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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2024.1524637</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association of interictal epileptiform discharges and serum concentration of levetiracetam and lamotrigine</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lang</surname> <given-names>Johannes D.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1927939/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Willno</surname> <given-names>Alexander</given-names></name>
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<contrib contrib-type="author">
<name><surname>Reindl</surname> <given-names>Caroline</given-names></name>
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<contrib contrib-type="author">
<name><surname>Welte</surname> <given-names>Tamara</given-names></name>
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<contrib contrib-type="author">
<name><surname>Stritzelberger</surname> <given-names>Jenny</given-names></name>
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<contrib contrib-type="author">
<name><surname>Gollwitzer</surname> <given-names>Stephanie</given-names></name>
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<contrib contrib-type="author">
<name><surname>Walther</surname> <given-names>Katrin</given-names></name>
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<contrib contrib-type="author">
<name><surname>Hamer</surname> <given-names>Hajo</given-names></name>
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</contrib-group>
<aff><institution>Epilepsy Centre, Department of Neurology, University Hospital Erlangen</institution>, <addr-line>Erlangen</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Georgia Ramantani, University Children&#x2019;s Hospital Zurich, Switzerland</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Petia Dimova, University Hospital St. Ivan Rilski, Bulgaria</p>
<p>Ioana Mindruta, University of Bucharest, Romania</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Johannes D. Lang, <email>Johannes.lang@uk-erlangen.de</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1524637</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Lang, Willno, Reindl, Welte, Stritzelberger, Gollwitzer, Walther and Hamer.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Lang, Willno, Reindl, Welte, Stritzelberger, Gollwitzer, Walther and Hamer</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>Interictal epileptiform discharges (IEDs) are an electrographic biomarker of epilepsy. Despite their crucial role in diagnosing epilepsy, heterogeneous findings exist on the mechanisms underlying their occurrence and the effects of anti-seizure medications (ASMs) on IEDs.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We conducted a study to investigate the association between IED frequency and the serum concentration of two commonly used ASMs, levetiracetam (LEV) and lamotrigine (LTG). We included 56 patients undergoing a continuous video EEG monitoring in our center with tapering of ASM. IED frequency was analyzed using automated and semiautomated methods and serum samples were collected sequentially throughout the stay.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>The cohort consisted of 41 patients (23 female, 18 male), between 19 and 64&#x202F;years (mean 37.42&#x202F;years), most of which were diagnosed with focal epilepsy (93%). IED frequency increased after ASM reduction revealing a negative correlation similarly with LEV and LTG serum concentrations (<italic>p</italic>&#x202F;=&#x202F;0.0057 and <italic>p</italic>&#x202F;=&#x202F;0.0426, respectively).</p>
</sec>
<sec id="sec4">
<title>Discussion</title>
<p>Notably, we observed a significant increase in IED frequency following dose reduction or discontinuation of both medications. This effect was reversed after ASM were re-dosed. This may indicate the suppressive properties of LEV and LTG against epileptic seizures. Furthermore, our study highlights the importance of ASM discontinuation, which may be required for capturing IEDs during diagnostic continuous EEG monitoring, and not be fully explained by circadian or ultradian rhythms alone.</p>
</sec>
<sec id="sec5">
<title>Conclusion</title>
<p>Our findings contribute to the understanding of ASM effects on IED frequency dynamics and suggest seizure suppressive properties of LEV and LTG.</p>
</sec>
</abstract>
<kwd-group>
<kwd>spikes</kwd>
<kwd>interictal epileptiform discharges</kwd>
<kwd>anti-seizure medication</kwd>
<kwd>anticonvulsants</kwd>
<kwd>antiepileptic drugs</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="14"/>
<page-count count="7"/>
<word-count count="4046"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Epilepsy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<title>Introduction</title>
<p>The recurrence of unprovoked epileptic seizures is the decisive factor in the definition of epilepsy (<xref ref-type="bibr" rid="ref1">1</xref>). However, due to their relatively unpredictable occurrence, recording them in a routine electroencephalogram (EEG) is not trivial and often reserved for a long-term EEG or a stay at an EEG monitoring unit. Interictal epileptiform discharges (IED), on the other hand, are more common and therefore easier to detect transients of electrical cortical activity of different duration and configuration. Their strong association with epilepsy and their occurrence in the interictal interval, i.e., between two successive seizures, have made IEDs a biomarker of epileptic activity and a powerful screening instrument for identifying and classifying epilepsies (<xref ref-type="bibr" rid="ref2">2</xref>). The brief variants, the so-called &#x201C;spikes,&#x201D; are defined as transients with a generally negative main component, a characteristic &#x201C;sharp peak at conventional paper speed with a duration of 20 to less than 70&#x202F;ms, and a variable amplitude of &#x003E;50&#x202F;&#x03BC;V,&#x201D; which if followed by a slower wave of the same polarity, are called &#x201C;spike&#x2013;wave complexes.&#x201D; Because of the arbitrary and mostly descriptive distinction between spikes and transients of similar characteristics with a slower time course up to 200&#x202F;ms, the so-called &#x201C;sharp waves,&#x201D; these transients have been grouped together as IEDs (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). Beyond their diagnostic and localizing value, it remains unclear what their exact role is within epilepsies, epileptic seizures, and epileptogenesis, and more fundamental, if their presence represents an excitatory or inhibitory activity within an epileptic network (<xref ref-type="bibr" rid="ref5">5</xref>).</p>
<p>The significance of their frequency remains unclear. In addition to diurnal fluctuations, conflicting findings on IED frequency in the pre- and postictal interval have been reported (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). While single IED and short sequences of epileptic activity can occur without any recognizable clinical symptoms, short series of generalized spike-and-wave complexes can be associated with impaired awareness and reaction as in absence epilepsy. Furthermore, IED are not exclusively an electrographic phenomenon, but are associated with impaired cerebral perfusion, metabolic changes and can affect cognitive performance (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>Typically, IEDs are analyzed in terms of their shape, distribution, and frequency. While the first two usually require the averaging of many potentials of similar shape and distribution, the latter compare, e.g., their relative incidence in different states of vigilance, i.e., wakefulness and sleep, in pre- and postictal episodes, and under different drug conditions. Concerning their association with the efficacy of anti-seizure medication, conflicting findings have been reported with both, an increase and decrease of IED frequency under medication (<xref ref-type="bibr" rid="ref5">5</xref>). Therefore, we designed this study to investigate the association of IED frequency in continuous EEG and the serum concentration of levetiracetam (LEV) and lamotrigine (LTG), two widely used newer agents of anti-seizure medication (ASM) with sequential serum samples over the course of several days.</p>
</sec>
<sec sec-type="methods" id="sec7">
<title>Methods</title>
<p>We included 56 patients who were referred to our center for a one-week video EEG monitoring between 2018 and 2020. All patients received a continuous EEG with scalp electrodes according to the 10&#x2013;20 system (<xref ref-type="bibr" rid="ref7">7</xref>) for either diagnostic reasons or for a presurgical workup. We included people with confirmed epilepsy if they were at least 18&#x202F;years old, took either ASM and were admitted to our monitoring unit with the intention of recording epileptic seizures and/or IED for diagnostic purposes, sometimes by reducing or discontinuing medication. Exclusion criteria encompassed pregnant or breastfeeding women, minors and people under legal guardianship or limited legal capacity.</p>
<sec id="sec8">
<title>Sequential blood sampling</title>
<p>After patients gave informed consent, sequential serum samples were drawn every other day, unless dose changes were made, in which case blood was taken daily for 3&#x202F;days. Dose changes were made solely based on clinical considerations, e.g., to induce epileptic seizures for diagnostic purposes or improve their suppression. Serum concentrations were measured in our clinical laboratory using mass spectrometry.</p>
</sec>
<sec id="sec9">
<title>IED frequency</title>
<p>After the patients have been discharged, the frequency of IED was determined using Brain Electrical Source Analysis (BESA&#x00AE;) software (BESA GmbH, Gr&#x00E4;felfing, Germany) with two approaches: (1) using an automated IED detection and clustering algorithm in BESA&#x00AE; Epilepsy (version 2), and (2) using a semi-automated template search in BESA&#x00AE; Research (version 6). The automated evaluation was carried out for all recorded EEG, on blocks of 24&#x202F;h starting at 8&#x202F;AM, while the semi-automated frequency evaluation was conducted on blocks of two hours every night and day, with the latter containing a standardized awake EEG routine including alpha blocking with visual stimuli (eye opening) and hyperventilation. Since IED frequency differs significantly between individual patients, we calculated the relative frequency based on a baseline, which was established as the mean IED frequency before dose alterations or discontinuation for dose reduction or drug withdrawal, respectively.</p>
</sec>
<sec id="sec10">
<title>Statistics</title>
<p>All statistics were calculated using JMP&#x00AE; 16.0.0 software. Normal distribution was tested using Shapiro&#x2013;Wilk W test for absolute and relative measures of IED frequencies and ASM serum concentration for LEV and LTG, which indicated that all variables were not normally distributed (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). Consequently, throughout the analysis, we used non-parametric tests, e.g., Wilcoxon rank sum test (group comparison) and Spearman&#x2019;s rho (correlation).</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<title>Results</title>
<sec id="sec12">
<title>Patient cohort and clinical characteristics</title>
<p>Of 56 patients, 41 complete data sets were o5tained for further analyses. We excluded 15 patients after sampling, due to insufficient number of serum samples (n&#x202F;=&#x202F;8) or dropped out during the sampling period due to clinical reasons (early discharge and diagnosis other than epilepsy, n&#x202F;=&#x202F;5), and two patients at own will.</p>
<p>Our final cohort consisted of 41 patients (23 female, 18 male), between 19 and 64&#x202F;years (mean 37.42&#x202F;years). An overview of their clinical characteristics is given in <xref ref-type="table" rid="tab1">Table 1</xref>. Most patients were diagnosed with focal epilepsy, only 3 patients suffered from generalized epilepsy. Of these, 19 patients took LEV and 22 were on LTG, and five patients took both ASM (LEV and LTG). Age at (epilepsy) onset ranged from 3 to 55&#x202F;years. One patient was diagnosed with psychogenic non-epileptic seizures (PNES) in addition to focal epilepsy.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Cohort and clinical characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameters</th>
<th/>
<th align="center" valign="top">Total</th>
<th align="center" valign="top">LEV</th>
<th align="center" valign="top">LTG</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><italic>N</italic></td>
<td/>
<td align="center" valign="top">41</td>
<td align="center" valign="top">19</td>
<td align="center" valign="top">22</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">(range) [years]</td>
<td align="center" valign="top">37.42 (19&#x2013;64)</td>
<td align="center" valign="top">40.53 (22&#x2013;64)</td>
<td align="center" valign="top">36.64 (19&#x2013;64)</td>
</tr>
<tr>
<td align="left" valign="top">Age at onset</td>
<td align="center" valign="top">(range) [years]</td>
<td align="center" valign="top">20.44 (3&#x2013;55)</td>
<td align="center" valign="top">22.74 (7&#x2013;55)</td>
<td align="center" valign="top">20.14 (3&#x2013;55)</td>
</tr>
<tr>
<td align="left" valign="top">Gender</td>
<td align="center" valign="top">Male/female</td>
<td align="center" valign="top">18/23</td>
<td align="center" valign="top">9/10</td>
<td align="center" valign="top">9/13</td>
</tr>
<tr>
<td align="left" valign="top">Epilepsy type</td>
<td align="center" valign="top">Focal Epilepsy</td>
<td align="center" valign="top">38</td>
<td align="center" valign="top">18</td>
<td align="center" valign="top">20</td>
</tr>
<tr>
<td/>
<td align="center" valign="top">Generalized Epilepsy</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">2</td>
</tr>
<tr>
<td align="left" valign="top">Hemisphere</td>
<td align="center" valign="top">Right/left/multifocal</td>
<td/>
<td align="center" valign="top">9/8/1</td>
<td align="center" valign="top">9/10/1</td>
</tr>
<tr>
<td align="left" valign="top">Lobe</td>
<td align="center" valign="bottom">Temporal</td>
<td/>
<td align="center" valign="top">10</td>
<td align="center" valign="top">10</td>
</tr>
<tr>
<td/>
<td align="center" valign="bottom">Frontal</td>
<td/>
<td align="center" valign="top">5</td>
<td align="center" valign="top">7</td>
</tr>
<tr>
<td/>
<td align="center" valign="bottom">Parietal</td>
<td/>
<td align="center" valign="top">3</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td/>
<td align="center" valign="bottom">Occipital</td>
<td/>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td/>
<td align="center" valign="bottom">Multifocal</td>
<td/>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td/>
<td align="center" valign="bottom">Unclear</td>
<td/>
<td/>
<td align="center" valign="top">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Total cohort, patients under LEV, Levetiracetam, and LTG, Lamotrigine. Age (at inclusion) and age at (epilepsy) onset as mean and range in years, other information in total numbers.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<title>IED frequency</title>
<p>Across all patients, IED frequency detected by both methods (using BESA&#x00AE; Epilepsy and Research), did not differ significantly when compared according to seizure frequency as recorded by clinical history on admission (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). Therefore, data from BESA&#x00AE; Epilepsy on 24&#x202F;h per day were used for further analyses, which reached up to 8,067 IED or a maximum of 165-fold relative increase within 24&#x202F;h. Median IED frequency was 367 and 275 per day for patients taking LEV and LTG, respectively (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>).</p>
</sec>
<sec id="sec14">
<title>Levetiracetam</title>
<p>Under the influence of levetiracetam (LEV), the relative IED frequency showed an increase to 2.8-fold (1.1 to 4.6) on the day of dose reduction and to a maximum of 4.5-fold one day after (2.6 to 6.3). It decreased again when doses were increased (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). Relative IED frequency correlated with LEV dose (<italic>p</italic>&#x202F;=&#x202F;0.0242) and serum concentration (<italic>p</italic>&#x202F;=&#x202F;0.0057), which in turn correlated with each other (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.0001, <xref ref-type="fig" rid="fig1">Figures 1B</xref>&#x2013;<xref ref-type="fig" rid="fig1">D</xref>, respectively). In addition, IED frequency correlated significantly with absolute LEV dose (<italic>p</italic>&#x202F;=&#x202F;0.0156) and serum concentration (<italic>p</italic>&#x202F;=&#x202F;0.0083; data not shown). For 5 patients under LEV, doses were not altered due to a suspected high number of seizures (&#x003E;1&#x2013;2 per week) or recording of seizures within the first 24&#x202F;h of the monitoring (at baseline), which made dose reduction or discontinuation unnecessary. Interestingly, IED frequency (<italic>p</italic>&#x202F;=&#x202F;0.2661) and serum concentrations (<italic>p</italic>&#x202F;=&#x202F;0.3822) did not differ significantly compared to reduction (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S3</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p><bold>(A)</bold> Course of relative IED frequency, LEV dose and serum concentration in relation to baseline (days &#x2212;3 to &#x2212;1) given as mean (full lines, colors see legend) and standard error of the mean (dotted lines). X axis in days relative to the ASM reduction (0, dashed vertical line). Maximum mean IED frequency 4.5-fold (2.6 to 6.3) one day after dose reduction. <bold>(B)</bold> Correlation of relative IED frequency and LEV dose. <bold>(C)</bold> Correlation of relative IED and LEV serum concentration. <bold>(D)</bold> Correlation of relative LEV dose and LEV serum concentration. Correlation calculated with non-parametric Spearman&#x2019;s <italic>&#x03C1;</italic>.</p>
</caption>
<graphic xlink:href="fneur-15-1524637-g001.tif"/>
</fig>
</sec>
<sec id="sec15">
<title>Lamotrigine</title>
<p>In the EEG of patients who took lamotrigine (LTG), an increase of IED frequency to 3.5-fold (1.4 to 5.6) on the day of dose reduction and to 5.3-fold (2.3 to 8.2) one day after (<xref ref-type="fig" rid="fig2">Figure 2A</xref>) can be registered. The maximal mean IED increase was 15.5-fold 2 and 4&#x202F;days after dose reduction (15.49 and 15.52) (<xref ref-type="fig" rid="fig2">Figure 2A</xref>). Relative IED frequency correlated with LTG serum concentration (<italic>p</italic>&#x202F;=&#x202F;0.0426; <xref ref-type="fig" rid="fig2">Figure 2C</xref>), but not with LTG dose (<italic>p</italic>&#x202F;=&#x202F;0.0646; <xref ref-type="fig" rid="fig2">Figure 2B</xref>). Relative IED frequency did not correlate significantly with absolute LTG dose (<italic>p</italic>&#x202F;=&#x202F;0.1842) and serum concentration (<italic>p</italic>&#x202F;=&#x202F;0.3005; data not shown). For two patients under LTG, no dose reduction was directed due to recording of seizures within the first 24&#x202F;h of the monitoring (at baseline).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p><bold>(A)</bold> Course of relative IED frequency, LTG dose and serum concentration in relation to baseline (days &#x2212;3 to &#x2212;1) given as mean (full lines, colors see legend) and standard error of the mean (dotted lines). X axis in days relative to the ASD discontinuation (0, dashed vertical line). Maximum mean IED frequency 15.5-fold 2 and 4&#x202F;days after dose reduction [15.49 (4.02 to 26.97) and 15.52 (3.55 to 27.49)]. <bold>(B)</bold> Correlation of relative IED frequency and LTG dose. <bold>(C)</bold> Correlation of relative IED and LTG serum concentration. <bold>(D)</bold> Correlation of relative LTG dose and LTG serum concentration. Correlation calculated with non-parametric Spearman&#x2019;s &#x03C1;.</p>
</caption>
<graphic xlink:href="fneur-15-1524637-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec16">
<title>Discussion</title>
<p>For both ASM, LEV and LTG, the course of IED frequency on up to 9&#x202F;days of consecutive recording showed a clear increase to 4.5 and 15.5-fold, respectively between at the day of dose reduction or ASM cessation, and a decrease after re-dosing or reintroduction of the drugs. In fact, IED frequency and serum concentration showed a negative correlation for both substances. This suggests suppressive properties of LEV and LTG against IED. But a review of the literature on this association points to a more complex interaction with evidence for a possible underlying inhibitory activity.</p>
<p>The scientific evidence on IED gathered over the past decades is heterogeneous, with conflicting findings regarding their frequency and association with epileptic seizures and epileptogenesis. Gotman reported that the frequency of IED did not change systematically leading up to epileptic seizures (<xref ref-type="bibr" rid="ref8">8</xref>). Moreover, he observed an increase in their frequency in the hours and days following epileptic seizures but not after ASM reduction (<xref ref-type="bibr" rid="ref6">6</xref>). The latter might be explained in parts by the fact, that patients in this similarly sized cohort were not recorded throughout the day, nor following a similar protocol, and did not receive neither LEV nor LTG. In contrast, we obtained the IED frequency from continuous 24-h recordings for all patients and registered an increase of IED frequency following ASM reduction or discontinuation, regardless of the occurrence of epileptic seizures. Our findings are consistent with a more recent study based on continuous recordings, which showed an increase after ASM withdrawal (<xref ref-type="bibr" rid="ref9">9</xref>). Goncharova et al. confirmed Gotman&#x2019;s observation of increased frequency with the occurrence of an epileptic seizure in continuous recordings averaging 9&#x202F;days, which we did not observe in our data (<xref ref-type="bibr" rid="ref10">10</xref>). However, they reported a decrease in IED frequency with ASM reduction leading up to epileptic seizures. This observation differs from our results and those of De Stefano and may be explained in part by the fact that Goncharova et al. recorded a higher median IED frequency of more than 600 per day. In contrast, we registered a median IED frequency of 367 and 275 per day for patients under LEV and LTG, respectively (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>), which may indicate a better seizure control in our cohort or a relevant influence of other dynamics.</p>
<p>Interestingly, ASM serum concentration not dose showed a significant negative correlation with IED frequency for both drugs (<xref ref-type="fig" rid="fig1">Figures 1B</xref>,<xref ref-type="fig" rid="fig1">C</xref>, <xref ref-type="fig" rid="fig2">2B,C</xref>), although dose correlated significantly with serum concentration for both substances (<xref ref-type="fig" rid="fig1">Figures 1D</xref>, <xref ref-type="fig" rid="fig2">2D</xref>). In our study, LTG dose did not correlate significantly with IED frequency, but serum concentration (<xref ref-type="fig" rid="fig2">Figures 2B</xref>,<xref ref-type="fig" rid="fig2">C</xref>), which could be explained by the slower absorption of LTG (5&#x2013;6&#x202F;days to steady-state vs. 2&#x202F;days LEV). However, it remains unclear if the changes of IED frequency following reduced ASM concentration are of pathophysiological significance. While the suppressive effect of ASM on seizures is well established, the effect of ASM on IED is heterogeneous. Oftentimes the cortical region that generates IED (the so-called irritative zone) does not coincide with the ictal onset zone, and it is subject to an ongoing discussion whether IED originate from an excitatory or inhibitory activity. Although, it is believed that interictal spiking sets a condition that preludes the onset of ictal discharges, they should not be interpreted as pre-ictal phenomena since they are generated by different populations of neurons through different cellular and network mechanisms (<xref ref-type="bibr" rid="ref5">5</xref>). Furthermore, the strong after-inhibition produced by IED maintains a low level of excitation after an initial neuronal bursting (<xref ref-type="bibr" rid="ref4">4</xref>), which seems to protect against the occurrence of ictal discharges in a general condition of hyperexcitability determined by the primary epileptogenic dysfunction (<xref ref-type="bibr" rid="ref5">5</xref>). Combined with the early observations of Gotman, that IED frequency decreases in the run-up to epileptic seizures, the periodicity of IED can be interpreted as sign of focal inhibitory processes opposing the epileptogenic activity (Lebovitz 1979). More interestingly, Goncharova found a higher frequency of IED to be associated with a longer time to the first seizure, which suggests that IED are a marker of inhibition, rather than excitation (Goncharova 2016). In this sense, our finding of an increased IED frequency after reduced or discontinued ASM can be interpreted as an increase of inhibitory network activity (rescue attempt) due to an increased epileptogenic activity. However, this might be different for generalized epilepsies, where LEV reduced not only spike&#x2013;wave density (spikes per hour, i.e., frequency) and but also duration of generalized IED in refractory IGE (<xref ref-type="bibr" rid="ref13">13</xref>). Due to the low number of generalized epilepsies, we could not observe a difference for type of epilepsy in our study. Furthermore, the fact that subclinical seizure patterns are frequently observed in continuous invasive EEG blurs the boundaries between interictal and ictal events and might explain the heterogenous observations of the last decades.</p>
<p>Furthermore, it is well established that the IED frequency is also subject to circadian fluctuations with a robust and uniform increase during sleep (<xref ref-type="bibr" rid="ref14">14</xref>). More precisely, IED frequency depends on the degree of wakefulness or rather sleep stages. In a meta analysis Ng and Pavlova showed that relative to REM sleep (1.0), the IED rate differed significantly between wakefulness (1.11) and NREM, with an increase of 75 percent in N1, 69 percent in N2 and 2.46 times higher rates in N3 (<xref ref-type="bibr" rid="ref11">11</xref>). In addition to circadian changes, analyzing ultralong recording durations of up to 10&#x202F;years, revealed that IED frequencies fluctuate with ultradian (12&#x202F;h) but especially with even slower multidian (10 and 26d) periods (<xref ref-type="bibr" rid="ref12">12</xref>). However, the changes we observed in our study following dose reductions were of a different order of magnitude (mean increase for LEV ~4 and LTG 15 times higher) and consistent over several days of dose reduction or drug discontinuation (<xref ref-type="fig" rid="fig1">Figures 1A</xref>, <xref ref-type="fig" rid="fig2">2A</xref>) and are therefore not sufficiently explained by fluctuations alone. Thus, our study highlights the importance of continuous EEG monitoring in capturing fluctuations in IED frequency, which may not be fully explained by circadian or ultradian rhythms alone. These insights shed light on the complex interplay between ASM treatment, IED dynamics, and epileptic activity, and potentially paving the way for further research into more personalized epilepsy management strategies.</p>
<sec id="sec17">
<title>Limitations</title>
<p>We did not distinguish IED according to spike shape and wave characteristics (spike, sharp wave, spike&#x2013;wave, etc.) which could add to a more comprehensive picture concerning the effect of ASM, since spikes and spike-waves could have a different role in the presence of an epileptic dysfunction.</p>
<p>We did not specifically investigate the time to seizures and potentially existing dynamics of IED frequencies.</p>
<p>The results ask for a more comprehensive study on a larger cohort with scalp and invasive EEG combined to analyze the effect of an altered ASM serum concentration on different patterns of each neuronal cell type (i.e., pyramidal cells and interneurons) surrounding different groups of IED before and after seizures.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec18">
<title>Conclusion</title>
<p>In the light of other valuable research our findings contribute to the understanding of ASM effects on IED frequency dynamics. The negative correlation suggests suppressive properties of both medications. However, considering their well-documented suppressive effect against epileptic seizures, and the indications of an inhibitory property of IED, the reduction of IED frequency following ASM administration may reflect their seizure-suppressive effect in epilepsy, which would render an inhibitory network activity less important, rather than a suppressive effect against IED themselves.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec19">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because while the participants declared their consent to data analysis and publication, they did not consent to any type of sharing data or making it available to third parties. Requests to access the datasets should be directed to <email>johannes.lang@uk-erlangen.de</email>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec20">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics committee of the Friedrich-Alexander University of Erlangen. 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="sec21">
<title>Author contributions</title>
<p>JL: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AW: Data curation, Formal analysis, Writing &#x2013; original draft. CR: Data curation, Methodology, Visualization, Writing &#x2013; review &#x0026; editing. TW: Data curation, Writing &#x2013; review &#x0026; editing. JS: Data curation, Writing &#x2013; review &#x0026; editing. SG: Data curation, Formal analysis, Writing &#x2013; review &#x0026; editing. KW: Data curation, Formal analysis, Validation, Writing &#x2013; review &#x0026; editing. HH: Conceptualization, Data curation, Methodology, Project administration, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec22">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec23">
<title>Conflict of interest</title>
<p>JL served on the speakers&#x2019; bureau of Eisai, Destin and UCB Pharma, and received travel grants from Eisai. He is founder and CEO of the diagnostics company Cerebri Ltd. S. Gollwitzer received personal fees from Desitin, UCB, outside the submitted work.</p>
<p>The remaining authors declare that the research 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="sec24">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec25">
<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>
<sec sec-type="supplementary-material" id="sec26">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2024.1524637/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2024.1524637/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fisher</surname> <given-names>RS</given-names></name> <name><surname>Acevedo</surname> <given-names>C</given-names></name> <name><surname>Arzimanoglou</surname> <given-names>A</given-names></name> <name><surname>Bogacz</surname> <given-names>A</given-names></name> <name><surname>Cross</surname> <given-names>JH</given-names></name> <name><surname>Elger</surname> <given-names>CE</given-names></name> <etal/></person-group>. <article-title>ILAE official report: a practical clinical definition of epilepsy</article-title>. <source>Epilepsia</source>. (<year>2014</year>) <volume>55</volume>:<fpage>475</fpage>&#x2013;<lpage>82</lpage>. doi: <pub-id pub-id-type="doi">10.1111/epi.12550</pub-id>, PMID: <pub-id pub-id-type="pmid">24730690</pub-id></citation></ref>
<ref id="ref2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gallotto</surname> <given-names>S</given-names></name> <name><surname>Seeck</surname> <given-names>M</given-names></name></person-group>. <article-title>EEG biomarker candidates for the identification of epilepsy</article-title>. <source>Clin Neurophysiol Practice</source>. (<year>2023</year>) <volume>8</volume>:<fpage>32</fpage>&#x2013;<lpage>41</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cnp.2022.11.004</pub-id>, PMID: <pub-id pub-id-type="pmid">36632368</pub-id></citation></ref>
<ref id="ref3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chatrian</surname> <given-names>GE</given-names></name> <name><surname>Bergamini</surname> <given-names>L</given-names></name> <name><surname>Dondey</surname> <given-names>M</given-names></name> <name><surname>Klass</surname> <given-names>DW</given-names></name> <name><surname>Lennox-Buchthal</surname> <given-names>M</given-names></name> <name><surname>Petersen</surname> <given-names>I</given-names></name></person-group>. <article-title>A glossary of terms Most commonly used by clinical Electroencephalographers: G. E. Chatrian (chairman), L. Bergamini, M. Dondey, D. W. Klass, M. Lennox-Buchthal and I. Peters&#x00E9;n</article-title>. <source>Electroencephalogr Clin Neurophysiol</source>. (<year>1974</year>) <volume>37</volume>:<fpage>538</fpage>&#x2013;<lpage>48</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0013-4694(74)90099-6</pub-id>, PMID: <pub-id pub-id-type="pmid">4138729</pub-id></citation></ref>
<ref id="ref4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rodin</surname> <given-names>E</given-names></name> <name><surname>Constantino</surname> <given-names>T</given-names></name> <name><surname>Rampp</surname> <given-names>S</given-names></name> <name><surname>Wong</surname> <given-names>PK</given-names></name></person-group>. <article-title>Spikes and epilepsy</article-title>. <source>Clin EEG Neurosci</source>. (<year>2009</year>) <volume>40</volume>:<fpage>288</fpage>&#x2013;<lpage>99</lpage>. doi: <pub-id pub-id-type="doi">10.1177/155005940904000411</pub-id>, PMID: <pub-id pub-id-type="pmid">19780350</pub-id></citation></ref>
<ref id="ref5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Curtis</surname> <given-names>M</given-names></name> <name><surname>Avanzini</surname> <given-names>G</given-names></name></person-group>. <article-title>Interictal spikes in focal Epileptogenesis</article-title>. <source>Prog Neurobiol</source>. (<year>2001</year>) <volume>63</volume>:<fpage>541</fpage>&#x2013;<lpage>67</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0301-0082(00)00026-5</pub-id>, PMID: <pub-id pub-id-type="pmid">11164621</pub-id></citation></ref>
<ref id="ref6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gotman</surname> <given-names>J</given-names></name> <name><surname>Marciani</surname> <given-names>MG</given-names></name></person-group>. <article-title>Electroencephalographic spiking activity, drug levels, and seizure Occurence in epileptic patients</article-title>. <source>Ann Neurol</source>. (<year>1985</year>) <volume>17</volume>:<fpage>597</fpage>&#x2013;<lpage>603</lpage>. doi: <pub-id pub-id-type="doi">10.1002/ana.410170612</pub-id>, PMID: <pub-id pub-id-type="pmid">3927818</pub-id></citation></ref>
<ref id="ref7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Klem</surname> <given-names>GH</given-names></name> <name><surname>L&#x00FC;ders</surname> <given-names>HO</given-names></name> <name><surname>Jasper</surname> <given-names>HH</given-names></name> <name><surname>Elger</surname> <given-names>C</given-names></name></person-group>. <article-title>The ten-twenty electrode system of the international federation. The International Federation of Clinical Neurophysiology</article-title>. <source>Electroencephalogr Clin Neurophysiol Suppl</source>. (<year>1999</year>) <volume>52</volume>:<fpage>3</fpage>&#x2013;<lpage>6</lpage>. PMID: <pub-id pub-id-type="pmid">10590970</pub-id></citation></ref>
<ref id="ref8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gotman</surname> <given-names>J</given-names></name> <name><surname>Koffler</surname> <given-names>DJ</given-names></name></person-group>. <article-title>Interictal spiking increases after seizures but does not after decrease in medication</article-title>. <source>Electroencephalogr Clin Neurophysiol</source>. (<year>1989</year>) <volume>72</volume>:<fpage>7</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0013-4694(89)90026-6</pub-id>, PMID: <pub-id pub-id-type="pmid">2464478</pub-id></citation></ref>
<ref id="ref9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Stefano</surname> <given-names>P</given-names></name> <name><surname>M&#x00E9;n&#x00E9;tr&#x00E9;</surname> <given-names>E</given-names></name> <name><surname>Vulli&#x00E9;moz</surname> <given-names>S</given-names></name> <name><surname>Van Mierlo</surname> <given-names>P</given-names></name> <name><surname>Seeck</surname> <given-names>M</given-names></name></person-group>. <article-title>Changes of interictal epileptiform discharges during medication withdrawal and seizures: a scalp EEG marker of epileptogenicity</article-title>. <source>Clin Neurophysiol Pract</source>. (<year>2022</year>) <volume>7</volume>:<fpage>279</fpage>&#x2013;<lpage>84</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cnp.2022.09.004</pub-id>, PMID: <pub-id pub-id-type="pmid">36312513</pub-id></citation></ref>
<ref id="ref10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goncharova</surname> <given-names>II</given-names></name> <name><surname>Alkawadri</surname> <given-names>R</given-names></name> <name><surname>Gaspard</surname> <given-names>N</given-names></name> <name><surname>Duckrow</surname> <given-names>RB</given-names></name> <name><surname>Spencer</surname> <given-names>DD</given-names></name> <name><surname>Hirsch</surname> <given-names>LJ</given-names></name> <etal/></person-group>. <article-title>The relationship between seizures, Interictal spikes and antiepileptic drugs</article-title>. <source>Clin Neurophysiol</source>. (<year>2016</year>) <volume>127</volume>:<fpage>3180</fpage>&#x2013;<lpage>6</lpage>. doi: <pub-id pub-id-type="doi">10.1016/J.CLINPH.2016.05.014</pub-id>, PMID: <pub-id pub-id-type="pmid">27292227</pub-id></citation></ref>
<ref id="ref11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ng</surname> <given-names>M</given-names></name> <name><surname>Pavlova</surname> <given-names>M</given-names></name></person-group>. <article-title>Why are seizures rare in rapid eye movement sleep? Review of the frequency of seizures in different sleep stages</article-title>. <source>Epilepsy Res Treat</source>. (<year>2013</year>) <volume>2013</volume>:<fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2013/932790</pub-id>, PMID: <pub-id pub-id-type="pmid">23853720</pub-id></citation></ref>
<ref id="ref12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baud</surname> <given-names>MO</given-names></name> <name><surname>Kleen</surname> <given-names>JK</given-names></name> <name><surname>Mirro</surname> <given-names>EA</given-names></name> <name><surname>Andrechak</surname> <given-names>JC</given-names></name> <name><surname>King-Stephens</surname> <given-names>D</given-names></name> <name><surname>Chang</surname> <given-names>EF</given-names></name> <etal/></person-group>. <article-title>Multi-day rhythms modulate seizure risk in epilepsy</article-title>. <source>Nat Commun</source>. (<year>2018</year>) <volume>9</volume>:<fpage>88</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-017-02577-y</pub-id>, PMID: <pub-id pub-id-type="pmid">29311566</pub-id></citation></ref>
<ref id="ref13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocamora</surname> <given-names>R</given-names></name> <name><surname>Wagner</surname> <given-names>K</given-names></name> <name><surname>Schulze-Bonhage</surname> <given-names>A</given-names></name></person-group>. <article-title>Levetiracetam reduces frequency and duration of epileptic activity in patients with refractory primary generalized epilepsy</article-title>. <source>Seizure</source>. (<year>2006</year>) <volume>15</volume>:<fpage>428</fpage>&#x2013;<lpage>33</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.seizure.2006.05.012</pub-id>, PMID: <pub-id pub-id-type="pmid">16837220</pub-id></citation></ref>
<ref id="ref14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Spencer</surname> <given-names>DC</given-names></name> <name><surname>Sun</surname> <given-names>FT</given-names></name> <name><surname>Brown</surname> <given-names>SN</given-names></name> <name><surname>Jobst</surname> <given-names>BC</given-names></name> <name><surname>Fountain</surname> <given-names>NB</given-names></name> <name><surname>Wong</surname> <given-names>VSS</given-names></name> <etal/></person-group>. <article-title>Circadian and ultradian patterns of epileptiform discharges differ by seizure-onset location during long-term ambulatory intracranial monitoring</article-title>. <source>Epilepsia</source>. (<year>2016</year>) <volume>57</volume>:<fpage>1495</fpage>&#x2013;<lpage>502</lpage>.</citation></ref>
</ref-list>
</back>
</article>