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<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2023.1254514</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Alteration of static and dynamic intrinsic brain activity induced by short-term spinal cord stimulation in postherpetic neuralgia patients</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Bu</surname>
<given-names>Chunxiao</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="fn0004" ref-type="author-notes"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Ren</surname>
<given-names>Huan</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="fn0004" ref-type="author-notes"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Lv</surname>
<given-names>Qingqing</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Bu</surname>
<given-names>Huilian</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Xinyu</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Zheng</surname>
<given-names>Ruiping</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Huiyu</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Weijian</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wei</surname>
<given-names>Yarui</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cheng</surname>
<given-names>Jingliang</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<xref rid="fn0011" ref-type="author-notes"><sup>&#x2021;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Yong</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c003" ref-type="corresp"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Pain Medicine, Peking University Shenzhen Hospital</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Radiology, The Third Affiliated Hospital of Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Pain Medicine, The First Affiliated Hospital of Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Fausta Lui, University of Modena and Reggio Emilia, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Yunjun Yang, First Affiliated Hospital of Wenzhou Medical University, China; Jun Deng, Second Affiliated Hospital of Nanchang University, China; Sara Ramezani, California State University, Fresno, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yarui Wei, <email>yarui_wei@163.com</email></corresp>
<corresp id="c002">Jingliang Cheng, <email>fccchengjl@zzu.edu.cn</email></corresp>
<corresp id="c003">Yong Zhang, <email>zzuzhangyong2013@163.com</email></corresp>
<fn fn-type="equal" id="fn0004">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn id="fn0011" fn-type="equal"><p><sup>&#x2021;</sup>ORCID: Jingliang Cheng <ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0002-6996-329X">https://orcid.org/0000-0002-6996-329X</ext-link></p>
<p>Yong Zhang <ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0003-4892-6614">https://orcid.org/0000-0003-4892-6614</ext-link></p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>17</volume>
<elocation-id>1254514</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Bu, Ren, Lv, Bu, Gao, Zheng, Huang, Wang, Wei, Cheng and Zhang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Bu, Ren, Lv, Bu, Gao, Zheng, Huang, Wang, Wei, Cheng and Zhang</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>Introduction</title>
<p>Short-term spinal cord stimulation (stSCS) is an effective treatment for postherpetic neuralgia (PHN). However, how exactly stSCS affects time-dynamic intrinsic brain activity in PHN patients is not clear. The purpose of this study was to examine the static and dynamic variability of neural activity in PHN patients after stSCS.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>In this study, 10 patients with PHN underwent resting-state functional magnetic resonance imaging (rs-fMRI) at baseline and after SCS. The amplitude of low-frequency fluctuations (ALFF) and dynamic ALFF (dALFF) were used to investigate the static and dynamic variability of neural activity in PHN patients after stSCS. We additionally examined the associations between clinical parameters and functional changes in the brain.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>There was a significant increase in dALFF in the left precuneus and right superior parietal gyrus, and a decrease in dALFF in the left inferior temporal gyrus, right gyrus rectus, left superior temporal gyrus, right orbitofrontal cortex, and left orbitofrontal cortex. There was significantly increased ALFF in the right inferior temporal gyrus, and decreased ALFF in the right lingual gyrus, left superior parietal gyrus, right superior parietal gyrus, and left precuneus. Furthermore, Pittsburgh sleep quality index scores were positively associated with dALFF changes in the left superior temporal gyrus and left orbitofrontal cortex. Hospital anxiety and depression scale scores and continuous pain scores exhibited significant negative correlation with dALFF changes in the right superior parietal gyrus.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>This study indicated that stSCS is able to cause dALFF changes in PHN patients, thus stSCS might alter brain functions to relieve pain, sleep, and mood symptoms. The findings provide new insights into the mechanisms of stSCS efficacy in the treatment of patients with PHN.</p>
</sec>
</abstract>
<kwd-group>
<kwd>fMRI</kwd>
<kwd>amplitude of low-frequency fluctuation</kwd>
<kwd>dynamic amplitude of low-frequency fluctuation</kwd>
<kwd>spinal cord stimulation</kwd>
<kwd>postherpetic neuralgia</kwd>
</kwd-group>
<contract-num rid="cn1">2018020047</contract-num>
<contract-sponsor id="cn1">Medical Science and Technology Joint Project of Henan Province, China</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="52"/>
<page-count count="9"/>
<word-count count="6516"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Perception Science</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1.</label>
<title>Introduction</title>
<p>Herpes zoster (HZ) is caused by the reactivation of varicella-zoster virus and typically presents as a painful blister-like rash (<xref ref-type="bibr" rid="ref2">Altena et al., 2010</xref>). The annual incidence of HZ is about 3.4/1000, rising sharply from the age of 50 to about 11/1000 by the ninth decade of life (<xref ref-type="bibr" rid="ref3">Argaman et al., 2020</xref>). Postherpetic neuralgia (PHN) is the most common chronic complication of HZ, with pain appearing or persisting for around 1 to 3&#x2009;months after the onset of the rash (<xref ref-type="bibr" rid="ref5">Briggs et al., 2020</xref>). After 50&#x2009;years of age, about 20% of patients with HZ will develop PHN (<xref ref-type="bibr" rid="ref6">Brisson et al., 2001</xref>). PHN remains an important public health problem that leads to suffering and a reduced quality of life, and raises the cost of individual and societal health care (<xref ref-type="bibr" rid="ref7">Buckner et al., 2008</xref>).</p>
<p>Because of the complexity of its pathogenesis, traditional pharmacological therapy is not always effective in relieving pain and may lead to a variety of drug-related complications (<xref ref-type="bibr" rid="ref4">Borsook, 2012</xref>). stSCS whose electrodes are placed percutaneously to the spinal epidural for 2&#x2009;weeks, and stSCS is known to be a clinically effective treatment option for these PHN patients. Since the introduction of spinal cord stimulation (SCS) as a therapeutic option for PHN, the mechanism of pain relief by SCS has been investigated. Multiple spinal segmental and supraspinal structures may play roles in the pain-alleviating effects of SCS (<xref ref-type="bibr" rid="ref16">Drolet et al., 2010</xref>; <xref ref-type="bibr" rid="ref4">Borsook, 2012</xref>; <xref ref-type="bibr" rid="ref14">Deogaonkar et al., 2016</xref>). However, the potential functional alterations occurring in the brain as a result of SCS are less clear. Functional magnetic resonance imaging (fMRI) is a powerful noninvasive tool for understanding and mapping brain areas associated with pain perception and modulation (<xref ref-type="bibr" rid="ref14">Deogaonkar et al., 2016</xref>). Moreover, the amplitude of low-frequency fluctuations (ALFF) can effectively reflect spontaneous brain activity and thus has been examined in PHN-related research. For example, <xref ref-type="bibr" rid="ref23">Gu et al. (2019)</xref> observed a prominent decrease in ALFF in the right prefrontal cortex and increased ALFF in the bilateral brainstem and cerebellum anterior lobe in PHN patients. However, when HZ developed into PHN, neural activity was significantly increased in large areas of the cerebellum and frontal lobe but significantly decreased in the occipital lobe and limbic system (<xref ref-type="bibr" rid="ref8">Cao et al., 2018</xref>). Only a few studies have used neuroimaging methods to explore the changes in brain activity after pain relief (<xref ref-type="bibr" rid="ref8">Cao et al., 2018</xref>).</p>
<p>Based on resting-state functional MRI (rs-fMRI) evidence, ALFF was shown to reflect the average intrinsic activity of the brain over the entire scan. Although a previous study found abnormal ALFF in PHN patients, the neural activity of the brain is highly dynamic (<xref ref-type="bibr" rid="ref44">Wen et al., 2021</xref>). ALFF only is not sufficient to describe the dynamic variability of spontaneous brain activity. Most previous studies have focused on static changes to neural activity in PHN patients (<xref ref-type="bibr" rid="ref8">Cao et al., 2018</xref>; <xref ref-type="bibr" rid="ref23">Gu et al., 2019</xref>; <xref ref-type="bibr" rid="ref49">Zhang et al., 2020</xref>), and it is not sufficient to focus only on static changes in brain connectivity (<xref ref-type="bibr" rid="ref10">Chang and Glover, 2010</xref>). Dynamic ALFF (dALFF) captures the temporal variability of the spontaneous neural activity of the brain with a sliding window that reflects changes in the information over the temporal dimension (<xref ref-type="bibr" rid="ref29">Liao et al., 2019</xref>). Currently, changes in dynamic spontaneous brain activity occurring after SCS therapy in patients with PHN have not been evaluated. We hypothesized that, after stSCS, patients with PHN may present static and dynamic brain activity changes in some brain regions. We thus examined whether there are associations between clinical data and functional brain mapping changes in PHN patients after stSCS.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2.</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1.</label>
<title>Participants</title>
<p>We recruited 19 right-handed PHN patients from our pain department between January and October 2021 whose pain was not relieved by conventional medication alone and, therefore, were treated with stSCS at the First Affiliated Hospital of Zhengzhou University. All participants signed a written informed consent prior to participation in this study. Nine patients withdrew their consent or had poor quality MRI images; therefore, the final valid data from our study were obtained from 10 patients.</p>
<p>This study was approved by the Medical Ethics Committee of the First Affiliated Hospital of Zhengzhou University (Reference: 2020-KY-0299-001). The trial registration number and web address are ChiCTR2000040239.<xref rid="fn0001" ref-type="fn"><sup>1</sup></xref></p>
</sec>
<sec id="sec8">
<label>2.2.</label>
<title>Research protocol</title>
<p>In this prospective cohort study, patients were enrolled pre-stSCS implantation and followed for 14&#x2009;days after receiving stSCS. During admission, clinical scales were assessed prior to MRI, which took 30&#x2009;min, and patients were asked to complete questions relating to the pain numerical rating scale (NRS), the short-form McGill pain questionnaire version-2 (SF-MPQ-2), the Pittsburgh sleep quality index (PSQI), and the hospital anxiety and depression scale (HADS). The SF-MPQ-2 involves four subscale scores (continuous pain, intermittent pain, predominantly neuropathic pain, and affective descriptors). Electrodes were removed 14&#x2009;days after SCS implantation, and all patients underwent neuroimaging with an fMRI-protocol before (baseline) and 14&#x2009;days after SCS implantation.</p>
<p>All patients received SCS at the cervicothoracic level for PHN. For the detailed methodology of SCS used in the study, please refer to the previous study by <xref ref-type="bibr" rid="ref17">Fan et al. (2022)</xref>. Neurostimulation test electrodes (Model 3,873, US) were implanted under dynamic monitoring with DSA imaging, then connected to an extension cable (Model 355,531, Medtronic, US) and external neurostimulator (Model 37,022, Medtronic, US). The physician adjusted the parameters to determine the effective contact, and the patient was free to change the amplitude in 0.1&#x2009;mV increments to provide adequate pain relief. The stimulation parameters were as follows: voltage 0&#x2013;10.5&#x2009;V, pulse width 210&#x2013;480&#x2009;&#x03BC;s, frequency 30&#x2013;60&#x2009;Hz. Spinal electrical stimulation was applied for 14 consecutive days.</p>
</sec>
<sec id="sec9">
<label>2.3.</label>
<title>MRI image acquisition</title>
<p>All MRI images were acquired with a 3-T Siemens MR scanner (Magnetom Prisma, Siemens, Germany) at the magnetic resonance department of the First Affiliated Hospital of Zhengzhou University. During the scans, all subjects were asked to close their eyes and try not to think about anything else. Foam pads were applied to control the subjects&#x2019; head movements, and earmuffs were fixed on both ears to reduce the noise made by the scanner. At the end of the scan, patients were asked whether they had fallen asleep during the scan. All patients reported that they had been awake at all times. The rs-fMRI was acquired using an echo-planar imaging sequence, and the scanning parameters were as follows: repetition time (TR)&#x2009;=&#x2009;1,000&#x2009;ms, echo time (TE)&#x2009;=&#x2009;30&#x2009;ms, flip angle&#x2009;=&#x2009;70&#x00B0;, slice number&#x2009;=&#x2009;52, field of view&#x2009;=&#x2009;220&#x2009;&#x00D7;&#x2009;220&#x2009;mm<sup>2</sup>, matrix&#x2009;=&#x2009;110&#x2009;&#x00D7;&#x2009;110, slice thickness&#x2009;=&#x2009;2.2&#x2009;mm, 400 volumes, scan time&#x2009;=&#x2009;412&#x2009;s.</p>
</sec>
<sec id="sec10">
<label>2.4.</label>
<title>MRI data processing</title>
<p>The Data Processing Assistant for rs-fMRI Analysis Toolbox (DPARSF, <ext-link xlink:href="http://rest.Restfmri.Net/forum/DPARSF" ext-link-type="uri">http://rest.Restfmri.Net/forum/DPARSF</ext-link>; <xref ref-type="bibr" rid="ref11">Chao-Gan and Yu-Feng, 2010</xref>; <xref ref-type="bibr" rid="ref40">Song et al., 2011</xref>) and SPM8 software (Wellcome Department, University College of London, UK) based on MATLAB R2012a (MathWorks, USA) were used to preprocess the rs-fMRI data. The main steps were as follows: (1) removal of initial 10 volumes to ensure signal stability; (2) slice timing and realignment; (3) spatial normalization to the standard Montreal Neurological Institute (MNI) space and resampling with a resolution of 3&#x2009;&#x00D7;&#x2009;3&#x2009;&#x00D7;&#x2009;3&#x2009;mm<sup>3</sup>; (4) detrending: multiple linear regression analysis was used to regress several spurious variances, including global mean signals, white matter signals, cerebrospinal fluid signals, and Friston-24 head motion parameters; (5) scrubbing of the image volumes with frame-wise displacement, (FD)&#x2009;&#x003E;&#x2009;0.5&#x2009;mm, using spline interpolation to reduce the influence of head motion; (6) spatial smoothing of functional images with a full-width Gaussian kernel at half-maximum of 6&#x2009;mm; (7) removal of high-frequency physiological noise and frequency drift lower than 0.01&#x2009;Hz using band-pass filtering (0.01&#x2013;0.08&#x2009;Hz; <xref ref-type="bibr" rid="ref21">Greicius et al., 2003</xref>).</p>
</sec>
<sec id="sec11">
<label>2.5.</label>
<title>Imaging analysis</title>
<p>The dALFF analysis data were analyzed using the Dynamic Brain Connectome toolbox (<xref ref-type="bibr" rid="ref30">Liao et al., 2014</xref>; v2.0, <ext-link xlink:href="http://restfmri.net/forum/DynamicBC" ext-link-type="uri">http://restfmri.net/forum/DynamicBC</ext-link>). A sliding window approach was applied to characterize the temporal dynamic modes. Window length is an important parameter in the calculation of resting state dynamics, and the range of window lengths should be small enough to detect potential transients but large enough to analyze small fluctuations of interest in ALFF (<xref ref-type="bibr" rid="ref38">Sakoglu et al., 2010</xref>; <xref ref-type="bibr" rid="ref51">Zheng et al., 2021</xref>). A previous study (<xref ref-type="bibr" rid="ref27">Leonardi and Van De Ville, 2015</xref>) showed that, to avoid introducing false fluctuations, a frequency interval of [0&#x2013;1/w] Hz should be targeted, and the minimum window length should be 1/fmin. Therefore, we chose a window size of 30 TRs (30s) and a window overlap of 80% to calculate the dALFF of each subject. In addition, we calculated the results with other window sizes and overlaps and included them in the validation analyses. To explore the correlations between abnormal intrinsic timescales and clinical outcomes, we extracted the average intrinsic timescale values of all voxels within each cluster from the corrected statistical plots.</p>
</sec>
<sec id="sec12">
<label>2.6.</label>
<title>Validation analysis</title>
<p>To validate our main results, we tested the differences between the results and those obtained using other window lengths (50 TRs, 0.8 overlap, 80 TRs, 0.8 overlap) and different overlap rates.</p>
</sec>
<sec id="sec13">
<label>2.7.</label>
<title>Statistical analysis</title>
<p>To explore changes in the dynamic variability of dALFF, paired <italic>t</italic>-tests were performed on dALFF data between baseline and after stSCS with SPM8 in a whole-brain voxel-wise manner. Gaussian random field (GRF) was used to correct all results. The significance levels of the voxel and cluster were set at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.005 and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, respectively, and the minimum cluster size was 30 voxels. When significant differences in dALFF were observed in any regions of the brain, we extracted the mean dALFF values of the region of interest for each dALFF using the toolkit rs-fMRI analysis (<ext-link xlink:href="http://www.restfmri.net/forum/REST" ext-link-type="uri">http://www.restfmri.net/forum/REST</ext-link>; <xref ref-type="bibr" rid="ref40">Song et al., 2011</xref>). The relationships between the mean values (dALFF variability) and clinical variables (NRS, SF-MQP-2, PSQI, HADS score) were then further assessed using the non-parametric Spearman correlation test. The threshold for all correlation analyses was <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05/108 (Bonferroni corrected), which was statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<label>3.</label>
<title>Results</title>
<sec id="sec15">
<label>3.1.</label>
<title>Patient characteristics</title>
<p>Ten patients with PHN (five females and five males) with a median age of 70&#x2009;years were included in our study. The demographics and clinical features of the patients are summarized in <xref rid="tab1" ref-type="table">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Individual characteristics of patients included in this study (n&#x2009;=&#x2009;10).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Patients ID</th>
<th align="left" valign="top">Sex(F/M)</th>
<th align="left" valign="top">Age (years)</th>
<th align="left" valign="top">Pain side</th>
<th align="left" valign="top">Pain duration (month)</th>
<th align="left" valign="top">Duration of SCS (days)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="center" valign="top">F</td>
<td align="center" valign="top">62</td>
<td align="center" valign="top">Left</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="center" valign="top">F</td>
<td align="center" valign="top">79</td>
<td align="center" valign="top">Left</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="center" valign="top">F</td>
<td align="center" valign="top">70</td>
<td align="center" valign="top">Right</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="center" valign="top">F</td>
<td align="center" valign="top">68</td>
<td align="center" valign="top">Left</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="center" valign="top">F</td>
<td align="center" valign="top">87</td>
<td align="center" valign="top">Right</td>
<td align="center" valign="top">1.5</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">Right</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">Right</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">70</td>
<td align="center" valign="top">Left</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">77</td>
<td align="center" valign="top">Left</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">14</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="center" valign="top">M</td>
<td align="center" valign="top">83</td>
<td align="center" valign="top">Left</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">14</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>M: male, F: female, SCS: spinal cord stimulation.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<label>3.2.</label>
<title>Clinical results</title>
<p>There were significantly reduced total scores for SF-MPQ-2(Z&#x2009;=&#x2009;&#x2212;2.694, <italic>p</italic>&#x2009;=&#x2009;0.007), PSQI (Z&#x2009;=&#x2009;&#x2212;2.675, <italic>p</italic>&#x2009;=&#x2009;0.007), HADS (Z&#x2009;=&#x2009;&#x2212;2.668, <italic>p</italic>&#x2009;=&#x2009;0.008), and NRS (Z&#x2009;=&#x2009;&#x2212;2.694, <italic>p</italic>&#x2009;=&#x2009;0.007) after stSCS compared with the baseline (<xref rid="fig1" ref-type="fig">Figures 1</xref>&#x2013;<xref rid="fig4" ref-type="fig">4</xref>). When examining continuous pain, intermittent pain, neuropathic pain, and affective descriptors of SF-MPQ-2, we found that the scores significantly decreased after stSCS (Z&#x2009;=&#x2009;&#x2212;2.371, <italic>p</italic>&#x2009;=&#x2009;0.018; Z&#x2009;=&#x2009;&#x2212;2.207, <italic>p</italic>&#x2009;=&#x2009;0.027; Z&#x2009;=&#x2009;&#x2212;2.527, <italic>p</italic>&#x2009;=&#x2009;0.012; and Z&#x2009;=&#x2009;&#x2212;2.524, <italic>p</italic>&#x2009;=&#x2009;0.012, respectively), as displayed in <xref rid="fig1" ref-type="fig">Figure 1</xref>. Concerning the anxiety and depression aspects of HADS, we found a significant decrease in HADS-A and HADS-D scores after stSCS (Z&#x2009;=&#x2009;&#x2212;2.677, <italic>p</italic>&#x2009;=&#x2009;0.007; and Z&#x2009;=&#x2009;&#x2212;2.673, <italic>p</italic>&#x2009;=&#x2009;0.008, respectively), as presented in <xref rid="fig3" ref-type="fig">Figure 3</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Boxplots showing the clinical SF-MPQ-2 scores of all patients at baseline (in pink) and after stSCS (in green). The four boxplots represent the four subscale scores of the SF-MPQ-2 (continuous pain, intermittent pain, predominantly neuropathic pain, and affective descriptors). SCS, spinal cord stimulation.</p>
</caption>
<graphic xlink:href="fnins-17-1254514-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Boxplot showing the clinical PSQI scores of patients at baseline (in pink) and after stSCS (in green). PSQI, Pittsburgh sleep quality index; SCS, spinal cord stimulation.</p>
</caption>
<graphic xlink:href="fnins-17-1254514-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Boxplots showing the clinical HADS scores of patients at baseline (in pink) and after stSCS (in green). The second and third boxplots represent the two subscale scores for the HADS (HADS-A and HADS-D, respectively). HADS, hospital anxiety and depression scale; HADS-A: hospital anxiety and depression scale-anxiety: HADS-D: hospital anxiety and depression scale-depression; SCS: spinal cord stimulation.</p>
</caption>
<graphic xlink:href="fnins-17-1254514-g003.tif"/>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Boxplot showing the clinical NRS scores of patients at baseline (in pink) and after stSCS (in green). NRS, numerical rating scale; SCS, spinal cord stimulation.</p>
</caption>
<graphic xlink:href="fnins-17-1254514-g004.tif"/>
</fig>
</sec>
<sec id="sec17">
<label>3.3.</label>
<title>fMRI results</title>
<sec id="sec18">
<label>3.3.1.</label>
<title>dALFF and ALFF results</title>
<p>The main results of the study were based on dALFF analysis using 30 TRs and 80% overlap and are displayed in <xref rid="tab2" ref-type="table">Table 2</xref> and <xref rid="fig5" ref-type="fig">Figure 5</xref>. Compared to baseline, dALFF was significantly increased in the left precuneus and right superior parietal gyrus, but decreased in the left inferior temporal gyrus, right gyrus rectus, left superior temporal gyrus, right orbitofrontal cortex, and left orbitofrontal cortex (GRF corrected <italic>p</italic><sub>voxel</sub>&#x2009;&#x003C;&#x2009;0.005, <italic>p</italic><sub>cluster</sub>&#x2009;&#x003C;&#x2009;0.05).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Different dALFF values between baseline and after stSCS.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Regions</th>
<th align="center" valign="top" colspan="3">MNI coordinate</th>
<th align="center" valign="top" rowspan="2">Peak <italic>T</italic> value</th>
<th align="center" valign="top" rowspan="2">Voxels</th>
</tr>
<tr>
<th align="center" valign="top">x</th>
<th align="center" valign="top">y</th>
<th align="center" valign="top">z</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="6">dALFF increase</td>
</tr>
<tr>
<td align="left" valign="middle">Left precuneus</td>
<td align="center" valign="middle">&#x2212;15</td>
<td align="center" valign="middle">&#x2212;60</td>
<td align="center" valign="middle">66</td>
<td align="center" valign="middle">25.1361</td>
<td align="center" valign="middle">82</td>
</tr>
<tr>
<td align="left" valign="middle">Right superior parietal gyrus</td>
<td align="center" valign="middle">33</td>
<td align="center" valign="middle">&#x2212;57</td>
<td align="center" valign="middle">63</td>
<td align="center" valign="middle">9.741</td>
<td align="center" valign="middle">42</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">dALFF decreased</td>
</tr>
<tr>
<td align="left" valign="middle">Left inferior temporal gyrus</td>
<td align="center" valign="middle">&#x2212;48</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;42</td>
<td align="center" valign="middle">&#x2212;6.3794</td>
<td align="center" valign="middle">37</td>
</tr>
<tr>
<td align="left" valign="middle">Right gyrus rectus</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">33</td>
<td align="center" valign="middle">&#x2212;21</td>
<td align="center" valign="middle">&#x2212;8.1885</td>
<td align="center" valign="middle">65</td>
</tr>
<tr>
<td align="left" valign="middle">Left superior temporal gyrus</td>
<td align="center" valign="middle">&#x2212;45</td>
<td align="center" valign="middle">12</td>
<td align="center" valign="middle">&#x2212;21</td>
<td align="center" valign="middle">&#x2212;14.0498</td>
<td align="center" valign="middle">40</td>
</tr>
<tr>
<td align="left" valign="middle">Right orbitofrontal cortex</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">63</td>
<td align="center" valign="middle">&#x2212;3</td>
<td align="center" valign="middle">&#x2212;8.7597</td>
<td align="center" valign="middle">42</td>
</tr>
<tr>
<td align="left" valign="middle">Left orbitofrontal cortex</td>
<td align="center" valign="middle">&#x2212;12</td>
<td align="center" valign="middle">60</td>
<td align="center" valign="middle">&#x2212;12</td>
<td align="center" valign="middle">&#x2212;6.99</td>
<td align="center" valign="middle">66</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>dALFF, dynamic amplitude of low-frequency fluctuation; MNI, Montreal Neurological Institute.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Significant differences in dALFF between baseline and after stSCS in axial and coronal slices (30 TRs, 80% overlap). Warm colors indicate higher dALFF values, while cooler colors indicate lower dALFF values at baseline and after stSCS. The statistical significance level was set at <italic>p</italic><sub>voxel</sub> &#x003C;&#x2009;0.005, <italic>p</italic><sub>cluster</sub> &#x003C;&#x2009;0.05 (GRF corrected).</p>
</caption>
<graphic xlink:href="fnins-17-1254514-g005.tif"/>
</fig>
<p>The differences between ALFF at baseline and after stSCS of static ALFF patterns are shown in <xref rid="tab3" ref-type="table">Table 3</xref> and <xref rid="fig6" ref-type="fig">Figure 6</xref>. There was significantly elevated ALFF in the right inferior temporal gyrus; and a decrease in ALFF in the right lingual gyrus, left superior parietal gyrus, right superior parietal gyrus, and left precuneus (GRF corrected <italic>p</italic><sub>voxel</sub>&#x2009;&#x003C;&#x2009;0.005, <italic>p</italic><sub>cluster</sub>&#x2009;&#x003C;&#x2009;0.05).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Different ALFF values between baseline and after stSCS.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Regions</th>
<th align="center" valign="top" colspan="3">MNI coordinate</th>
<th align="center" valign="top" rowspan="2">Peak <italic>T</italic> value</th>
<th align="center" valign="top" rowspan="2">Voxels</th>
</tr>
<tr>
<th align="center" valign="top">x</th>
<th align="center" valign="top">y</th>
<th align="center" valign="top">z</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="6">ALFF increase</td>
</tr>
<tr>
<td align="left" valign="middle">Right inferior temporal gyrus</td>
<td align="center" valign="middle">51</td>
<td align="center" valign="middle">&#x2212;72</td>
<td align="center" valign="middle">&#x2212;12</td>
<td align="center" valign="middle">8.6165</td>
<td align="center" valign="middle">32</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="6">ALFF decreased</td>
</tr>
<tr>
<td align="left" valign="middle">Right lingual gyrus</td>
<td align="center" valign="middle">15</td>
<td align="center" valign="middle">&#x2212;90</td>
<td align="center" valign="middle">&#x2212;12</td>
<td align="center" valign="middle">&#x2212;11.1194</td>
<td align="center" valign="middle">70</td>
</tr>
<tr>
<td align="left" valign="middle">Left superior parietal gyrus</td>
<td align="center" valign="middle">&#x2212;27</td>
<td align="center" valign="middle">&#x2212;72</td>
<td align="center" valign="middle">57</td>
<td align="center" valign="middle">&#x2212;7.5537</td>
<td align="center" valign="middle">45</td>
</tr>
<tr>
<td align="left" valign="middle">Right superior parietal gyrus</td>
<td align="center" valign="middle">18</td>
<td align="center" valign="middle">&#x2212;54</td>
<td align="center" valign="middle">69</td>
<td align="center" valign="middle">&#x2212;10.1811</td>
<td align="center" valign="middle">53</td>
</tr>
<tr>
<td align="left" valign="middle">Left precuneus</td>
<td align="center" valign="middle">&#x2212;15</td>
<td align="center" valign="middle">&#x2212;57</td>
<td align="center" valign="middle">63</td>
<td align="center" valign="middle">&#x2212;16.5591</td>
<td align="center" valign="middle">45</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ALFF, amplitude of low-frequency fluctuation; MNI, Montreal Neurological Institute.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Significant differences in ALFF between baseline and after stSCS in axial and coronal slices. Warm colors indicate higher ALFF values, while cooler colors indicate lower ALFF values at baseline and after stSCS. The statistical significance level was set at <italic>p</italic><sub>voxel</sub>&#x2009;&#x003C;&#x2009;0.005, <italic>p</italic><sub>cluster</sub>&#x2009;&#x003C;&#x2009;0.05 (GRF corrected).</p>
</caption>
<graphic xlink:href="fnins-17-1254514-g006.tif"/>
</fig>
</sec>
<sec id="sec19">
<label>3.3.2.</label>
<title>Correlation analyses</title>
<p>The PSQI score was positively associated with the dALFF values in the right gyrus rectus, the left superior temporal gyrus, and the left orbitofrontal cortex (<italic>r</italic>&#x2009;=&#x2009;0.746, <italic>p</italic>&#x2009;=&#x2009;0.021; <italic>r</italic>&#x2009;=&#x2009;0.729, <italic>p</italic>&#x2009;=&#x2009;0.026; <italic>r</italic>&#x2009;=&#x2009;0.678, <italic>p</italic>&#x2009;=&#x2009;0.045, respectively). The HADS-D score and continuous pain score were significantly negatively correlated with dALFF changes in the right superior parietal gyrus (r&#x2009;=&#x2009;&#x2212;0.700, <italic>p</italic>&#x2009;=&#x2009;0.036; r&#x2009;=&#x2009;&#x2212;0.689, <italic>p</italic>&#x2009;=&#x2009;0.040, respectively). The HADS-A score was positively associated with ALFF values in the right lingual gyrus (r&#x2009;=&#x2009;0.820, <italic>p</italic>&#x2009;=&#x2009;0.007). Neuropathic pain and affective descriptors were significantly positively correlated with ALFF changes in the right superior parietal gyrus and the left precuneus (r&#x2009;=&#x2009;0.866, <italic>p</italic>&#x2009;=&#x2009;0.003; r&#x2009;=&#x2009;0.845, <italic>p</italic>&#x2009;=&#x2009;0.004; r&#x2009;=&#x2009;0.765, <italic>p</italic>&#x2009;=&#x2009;0.016; r&#x2009;=&#x2009;0.820, <italic>p</italic>&#x2009;=&#x2009;0.007; respectively). However, this difference in significance level was cancelled out after Bonferroni calibration (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05/108&#x2009;=&#x2009;0.000463).</p>
</sec>
<sec id="sec20">
<label>3.3.3.</label>
<title>Validation analyses</title>
<p>In our study, the different sliding window lengths and different overlap rates were applied to validate our results. The results of different overlap (30 TRs, 0.6 overlap) and the other two window lengths (50 TRs, 0.8 overlap; 80 TRs, 0.8 overlap) are presented in <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables 1</xref>&#x2013;<xref rid="SM1" ref-type="supplementary-material">3</xref>. <xref rid="SM1" ref-type="supplementary-material">Supplementary Figures 1</xref>&#x2013;<xref rid="SM1" ref-type="supplementary-material">3</xref>. These results were generally consistent with our main results.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussions" id="sec21">
<label>4.</label>
<title>Discussion</title>
<p>Researchers have found that dALFF can provide evidence for the dynamic variability of spontaneous brain activity in the brain, and it has provided us with a new way to explore fluctuations in spontaneous brain activity in PHN patients after stSCS. In our research, we studied changes in the dALFF and ALFF values of brain regions associated with pain relief after stSCS in PHN patients. The dALFF and ALFF analyses verified that the improvement of symptoms was, to some extent, associated with altered regional brain functions. Our study also assessed the relationship between changes in brain function and clinical variables, and our findings suggest that stSCS alters the statics and dynamics of local neural activity to relieve pain, sleep, and mood disorders.</p>
<p>In the present study, stSCS can rapidly and effectively relieve pain in PHN patients, which is consistent with previous results (<xref ref-type="bibr" rid="ref15">Dong et al., 2017</xref>; <xref ref-type="bibr" rid="ref18">Feng and Ye, 2021</xref>; <xref ref-type="bibr" rid="ref39">Sheng et al., 2022</xref>). Moreover, stSCS can effectively improve sleep quality and emotion in patients (<xref ref-type="bibr" rid="ref18">Feng and Ye, 2021</xref>; <xref ref-type="bibr" rid="ref31">Liu et al., 2021</xref>). In addition, we found that, after stSCS treatment, PHN patients had functional alterations in several brain regions that may be associated with pain relief.</p>
<p>In this study, we observed changes in several brain functions associated with sleep quality after stSCS treatment of PHN patients. The main clinical features of patients with neuropathic pain are the symptoms of mood disorders, such as anxiety, depression, and insomnia (<xref ref-type="bibr" rid="ref24">Inoue et al., 2017</xref>). Previous studies have suggested that neuropathic pain and affective disorders may share a common pathogenesis (<xref ref-type="bibr" rid="ref1">Aloisi et al., 2016</xref>). PHN patients in our study also experienced varying degrees of depression and poor sleep quality, but experienced a mood boost and improved sleep after stSCS. Our study found that dALFF decreased after treatment in the left orbitofrontal cortex, right orbitofrontal cortex, and right gyrus rectus. In addition, we also found that changes in dALFF in the left orbitofrontal cortex and right gyrus rectus were positively correlated with PSQI. The orbitofrontal cortex (OFC) is mainly involved in sensory integration and monitoring the responses of internal organs and the internal state of the body, as well as evaluating sensory responses and regulating autonomic responses (<xref ref-type="bibr" rid="ref25">Kringelbach, 2005</xref>; <xref ref-type="bibr" rid="ref43">Vandenberghe et al., 2007</xref>). In addition, the orbitofrontal cortex is an important region known to be involved in pain processing at multiple levels, influencing bidding behavior and decision-making, and mediating pain inhibition (<xref ref-type="bibr" rid="ref32">Mouraux et al., 2011</xref>; <xref ref-type="bibr" rid="ref45">Winston et al., 2014</xref>). A study showed back and leg pain patients to have increased ALFF in their bilateral OFC (<xref ref-type="bibr" rid="ref52">Zhou et al., 2018</xref>). Therefore, we concluded that decreased intrinsic activity in the OFC may reduce pain in PHN patients. The OFC also plays an important role in sleep. <xref ref-type="bibr" rid="ref36">Park et al. (2021)</xref> reported that reduced cerebral blood flow in the orbitofrontal and insular cortices was associated with poor sleep quality. We reasoned that one of the mechanisms behind the improvement in sleep may be related to changes in the OFC.</p>
<p>In this study, we identified the superior parietal gyrus as being related to pain intensity and HADS-D after the treatment of PHN with stSCS. The parietal gyrus is involved in the processing of emotional, sensory, and cognitive functions of the brain (<xref ref-type="bibr" rid="ref26">Lai, 2019</xref>). Some studies have found that the onset of anxiety is associated with reduced cerebral blood flow in the parietal gyrus (<xref ref-type="bibr" rid="ref19">Fredrikson et al., 1997</xref>). <xref ref-type="bibr" rid="ref12">Dai et al. (2020)</xref> demonstrated that PHN patients had increased fALFF in the left cerebellum posterior gyrus, left orbital gyrus, and right superior parietal gyrus. <xref ref-type="bibr" rid="ref48">Yue and Du (2020)</xref> found increased cerebral blood flow (CBF) in the bilateral superior parietal gyri in patients with chronic neck pain, which might be a compensatory manifestation. In our study, we found decreased ALFF values in the bilateral superior parietal gyri after stSCS, and there was a positive correlation between ALFF values, neuropathic pain, and affective descriptors. The superior parietal gyrus is believed to be associated with visuospatial attention (<xref ref-type="bibr" rid="ref46">Wu et al., 2016</xref>). Furthermore, it has been shown that the stronger the spontaneous activity in the superior parietal gyrus, the higher the level of pain experienced by the patient (<xref ref-type="bibr" rid="ref28">Li et al., 2021</xref>).</p>
<p>We discovered that the precuneus is associated with the modulation of pain intensity. We noticed a decrease in ALFF values in the left precuneus after stSCS compared to baseline. Significant correlations were also found between changes in ALFF in the left precuneus and changes in neuropathic pain and affective descriptors. The precuneus is responsible for collecting information about somatosensory sensations and is therefore primarily responsible for identifying pain sensations (<xref ref-type="bibr" rid="ref33">Nagamachi et al., 2006</xref>). The precuneus is also involved in a range of highly integrated tasks, mainly including self-processing operations, visuospatial image processing, the processing of conscious information, pain perception, and the modulation of endogenous pain (<xref ref-type="bibr" rid="ref9">Cavanna and Trimble, 2006</xref>; <xref ref-type="bibr" rid="ref22">Greicius et al., 2009</xref>). <xref ref-type="bibr" rid="ref13">De Groote et al. (2020)</xref> suggested that the precuneus could be used as a monitoring tool for the therapeutic effects of SCS. dALFF reflects the dynamic changes occurring in local spontaneous brain activity over time (<xref ref-type="bibr" rid="ref20">Fu et al., 2018</xref>), and the greater the dALFF value, the more unstable the local spontaneous brain activity. In our study, we also observed an increase in dALFF values in the left precuneus, which may confirm the important role of the precuneus in pain reduction, and the precuneus showed fluctuations in regional spontaneous brain activity. The precuneus is the main center of the brain and one of the core regions of the default mode network (DMN). The DMN is the resting-state network of the brain and is mainly composed of the precuneus, the medial frontal gyrus, the posterior cingulate cortex, the posterior parietal cortex, and the lateral temporal cortex (<xref ref-type="bibr" rid="ref37">Raichle et al., 2001</xref>). The DMN is responsible not only for emotional processing, self-introspection, and the extraction of awareness and scenario memory (<xref ref-type="bibr" rid="ref7">Buckner et al., 2008</xref>) but also for associated pain inhibition (<xref ref-type="bibr" rid="ref3">Argaman et al., 2020</xref>). In addition, DMN is a brain network and functional connection hub (<xref ref-type="bibr" rid="ref42">Tomasi and Volkow, 2011</xref>). Patients with chronic pain show abnormalities in their resting DMN, suggesting that this chronic state affects areas beyond pain perception (<xref ref-type="bibr" rid="ref41">Tagliazucchi et al., 2010</xref>; <xref ref-type="bibr" rid="ref34">Otti et al., 2013</xref>; <xref ref-type="bibr" rid="ref50">Zhang et al., 2014</xref>).</p>
<p>We observed decreased ALFF values in the right lingual gyrus after stSCS. The lingual gyrus is a part of the occipital lobe, and previous research has demonstrated that the lingual gyrus is also involved in activities related to visual memory processing and is strongly associated with the progression of major depressive disorder (<xref ref-type="bibr" rid="ref35">Palejwala et al., 2021</xref>). A previous study also found that the right lingual gyrus is a sign of depression relief (<xref ref-type="bibr" rid="ref47">Yang et al., 2018</xref>). Correlation analysis in our study showed that ALFF values in the right lingual gyrus were positively correlated with HADS and HADS-A scores. Therefore, we hypothesized that stSCS acts on the lingual gyrus to relieve depression and thus pain.</p>
<p>The main limitation of this study was the relatively small sampling size. This study was conducted over a long period of time, and it was difficult to collect cases due to the study design&#x2019;s focus on treatment effects. In the future, a multi-center study will be conducted to collect more cases and obtain more reliable results. Furthermore, we investigated changes in brain function in patients who experienced pain relief after stSCS treatment; future studies will include a sham group to make the results more credible.</p>
</sec>
<sec sec-type="conclusions" id="sec22">
<label>5.</label>
<title>Conclusion</title>
<p>The findings of study suggest that stSCS may alter the local neural activity of ALFF and dALFF in key brain regions to alleviate pain, sleep, and emotional disorder in PHN patients. This study has provided further evidence of the neural mechanisms of stSCS in the treatment of PHN patients.</p>
</sec>
<sec sec-type="data-availability" id="sec23">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="sec24" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Medical Ethics Committee of the First Affiliated Hospital of Zhengzhou University (Reference: 2020-KY-0299-001). The trial registration number and web address are ChiCTR2000040239 (<ext-link xlink:href="http://www.chictr.org.cn/listbycreater.aspx" ext-link-type="uri">http://www.chictr.org.cn/listbycreater.aspx</ext-link>). 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 id="sec25">
<title>Author contributions</title>
<p>CB: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Data curation, Formal analysis, Methodology, Software. HR: Data curation, Writing &#x2013; review &#x0026; editing, Formal analysis, Methodology. QL: Formal analysis, Investigation, Software, Writing &#x2013; original draft. HB: Conceptualization, Data curation, Investigation, Writing &#x2013; review &#x0026; editing. XG: Conceptualization, Investigation, Software, Writing &#x2013; review &#x0026; editing. RZ: Conceptualization, Investigation, Software, Writing &#x2013; review &#x0026; editing. HH: Conceptualization, Investigation, Software, Writing &#x2013; review &#x0026; editing. WW: Formal analysis, Project administration, Validation, Writing &#x2013; review &#x0026; editing. YW: Supervision, Validation, Writing &#x2013; review &#x0026; editing. JC: Project administration, Validation, Writing &#x2013; review &#x0026; editing. YZ: Formal analysis, Project administration, Validation, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>This study was supported by the Medical Science and Technology Joint Project of Henan Province, China (Grant No. 2018020047).</p>
</sec>
<sec sec-type="COI-statement" id="sec27">
<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>
<sec sec-type="supplementary-material" id="sec28">
<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/fnins.2023.1254514/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnins.2023.1254514/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.DOC" id="SM1" mimetype="application/msword" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="fn0001">
<p><sup>1</sup><ext-link xlink:href="http://www.chictr.org.cn/listbycreater.aspx" ext-link-type="uri">http://www.chictr.org.cn/listbycreater.aspx</ext-link></p>
</fn>
</fn-group>
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