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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Syst. Neurosci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Systems Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Syst. Neurosci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1662-5137</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnsys.2025.1735778</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Adaptive modulation of microsaccades and saccade dynamics by global luminance</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Kuo</surname><given-names>Chao-Yin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/876173"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Juan</surname><given-names>Chi-Hung</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1967755"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
</contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of Otolaryngology-Head and Neck Surgery, Tri-Service General Hospital, National Defense Medical University</institution>, <city>Taipei City</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Otolaryngology-Head and Neck Surgery, School of Medicine, College of Medicine, National Defense Medical University</institution>, <city>Taipei City</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff3"><label>3</label><institution>Institute of Cognitive Neuroscience, National Central University</institution>, <city>Taoyuan City</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff4"><label>4</label><institution>Cognitive Intelligence and Precision Healthcare Center, National Central University</institution>, <city>Taoyuan City</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Psychology, Kaohsiung Medical University</institution>, <city>Taoyuan City</city>, <country country="tw">Taiwan</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Chao-Yin Kuo, <email xlink:href="mailto:entdoc30491@gmail.com">entdoc30491@gmail.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-14">
<day>14</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>19</volume>
<elocation-id>1735778</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>16</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Kuo and Juan.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Kuo and Juan</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-14">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Microsaccades, a type of fixational eye movements occurring during visual fixation, are actively involved in the foveal vision and often linked to various attention and cognitive processes. Moreover, microsaccades are increasingly recognized as part of active adaptive mechanisms to continuously changing sensory environments. However, it remains unclear whether they also adjust to changes in luminance as part of this adaptive mechanism, and whether such luminance-regulated microsaccade responses are functionally significant.</p>
</sec>
<sec>
<title>Methods</title>
<p>Total forty participants were recruited in the saccade task with their eye position and pupil size measured by a video-based eye tracker. Participants were instructed to maintain fixation on a central spot and then execute a saccade to a peripheral target stimulus immediately upon detection. We systematically varied the background luminance while keeping foveal luminance constant, by which, allows isolation the effects of global luminance on microsaccade generation. We analyzed the effects of experimental condition (background luminance or stimulus contrast) on microsaccadic responses, microsaccadic suppression effects and the saccadic metrics.</p>
</sec>
<sec>
<title>Results</title>
<p>We found that darker background luminance systemically increased microsaccade rates (<italic>F</italic>(2,66)&#x202F;=&#x202F;4.490, <italic>p</italic>&#x202F;=&#x202F;0.015) and enhanced saccadic directional accuracy (<italic>F</italic>(2,44)&#x202F;=&#x202F;8.314, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Microsaccades suppressions are significant in all experimental conditions, resulting in reduced saccadic directional accuracy and slower reaction times. Notably, the presence of peri-target microsaccade altered the dynamics of saccades, leading to higher peak velocity, larger amplitude, and greater endpoint deviation.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>These findings demonstrate that microsaccade behavior changes as a function of global luminance level, suggesting its adaptive role as part of the oculomotor network. They also suggest a potential role for luminance-driven modulation of superior colliculus activity in oculomotor activities. Taken together, our results offer a new insight into visual&#x2013;motor coordination under naturalistic conditions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>global luminance</kwd>
<kwd>microsaccade</kwd>
<kwd>pupillometry</kwd>
<kwd>saccade metrics</kwd>
<kwd>stimulus contrast</kwd>
<kwd>superior colliculus</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work is sponsored by grants of Tri-Service General Hospital (TSGH-A-112005) and National Chung-Shan Institute of Science and Technology, Taiwan (NCSIST-ACOM-114-6531003).</funding-statement>
</funding-group>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="103"/>
<page-count count="13"/>
<word-count count="10014"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Luminance changes constantly in natural environment. To adapt the changes in luminance, the pupil constantly adjusts its size to regulate the amount of light reaching the retina. In brightly lit environments, the pupil constricts to facilitate visual acuity by reducing optical aberrations, while allowing sufficient light to maintain a good level of visual sensitivity (<xref ref-type="bibr" rid="ref6">Campbell, 1957</xref>; <xref ref-type="bibr" rid="ref67">Mathot and Ivanov, 2019</xref>; <xref ref-type="bibr" rid="ref66">Mathot, 2020</xref>; <xref ref-type="bibr" rid="ref13">Chin et al., 2024</xref>). On the other hand, the pupil dilates in dark environments to allow sufficient light for visibility (<xref ref-type="bibr" rid="ref67">Mathot and Ivanov, 2019</xref>; <xref ref-type="bibr" rid="ref94">Wang et al., 2021</xref>; <xref ref-type="bibr" rid="ref23">Eberhardt et al., 2022</xref>). To simulate variable pupil sizes, research utilized a tube with various size of disk (from 1 to 8&#x202F;mm) as artificial aperture and placed it close to the eye. These studies demonstrated that optimal visual detection and discrimination occur when the artificial aperture size closely matches the natural pupil diameter at a given luminance, highlighting the human eye&#x2019;s ability to adjust pupil size to optimize visual function across different environments (<xref ref-type="bibr" rid="ref7">Campbell and Gregory, 1960</xref>; <xref ref-type="bibr" rid="ref97">Woodhouse and Campbell, 1975</xref>). In other words, pupil size adjusts according to the given luminance level to optimize the trade-off between visual acuity and sensitivity to support visual processing (<xref ref-type="bibr" rid="ref68">Mathot and Van der Stigchel, 2015</xref>).</p>
<p>Within the framework of active visual adaptation, pupil size may not be the sole effector responding to changes in luminance. Because the SC receives luminance-related sensory input and plays a central role in coordinating oculomotor behavior, it is plausible that eye movement dynamics also adapt to support visual function under varying luminance conditions. Specifically, it remains to be established whether and how changes in luminance drive alterations in microsaccades. Microsaccades, a type of fixational eye movement during visual fixation, also play a crucial role in visual processing (<xref ref-type="bibr" rid="ref63">Martinez-Conde et al., 2009</xref>). Microsaccades that occur at a rate of 1&#x2013;2&#x202F;Hz are saccades with amplitudes within 2 degrees of visual angles, corresponding to the foveal region during visual fixation (<xref ref-type="bibr" rid="ref63">Martinez-Conde et al., 2009</xref>). Research has shown that microsaccades could counteract neural adaptation and perceptual fading via refreshing the retinal images to maintain visibility during fixation (<xref ref-type="bibr" rid="ref61">Martinez-Conde et al., 2004</xref>; <xref ref-type="bibr" rid="ref62">Martinez-Conde et al., 2006</xref>). Moreover, similar to saccadic eye movements that bring objects of interests to the fovea, microsaccades are generated to direct foveal locus to the attended part of objects to provide high-acuity information in the service of ongoing task requirements (<xref ref-type="bibr" rid="ref45">Kagan and Hafed, 2013</xref>; <xref ref-type="bibr" rid="ref73">Poletti, 2023</xref>; <xref ref-type="bibr" rid="ref50">Kowler, 2024</xref>). For example, Ko et al. use a computer-simulated needle-threading task, found that microsaccades are precisely directed toward the location between the thread and the needle (<xref ref-type="bibr" rid="ref49">Ko et al., 2010</xref>). Furthermore, similar to saccades, the superior colliculus (SC) is causally involved in microsaccade generation (<xref ref-type="bibr" rid="ref36">Hafed et al., 2009</xref>; <xref ref-type="bibr" rid="ref39">Hafed and Krauzlis, 2012</xref>). Studies from single-neuron recordings in behaving monkeys have showed that SC neurons discharge in the generation for both saccades and microsaccades, forming a continuity of the spatial representation (<xref ref-type="bibr" rid="ref71">Otero-Millan et al., 2008</xref>; <xref ref-type="bibr" rid="ref36">Hafed et al., 2009</xref>; <xref ref-type="bibr" rid="ref39">Hafed and Krauzlis, 2012</xref>).</p>
<p>In addition to their role in aligning the foveola with object locations of interest, microsaccades are also associated with various visual and cognitive process (<xref ref-type="bibr" rid="ref35">Hafed and Clark, 2002</xref>; <xref ref-type="bibr" rid="ref88">Valsecchi et al., 2007</xref>; <xref ref-type="bibr" rid="ref83">Siegenthaler et al., 2014</xref>; <xref ref-type="bibr" rid="ref30">Gao et al., 2015</xref>; <xref ref-type="bibr" rid="ref15">Dalmaso et al., 2020</xref>; <xref ref-type="bibr" rid="ref47">Kashihara, 2020</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). When a microsaccade is generated around the time of target appearance, target detection thresholds increase, and saccade latencies toward the target are prolonged (<xref ref-type="bibr" rid="ref42">Hass and Horwitz, 2011</xref>; <xref ref-type="bibr" rid="ref9">Chen and Hafed, 2017</xref>; <xref ref-type="bibr" rid="ref33">Greilich and Hafed, 2024</xref>). On the other hand, microsaccade rates and metrics are modulated by both endogenous and exogenous factors (<xref ref-type="bibr" rid="ref63">Martinez-Conde et al., 2009</xref>). Endogenous factors, such as task preparation, can influence microsaccade behavior (<xref ref-type="bibr" rid="ref15">Dalmaso et al., 2020</xref>). Studies using the pro- and anti-saccade task have shown lower microsaccade rates during the preparation for anti-saccades compared to pro-saccades (<xref ref-type="bibr" rid="ref95">Watanabe et al., 2013</xref>; <xref ref-type="bibr" rid="ref51">Krasovskaya et al., 2023</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2025</xref>). Exogenously, visual stimuli with the negative polarity or smaller sizes often induce higher microsaccade rebound after initial microsaccade rate inhibition (<xref ref-type="bibr" rid="ref57">Malevich et al., 2021</xref>). A fixation point with smaller sizes compared to larger sizes produces microsaccades with smaller amplitudes and the higher threshold to detect peripheral gabor stimuli (<xref ref-type="bibr" rid="ref33">Greilich and Hafed, 2024</xref>). Background luminance also modulates microsaccades, with lower microsaccade occurrence correlating with higher background luminance level (<xref ref-type="bibr" rid="ref2">Benedetto et al., 2014</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). Together, these studies suggest that microsaccade rate and dynamics serve as meaningful indicators of cognitive processes and behavior. While microsaccades play an active role in visual processing and are strongly influenced by high-level processing, it remains to be determined whether they adapt in response to luminance as a mechanism of active vision, and whether this luminance-regulated microsaccade response is functionally significant.</p>
<p>The present study aims to understand how global luminance levels influence microsaccade rate and metrics, and to determine whether and how luminance-driven peri-target microsaccades impact task performance. To investigate this, we systematically varied background luminance levels and target stimulus contrast in a saccade task. A distinction from previous research is that prior studies have investigated the relationship between luminance and microsaccades either in the context of reading-specific tasks (<xref ref-type="bibr" rid="ref2">Benedetto et al., 2014</xref>), or tasks that do not require subsequent eye movements (<xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). Furthermore, because the SC is causally involved in microsaccade generation (<xref ref-type="bibr" rid="ref36">Hafed et al., 2009</xref>; <xref ref-type="bibr" rid="ref39">Hafed and Krauzlis, 2012</xref>) and is modulated by visual contrast (<xref ref-type="bibr" rid="ref59">Marino et al., 2012</xref>; <xref ref-type="bibr" rid="ref60">Marino et al., 2015</xref>), changes in background luminance cause changes in visual contrast, and inevitably affect microsaccade behavior (<xref ref-type="bibr" rid="ref2">Benedetto et al., 2014</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). To avoid this confounding factor, we manipulated global luminance level though altering peripheral background luminance, while keeping foveal luminance constant. We hypothesize that microsaccades, as a mechanism supporting active vision, are modulated by peripheral background luminance through changes in SC activity driven by light input (<xref ref-type="bibr" rid="ref31">Gharaei et al., 2020</xref>).</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<p>The current study is based on a new analysis of data from an experiment (<xref ref-type="bibr" rid="ref94">Wang et al., 2021</xref>), with the task and procedure described in detail previously. Specifically, previous analyses reported the modulation of pupil size on saccadic latency and metrics. Unlike the previously reported analyses from this dataset, here we addressed distinct questions focusing on microsaccadic behavior.</p>
<sec id="sec3">
<title>Experimental setup</title>
<p>All experimental procedures were reviewed and approved by the Institutional Review Board of the Taipei Medical University, Taiwan, and were in accordance with the Declaration of Helsinki (<xref ref-type="bibr" rid="ref001">World Medical Association, 2001</xref>). Forty participants (mean age: 22.2, SD: 3.6&#x202F;years, 23 males) were recruited, and participants had normal or corrected-to-normal vision and were na&#x00EF;ve regarding the purpose of the experiment. Sample sizes were chosen based on previous studies with comparable microsaccade measurements (<xref ref-type="bibr" rid="ref48">Kashihara et al., 2014</xref>; <xref ref-type="bibr" rid="ref83">Siegenthaler et al., 2014</xref>; <xref ref-type="bibr" rid="ref16">Dalmaso et al., 2017</xref>; <xref ref-type="bibr" rid="ref90">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="ref100">Yep et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Dalmaso et al., 2020</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). Participants provided informed consent and were compensated financially for their participation.</p>
</sec>
<sec id="sec4">
<title>Recording and apparatus</title>
<p>Participants were seated in a dark room, with their head stabilized in a chin and forehead rest, and their eye position and pupil size were measured with a video-based eye tracker (Eyelink-1000, SR Research, Osgoode, ON, Canada) at a rate of 500&#x202F;Hz. Stimuli were viewed binocularly. Stimulus presentation and data acquisition were controlled by Eyelink Experiment Builder and Eyelink software. Stimulus presentation and data acquisition were controlled by Eyelink Experiment Builder and Eyelink software. The stimuli were presented on an LCD monitor at a screen resolution of 1,920 &#x00D7; 1,080 pixels with a refresh rate of 60&#x202F;Hz, subtending a viewing angle of 43&#x00B0; x 24&#x00B0;, with the distance from the eyes to the monitor set at 70&#x202F;cm.</p>
</sec>
<sec id="sec5">
<title>Saccade task</title>
<p>As shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>, participants performed a saccade task in which they were instructed to move their eyes toward a target stimulus immediately upon detection. Each trial began with a gray dot (0.5&#x00B0; diameter, 7.5&#x202F;cd/m<sup>2</sup>), referred to as the fixation point (FP), overlaid on a large circle (21&#x00B0; diameter, 3.5&#x202F;cd/m<sup>2</sup>) presented at the center of the screen. Three possible peripheral background luminance levels were used: bright (129&#x202F;cd/m<sup>2</sup>), mid (38&#x202F;cd/m<sup>2</sup>), and dark (0.1&#x202F;cd/m<sup>2</sup>). After 1.3&#x2013;1.5&#x202F;s of central fixation, the FP disappeared for 200&#x202F;ms (gap) before the peripheral target stimulus appeared (0.5&#x00B0; diameter) to the left or right of the FP (5&#x00B0; eccentricity on the horizontal axis). Participants instructed to keep their eyes still during the delay and pre-target epoch, until the peripheral target stimulus was detected. The target stimulus was a circular square wave grating with a clear contour (6 c/deg., two luminance levels), resulting in a stimulus with the same average luminance as the central circular background (3.5&#x202F;cd/m<sup>2</sup>). Contrast was defined as (Lumhigh &#x2212; Lumlow)/(Lumhigh + Lumlow), and four levels of stimulus contrast were used: ~12.5%, ~25%, ~50%, and ~100%. The experiment consisted of 586 trials (including 10 practice trials). Target contrast condition (100, 50, 25, 12.5%), peripheral background luminance condition (bright, mid, dark), and target location (left or right) were randomly interleaved. Saccades toward the right and left directions were combined for data analysis.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Experimental paradigm. Each trial began with the appearance of a central FP in a large circle (3.5&#x202F;cd/m<sup>2</sup>) on the background (Bright: 129&#x202F;cd/m<sup>2</sup>; Mid: 38&#x202F;cd/m<sup>2</sup>; Dark: 0.1&#x202F;cd/m<sup>2</sup>). After delay of 1.3&#x2013;1.5&#x202F;s, a gap of blank screen was presented for 200&#x202F;ms before target stimulus presentation, and participants were then required to move their eyes toward the target. Note that the displayed square wave grating circle here is only for illustration of the paradigm.</p>
</caption>
<graphic xlink:href="fnsys-19-1735778-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram illustrating three brightness conditions labeled dark, mid, and bright, each with a grayscale circle. A timeline from fixation to target onset shows phases: pre-target epoch (1.3 to 1.5 seconds) and target epoch marked by "gap on" and "target on" with arrows, transitioning from grayscale to colored backgrounds.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec6">
<title>Data analysis</title>
<p>To detect microsaccades, we followed a well-established method (<xref ref-type="bibr" rid="ref24">Engbert and Kliegl, 2003</xref>; <xref ref-type="bibr" rid="ref25">Engbert and Mergenthaler, 2006</xref>), where a velocity-based threshold (threshold: 6 median SDs) was applied on a trial-by-trial basis. In line with previous research (<xref ref-type="bibr" rid="ref91">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref43">Hsu et al., 2021</xref>; <xref ref-type="bibr" rid="ref93">Wang and Munoz, 2021b</xref>; <xref ref-type="bibr" rid="ref1">Barquero et al., 2023</xref>), microsaccades exceeding the velocity threshold with amplitudes between 0.1&#x00B0; and 2&#x00B0; were included in the analysis. To further reduce noise, we only included microsaccades that occurred simultaneously in both eyes during at least one data sample (2&#x202F;ms). To investigate the effects of background luminance on microsaccadic responses, we first analyzed an epoch from 800&#x202F;ms to 200&#x202F;ms before target appearance (referred to as the pre-target epoch). Each participant had at least 10 microsaccades for analysis, which led to the exclusion of 6 participants from further analysis. As shown in <xref ref-type="fig" rid="fig2">Figure 2D</xref>, the main sequence relationship between microsaccadic velocity and amplitude was observed. The amplitude (degrees), peak velocity (deg/s), and main sequence slope (peak velocity/amplitude) of microsaccades were analyzed. Microsaccadic rates were first calculated for each participant (averaged across all trials in each condition) and then averaged across participants for each condition. Similar to previous research (<xref ref-type="bibr" rid="ref24">Engbert and Kliegl, 2003</xref>; <xref ref-type="bibr" rid="ref52">Laubrock et al., 2005</xref>; <xref ref-type="bibr" rid="ref89">Valsecchi and Turatto, 2009</xref>), we calculated the moving average with a moving window of 100&#x202F;ms to demonstrate the temporal dynamics of microsaccade metrics.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The effect of background luminance on microsaccadic metrics across time and the main sequence slope in pre-target epoch. The overall microsaccade rate <bold>(A)</bold>, peak velocity of microsaccade <bold>(B)</bold>, and amplitude of microsaccade <bold>(C)</bold> across time. The main sequence slope calculated from the pre-target epoch <bold>(D)</bold>.</p>
</caption>
<graphic xlink:href="fnsys-19-1735778-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A shows a line graph of microsaccade rate over time with three conditions: bright, mid, and dark. Panel B depicts peak velocity trends, and Panel C shows amplitude changes, both over time. All panels indicate key events with dashed lines labeled "gap on" and "target on." Panel D is a scatter plot illustrating the relationship between amplitude and peak velocity, color-coded by condition.</alt-text>
</graphic>
</fig>
<p>Microsaccadic inhibition and rebound induced by visual stimuli are well- documented (<xref ref-type="bibr" rid="ref78">Rolfs, 2009</xref>; <xref ref-type="bibr" rid="ref34">Hafed, 2011</xref>; <xref ref-type="bibr" rid="ref64">Martinez-Conde et al., 2013</xref>). Since participants were required to move their eyes to the visual target, we could only examine the effects of background luminance and target contrast on microsaccadic inhibition. Given that mean saccade reaction times (SRT) in the highest contrast condition ranged from 166 to 431&#x202F;ms, the inhibition epoch (referred to as the target epoch) was defined as 50&#x2013;140&#x202F;ms after target appearance, to approximately capture the modulation of microsaccadic inhibition before saccade initiation. Prior literature indicates that the microsaccade rate exhibits a temporal signature following target stimulus onset, marked by an initial inhibition period beginning around 50&#x202F;ms (<xref ref-type="bibr" rid="ref77">Reingold and Stampe, 2002</xref>), reaching its nadir approximately 100&#x2013;200&#x202F;ms post-stimulus, and followed by a subsequent rebound (<xref ref-type="bibr" rid="ref24">Engbert and Kliegl, 2003</xref>; <xref ref-type="bibr" rid="ref79">Rolfs et al., 2008</xref>; <xref ref-type="bibr" rid="ref57">Malevich et al., 2021</xref>). Consequently, the inhibition epoch used in the current experiment covers roughly from the onset to the nadir of this inhibition, and is thus expected to capture the change of microsaccade rate. To investigate the role of microsaccadic responses associated with background luminance levels and stimulus contrast on task-related performance, we also examined microsaccadic suppression effects (<xref ref-type="bibr" rid="ref80">Rolfs et al., 2006</xref>; <xref ref-type="bibr" rid="ref84">Sinn and Engbert, 2011</xref>; <xref ref-type="bibr" rid="ref95">Watanabe et al., 2013</xref>; <xref ref-type="bibr" rid="ref43">Hsu et al., 2021</xref>). We compared trials with and without microsaccades occurring from 400&#x202F;ms before to 100&#x202F;ms after target appearance (<xref ref-type="bibr" rid="ref95">Watanabe et al., 2013</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2025</xref>), focusing on saccadic performance including saccadic directional accuracy (i.e., correct saccade direction toward the target), SRT, peak velocity, amplitude, and endpoint deviation. Due to generally low microsaccadic occurrence rates, each condition (background luminance or stimulus contrast) retained at least 5 trials for microsaccadic suppression analysis, resulting in 23 and 16 participants being included in the final background luminance and stimulus contrast microsaccadic suppression analyses, respectively. Following previous analyses of saccadic behavior (<xref ref-type="bibr" rid="ref94">Wang et al., 2021</xref>), SRT was defined as the time from peripheral target appearance to the onset of the first saccade away from fixation, determined by the moment when eye velocity exceeded 30&#x00B0;/s, with an amplitude greater than 3&#x00B0;. Saccade amplitude, saccade peak velocity, and endpoint deviation of the first saccade were also analyzed. Trials were considered correct if the first saccade after target appearance was in the correct direction (i.e., toward the target). Direction errors were identified when the first saccade was away from the target location.</p>
<p>We performed one-way repeated-measure ANOVA to analyze experimental condition (background luminance or stimulus contrast) effects on microsaccadic responses. We also performed 2 &#x00D7; 2 repeated-measure ANOVA (experimental condition and microsaccadic occurrence) to examine microsaccadic suppression effects in each analysis (background luminance or stimulus contrast). Effect sizes (partial eta squared), where appropriate, are also reported. Statistical tests were performed using JASP team (<xref ref-type="bibr" rid="ref002">JASP Team, 2019</xref>), and MATLAB (The MathWorks Inc., Natick, MA, USA).</p>
</sec>
</sec>
<sec sec-type="results" id="sec7">
<title>Results</title>
<sec id="sec8">
<title>Background luminance level affected microsaccadic responses</title>
<p>To investigate whether background luminance level affects microsaccadic responses, we collapsed data from the four contrast conditions and analyzed microsaccadic responses across the three background luminance levels. As shown in <xref ref-type="fig" rid="fig2">Figure 2A</xref>, consistent with previous findings (<xref ref-type="bibr" rid="ref95">Watanabe et al., 2013</xref>; <xref ref-type="bibr" rid="ref15">Dalmaso et al., 2020</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>), microsaccadic rates decreased prior to target appearance, and microsaccadic inhibition occurred approximately 50&#x202F;ms after task events (e.g., gap or target appearance) (<xref ref-type="bibr" rid="ref16">Dalmaso et al., 2017</xref>; <xref ref-type="bibr" rid="ref90">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="ref15">Dalmaso et al., 2020</xref>; <xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref43">Hsu et al., 2021</xref>; <xref ref-type="bibr" rid="ref57">Malevich et al., 2021</xref>; <xref ref-type="bibr" rid="ref1">Barquero et al., 2023</xref>). More interestingly, microsaccadic rates were systematically modulated by background luminance level, with higher microsaccadic rates observed under lower luminance levels during the pre-target epoch (&#x2212;800 to &#x2212;200&#x202F;ms relative to target onset; <xref ref-type="fig" rid="fig3">Figure 3B</xref>, F(2,66)&#x202F;=&#x202F;4.490, <italic>p</italic>&#x202F;=&#x202F;0.015, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.120). The main sequence slope (the relationship between microsaccadic peak velocity and amplitude) calculated from the pre-target epoch was illustrated in <xref ref-type="fig" rid="fig2">Figure 2D</xref>, which demonstrates a similar distribution across different background luminance levels. Microsaccadic peak velocities (<xref ref-type="fig" rid="fig2">Figures 2B</xref>, <xref ref-type="fig" rid="fig3">3C</xref>) and amplitudes (<xref ref-type="fig" rid="fig2">Figures 2C</xref>, <xref ref-type="fig" rid="fig3">3D</xref>) were not significantly modulated by background luminance levels (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.6).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Effect of background luminance on microsaccadic metrics during the pre-target epoch, 800&#x202F;ms to 200&#x202F;ms before target stimulus onset <bold>(A)</bold> and target epoch, 50&#x202F;ms to 140&#x202F;ms after target stimulus onset <bold>(E)</bold>. Averaged rate <bold>(B)</bold>, peak velocity <bold>(C)</bold>, and amplitude <bold>(D)</bold> of microsaccade during the pre-target epoch. Averaged rate <bold>(F)</bold>, peak velocity <bold>(G)</bold>, and amplitude <bold>(H)</bold> of microsaccade during the target epoch. &#x002A;Indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
</caption>
<graphic xlink:href="fnsys-19-1735778-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Schematic diagrams and scatter plots illustrating a visual experiment. Diagrams labeled A and E show experimental timelines with fixation, gap, and target phases in dark, mid, and bright conditions. Scatter plots B, C, D represent pre-target epoch data with rate, peak velocity, and amplitude respectively, showing significant variation for rates. Scatter plots F, G, H represent target epoch data, showing no significant differences in rate, peak velocity, and amplitude among brightness levels, indicated by "n.s." for non-significant.</alt-text>
</graphic>
</fig>
<p>To examine whether microsaccadic responses induced by a saccadic target was modulated by background luminance, we analyzed the epoch for assessing microsaccadic inhibition after target appearance (target epoch: 50 to 140&#x202F;ms post-target onset) but before saccadic initiation. As shown in <xref ref-type="fig" rid="fig3">Figure 3F</xref>, although microsaccadic rates were lower under lower background luminance levels, this trend only approached significance (F(2,66)&#x202F;=&#x202F;2.418, <italic>p</italic>&#x202F;=&#x202F;0.097, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.0068). Moreover, microsaccadic peak velocities were not significantly modulated by background luminance (<xref ref-type="fig" rid="fig3">Figure 3G</xref>, F(2,66)&#x202F;=&#x202F;0.898, <italic>p</italic>&#x202F;=&#x202F;0.412, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.026). Similarly, microsaccadic amplitudes were not affected by background luminance (<xref ref-type="fig" rid="fig3">Figure 3H</xref>, F(2,66)&#x202F;=&#x202F;0.937, <italic>p</italic>&#x202F;=&#x202F;0.397, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.028).</p>
</sec>
<sec id="sec9">
<title>Background luminance level affected microsaccadic suppression effects</title>
<p>To further investigate the functional significance of microsaccadic responses induced by different background luminance levels, we focused on microsaccadic suppression effects. Specifically, participants performed better when no microsaccades occurred around the time of target appearance (<xref ref-type="bibr" rid="ref80">Rolfs et al., 2006</xref>; <xref ref-type="bibr" rid="ref84">Sinn and Engbert, 2011</xref>; <xref ref-type="bibr" rid="ref95">Watanabe et al., 2013</xref>; <xref ref-type="bibr" rid="ref43">Hsu et al., 2021</xref>). We separated trials with microsaccades from trials without microsaccades occurring between 400&#x202F;ms before to 100&#x202F;ms after target appearance and collapsed data across visual contrast conditions. As shown in <xref ref-type="fig" rid="fig4">Figure 4A</xref>, higher accuracies were observed in trials without microsaccades compared to those with microsaccades (microsaccadic main effect: F(1,22)&#x202F;=&#x202F;17.785, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.447). Background luminance also influenced saccadic directional accuracy, with higher accuracies under lower luminance levels (background main effect: F(2,44)&#x202F;=&#x202F;8.314, p&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.274). However, interaction effects were not significant (F(2,44)&#x202F;=&#x202F;2.132, <italic>p</italic>&#x202F;=&#x202F;0.131, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.088). Similarly, significantly faster SRTs were observed in trials without microsaccades (<xref ref-type="fig" rid="fig4">Figure 4B</xref>, F(1,22)&#x202F;=&#x202F;53.371, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.708), and SRTs were modulated by background luminance (F(2,44)&#x202F;=&#x202F;4.708, <italic>p</italic>&#x202F;=&#x202F;0.014, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.176), with faster SRTs in the mid-luminance condition. Interaction effects were not significant (F(2,44)&#x202F;=&#x202F;0.832, <italic>p</italic>&#x202F;=&#x202F;0.442, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.036). For peak velocity (<xref ref-type="fig" rid="fig4">Figure 4C</xref>), significantly lower peak velocities were observed in trials without microsaccades compared to those with microsaccades (microsaccadic main effect: F(1,22)&#x202F;=&#x202F;14.744, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.401). There was no statistically significant main effect of background luminance on peak velocity (<italic>p</italic> &#x003E;&#x202F;0.1), and no significant interaction between background luminance and microsaccade occurrence (<italic>p</italic> &#x003E;&#x202F;0.2). Similarly, significantly lower amplitudes were observed in trials without microsaccades compared to trials with microsaccades (<xref ref-type="fig" rid="fig4">Figure 4D</xref>, microsaccadic main effect: F(1,22)&#x202F;=&#x202F;8.827, <italic>p</italic>&#x202F;=&#x202F;0.007, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.286). There was no statistically significant main effect of background luminance on amplitude (<italic>p</italic> &#x003E;&#x202F;0.3), and no significant interaction between background luminance and microsaccade occurrence (<italic>p</italic> &#x003E;&#x202F;0.6). Additionally, lower endpoint deviation was observed in trials without microsaccades compared to trials with microsaccades (<xref ref-type="fig" rid="fig5">Figure 5E</xref>, microsaccadic main effect: F(1,22)&#x202F;=&#x202F;23.170, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.513). There was no statistically significant main effect of background luminance on endpoint deviation (<italic>p</italic> &#x003E;&#x202F;0.2), and no significant interaction between background luminance and microsaccade occurrence (<italic>p</italic> &#x003E;&#x202F;0.5).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Effect of background luminance and the occurrence of microsaccade on saccadic directional accuracy, SRT, and saccadic metrics. Saccadic directional accuracy <bold>(A)</bold>, SRT of task <bold>(B)</bold>, peak velocity of saccade <bold>(C)</bold>, amplitude of saccade <bold>(D)</bold>, and endpoint deviation <bold>(E)</bold> shown by the presence of microsaccade near target onset with bright, mid, and dark background luminance. &#x002A;Indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05); &#x002A;&#x002A;indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01); &#x002A;&#x002A;&#x002A;indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
</caption>
<graphic xlink:href="fnsys-19-1735778-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Graphs comparing MS and NoMS groups across different conditions: A) Accuracy percentage shows significant differences, with MS having higher accuracy in bright conditions. B) SRT is quicker in NoMS. C) Peak velocity is higher in bright conditions for NoMS. D) Amplitude shows significant variance across conditions. E) Endpoint deviation is lower for NoMS. Statistical significance is indicated by asterisks.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Effect of target contrast on microsaccades during target epoch. Microsaccade rate <bold>(A)</bold>, averaged microsaccade rate during the target epoch <bold>(B)</bold>, peak velocity <bold>(C)</bold>, averaged peak velocity during the target epoch <bold>(D)</bold>, amplitude <bold>(E)</bold>, and averaged amplitude during the target epoch <bold>(F)</bold>. The target epoch is shaded in gray in <bold>(A,C,E)</bold>.</p>
</caption>
<graphic xlink:href="fnsys-19-1735778-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Graphs depicting microsaccade data across different conditions. Panel A shows microsaccade rate over time with varying transparency levels: 100% (red), 50% (pink), 25% (cyan), 12.5% (blue). Panel B displays scatter plots of microsaccade rates, indicating no significant difference (n.s.) among conditions. Panel C illustrates peak velocity over time with the same color coding. Panel D presents scatter plots of peak velocity, showing no significant differences. Panel E highlights amplitude over time, while Panel F shows scatter plots of amplitude with no significant differences established between conditions.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec10">
<title>Modulation of visual contrast on microsaccadic inhibition</title>
<p>To examine whether microsaccadic inhibition induced by a saccadic target was modulated by visual contrast, similar to previous analyses, we investigated microsaccadic responses in the target epoch (see Materials and methods). As shown in <xref ref-type="fig" rid="fig5">Figure 5A</xref>, microsaccadic rates decreased following target appearance. Contrary to our prediction, microsaccadic rates were not significantly modulated by visual contrast. Although lower microsaccadic rates were observed in higher contrast conditions, these effects did not reach significance (<xref ref-type="fig" rid="fig5">Figure 5B</xref>: F(3,99)&#x202F;=&#x202F;1.678, <italic>p</italic>&#x202F;=&#x202F;0.196, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.048). Dynamics of microsaccadic peak velocity are shown in <xref ref-type="fig" rid="fig5">Figure 5C</xref>, but again, microsaccadic peak velocities during the target epoch were not modulated by stimulus contrast (<xref ref-type="fig" rid="fig5">Figure 5D</xref>, F(3,99)&#x202F;=&#x202F;1.289, <italic>p</italic>&#x202F;=&#x202F;0.282, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.038). Similarly, microsaccadic amplitudes (<xref ref-type="fig" rid="fig5">Figures 5E</xref>,<xref ref-type="fig" rid="fig5">F</xref>) were not influenced by stimulus contrast (F(3,99)&#x202F;=&#x202F;0.350, <italic>p</italic>&#x202F;=&#x202F;0.789, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.011).</p>
</sec>
<sec id="sec11">
<title>Visual contrast affected microsaccadic suppression effects</title>
<p>To investigate whether visual contrast systematically affected microsaccadic suppression effects, we collapsed trials across the three background luminance levels. Consistent with the preceding paragraph (see also <xref ref-type="fig" rid="fig4">Figure 4</xref>), the main effect of microsaccades remains statistically significant for saccade task performance and saccadic metrics (<xref ref-type="fig" rid="fig6">Figure 6</xref>). As expected, visual contrast systematically influenced saccadic directional accuracy, with higher accuracies in higher contrast conditions (<xref ref-type="fig" rid="fig6">Figure 6A</xref>, contrast main effect: F(3,45)&#x202F;=&#x202F;23.452, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.610). Interestingly, the interaction effect approached significance (F(3,45)&#x202F;=&#x202F;2.729, <italic>p</italic>&#x202F;=&#x202F;0.055, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.154), with particularly pronounced microsaccadic suppression effects in the mid-contrast condition. Visual contrast also systematically influenced SRT (<xref ref-type="fig" rid="fig6">Figure 6B</xref>), with significantly faster SRTs in the high-contrast conditions (F(3,45)&#x202F;=&#x202F;31.470, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.677), while interaction effects were not significant (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.4). In terms of peak velocity (<xref ref-type="fig" rid="fig6">Figure 6C</xref>) and amplitude (<xref ref-type="fig" rid="fig6">Figure 6D</xref>), there was no statistically significant main effect of contrast on either peak velocity or amplitude (<italic>p</italic> &#x003E;&#x202F;0.3), and no significant interaction between contrast and microsaccade occurrence (<italic>p</italic> &#x003E;&#x202F;0.1). In <xref ref-type="fig" rid="fig6">Figure 6E</xref>, visual contrast significantly affected endpoint deviation, with larger endpoint deviations in the low-contrast conditions (contrast main effect: F(3,45)&#x202F;=&#x202F;6.621, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, &#x03B7;p<sup>2</sup>&#x202F;=&#x202F;0.306). There was no statistically significant interaction between contrast and microsaccade occurrence (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.6).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Effect of target contrast and the occurrence of microsaccade on saccadic directional accuracy <bold>(A)</bold>, SRT of task <bold>(B)</bold>, peak velocity of saccade <bold>(C)</bold>, amplitude of saccade <bold>(D)</bold>, and endpoint deviation <bold>(E)</bold> shown by the presence of microsaccade near target onset with different target contrasts. &#x002A;indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05); &#x002A;&#x002A;indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01); &#x002A;&#x002A;&#x002A;indicates difference is statistically significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
</caption>
<graphic xlink:href="fnsys-19-1735778-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Five scatter plots labeled A to E show different metrics comparing MS (Multiple Sclerosis) and NoMS groups at varying stimulus intensities (100%, 50%, 25%, 12.5%). Plot A shows accuracy percentage, B shows saccadic reaction time in milliseconds, C shows peak velocity in degrees per second, D shows amplitude in degrees, and E shows endpoint deviation in degrees. Each plot illustrates individual data points and mean values with error bars. Significance levels are indicated with asterisks, demonstrating statistical differences between groups and conditions.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec12">
<title>Discussion</title>
<p>The present study examined how global luminance modulates pre-target microsaccade behavior and how peri-target microsaccades affect saccadic eye movements during a saccade task. Background luminance level affected task-related performance, with higher saccadic directional accuracy in the lower luminance conditions. Moreover, microsaccade rates were altered by varying luminance, with higher microsaccade rates associated with lower luminance levels. Peri-target microsaccade demonstrate microsaccadic suppression with diminished task-related performance, yielding lower accuracies and slower SRTs. More interestingly, peri-target microsaccades not only affected SRTs, but also modulated dynamics of saccade movements, with higher peak velocities, larger amplitudes, and greater endpoint deviations associated for trials with microsaccades. While the peri-target microsaccade effect cannot be definitively attributed to the background luminance, it suggests an interaction between these oculomotor responses. Together, these findings implicate the coordination of multiple components of oculomotor responses in the service of vision.</p>
<sec id="sec13">
<title>Microsaccades as adaptive responses to global luminance</title>
<p>Successful visual behavior, including fixating on an object, identifying its features, and shifting gaze to new targets, relies on the precise coordination of multiple oculomotor responses. Pupil size adjusts dynamically to optimize visual discrimination and sensitivity under changing luminance (<xref ref-type="bibr" rid="ref7">Campbell and Gregory, 1960</xref>; <xref ref-type="bibr" rid="ref97">Woodhouse and Campbell, 1975</xref>; <xref ref-type="bibr" rid="ref68">Mathot and Van der Stigchel, 2015</xref>; <xref ref-type="bibr" rid="ref67">Mathot and Ivanov, 2019</xref>); saccades reposition the fovea to capture objects of interest; and microsaccades help maintain foveal image, enhance spatial detail, and support shifts of spatial attention (<xref ref-type="bibr" rid="ref24">Engbert and Kliegl, 2003</xref>; <xref ref-type="bibr" rid="ref61">Martinez-Conde et al., 2004</xref>; <xref ref-type="bibr" rid="ref62">Martinez-Conde et al., 2006</xref>; <xref ref-type="bibr" rid="ref21">Donner and Hemila, 2007</xref>; <xref ref-type="bibr" rid="ref101">Yuval-Greenberg et al., 2014</xref>; <xref ref-type="bibr" rid="ref56">Lowet et al., 2018</xref>; <xref ref-type="bibr" rid="ref73">Poletti, 2023</xref>). These oculomotor responses are coordinated by the superior colliculus (SC), which integrates sensory, cognitive, and motor signals to support active vision (<xref ref-type="bibr" rid="ref37">Hafed et al., 2023</xref>). Prior evidence shows that ambient luminance modulates oculomotor activity via the SC for both diurnal and nocturnal species (<xref ref-type="bibr" rid="ref17">Delay, 1981</xref>). <xref ref-type="bibr" rid="ref2">Benedetto et al. (2014)</xref> reported that lower screen luminance during reading increased microsaccade rates, reduced saccade velocities, and slowed reading speeds (<xref ref-type="bibr" rid="ref2">Benedetto et al., 2014</xref>). Similarly, <xref ref-type="bibr" rid="ref11">Chen et al. (2021)</xref> found that microsaccade rates systematically decrease as luminance increases (<xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). Together, these findings suggest that microsaccade behaviors adapt to luminance variations, likely mediated by the SC. However, previous studies have not fully clarified how global luminance influences microsaccade behavior, because they did not control for the visual contrast of the foveal stimulus. This contrast can modulate fixation-related activity in the SC and, in turn, affect microsaccade behavior (<xref ref-type="bibr" rid="ref59">Marino et al., 2012</xref>; <xref ref-type="bibr" rid="ref60">Marino et al., 2015</xref>). Since changes in global luminance are inevitably confounded with changes in foveal stimulus contrast, it is crucial to isolate the effects of global luminance from those of foveal contrast in order to address this question more appropriately.</p>
<p>In the present study, we addressed this gap by holding foveal luminance constant while manipulating peripheral background luminance. This design allowed us to isolate the effects of global luminance on microsaccade generation and examine its relevance for saccadic performance. We found that darker global luminance conditions increased microsaccade rates, suggesting that microsaccades, like pupil adjustments, may serve as adaptive mechanisms that support visual processing, particularly under more demanding low-light conditions (<xref ref-type="bibr" rid="ref82">Shlaer, 1937</xref>; <xref ref-type="bibr" rid="ref75">Rabin, 1994</xref>; <xref ref-type="bibr" rid="ref71">Otero-Millan et al., 2008</xref>). These findings align with evidence that SC microstimulation evokes both saccades and pupil dilation (<xref ref-type="bibr" rid="ref92">Wang and Munoz, 2021a</xref>), supporting the notion of a shared control mechanism for multiple components of orienting, including microsaccadic and saccadic eye movements as well as pupil responses (<xref ref-type="bibr" rid="ref14">Corneil and Munoz, 2014</xref>). Furthermore, extensive interlaminar connections within the SC (<xref ref-type="bibr" rid="ref41">Hall and Lee, 1997</xref>; <xref ref-type="bibr" rid="ref53">Lee et al., 1997</xref>; <xref ref-type="bibr" rid="ref44">Isa et al., 1998</xref>; <xref ref-type="bibr" rid="ref72">&#x00D6;zen et al., 2000</xref>; <xref ref-type="bibr" rid="ref22">Doubell et al., 2003</xref>), with the superficial layers receiving visual input and the intermediate layers contributing to pupil control, saccadic eye movements, and multisensory integration, suggests that these oculomotor functions are dynamically coordinated to support effective visual performance.</p>
</sec>
<sec id="sec14">
<title>Role of microsaccade occurrence on task-related performance</title>
<p>Consistent with previous findings (<xref ref-type="bibr" rid="ref38">Hafed and Krauzlis, 2010</xref>; <xref ref-type="bibr" rid="ref42">Hass and Horwitz, 2011</xref>; <xref ref-type="bibr" rid="ref10">Chen et al., 2015</xref>; <xref ref-type="bibr" rid="ref9">Chen and Hafed, 2017</xref>; <xref ref-type="bibr" rid="ref33">Greilich and Hafed, 2024</xref>), the occurrence of microsaccades around target onset impaired task performance, as evidenced by reduced saccadic directional accuracy and longer reaction times in trials where microsaccades occurred at target onset. These effects can be explained, at least in part, by microsaccadic suppression, a phenomenon in which microsaccades suppress stimulus-evoked visual bursts in SC neurons by approximately 30% in behaving monkeys (<xref ref-type="bibr" rid="ref38">Hafed and Krauzlis, 2010</xref>). This suppression begins around 70&#x202F;ms before microsaccade onset and persists until about 70&#x202F;ms after microsaccade termination (<xref ref-type="bibr" rid="ref38">Hafed and Krauzlis, 2010</xref>). Similarly, <xref ref-type="bibr" rid="ref9">Chen and Hafed (2017)</xref> reported that microsaccades are associated with prolonged SRTs and reduced firing rates in both visual and visuomotor SC neurons (<xref ref-type="bibr" rid="ref9">Chen and Hafed, 2017</xref>). In line with this, <xref ref-type="bibr" rid="ref42">Hass and Horwitz (2011)</xref> found that microsaccades not only increase behavioral contrast detection thresholds but also modulate V1 neuronal responses in primates (<xref ref-type="bibr" rid="ref42">Hass and Horwitz, 2011</xref>). Together, these findings suggest that microsaccade generation suppresses SC and V1 responses to visual stimuli, which likely contributes to the diminished task performance observed in our study. We should also note that the characteristic of a peripheral stimulus could affect the SC neuronal activity and microsaccade effects (<xref ref-type="bibr" rid="ref58">Malevich et al., 2022</xref>; <xref ref-type="bibr" rid="ref98">Wu and Hafed, 2025</xref>). Neurophysiological studies have demonstrated how the luminance polarity of a peripheral stimulus leads to perimicrosaccadic changes in the SC, while the microsaccadic suppression was similar for either luminance polarity (<xref ref-type="bibr" rid="ref98">Wu and Hafed, 2025</xref>).</p>
<p>Extending these findings, we further observed that task performance was more strongly suppressed under bright and mid-luminance conditions. One possible explanation is that larger pupil size under dark luminance facilitates peripheral target detection (<xref ref-type="bibr" rid="ref65">Mathot, 2018</xref>; <xref ref-type="bibr" rid="ref67">Mathot and Ivanov, 2019</xref>; <xref ref-type="bibr" rid="ref23">Eberhardt et al., 2022</xref>), such that even when microsaccades occur, their detrimental effect on performance is mitigated. In contrast, under bright and mid-luminance conditions, peripheral detection performance was already somewhat impaired, even in the absence of microsaccades, likely due to smaller pupil size being less conducive to effective peripheral vision. Without the benefit of a larger pupil, the presence of microsaccades exerts a more pronounced negative impact on task performance (<xref ref-type="fig" rid="fig4">Figure 4A</xref>).</p>
<p>Although the impact of microsaccades on saccadic performance has been widely studied (<xref ref-type="bibr" rid="ref9">Chen and Hafed, 2017</xref>; <xref ref-type="bibr" rid="ref15">Dalmaso et al., 2020</xref>; <xref ref-type="bibr" rid="ref8">Chen et al., 2025</xref>), fewer studies have explored their influence on dynamics of saccade movements. We observed a trend of increasing endpoint deviation as target contrast decreased, particularly in the absence of microsaccades (<xref ref-type="fig" rid="fig6">Figure 6E</xref>). This finding consistent with previous research showing that stimulus contrast is positively related to SC activity, and inversely related to endpoint deviation (<xref ref-type="bibr" rid="ref59">Marino et al., 2012</xref>). Notably, saccadic peak velocity has been linked to arousal and mental workload, as it is directly associated with the firing rates of brainstem saccade-generating neurons (<xref ref-type="bibr" rid="ref27">Galley, 1989</xref>). Previous studies have shown that reductions in peak velocity correlate with fatigue, time-on-task effects, and increased task difficulty, supporting its use as a physiological marker of cognitive state (<xref ref-type="bibr" rid="ref28">Galley, 1998</xref>; <xref ref-type="bibr" rid="ref20">Di Stasi et al., 2010</xref>; <xref ref-type="bibr" rid="ref19">Di Stasi et al., 2012</xref>). Consistent with previous study, we observed a trend of increasing saccadic peak velocity in dark background luminance (<xref ref-type="bibr" rid="ref94">Wang et al., 2021</xref>), especially when without the occurrence of microsaccade (<xref ref-type="fig" rid="fig4">Figure 4C</xref>). The findings that the influence of background luminance and stimulus contrast is more evident when microsaccade are absent, suggesting that the effect of peri-target microsaccade may potentially neutralize the influence of exogeneous factors on saccadic metrics.</p>
<p>Notably, the occurrence of microsaccades around target onset not only affected saccade latencies, but also saccadic metrics, including peak velocity, amplitude, and endpoint deviation, parameters reflecting the dynamics and precision of saccadic control. We found that endpoint deviation increased significantly in the presence of microsaccades, regardless of background luminance or target contrast levels (<xref ref-type="fig" rid="fig4">Figures 4E</xref>, <xref ref-type="fig" rid="fig6">6E</xref>). This finding echoes the phenomenon of microsaccadic suppression, as reduced SC activity during microsaccadic suppression may plausibly be associated with less precise oculomotor targeting and larger endpoint deviation. However, saccadic peak velocity (or amplitude) was also increased in the presence of microsaccades. This effect was observed across all background luminance and target contrast conditions, although not all comparisons reached statistical significance (<xref ref-type="fig" rid="fig4">Figures 4C</xref>,<xref ref-type="fig" rid="fig4">D</xref>, <xref ref-type="fig" rid="fig6">6C,D</xref>). These findings were opposite to our prediction, as reduced target-evoked SC activity due to microsaccade occurrence should result in lower peak velocities, requiring further investigation. Together, these findings suggest that microsaccade may not only reflect aspects of motor preparation but also serve as indicators of underlying cognitive and physiological states.</p>
</sec>
<sec id="sec15">
<title>Potential neural mechanisms for observed microsaccade effects by luminance level</title>
<p>The SC serves as a central hub in the sensorimotor network, integrating multisensory processing, and visually guided orienting behaviors (<xref ref-type="bibr" rid="ref37">Hafed et al., 2023</xref>). Its extensive interconnections with cortical, subcortical, and spinal structures enable it to coordinate these functions effectively (<xref ref-type="bibr" rid="ref96">White and Munoz, 2011</xref>; <xref ref-type="bibr" rid="ref64">Martinez-Conde et al., 2013</xref>). The SC receives both bottom-up (sensory) and top-down (cognitive or task-directed) input, and sends both ascending projections (to cortex via thalamus) and descending outputs that control the visual grasp reflex via tecto-reticulo-spinal neurons (<xref ref-type="bibr" rid="ref14">Corneil and Munoz, 2014</xref>). Microsaccade, which are primarily generated by rostral SC, represent key biomarkers of covert orienting and motor preparation within this network (<xref ref-type="bibr" rid="ref14">Corneil and Munoz, 2014</xref>). Accordingly, microsaccade behavior is modulated by multiple interconnected structures, including the visual cortex, frontal eye field, brainstem reticular circuits (<xref ref-type="bibr" rid="ref87">Tse et al., 2010</xref>; <xref ref-type="bibr" rid="ref64">Martinez-Conde et al., 2013</xref>; <xref ref-type="bibr" rid="ref14">Corneil and Munoz, 2014</xref>; <xref ref-type="bibr" rid="ref40">Hafed et al., 2021</xref>). More directly, given the SC receives direct retinal signals (<xref ref-type="bibr" rid="ref96">White and Munoz, 2011</xref>), it is plausible that changes in background luminance influence microsaccade behavior by altering SC activity. In our experiment, changes in global luminance occurred in the peripheral visual field and may have modulated spontaneous activity in the eccentric SC, which has been shown to influence microsaccade dynamics (<xref ref-type="bibr" rid="ref5">Buonocore et al., 2021</xref>). Background luminance-induced changes in SC activity may serve as a neural mechanism through which ambient lighting conditions modulate the fine-tuning of oculomotor behavior.</p>
<p>Although microsaccadic suppression is a robust phenomenon (<xref ref-type="bibr" rid="ref38">Hafed and Krauzlis, 2010</xref>; <xref ref-type="bibr" rid="ref42">Hass and Horwitz, 2011</xref>; <xref ref-type="bibr" rid="ref9">Chen and Hafed, 2017</xref>), its underlying mechanisms remain incompletely understood. For saccadic suppression, perceptual thresholds increase before, during, and after saccades to maintain perceptual stability (<xref ref-type="bibr" rid="ref99">Wurtz, 2008</xref>). Thilo et al. generated phosphenes either by transcranial magnetic stimulation at the occipital cortex or by electrical stimulation at the retina and measured the threshold for phosphene perception during saccadic eye movements. They found that the threshold for retina-induced phosphenes increased significantly during saccades, whereas the threshold for cortex-induced phosphenes remained unchanged. These findings suggest that saccadic suppression, reflected by impaired phosphene perception, is mediated early in the visual pathway, likely before cortical processing (<xref ref-type="bibr" rid="ref86">Thilo et al., 2004</xref>). By analogy, a similar but a smaller-scale context of microsaccade suppression, perception outside the foveal or covertly attended region (<xref ref-type="bibr" rid="ref54">Liu et al., 2022</xref>, <xref ref-type="bibr" rid="ref55">2023</xref>) may also undergo a transient reduction in sensitivity to minimize the effects of image blur caused by microsaccades. However, whether microsaccadic suppression is mediated by the same circuits as saccadic suppression, or whether it additional involves inhibitory effects from the fixational neurons in SC (<xref ref-type="bibr" rid="ref70">Munoz and Wurtz, 1993</xref>; <xref ref-type="bibr" rid="ref26">Everling et al., 1998</xref>) or other subcortical and cortical regions, remains to be clarified (<xref ref-type="bibr" rid="ref64">Martinez-Conde et al., 2013</xref>; <xref ref-type="bibr" rid="ref40">Hafed et al., 2021</xref>).</p>
<p>Previous studies have shown that both high stimulus contrast and larger pupil size are associated with higher saccadic peak velocity, smaller saccadic amplitude and smaller endpoint deviation (<xref ref-type="bibr" rid="ref59">Marino et al., 2012</xref>; <xref ref-type="bibr" rid="ref94">Wang et al., 2021</xref>). In contrast, the presence of microsaccade is linked to higher saccadic peak velocity, larger saccadic amplitude and greater endpoint deviation. This finding suggests that dynamic saccadic metrics are not always tightly coupled and may be modulated through different mechanisms, potentially reflecting distinct physiological functions. Furthermore, the effects of microsaccades may be mediated through neural pathways that are separate from those involved in processing visual stimuli or luminance-modulated pupil dilation. Our observation that the presence of microsaccades attenuates the influence of stimulus contrast and background luminance on saccadic metrics further suggests that microsaccades may operate through a separate neural pathway. A mechanism that may contribute to the relation of microsaccade and saccadic metrics involves the mutual inhibition between saccade-generator and the omnipause neurons (OPNs). The rostral SC drives OPNs and maintains their tonic activity during fixation, while a transient pause in OPNs activity permits saccades and microsaccades generation (<xref ref-type="bibr" rid="ref3">Bergeron and Guitton, 2001</xref>; <xref ref-type="bibr" rid="ref4">Brien et al., 2009</xref>; <xref ref-type="bibr" rid="ref81">Shinoda et al., 2011</xref>). On the other hand, OPNs also modulate saccadic peak velocity: inactivation of OPNs has been shown to reduced saccadic peak velocity while leaving visual fixation intact (<xref ref-type="bibr" rid="ref46">Kaneko, 1996</xref>; <xref ref-type="bibr" rid="ref85">Soetedjo et al., 2002</xref>; <xref ref-type="bibr" rid="ref69">Miura and Optican, 2006</xref>). Furthermore, hypothetical arousal neurons are thought to project onto the OPNs (<xref ref-type="bibr" rid="ref29">Gancarz and Grossberg, 1998</xref>; <xref ref-type="bibr" rid="ref32">Girard and Berthoz, 2005</xref>; <xref ref-type="bibr" rid="ref76">Rahafrooz et al., 2008</xref>), providing a possible explanation for arousal related changes in saccadic metrics (<xref ref-type="bibr" rid="ref18">Di Stasi et al., 2013</xref>) and suggesting a functional link between microsaccade and changes in saccadic dynamics. Notably, prior work reported that global luminance alone does not modulate saccadic responses (<xref ref-type="bibr" rid="ref92">Wang and Munoz, 2021a</xref>), implying that the changes in saccadic metrics observed in the present study is likely driven by the presence of microsaccades. However, whether the burst of activity in the rostral SC during microsaccade influence rostral SC that responsible for the tonic activity of OPNs, and thereby affects saccadic metrics remains to be explored.</p>
</sec>
<sec id="sec16">
<title>Limitations and future directions</title>
<p>In the current study, some trials were excluded due to a low rate of microsaccade occurrence, resulting in fewer than 35 valid trials per condition for analysis. Additionally, the participant pool was limited to healthy young adults, which may constrain the generalizability of the findings. As microsaccade characteristics may vary with age (<xref ref-type="bibr" rid="ref74">Port et al., 2016</xref>), future research should include a larger number of trials and a more diverse age range. Another essential step is to employ direct neural recordings or high-resolution neuroimaging to examine SC activity under similar luminance manipulation conditions, which would provide critical evidence to support or refine existing models of SC-mediated oculomotor control.</p>
<p>The current task focused solely on peripheral detection under static background luminance. However, luminance in natural environments is dynamic. Future studies should examine microsaccade behavior under temporally varying luminance to better capture natural visual adaptation. Broader task designs are also needed to test how oculomotor responses adjust across perceptual and cognitive demands. For example, the paradigm by Chin et al. may clarify how microsaccades affect discrimination across luminance conditions (<xref ref-type="bibr" rid="ref13">Chin et al., 2024</xref>); while pro- and anti-saccade tasks under different luminance condition could reveal how cognitive demands modulates microsaccade&#x2013;saccade dynamics across luminance conditions (<xref ref-type="bibr" rid="ref95">Watanabe et al., 2013</xref>; <xref ref-type="bibr" rid="ref12">Cherng et al., 2020</xref>; <xref ref-type="bibr" rid="ref51">Krasovskaya et al., 2023</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec17">
<title>Conclusion</title>
<p>The present study highlights the role of microsaccade as adaptive oculomotor responses that adjust to changes in global luminance, suggesting a possible luminance-driven modulation of SC activity. Peri-target microsaccades not only influence perceptual performance during peripheral target detection but also affect the dynamics of subsequent saccadic eye movements, underscoring their relevance in both the dynamics and precision of saccadic control.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec18">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec19">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Institutional Review Board of the Taipei Medical University, Taiwan. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>C-YK: Writing &#x2013; original draft, Investigation, Formal analysis, Funding acquisition, Writing &#x2013; review &#x0026; editing. C-HJ: Funding acquisition, Investigation, Conceptualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Chin-An Wang for the original experiment design and technical assistance and the subjects participated in this study.</p>
</ack>
<sec sec-type="COI-statement" id="sec21">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec22">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was used in the creation of this manuscript. During the preparation of this work, the authors used Gemini 2.5 Pro to improve the readability and language of the manuscript. After using this tool/service, the authors reviewed and edited the content as needed and take full responsibility for the content of the published article.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec23">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/164822/overview">Mario Trevi&#x00F1;o</ext-link>, University of Guadalajara, Mexico</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/54266/overview">Ziad M. Hafed</ext-link>, University of T&#x00FC;bingen, Germany</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3284113/overview">Max Levinson</ext-link>, New York University, United States</p>
</fn>
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</article>