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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2023.1080260</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Local field potentials in major depressive and obsessive-compulsive disorder: a frequency-based review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Wei</given-names>
</name>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1889484/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiong</surname>
<given-names>Botao</given-names>
</name>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Yang</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiao</surname>
<given-names>Linglong</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Wei</given-names>
</name>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/630475/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Neurosurgery, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by"><p>Edited by: Dejan Georgiev, University Medical Centre, Ljubljana, Slovenia</p></fn>
<fn id="fn0003" fn-type="edited-by"><p>Reviewed by: Vineet Tiruvadi, HumeAI, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Wei Wang, <email>wcnsww@163.com</email></corresp>
<fn id="fn0001" fn-type="equal"><p><sup>&#x2020;</sup>These authors share co-first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1080260</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Zhang, Xiong, Wu, Xiao and Wang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhang, Xiong, Wu, Xiao and Wang</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>
<title>Objectives</title>
<p>The purpose of this paper is to provide a mini-review covering the recent progress in human and animal studies on local field potentials (LFPs) of major depressive disorder (MDD) and obsessive-compulsive disorder (OCD).</p>
</sec>
<sec>
<title>Materials and methods</title>
<p>PubMed and EMBASE were searched to identify related studies. Inclusion criteria were (1) reported the LFPs on OCD or MDD, (2) published in English, and (3) human or animal studies. Exclusion criteria were (1) review or meta-analysis or other literature types without original data and (2) conference abstract without full text. Descriptive synthesis of data was performed.</p>
</sec>
<sec>
<title>Results</title>
<p>Eight studies on LFPs of OCD containing 22 patients and 32 rats were included: seven were observational studies with no controls, and one animal study included a randomized and controlled phase. Ten studies on LFPs of MDD containing 71 patients and 52 rats were included: seven were observational studies with no controls, one study with control, and two animal studies included a randomized and controlled phase.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The available studies revealed that different frequency bands were associated with specific symptoms. Low frequency activity seemed to be closely related to OCD symptoms, whereas LFPs findings in patients with MDD were more complicated. However, limitations of recent studies restrict the drawing of definite conclusions. Combined with other measures such as Electroencephalogram, Electrocorticography, or Magnetoencephalography and long-term recordings in various physiological states (rest state, sleep state, task state) could help to improve the understanding of potential mechanisms.</p>
</sec>
</abstract>
<kwd-group>
<kwd>deep brain stimulation</kwd>
<kwd>obsessive&#x2013;compulsive disorder</kwd>
<kwd>major depressive disorder</kwd>
<kwd>local field potentials</kwd>
<kwd>mechanisms</kwd>
<kwd>frequency bands</kwd>
</kwd-group>
<contract-num rid="cn1">ZY2017307</contract-num>
<contract-sponsor id="cn1">135 Project of Outstanding Development of West China Hospital, Sichuan University</contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="50"/>
<page-count count="7"/>
<word-count count="5246"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec5" sec-type="intro">
<title>Introduction</title>
<p>Major depressive disorder (MDD) is a common psychiatric disorders (<xref ref-type="bibr" rid="ref1">1</xref>), characterized by symptoms including depressed mood or anhedonia (<xref ref-type="bibr" rid="ref2">2</xref>), affecting approximately 6% of the population worldwide (<xref ref-type="bibr" rid="ref3">3</xref>). About 30% of this disease becomes treatment-resistant depression (TRD) among patients with major depression.</p>
<p>It is estimated that 2&#x2013;3% of the population suffer from obsessive&#x2013;compulsive disorder (OCD) (<xref ref-type="bibr" rid="ref4">4</xref>), characterized by distressing intrusive thoughts (obsessions) and often time consuming repetitive behaviors (compulsions) (<xref ref-type="bibr" rid="ref5">5</xref>). Apart from obsessions and compulsions, substantial comorbidity, anxiety disorders, mood disorders, impulse-control disorders, and substance use disorders are common in OCD, with patients feeling confused in relationships and social functioning domains (<xref ref-type="bibr" rid="ref6">6</xref>). However, 10% of patients are not relieved with sufficient drugs and long duration (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>In 1999, Deep brain stimulation (DBS) targeting the anterior limb of the internal capsule (ALIC) was found to be beneficial for intractable OCD (<xref ref-type="bibr" rid="ref8">8</xref>), and many reports about other targets of DBS in patients with OCD have been published. Moreover, DBS had been proven to produce clinical benefits in patients with TRD since 2005 (<xref ref-type="bibr" rid="ref9">9</xref>). With direct access to the subcortical activity, local field potentials (LFPs) has provided valuable insight into disease mechanisms and cognitive processes. It is known that aberrant activity in cortico-basal ganglia-thalamo-cortical loops may be involved in the symptoms, but the specific relationship between LFPs and OCD is unclear. Likewise, the relationship between LFPs and MDD is unknown.</p>
<p>This review aimed to summarize the changes of LFPs in patients with OCD and MDD. In addition, we expect to point out how electrophysiology research in patients with DBS will continuously offer new information with mechanism when combined with LFPs.</p>
</sec>
<sec id="sec6">
<title>Local field potentials</title>
<p>As an aspect of neural activity in the brain, LFPs are increasingly used as a reflection of the ongoing transmission through neural networks (<xref ref-type="bibr" rid="ref10">10</xref>), which can be recorded using metal, glass electrodes, or silicon probes inserted in the deep brain areas during or after operation (<xref ref-type="bibr" rid="ref11">11</xref>). In fact, LFPs have been neglected for a few decades because <italic>in vivo</italic> neurophysiological research focused mostly on isolating action potentials from individual neurons. They are of interest to researchers who study cortical function in recent years, because LFPs provide a unique window to integrative excitatory and inhibitory synaptic processes for neural population activity (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>According to the changes of frequency, LFP bands were defined as follows: delta (0&#x2013;3&#x2009;Hz), theta (4&#x2013;7&#x2009;Hz), alpha (8&#x2013;12&#x2009;Hz), beta (13&#x2013;35&#x2009;Hz), gamma (31&#x2013;200&#x2009;Hz), and high-frequency oscillation (&#x003E;200&#x2009;Hz) (<xref ref-type="bibr" rid="ref14">14</xref>). Different frequency-band oscillations reflect diverse neural processing pathways and contributions of transmembrane current from cellular activities. Moreover, LFPs can provide stable signals for long-term chronic experiments or clinical applications.</p>
<p>Therefore, LFPs provide more chances to explore the electrophysiological mechanism of psychiatric disorders. It is known that the presence of abnormal beta bursts is significantly correlated with the degree of motor impairment and the severity of rigidity/bradykinesia in Parkinson&#x2019;s disease (PD) (<xref ref-type="bibr" rid="ref15">15</xref>). However, there are few reports on the electrophysiological characteristics of OCD and MDD.</p>
</sec>
<sec id="sec7">
<title>LFPs in MDD</title>
<sec id="sec8">
<title>Theta frequency</title>
<p>In a study by Cervera-Ferri et al., stimulating electrodes were implanted in the subgenual cingulate gyrus (SCG) in urethane-anesthetized rats bilaterally, while recording electrodes were placed at the dorsal hippocampus and basolateral amygdala. After 1&#x2009;h stimulation of SCG, the power of slow wave (SW, &#x003C;1.5&#x2009;Hz) and theta (3&#x2013;12&#x2009;Hz) frequencies in the hippocampus and basolateral amygdala increased with positive results in refractory depression (<xref ref-type="bibr" rid="ref16">16</xref>). However, the oscillatory changes detected might not be equivalent to those observed in the awake rats, which cannot reflect the real changes after long stimulation periods as they are obtained shortly after DBS offset.</p>
</sec>
<sec id="sec9">
<title>Alpha frequency</title>
<p>Neumann et al. found that the increased alpha-activity in the bed nucleus of the stria terminalis (BNST) showed a positive correlation with the level of depression and aberrant alpha-band activity in MDD might be reduced by DBS (<xref ref-type="bibr" rid="ref17">17</xref>).</p>
</sec>
<sec id="sec10">
<title>Beta frequency</title>
<p>Merkl et al. evaluated the LFP changes during multifaceted empathy test in patients who received DBS in the subcallosal cingulate cortex (SCC). The study revealed that beta desynchronization for empathic involvement was associated with self-reported severity of depression (<xref ref-type="bibr" rid="ref18">18</xref>). Moreover, early antidepressant response during intraoperative stimulation was linked with a decrease in beta power in eight patients who received SCC-DBS (<xref ref-type="bibr" rid="ref19">19</xref>). Clark et al. also reported that beta power in subgenual anterior cingulate cortex (sgACC) was inversely related to HAMD score in MDD patients (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
</sec>
<sec id="sec11">
<title>Gamma frequency</title>
<p>DBS in the left ALIC resulted in a broad power increase in the right BNST, including significant increases in low and high gamma power, and an overall improvement of symptoms (<xref ref-type="bibr" rid="ref21">21</xref>). Zhang et al. reported seven patients underwent Habenula (HB)&#x2013;DBS surgery and found the LFP asymmetry in the left and right HB. Specifically, the power of the high-beta oscillation (21&#x2013;30&#x2009;Hz) in the left HB presented the largest negative connection with the patients&#x2019; baseline HAMD scores. While the most distinct correlations occurs between the power of both the gamma oscillation (71&#x2013;90&#x2009;Hz) and the patients&#x2019; baseline HAMA scores in the right HB (<xref ref-type="bibr" rid="ref22">22</xref>). Voget et al. compared the difference of LFP between the FSL rats and Flinders resistant line (FRL) rats under urethane anesthesia, and found decreased oscillatory activity in the low gamma band in vmPFC and nucleus accumbens(Nacc) of FSL rats, with increased activity in the subthalamic nucleus (STN) (<xref ref-type="bibr" rid="ref23">23</xref>). In a rat model of depression, a unipolar stimulating electrode was inserted into right vmPFC, while recording electrodes were implanted bilaterally into vmPFC and hippocampus. After DBS treatment, LFP oscillations in beta and gamma bands increased in vmPFC and hippocampus, with increased coordinated activity between them (<xref ref-type="bibr" rid="ref24">24</xref>). In 14 consecutive patients who underwent bilateral SCC-DBS lead implantation, Smart et al. found that asymmetric power spectral density changed after acute unilateral SCC stimulation. Left stimulation induced broadband ipsilateral decrease in theta, alpha, beta, and gamma bands and right stimulation effects were restricted to ipsilateral beta and gamma bands decrease (<xref ref-type="bibr" rid="ref25">25</xref>). Low band frequencies, typically between 2 and 20&#x2009;Hz, were observed in SCC and adjacent targets, evolving with stimulation (<xref ref-type="bibr" rid="ref26">26</xref>).</p>
</sec>
</sec>
<sec id="sec12">
<title>LFPs in OCD</title>
<sec id="sec13">
<title>Theta frequency</title>
<p>Acute high frequency stimulation reduced theta band activities, accompanied by other frequency bands increasing in BNST/ALIC and frontal cortex in four patients with OCD (<xref ref-type="bibr" rid="ref27">27</xref>). In Winter et al.&#x2019;s study, OCD symptoms subsided in one patient who received metacognitive therapy (MCT), with a decrease in theta band activity and an evident increase in alpha, beta, and gamma band activity in BNST/IC (<xref ref-type="bibr" rid="ref28">28</xref>). Xiong et al. also reported a positive and consistent trend between clinical outcomes and theta-beta oscillation (<xref ref-type="bibr" rid="ref29">29</xref>). Rappel et al. compared the LFPs between OCD and PD patients targeted in the subthalamic nucleus (STN), and they found that the ventral area of the STN displays distinct theta (6.5&#x2013;8&#x2009;Hz) oscillatory activity only in patients with OCD (<xref ref-type="bibr" rid="ref30">30</xref>). Buot et al. recorded STN LFP activity while patients with OCD performed emotional categorization tasks, and discovered that modulations of STN theta band activity which related to emotional regulation were correlated with OCD symptoms severity (<xref ref-type="bibr" rid="ref31">31</xref>).</p>
</sec>
<sec id="sec14">
<title>Delta frequency</title>
<p>Delta band power showed a strong negative correlation with OCD symptom intensity in the bilateral ventral capsule/ventral striatum (VC/VS), when intracranial electrophysiological data of VC/VS and BNST were recorded in three patients with OCD both in the clinic and natural environments (<xref ref-type="bibr" rid="ref32">32</xref>). Bastin et al. reported that acute OCD symptoms might be related to abnormally high oscillatory activity in STN, particularly in the left hemisphere and delta-alpha (1&#x2013;12&#x2009;Hz) frequency (<xref ref-type="bibr" rid="ref33">33</xref>).</p>
</sec>
<sec id="sec15">
<title>Other frequency</title>
<p>Wu et al. implanted electrodes bilaterally in the BNST and random control brain regions in 32 male Wistar rats and recorded corresponding LFPs during compulsive and noncompulsive behavior (<xref ref-type="bibr" rid="ref34">34</xref>). During the initial phase of compulsion, delta oscillations increased, peaked during compulsion, and dropped afterwards. In contrast, gamma oscillations decreased before and during compulsion, and increased after compulsion. Beta oscillations increased when compulsion symptoms stopped. Furthermore, the percentage change of these bands during compulsion was strongly linked with the compulsive suppression effect of BNST electrical stimulation. Overall, few articles on LFP alterations in animals with OCD exist.</p>
</sec>
</sec>
<sec id="sec16" sec-type="discussions">
<title>Discussion</title>
<p>Different neuronal oscillations have always been considered as brain organizers, coordinating brain areas into networks in the normal or disordered state (<xref ref-type="bibr" rid="ref35 ref36 ref37 ref38">35&#x2013;38</xref>). To our knowledge, this was the first review to investigate LFP oscillations in patients with OCD and MDD. In this review, low frequency bands, especially the theta band, appeared more positively involved in modulating psychiatric-condition-related networks in patients with OCD (<xref rid="tab1" ref-type="table">Table 1</xref>). However, such involvement may also be observed in levodopa-induced dyskinesias, dystonia, Tourette&#x2019;s syndrome, schizophrenia, and attention deficit hyperactivity disorder (<xref ref-type="bibr" rid="ref27">27</xref>). Meanwhile, changes in other frequency bands have also been reported. Since frequency bands are interrelated and interact with each other in psychiatric-disorder-related networks, changes in one frequency band activity may also influence the activity of other frequency bands. Here, critical caution is needed when considering the theta band as a biomarker in patients with OCD.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of recent studies on LFPs of OCD.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Author<break/>year<break/>type</th>
<th align="left" valign="middle">Country participants (sample size)</th>
<th align="left" valign="middle">Target laterality</th>
<th align="left" valign="middle">Stimulation parameters</th>
<th align="left" valign="middle">Primary measure</th>
<th align="left" valign="middle">Main findings</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Bastin et al. (<xref ref-type="bibr" rid="ref33">33</xref>)<break/>(2014)<break/>Case report</td>
<td align="left" valign="top">France Patients (<italic>N</italic> =&#x2009;2)</td>
<td align="left" valign="top">STN Bilateral</td>
<td align="left" valign="top">1.8&#x2009;V 130&#x2009;Hz 60&#x2009;&#x03BC;s</td>
<td align="left" valign="top">Y-BOCS CGI GAF</td>
<td align="left" valign="top">Atypically high oscillatory activity in the STN, particularly delta-alpha (1&#x2013;12&#x2009;Hz) frequency range in the left hemisphere, may be linked to acute OCD symptoms.</td>
</tr>
<tr>
<td align="left" valign="top">Wu et al. (<xref ref-type="bibr" rid="ref34">34</xref>)<break/>(2016)<break/>Animal trials</td>
<td align="left" valign="top">China Male Wistar rats (<italic>N</italic> =&#x2009;32)</td>
<td align="left" valign="top">BNST Bilateral</td>
<td align="left" valign="top">0.5&#x2009;mA 100&#x2009;Hz 50&#x2009;&#x03BC;s</td>
<td align="left" valign="top">Rat location in cage Drinking behavior</td>
<td align="left" valign="top">Delta oscillations showed a positive correlation with symptoms, while Gamma oscillations showed an opposite trend.</td>
</tr>
<tr>
<td align="left" valign="top">Rappel et al. (<xref ref-type="bibr" rid="ref30">30</xref>)<break/>(2018)<break/>Case report</td>
<td align="left" valign="top">Israel Patients (<italic>N</italic> =&#x2009;2)</td>
<td align="left" valign="top">STN Bilateral</td>
<td align="left" valign="top">0.5&#x2009;V/1&#x2009;V 120&#x2009;Hz/130&#x2009;Hz 60&#x2009;&#x03BC;s</td>
<td align="left" valign="top">Y- BOCS</td>
<td align="left" valign="top">Theta oscillatory activity in ventral part of STN reduced when OCD symptoms were developed and negatively associated with the intensity of symptoms over time.</td>
</tr>
<tr>
<td align="left" valign="top">Winter et al. (<xref ref-type="bibr" rid="ref28">28</xref>)<break/>(2019)<break/>Case report</td>
<td align="left" valign="top">Israel Patients (<italic>N</italic> =&#x2009;1)</td>
<td align="left" valign="top">BNST/IC Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Y- BOCS</td>
<td align="left" valign="top">MCT reduced the symptoms of OCD with a decrease in theta band activity and an increase in alpha, beta, and gamma band activity. MCT reduced theta frequency band synchronization between BNST/IC LFP and frontal brain EEG.</td>
</tr>
<tr>
<td align="left" valign="top">Buot et al. (<xref ref-type="bibr" rid="ref31">31</xref>)<break/>(2020)<break/>Clinical trials</td>
<td align="left" valign="top">Israel Patients (<italic>N</italic> =&#x2009;7)</td>
<td align="left" valign="top">STN Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Y-BOCS</td>
<td align="left" valign="top">During image presentation, emotional modulation was mostly limited to low frequencies (2&#x2013;8&#x2009;Hz).</td>
</tr>
<tr>
<td align="left" valign="top">Provenza et al. (<xref ref-type="bibr" rid="ref32">32</xref>)<break/>(2021)<break/>Case report</td>
<td align="left" valign="top">America Patients (<italic>N</italic> =&#x2009;5)</td>
<td align="left" valign="top">VC/VS or BNST Bilateral</td>
<td align="left" valign="top">Varied</td>
<td align="left" valign="top">Y-BOCS Y-BOCS II</td>
<td align="left" valign="top">Delta-band power exhibited a strong negative correlation with OCD symptom intensity in bilateral VC/VS.</td>
</tr>
<tr>
<td align="left" valign="top">Schwabe et al. (<xref ref-type="bibr" rid="ref27">27</xref>)<break/>(2021)<break/>Clinical trials</td>
<td align="left" valign="top">Germany Patients (<italic>N</italic> =&#x2009;4)</td>
<td align="left" valign="top">BNST/ ALIC Bilateral</td>
<td align="left" valign="top">1&#x2009;V/2&#x2009;V/3.5&#x2009;V 130&#x2009;Hz 210&#x2009;&#x03BC;s</td>
<td align="left" valign="top">Y-BOCS</td>
<td align="left" valign="top">Theta oscillatory decreased, while alpha, beta, and gamma bands activity increased in both the BNST/ALIC and the frontal EEG after acute high frequency stimulation of the BNST/ALIC.</td>
</tr>
<tr>
<td align="left" valign="top">Xiong et al. (<xref ref-type="bibr" rid="ref29">29</xref>)<break/>(2021)<break/>Case report</td>
<td align="left" valign="top">China Patients (<italic>N</italic> =&#x2009;1)</td>
<td align="left" valign="top">NAc/ALIC Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">HARS HDRS Y-BOCS</td>
<td align="left" valign="top">There was a positive and consistent relationship with compulsive symptoms and theta-beta oscillation.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ALIC, anterior limb of the internal capsule; BNST, bed nucleus of the stria terminalis; BNST/IC, bed nucleus of the stria terminalis/internal capsule; CGI, clinical global impression; GAF, global assessment of functioning; HARS, Hamilton anxiety rating scale; HDRS, Hamilton depression rating scale; LFP, local field potential; MCT, metacognitive therapy; NA, not available; NAc, nucleus accumbens; STN, subthalamic nucleus; Y-BOCS, Yale-brown obsessive compulsive scale.</p>
</table-wrap-foot>
</table-wrap>
<p>In clinical studies, LFP findings in patients with MDD involved different frequency bands, unlike animal study observations. No clear conclusions could be drawn about the direction of the difference due to considerable inconsistencies between the study design and methodology. We concluded that the neuronal architecture of the mouse brain is different from that of the human. For example, the human hippocampus has a larger size and more neurons than rodents. Therefore, humans would have a longer period than animals to bring more cell assemblies to be linked synaptically in various brain processes such as memory and learning (<xref ref-type="bibr" rid="ref39">39</xref>), showing lower frequency oscillations than rodents. Some researchers conjecture that the frequency of a neural oscillation has an inverse relationship with the size of a neuronal network (<xref ref-type="bibr" rid="ref40 ref41 ref42">40&#x2013;42</xref>).</p>
<p>The SCC LFP recordings in the bilateral hemispheres are asymmetric; left-sided stimulation resulted in widespread changes in the frequency bands, and the right-side stimulation effects were restricted to the beta and gamma bands (<xref ref-type="bibr" rid="ref25">25</xref>). Similarly, the HB LFP recordings in the left hemisphere showed high-beta oscillation with depressive symptoms, while gamma oscillation was distinct in the right hemisphere (<xref ref-type="bibr" rid="ref22">22</xref>). This lateralized alteration implied an asymmetric role of the bilateral hemispheres in modulating psychiatric-disorder-related networks, identical to the laterality of brain speech function.</p>
<p>However, current research has produced strikingly different results, as they were obtained through various targets and under different physiological states, which impeded arriving at definite conclusions. Furthermore, some studies did not use stimulation with the targets, and the stimulation parameters were not unified. As LFP is a partly ambiguous signal involving multiple neuronal processes, careful analytical modeling and empirical considerations are required to interpret the derived information.</p>
<p>Based on the findings, we conclude that synchronization in multiple bands, rather than just abnormalities in a single frequency band, may play an essential role in modulating OCD and MDD symptoms. In the future, we might consider modulating networks that support specific symptom patterns instead of focusing on a single, optimal gray matter target (<xref ref-type="bibr" rid="ref43">43</xref>).</p>
<sec id="sec17">
<title>Current challenges and future perspective</title>
<p>Despite great potential, there are still limitations in the current study. Firstly, recent studies have focused on different targets or nuclei, but they can produce different oscillation bands, which precluded a quantitative synthesis of the outcome. Apart from frequency, the LFP signals contain multiple dimensions, including waveform, power, phase, entropy, and coupling (<xref ref-type="bibr" rid="ref14">14</xref>); developing advanced algorithms could help retrieve more pertinent information (<xref ref-type="bibr" rid="ref44">44</xref>). Secondly, LFP oscillations were recorded in different timelines, such as intraoperatively and before or after DBS stimulation (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref45">45</xref>); therefore, comparisons could not be performed, more studies with recording in the same timeline are needed in the future. Finally, because of the small sample sizes of patients (<xref rid="tab1" ref-type="table">Tables 1</xref>, <xref rid="tab2" ref-type="table">2</xref>), more studies are needed to confirm the validity and reliability of LFPs. In addition, LFPs data are mostly recorded in the resting state, with few reports on the task (<xref ref-type="bibr" rid="ref46">46</xref>) or sleep state (<xref ref-type="bibr" rid="ref32">32</xref>), making it difficult to fully reflect the mechanisms of MDD and OCD.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Summary of recent studies on LFPs of MDD.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author<break/>year<break/>type</th>
<th align="left" valign="top">Country participants (sample size)</th>
<th align="left" valign="top">Target laterality</th>
<th align="left" valign="top">Stimulation parameters</th>
<th align="left" valign="top">Primary measure</th>
<th align="left" valign="top">Main findings</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Neumann et al. (<xref ref-type="bibr" rid="ref17">17</xref>)<break/>(2014)<break/>Clinical trials</td>
<td align="left" valign="top">Germany Patients (<italic>N</italic> =&#x2009;14)</td>
<td align="left" valign="top">50% BNST 50% SCC Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">BDI HAMD</td>
<td align="left" valign="top">Higher alpha-power was found in MDD compared with OCD in the BNST area. The mean alpha-power was correlated with severity of depressive symptoms in MDD.</td>
</tr>
<tr>
<td align="left" valign="top">Voget et al. (<xref ref-type="bibr" rid="ref23">23</xref>)<break/>(2015)<break/>Animal trials</td>
<td align="left" valign="top">Germany FSL and FRL rats (<italic>N</italic> =&#x2009;12)</td>
<td align="left" valign="top">vmPFC Nacc shell STN Left</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Oscillatory activity in the low gamma band decreased in the vmPFC and Nacc of FSL rats, while increased in STN.</td>
</tr>
<tr>
<td align="left" valign="top">Clark et al. (<xref ref-type="bibr" rid="ref20">20</xref>)<break/>(2016)<break/>Clinical trials</td>
<td align="left" valign="top">Canada Patients (<italic>N</italic> =&#x2009;14)</td>
<td align="left" valign="top">sgACC Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">HAMD HAMA</td>
<td align="left" valign="top">The sgACC beta power presented a negative correlation with depression severity in TRD patients.</td>
</tr>
<tr>
<td align="left" valign="top">Cervera-Ferri et al. (<xref ref-type="bibr" rid="ref16">16</xref>)<break/>(2016)<break/>Animal trials</td>
<td align="left" valign="top">Spain Male Wistar rats (<italic>N</italic> =&#x2009;6)</td>
<td align="left" valign="top">Infralimbic cortex Bilateral</td>
<td align="left" valign="top">130&#x2009;Hz 60&#x2009;&#x03BC;A 80&#x2009;&#x03BC;s</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">The power of slow wave (SW, &#x003C;1.5&#x2009;Hz) and theta (3&#x2013;12&#x2009;Hz) frequencies in the hippocampus and basolateral amygdala increased with positive results in refractory depression.</td>
</tr>
<tr>
<td align="left" valign="top">Merkl et al. (<xref ref-type="bibr" rid="ref18">18</xref>)<break/>(2016)<break/>Clinical trials</td>
<td align="left" valign="top">Germany Patients (<italic>N</italic> =&#x2009;9)</td>
<td align="left" valign="top">sgACC Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">BDI HAMD-24</td>
<td align="left" valign="top">Beta oscillations in the sgACC area were related to negative emotion sharing in TRD patients which can improved with chronic DBS.</td>
</tr>
<tr>
<td align="left" valign="top">Smart et al. (<xref ref-type="bibr" rid="ref25">25</xref>)<break/>(2018)<break/>Clinical trials</td>
<td align="left" valign="top">America Patients (<italic>N</italic> =&#x2009;18)</td>
<td align="left" valign="top">SCC Bilateral</td>
<td align="left" valign="top">130&#x2009;Hz 90&#x2009;&#x03BC;s 6&#x2013;8&#x2009;mA or 3.5&#x2013;5&#x2009;V</td>
<td align="left" valign="top">HDRS</td>
<td align="left" valign="top">Ipsilateral theta, alpha, beta, and gamma bands decreased after left stimulation, While right stimulation was limited to ipsilateral beta and gamma reductions.</td>
</tr>
<tr>
<td align="left" valign="top">Jia et al. (<xref ref-type="bibr" rid="ref24">24</xref>)<break/>(2019)<break/>Animal trials</td>
<td align="left" valign="top">China Male SD rats (<italic>N</italic> =&#x2009;34)</td>
<td align="left" valign="top">vmPFC and hippocampus Bilateral</td>
<td align="left" valign="top">LFS: 20&#x2009;Hz 400&#x2009;&#x03BC;A, 200&#x2009;&#x03BC;s HFS: 130&#x2009;Hz 100&#x2009;&#x03BC;A, 90&#x2009;&#x03BC;s</td>
<td align="left" valign="top">OFT FST SPT</td>
<td align="left" valign="top">Acute HFS and LFS DBS produced significant antidepressant-like effects, with beta and gamma bands increased in vmPFC and hippocampus, while coordinated activity also increased between them.</td>
</tr>
<tr>
<td align="left" valign="top">Frank et al. (<xref ref-type="bibr" rid="ref21">21</xref>)<break/>(2021)<break/>Case report</td>
<td align="left" valign="top">America Patients (<italic>N</italic> =&#x2009;1)</td>
<td align="left" valign="top">ALIC and BNST Bilateral</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">VAS PHQ-9</td>
<td align="left" valign="top">Left ALIC stimulation resulted in a broad increase in power in the right BNST, with notable increases in low and high gamma bands, as well as a general improvement in symptoms.</td>
</tr>
<tr>
<td align="left" valign="top">Sendi et al. (<xref ref-type="bibr" rid="ref19">19</xref>)<break/>(2021)<break/>Clinical trials</td>
<td align="left" valign="top">America Patients (<italic>N</italic> =&#x2009;8)</td>
<td align="left" valign="top">SCC Bilateral</td>
<td align="left" valign="top">130&#x2009;Hz 6&#x2009;mA 90&#x2009;&#x03BC;s</td>
<td align="left" valign="top">HDRS-17</td>
<td align="left" valign="top">Intraoperative exposure to therapeutic stimulation resulted in an acute decrease in symptoms of depression. There was a positive correlation between the decrease in intraoperative left beta power and HDRS.</td>
</tr>
<tr>
<td align="left" valign="top">Zhang et al. (<xref ref-type="bibr" rid="ref22">22</xref>)<break/>(2022)<break/>Clinical trials</td>
<td align="left" valign="top">China Patients (<italic>N</italic> =&#x2009;7)</td>
<td align="left" valign="top">Habenula Bilateral</td>
<td align="left" valign="top">1.6&#x2013;3.45&#x2009;V 60&#x2013;160&#x2009;Hz 60&#x2013;120&#x2009;&#x03BC;s</td>
<td align="left" valign="top">HAMD YMRS HAMA PSQI</td>
<td align="left" valign="top">The power of the high-beta oscillation (21&#x2013;30&#x2009;Hz) in the left HB and the patients&#x2019; baseline HAMD scores showed the strongest negative correlation. The power of the gamma oscillation (71&#x2013;90&#x2009;Hz) and the baseline HAMA scores had the distinct correlation in the right HB.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ALIC, anterior limb of the internal capsule; BNST, bed nucleus of the stria terminalis; BDI, beck depression inventory; FRL, flinders resistant line; FSL, flinders sensitive line; FST, forced swimming test; HAMA, Hamilton anxiety rating scale; HAMD, Hamilton Depression Scale; HAMD-24, HB, Habenula; HDRS, Hamilton depression rating scale; HFS, high frequency stimulation; LFS, low frequency stimulation; MDD, major depressive disorder; Nacc, nucleus accumbens; OCD, obsessive&#x2013;compulsive disorder; OFT, open field test; PHQ-9, patient health questionnaire-9; PSQI, Pittsburgh sleep quality index; SCC, subcallosal cingulate cortex; SD, Sprague&#x2013;Dawley; sgACC, subgenual anterior cingulate cortex; SPT, sucrose preference test; STN, subthalamic nucleus; vmPFC, ventromedial prefrontal cortex; VTA, ventral tegmental area; YMRS, youth mania rating scale.</p>
</table-wrap-foot>
</table-wrap>
<p>As LFPs represent the multiple neuronal processes, how to filter and interpret the LFPs is a challenge for current researchers. Combined with other measures such as Electroencephalogram, Electrocorticography, or Magnetoencephalography, LFPs may provide more cortical information (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref47 ref48 ref49 ref50">47&#x2013;50</xref>). Future research using long-term LFP recordings in various physiological states (rest state, sleep state, task state) could help to improve the understanding of potential mechanisms.</p>
</sec>
</sec>
<sec id="sec18" sec-type="conclusions">
<title>Conclusion</title>
<p>This mini-review was not comprehensive; however, it summarized the recent advances in LFPs of MDD and OCD. As mentioned above, LFPs provided more chances to understand the electrophysiological characteristics and explore the potential mechanisms. Low-frequency activity seemed closely related to OCD symptoms, whereas LFP findings in patients with MDD were complicated. While MDD in human had a close relationship with the alpha or beta frequency or gamma oscillations. All different frequency bands seemed to participate in MDD and OCD networks. In the future, other multiple measures with long-term LFP recordings in various physiological states (rest, sleep, and task states) could be applied in patients with OCD or MDD.</p>
</sec>
<sec id="sec19">
<title>Author contributions</title>
<p>WZ, BX, and WW proposed the conception and design of the study. WZ and BX conducted the literature search, study screening, data extraction, and quality assessment. WZ, BX, YW, LX, and WW were involved in the analysis and interpretation of data. WZ and BX drafted the manuscript and all authors revised it critically under the guidance of WW. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec20" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the 135 Project of Outstanding Development of West China Hospital, Sichuan University (Grant number ZY2017307).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The 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 id="sec100" sec-type="disclaimer">
<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>
</body>
<back>
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