Role of neuronal oscillations in memory driven visual processing
BMC Biology
(2026) 24:143
Shaverdi et al. BMC Biology
https://doi.org/10.1186/s12915-026-02605-8
Open Access
RESEARCH
Role of neuronal oscillations in memory
driven visual processing
Yeganeh Shaverdi1*, Seyed Kamaledin Setarehdan1, Stefan Treue2,3 and Moein Esghaei2,4*
Abstract
Background Successful working memory of previous locations is critical for optimal navigation of the environment
in primates. However, it remains unclear how successful working memory influences the statistics of sensory-motor
probing (e.g., whisking, sniffing, saccading). This study addresses this gap by investigating the coupling between saccadic eye movements and neural oscillations in the frontal eye field.
Results We demonstrate that the influence of working memory on saccadic behaviors involves a distinct coupling
to beta rhythms. Analyzing local field potentials (LFPs) and saccadic patterns in rhesus monkeys performing a visual
foraging task, we find that prior memory of visual targets is followed by a significant reduction of the synchronization of saccades with beta oscillations. This reduction suggests that working memory refines saccadic strategies
by dynamically modulating neural synchronization, thereby optimizing visual search efficiency.
Conclusions Our findings elucidate a fundamental mechanism through which memory may affect sensory-motor
integration, highlighting the pivotal role of neural oscillatory adjustments in enhancing the cognitive processes
that govern strategic eye movements and perception.
Keywords Saccadic eye movement, Neuronal oscillations, Local field potential (LFP), Frontal eye field (FEF), SaccadeLFP coupling, Beta oscillations
Background
Primates utilize saccadic eye movements to strategically
collect information about their visual environment, shifting their gaze from one point of interest to another during natural viewing. Extensive research has focused on
*Correspondence:
Yeganeh Shaverdi
Moein Esghaei
1
Control and Intelligent Processing Center of Excellence, School
of Electrical and Computer Engineering, College of Engineering,
University of Tehran, Tehran, Iran
2
Cognitive Neuroscience Laboratory, German Primate Center – Leibniz
Institute for Primate Research, Goettingen, Germany
3
Faculty of Biology and Psychology, University of Goettingen, Goettingen,
Germany
4
Department of Computer Science and Engineering, Shahid Beheshti
University, Tehran, Iran
the role of selective attention in planning and guiding
these movements [1–9]. More recently, there has been a
growing interest in the relationship between oscillatory
neural activity—particularly in visuo-motor brain areas,
such as the frontal eye field (FEF)—and saccadic movements in primates [7, 10–12]. Oscillatory neural activity is critically important for brain computation, as it
coordinates the timing and efficiency of neural networks
across various cognitive functions, forming the foundation for complex behavioral responses [13–15]. A focus
of these studies has been the coordination between brain
oscillations and saccades during various cognitive processes, including attention [5], memory [11], and perceptual tasks [16]. Nevertheless, the influence of memory on
the execution and timing of saccades remains unclear.
Understanding this influence could offer significant
insights into the selective processing of visual scenes,
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Shaverdi et al. BMC Biology
(2026) 24:143
highlighting differences between remembered versus
non-remembered targets.
Previous research has illuminated the synchronization
between alpha oscillations and saccades, showing its crucial role in successful memory encoding within the visual
and medial temporal areas [11]. However, the extent to
which different types of memory influence these neural and saccadic dynamics remains unexplored. Our
study aims to address this gap by investigating how the
memory of targets previously and newly foveated modulates the phase-locking of saccades to neural oscillations
within the FEF, extending our understanding of the neural underpinnings of visuo-motor coordination in a cognitive context.
In a previous study [17], we demonstrated that spatial
attention modulates phase-amplitude coupling (PAC)
within the visual cortex by attenuating the link between
low-frequency phases and high-frequency power in local
field potentials (LFPs) [18]. This prior research highlights
that such modulation can enhance the discriminability
of visual stimuli by effectively managing oscillatory neural activities [19–22]. Here we extend this concept to the
domain of memory and explore whether similar neural
mechanisms underpin the influence of memory on saccadic eye movements. We propose that successful memory encoding might reduce the coupling of saccades to
neural rhythms, particularly beta oscillations, potentially
altering the phase-locking dynamics observed during
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visual processing. This hypothesis suggests that memory,
like attention, could play a crucial role in optimizing the
efficiency of neural processes by modulating the synchronization between saccades and the oscillatory activities in
the visual cortex.
To test our hypothesis on the impact of memory on
saccadic phase-locking, we utilized LFP recordings and
saccade tracking in non-human primates engaged in
a visual foraging task. This combination allowed us to
quantitatively assess how memory correlates with the
synchronization of saccades to beta oscillations in the
frontal eye field. Our findings indicate that the memory
of previous visual targets reduces the phase-locking of
saccades to these beta rhythms, highlighting the role of
memory in optimizing visual search efficiency by modulating neural synchronization.
Results
Here, we analyzed data from two monkeys performing
a foraging task (Fig. 1), in which five potential targets
shaped like “T” and five distractors shaped like “ + ” were
presented simultaneously on a computer monitor. The
monkey’s task was t (...truncated)