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Dive into the research topics where Dantong Zhu is active.

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Featured researches published by Dantong Zhu.


The Journal of Neuroscience | 2011

Tracking the Temporal Evolution of a Perceptual Judgment Using a Compelled-Response Task

Swetha Shankar; Dino P. Massoglia; Dantong Zhu; Costello Mg; Terrence R. Stanford; Emilio Salinas

Choice behavior and its neural correlates have been intensely studied with tasks in which a subject makes a perceptual judgment and indicates the result with a motor action. Yet a question crucial for relating behavior to neural activity remains unresolved: what fraction of a subjects reaction time (RT) is devoted to the perceptual evaluation step, as opposed to executing the motor report? Making such timing measurements accurately is complicated because RTs reflect both sensory and motor processing, and because speed and accuracy may be traded. To overcome these problems, we designed the compelled-saccade task, a two-alternative forced-choice task in which the instruction to initiate a saccade precedes the appearance of the relevant sensory information. With this paradigm, it is possible to track perceptual performance as a function of the amount of time during which sensory information is available to influence a subjects choice. The result—the tachometric curve—directly reveals a subjects perceptual processing capacity independently of motor demands. Psychophysical data, together with modeling and computer-simulation results, reveal that task performance depends on three separable components: the timing of the motor responses, the speed of the perceptual evaluation, and additional cognitive factors. Each can vary quickly, from one trial to the next, or can show stable, longer-term changes. This novel dissociation between sensory and motor processes yields a precise metric of how perceptual capacity varies under various experimental conditions and serves to interpret choice-related neuronal activity as perceptual, motor, or both.


The Journal of Neuroscience | 2013

Perceptual Modulation of Motor—But Not Visual—Responses in the Frontal Eye Field during an Urgent-Decision Task

M. Gabriela Costello; Dantong Zhu; Emilio Salinas; Terrence R. Stanford

Neuronal activity in the frontal eye field (FEF) ranges from purely motor (related to saccade production) to purely visual (related to stimulus presence). According to numerous studies, visual responses correlate strongly with early perceptual analysis of the visual scene, including the deployment of spatial attention, whereas motor responses do not. Thus, functionally, the consensus is that visually responsive FEF neurons select a target among visible objects, whereas motor-related neurons plan specific eye movements based on such earlier target selection. However, these conclusions are based on behavioral tasks that themselves promote a serial arrangement of perceptual analysis followed by motor planning. So, is the presumed functional hierarchy in FEF an intrinsic property of its circuitry or does it reflect just one possible mode of operation? We investigate this in monkeys performing a rapid-choice task in which, crucially, motor planning always starts ahead of task-critical perceptual analysis, and the two relevant spatial locations are equally informative and equally likely to be target or distracter. We find that the choice is instantiated in FEF as a competition between oculomotor plans, in agreement with model predictions. Notably, although perception strongly influences the motor neurons, it has little if any measurable impact on the visual cells; more generally, the more dominant the visual response, the weaker the perceptual modulation. The results indicate that, contrary to expectations, during rapid saccadic choices perceptual information may directly modulate ongoing saccadic plans, and this process is not contingent on prior selection of the saccadic goal by visually driven FEF responses.


Frontiers in Computational Neuroscience | 2010

Waiting is the Hardest Part: Comparison of Two Computational Strategies for Performing a Compelled-Response Task

Emilio Salinas; Swetha Shankar; M. Gabriela Costello; Dantong Zhu; Terrence R. Stanford

The neural basis of choice behavior is commonly investigated with tasks in which a subject analyzes a stimulus and reports his or her perceptual experience with an appropriate motor action. We recently developed a novel task, the compelled-saccade task, with which the influence of the sensory information on the subjects choice can be tracked through time with millisecond resolution, thus providing a new tool for correlating neuronal activity and behavior. This paradigm has a crucial feature: the signal that instructs the subject to make an eye movement is given before the cue that indicates which of two possible choices is the correct one. Previously, we found that psychophysical performance in this task could be accurately replicated by a model in which two developing oculomotor plans race to a threshold and the incoming perceptual information differentially accelerates their trajectories toward it. However, the task design suggests an alternative mechanism: instead of modifying an ongoing oculomotor plan on the fly as the sensory information becomes available, the subject could try to wait, withholding the oculomotor response until the sensory cue is revealed. Here, we use computer simulations to explore and compare the performance of these two types of model. We find that both reproduce the main features of the psychophysical data in the compelled-saccade task, but they give rise to distinct behavioral and neurophysiological predictions. Although, superficially, the waiting model is intuitively appealing, it is ultimately inconsistent with experimental results from this and other tasks.


Proceedings of the National Academy of Sciences of the United States of America | 2014

Age-dependent changes in prefrontal intrinsic connectivity

Xin Zhou; Dantong Zhu; Fumi Katsuki; Xue-Lian Qi; Cynthia J. Lees; Allyson J. Bennett; Emilio Salinas; Terrence R. Stanford; Christos Constantinidis

Significance The prefrontal cortex, the brain area associated with higher cognitive operations such as working memory and executive function, undergoes a protracted period of development. How the activity of prefrontal neurons changes during peri- and postpubertal cortical maturation is largely unknown. To address this question, we recorded neuronal activity from the prefrontal cortex of peripubertal and adult monkeys and compared the functional connectivity between pairs of neurons in each group. The magnitude of connectivity measured between neurons was lower overall in the prefrontal cortex of peripubertal monkeys compared with adults, as inhibitory interactions were generally stronger in young animals. Our results identify changes in intrinsic connectivity between prefrontal neurons as a possible substrate for peri- and postpubertal cognitive maturation. The prefrontal cortex continues to mature after puberty and into early adulthood, mirroring the time course of maturation of cognitive abilities. However, the way in which prefrontal activity changes during peri- and postpubertal cortical maturation is largely unknown. To address this question, we evaluated the developmental stage of peripubertal rhesus monkeys with a series of morphometric, hormonal, and radiographic measures, and conducted behavioral and neurophysiological tests as the monkeys performed working memory tasks. We compared firing rate and the strength of intrinsic functional connectivity between neurons in peripubertal vs. adult monkeys. Notably, analyses of spike train cross-correlations demonstrated that the average magnitude of functional connections measured between neurons was lower overall in the prefrontal cortex of peripubertal monkeys compared with adults. The difference resulted because negative functional connections (indicative of inhibitory interactions) were stronger and more prevalent in peripubertal compared with adult monkeys, whereas the positive connections showed similar distributions in the two groups. Our results identify changes in the intrinsic connectivity of prefrontal neurons, particularly that mediated by inhibition, as a possible substrate for peri- and postpubertal advances in cognitive capacity.


Journal of Neurophysiology | 2013

Working memory performance and neural activity in prefrontal cortex of peripubertal monkeys

Xin Zhou; Dantong Zhu; Xue-Lian Qi; Cynthia J. Lees; Allyson J. Bennett; Emilio Salinas; Terrence R. Stanford; Christos Constantinidis

The dorsolateral prefrontal cortex matures late into adolescence or early adulthood. This pattern of maturation mirrors working memory abilities, which continue to improve into adulthood. However, the nature of the changes that prefrontal neuronal activity undergoes during this process is poorly understood. We investigated behavioral performance and neural activity in working memory tasks around the time of puberty, a developmental event associated with the release of sex hormones and significant neurological change. The developmental stages of male rhesus monkeys were evaluated with a series of morphometric, hormonal, and radiographic measures. Peripubertal monkeys were trained to perform an oculomotor delayed response task and a variation of this task involving a distractor stimulus. We found that the peripubertal monkeys tended to abort a relatively large fraction of trials, and these were associated with low levels of task-related neuronal activity. However, for completed trials, accuracy in the delayed saccade task was high and the appearance of a distractor stimulus did not impact performance significantly. In correct trials delay period activity was robust and was not eliminated by the presentation of a distracting stimulus, whereas in trials that resulted in errors the sustained cue-related activity was significantly weaker. Our results show that in peripubertal monkeys the prefrontal cortex is capable of generating robust persistent activity in the delay periods of working memory tasks, although in general it may be more prone to stochastic failure than in adults.


Nature Communications | 2016

Neural correlates of working memory development in adolescent primates.

Xin Zhou; Dantong Zhu; Xue-Lian Qi; Sihai Li; Samson G. King; Emilio Salinas; Terrence R. Stanford; Christos Constantinidis

Working memory ability matures after puberty, in parallel with structural changes in the prefrontal cortex, but little is known about how changes in prefrontal neuronal activity mediate this cognitive improvement in primates. To address this issue, we compare behavioural performance and neurophysiological activity in monkeys as they transitioned from puberty into adulthood. Here we report that monkeys perform working memory tasks reliably during puberty and show modest improvement in adulthood. The adult prefrontal cortex is characterized by increased activity during the delay period of the task but no change in the representation of stimuli. Activity evoked by distracting stimuli also decreases in the adult prefrontal cortex. The increase in delay period activity relative to the baseline activity of prefrontal neurons is the best correlate of maturation and is not merely a consequence of improved performance. Our results reveal neural correlates of the working memory improvement typical of primate adolescence.


Proceedings of the National Academy of Sciences of the United States of America | 2016

Behavioral response inhibition and maturation of goal representation in prefrontal cortex after puberty

Xin Zhou; Dantong Zhu; Samson G. King; Cynthia J. Lees; Allyson J. Bennett; Emilio Salinas; Terrence R. Stanford; Christos Constantinidis

Significance The ability to resist impulsive responses matures late in life, after puberty. This longitudinal study of the prefrontal cortex in monkeys shows that behavioral response inhibition improves not because the adult prefrontal cortex is better able to inhibit the effects of a prepotent stimulus but rather because it can more readily form an alternative plan of action. The finding is revealing about the nature of cognitive maturation and the conditions in which it is impaired that have clinical and social implications. Executive functions including behavioral response inhibition mature after puberty, in tandem with structural changes in the prefrontal cortex. Little is known about how activity of prefrontal neurons relates to this profound cognitive development. To examine this, we tracked neuronal responses of the prefrontal cortex in monkeys as they transitioned from puberty into adulthood and compared activity at different developmental stages. Performance of the antisaccade task greatly improved in this period. Among neural mechanisms that could facilitate it, reduction of stimulus-driven activity, increased saccadic activity, or enhanced representation of the opposing goal location, only the latter was evident in adulthood. Greatly accentuated in adults, this neural correlate of vector inversion may be a prerequisite to the formation of a motor plan to look away from the stimulus. Our results suggest that the prefrontal mechanisms that underlie mature performance on the antisaccade task are more strongly associated with forming an alternative plan of action than with suppressing the neural impact of the prepotent stimulus.


Journal of Neurophysiology | 2016

Task dependence of decision- and choice-related activity in monkey oculomotor thalamus

M. Gabriela Costello; Dantong Zhu; Paul J. May; Emilio Salinas; Terrence R. Stanford

Oculomotor signals circulate within putative recurrent feedback loops that include the frontal eye field (FEF) and the oculomotor thalamus (OcTh). To examine how OcTh contributes to visuomotor control, and perceptually informed saccadic choices in particular, neural correlates of perceptual judgment and motor selection in OcTh were evaluated and compared with those previously reported for FEF in the same subjects. Monkeys performed three tasks: a choice task in which perceptual decisions are urgent, a choice task in which identical decisions are made without time pressure, and a single-target, delayed saccade task. The OcTh yielded far fewer task-responsive neurons than the FEF, but across responsive pools, similar neuron types were found, ranging from purely visual to purely saccade related. Across such types, the impact of the perceptual information relevant to saccadic choices was qualitatively the same in FEF and OcTh. However, distinct from that in FEF, activity in OcTh was strongly task dependent, typically being most vigorous in the urgent task, less so in the easier choice task, and least in the single-target task. This was true for responsive and nonresponsive cells alike. Neurons with exclusively motor-related activity showed strong task dependence, fired less, and differed most patently from their FEF counterparts, whereas those that combined visual and motor activity fired most similarly to their FEF counterparts. The results suggest that OcTh activity is more distantly related to saccade production per se, because its degree of commitment to a motor choice varies markedly as a function of ongoing cognitive or behavioral demands.


eLife | 2018

Motor selection dynamics in FEF explain the reaction time variance of saccades to single targets

Christopher K. Hauser; Dantong Zhu; Terrence R. Stanford; Emilio Salinas

In studies of voluntary movement, a most elemental quantity is the reaction time (RT) between the onset of a visual stimulus and a saccade toward it. However, this RT demonstrates extremely high variability which, in spite of extensive research, remains unexplained. It is well established that, when a visual target appears, oculomotor activity gradually builds up until a critical level is reached, at which point a saccade is triggered. Here, based on computational work and single-neuron recordings from monkey frontal eye field (FEF), we show that this rise-to-threshold process starts from a dynamic initial state that already contains other incipient, internally driven motor plans, which compete with the target-driven activity to varying degrees. The ensuing conflict resolution process, which manifests in subtle covariations between baseline activity, build-up rate, and threshold, consists of fundamentally deterministic interactions, and explains the observed RT distributions while invoking only a small amount of intrinsic randomness.


Archive | 2015

Memory-Guided Saccade to a Distractor Flashed During the Delay Period of a Response of Neurons in the Lateral Intraparietal Area

Michael E. Goldberg; Fumi Katsuki; Xue-Lian Qi; Travis Meyer; Phillip M. Kostelic; Emilio Salinas; Terrence R. Stanford; Christos Constantinidis; Xin Zhou; Dantong Zhu; Cynthia J. Lees; Allyson J. Bennett

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Terrence R. Stanford

Wake Forest Baptist Medical Center

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Xin Zhou

Wake Forest University

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Allyson J. Bennett

University of Wisconsin-Madison

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Xue-Lian Qi

Wake Forest University

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