South Carolina, Charleston, SC, United States
| | - Cody-Aaron Gathers
- Department of Neurosciences, Medical University of South Carolina, Charleston, SC, United States
| | - Sorinel A Oprisan
- Department of Physics and Astronomy, College of Charleston, Charleston, SC, United States
| | - Mona Buhusi
- Interdisciplinary Program in Neuroscience, Department of Psychology, USTAR BioInnovations Center, Utah State University, Logan, UT, United States.,Department of Neurosciences, Medical University of South Carolina, Charleston, SC, United States
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Fox AE, Kyonka EGE. Effects of signaling on temporal control of behavior in response-initiated fixed intervals. J Exp Anal Behav 2016; 106:210-224. [DOI: 10.1002/jeab.226] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 10/03/2016] [Indexed: 11/06/2022]
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Tallot L, Capela D, Brown BL, Doyère V. Individual trial analysis evidences clock and non-clock based conditioned suppression behaviors in rats. Behav Processes 2016; 124:97-107. [PMID: 26772780 DOI: 10.1016/j.beproc.2016.01.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2015] [Revised: 01/01/2016] [Accepted: 01/01/2016] [Indexed: 10/22/2022]
Abstract
We analyzed the temporal pattern of conditioned suppression of lever-pressing for food in rats conditioned with tone-shock pairings using either a 10 or 15s conditioned stimulus (CS)-unconditioned stimulus (US) interval with a CS duration that was three times the CS-US interval. The analysis of average suppression and of individual trials was performed during Probe CS-alone trials and when a short gap was inserted during the CS. The pattern of suppression followed the classical temporal rules: (1) scalar property, (2) a shift in peak suppression due to a gap, compatible with a Stop rule, (3) a three-state pattern of lever-pressing in individual trials, with abrupt start and stop of suppression. The peak of the average suppression curve, but not the middle time, was anticipatory to the programmed US time. The pattern of lever-pressing in individual trials unraveled two types of start of suppression behavior: a clock-based biphasic responding, with a burst of lever-pressing before suppression, and a non-clock based monophasic reduction of lever-pressing close to the CS onset. The non-clock based type of behavior may be responsible for the anticipatory peak time, and the biphasic pattern of lever-pressing may reflect the decision stage described in clock models.
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Affiliation(s)
- Lucille Tallot
- Univ Paris-Saclay, Univ Paris-Sud, CNRS, Institut des Neurosciences Paris-Saclay (Neuro PSI), UMR 9197 Orsay, France.
| | - Daphné Capela
- Univ Paris-Saclay, Univ Paris-Sud, CNRS, Institut des Neurosciences Paris-Saclay (Neuro PSI), UMR 9197 Orsay, France
| | - Bruce L Brown
- Department of Psychology, Queens College and the Graduate Center, The City University of New York, Flushing, NY 11367, USA
| | - Valérie Doyère
- Univ Paris-Saclay, Univ Paris-Sud, CNRS, Institut des Neurosciences Paris-Saclay (Neuro PSI), UMR 9197 Orsay, France.
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Buhusi CV, Matthews AR. Effect of distracter preexposure on the reset of an internal clock. Behav Processes 2014; 101:72-80. [PMID: 24056240 PMCID: PMC3943936 DOI: 10.1016/j.beproc.2013.09.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2013] [Revised: 08/03/2013] [Accepted: 09/04/2013] [Indexed: 11/19/2022]
Abstract
Interruptions and unfamiliar events (distracters) during a timed signal disrupt (delay) timing in humans and other animals. We hypothesized that repeated exposure to a stimulus may reduce its subsequent time-disrupting properties. To test this hypothesis rats were trained in a reversed peak-interval (RPI) procedure, in which dark timing trials were separated by illuminated inter-trial intervals. Rats were then repeatedly exposed to an auditory stimulus (noise) in either dark (DARK group), or illuminated chambers (LIGHT group); control rats were not exposed to the noise (NOVEL group). Afterwards, the time-resetting properties of the noise were tested by presenting it unexpectedly during the (dark) RPI trials. The noise reset timing in NOVEL rats, but stopped timing in DARK rats, suggesting that preexposure reduces the time-resetting effects of distracters. However, in LIGHT rats, the noise stopped timing when the presented early in the RPI trial, but reset when presented late, suggesting that exposure to noise was only partly effective in overriding other relevant variables, such as distracter location. These results suggest that the effect of distracter preexposure on the reset of an internal clock depends on complex associative and temporal interactions which require further investigations. This article is part of a Special Issue entitled: Associative and Temporal Learning.
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Affiliation(s)
- Catalin V Buhusi
- Utah State University, USTAR BioInnovations Center, Department of Psychology, Logan, UT, United States.
| | - Alexander R Matthews
- Utah State University, USTAR BioInnovations Center, Department of Psychology, Logan, UT, United States
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Abstract
In 1984, there was considerable evidence that the hippocampus was important for spatial learning and some evidence that it was also involved in duration discrimination. The article "Hippocampus, Time, and Memory" (Meck, Church, & Olton, 1984), however, was the first to isolate the effects of hippocampal damage on specific stages of temporal processing. In this review, to celebrate the 30th anniversary of Behavioral Neuroscience, we look back on factors that contributed to the long-lasting influence of this article. The major results were that a fimbria-fornix lesion (a) interferes with the ability to retain information in temporal working memory, and (b) distorts the content of temporal reference memory, but (c) did not decrease sensitivity to signal duration. This was the first lesion experiment in which the results were interpreted by a well-developed theory of behavior (scalar timing theory). It has led to extensive research on the role of the hippocampus in temporal processing by many investigators. The most important ones are the development of computational models with plausible neural mechanisms (such as the striatal beat-frequency model of interval timing), the use of multiple behavioral measures of timing, and empirical research on the neural mechanisms of timing and temporal memory using ensemble recording of neurons in prefrontal-striatal-hippocampal circuits.
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Affiliation(s)
- Warren H. Meck
- Department of Psychology and Neuroscience, Duke University
| | - Russell M. Church
- Department of Cognitive, Linguistic, and Psychological Sciences,
Brown University
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Buhusi CV, Oprisan SA. Time-scale invariance as an emergent property in a perceptron with realistic, noisy neurons. Behav Processes 2013; 95:60-70. [PMID: 23518297 DOI: 10.1016/j.beproc.2013.02.015] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2012] [Revised: 02/15/2013] [Accepted: 02/15/2013] [Indexed: 10/27/2022]
Abstract
In most species, interval timing is time-scale invariant: errors in time estimation scale up linearly with the estimated duration. In mammals, time-scale invariance is ubiquitous over behavioral, lesion, and pharmacological manipulations. For example, dopaminergic drugs induce an immediate, whereas cholinergic drugs induce a gradual, scalar change in timing. Behavioral theories posit that time-scale invariance derives from particular computations, rules, or coding schemes. In contrast, we discuss a simple neural circuit, the perceptron, whose output neurons fire in a clockwise fashion based on the pattern of coincidental activation of its input neurons. We show numerically that time-scale invariance emerges spontaneously in a perceptron with realistic neurons, in the presence of noise. Under the assumption that dopaminergic drugs modulate the firing of input neurons, and that cholinergic drugs modulate the memory representation of the criterion time, we show that a perceptron with realistic neurons reproduces the pharmacological clock and memory patterns, and their time-scale invariance, in the presence of noise. These results suggest that rather than being a signature of higher order cognitive processes or specific computations related to timing, time-scale invariance may spontaneously emerge in a massively connected brain from the intrinsic noise of neurons and circuits, thus providing the simplest explanation for the ubiquity of scale invariance of interval timing.
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Affiliation(s)
- Catalin V Buhusi
- Department of Psychology, Utah State University, Logan, UT 84322-2810, USA.
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Matthews AR, He OH, Buhusi M, Buhusi CV. Dissociation of the role of the prelimbic cortex in interval timing and resource allocation: beneficial effect of norepinephrine and dopamine reuptake inhibitor nomifensine on anxiety-inducing distraction. Front Integr Neurosci 2012; 6:111. [PMID: 23227004 PMCID: PMC3512209 DOI: 10.3389/fnint.2012.00111] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2012] [Accepted: 11/05/2012] [Indexed: 11/17/2022] Open
Abstract
Emotional distracters impair cognitive function. Emotional processing is dysregulated in affective disorders such as depression, phobias, schizophrenia, and post-traumatic stress disorder (PTSD). Among the processes impaired by emotional distracters, and whose dysregulation is documented in affective disorders, is the ability to time in the seconds-to-minutes range, i.e., interval timing. Presentation of task-irrelevant distracters during a timing task results in a delay in responding suggesting a failure to maintain subjective time in working memory, possibly due to attentional and working memory resources being diverted away from timing, as proposed by the Relative Time-Sharing (RTS) model. We investigated the role of the prelimbic cortex in the detrimental effect of anxiety-inducing task-irrelevant distracters on the cognitive ability to keep track of time, using local infusions of norepinephrine and dopamine reuptake inhibitor (NDRI) nomifensine in a modified peak-interval procedure with neutral and anxiety-inducing distracters. Given that some anti-depressants have beneficial effects on attention and working memory, e.g., decreasing emotional response to negative events, we hypothesized that nomifensine would improve maintenance of information in working memory in trials with distracters, resulting in a decrease of the disruptive effect of emotional events on the timekeeping abilities. Our results revealed a dissociation of the effects of nomifensine infusion in prelimbic cortex between interval timing and resource allocation, and between neutral and anxiety-inducing distraction. Nomifensine was effective only during trials with distracters, but not during trials without distracters. Nomifensine reduced the detrimental effect of the distracters only when the distracters were anxiety-inducing, but not when they were neutral. Results are discussed in relation to the brain circuits involved in RTS of resources, and the pharmacological management of affective disorders.
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Affiliation(s)
- Alexander R Matthews
- Department of Psychology, USTAR BioInnovations Center, Utah State University Logan, UT, USA ; Department of Neurosciences, Medical University of South Carolina Charleston, SC, USA
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Buhusi CV. Time-sharing in rats: effect of distracter intensity and discriminability. JOURNAL OF EXPERIMENTAL PSYCHOLOGY. ANIMAL BEHAVIOR PROCESSES 2012; 38:30-9. [PMID: 22122061 PMCID: PMC3636330 DOI: 10.1037/a0026336] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Interruptions (gaps) and unfamiliar events (distracters) during a timed signal delay the timed response of humans and other animals. To explore this phenomenon, we manipulate the intensity of auditory distracters (Experiment 1), and we dissociate the role of distracter intensity, distracter similarity with the intertrial interval, and dissimilarity from the timed auditory signal (Experiment 2). When the intertrial interval and the timed signal were silent, the delay in response after an auditory distracter increased with its intensity: Rats ignored (ran through) a 40-dB distracter, stopped timing during a 75-dB distracter, and reset after a 100-dB distracter. However, when timing was signaled by a 70-dB noise, rats reset both for 40- and 100-dB distracters, stopped for both 55- and 85-dB distracters, and run for the 70-dB distracter. Data are accounted for by a time-sharing model assuming 2 concurrent processes-time accumulation and memory decay controlled by the discriminability of the interrupting event-whose interplay results in a continuum of responses, from run to reset.
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Affiliation(s)
- Catalin V Buhusi
- Department of Neuroscience, Medical University of South Carolina, 173 Ashley Avenue, 403 Basic Science Bldg., Charleston, SC 29425, USA.
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Oprisan SA, Buhusi CV. Modeling pharmacological clock and memory patterns of interval timing in a striatal beat-frequency model with realistic, noisy neurons. Front Integr Neurosci 2011; 5:52. [PMID: 21977014 PMCID: PMC3178804 DOI: 10.3389/fnint.2011.00052] [Citation(s) in RCA: 71] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2011] [Accepted: 08/24/2011] [Indexed: 11/13/2022] Open
Abstract
In most species, the capability of perceiving and using the passage of time in the seconds-to-minutes range (interval timing) is not only accurate but also scalar: errors in time estimation are linearly related to the estimated duration. The ubiquity of scalar timing extends over behavioral, lesion, and pharmacological manipulations. For example, in mammals, dopaminergic drugs induce an immediate, scalar change in the perceived time (clock pattern), whereas cholinergic drugs induce a gradual, scalar change in perceived time (memory pattern). How do these properties emerge from unreliable, noisy neurons firing in the milliseconds range? Neurobiological information relative to the brain circuits involved in interval timing provide support for an striatal beat frequency (SBF) model, in which time is coded by the coincidental activation of striatal spiny neurons by cortical neural oscillators. While biologically plausible, the impracticality of perfect oscillators, or their lack thereof, questions this mechanism in a brain with noisy neurons. We explored the computational mechanisms required for the clock and memory patterns in an SBF model with biophysically realistic and noisy Morris–Lecar neurons (SBF–ML). Under the assumption that dopaminergic drugs modulate the firing frequency of cortical oscillators, and that cholinergic drugs modulate the memory representation of the criterion time, we show that our SBF–ML model can reproduce the pharmacological clock and memory patterns observed in the literature. Numerical results also indicate that parameter variability (noise) – which is ubiquitous in the form of small fluctuations in the intrinsic frequencies of neural oscillators within and between trials, and in the errors in recording/retrieving stored information related to criterion time – seems to be critical for the time-scale invariance of the clock and memory patterns.
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Affiliation(s)
- Sorinel A Oprisan
- Department of Physics and Astronomy, College of Charleston Charleston, SC, USA
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