<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="review-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2015.00055</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Opinion Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Role of fMRI to Assess Plasticity of the Motor System in MS</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pantano</surname> <given-names>Patrizia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x0002A;</xref>
<uri xlink:href="http://frontiersin.org/people/u/217243"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Petsas</surname> <given-names>Nikolaos</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/98282"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tona</surname> <given-names>Francesca</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/203910"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sbardella</surname> <given-names>Emilia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/215098"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology and Psychiatry, Sapienza University of Rome</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<aff id="aff2"><sup>2</sup><institution>IRCCS Neuromed</institution>, <addr-line>Pozzilli</addr-line>, <country>Italy</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Maria Assunta Rocca, Vita-Salute San Raffaele University, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Matthias Grothe, University of Greifswald, Germany; Antonio Gallo, Second University of Naples, Italy</p></fn>
<corresp content-type="corresp" id="cor1">&#x0002A;Correspondence: <email>patrizia.pantano&#x00040;uniroma1.it</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Multiple Sclerosis and Neuroimmunology, a section of the journal Frontiers in Neurology.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>03</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="collection">
<year>2015</year>
</pub-date>
<volume>6</volume>
<elocation-id>55</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>01</month>
<year>2015</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>02</month>
<year>2015</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2015 Pantano, Petsas, Tona and Sbardella.</copyright-statement>
<copyright-year>2015</copyright-year>
<license license-type="open-access" 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) or licensor 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>
<kwd-group>
<kwd>fMRI</kwd>
<kwd>functional connectivity</kwd>
<kwd>motor system</kwd>
<kwd>multiple sclerosis</kwd>
<kwd>neuroplasticity</kwd>
<kwd>resting-state fMRI</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="33"/>
<page-count count="4"/>
<word-count count="3320"/>
</counts>
</article-meta>
</front>
<body>
<p>Neuroplasticity in the motor system has been extensively investigated by functional MRI (fMRI) in multiple sclerosis (MS) patients; we report results obtained by both task-related and resting-state fMRI studies. Furthermore, the possibility to manipulate neuroplasticity in MS will also be addressed.</p>
<sec id="S1">
<title>Task-Related fMRI Studies</title>
<p>The first works on fMRI and the motor system reported greater cortical activation in patients with relapsing&#x02013;remitting (RR) or secondary progressive (SP) MS than in healthy subjects (HS) during a simple finger flexo-extension hand movement (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). This increased activity also involved the ipsilateral hemisphere, especially in patients with more severe axonal damage (<xref ref-type="bibr" rid="B2">2</xref>). Increased cortical activity during the performance of the same simple motor task was also observed in patients with primary progressive MS (<xref ref-type="bibr" rid="B3">3</xref>). In the same years, we described a large increase in motor activation, with a greater involvement of the ipsilateral hemisphere, in MS patients following a first clinical episode of motor deficit from which they had fully recovered (<xref ref-type="bibr" rid="B4">4</xref>). In a subsequent study, we assessed cortical activity during the same thumb-to-finger opposition task in patients with a clinically isolated syndrome (CIS) after clinical recovery, divided into an optic neuritis group and a paresis group (<xref ref-type="bibr" rid="B5">5</xref>), with the aim to better investigate patterns of motor reorganization. A greater involvement of the ipsilateral hemisphere in the paresis group, not only versus HS but also versus the optic neuritis group, suggested that neuroplastic changes in the motor system contribute to the recovery and maintenance of a normal motor function level, despite the presence of structural damage.</p>
<p>Functional MRI activation during a motor task should be viewed as a dynamic phenomenon that changes during the disease course. In a single-case study, Reddy and collaborators reported a progressive reduction in cortical over-activation paralleling motor improvement after a clinical relapse and NAA recovery at spectroscopy (<xref ref-type="bibr" rid="B6">6</xref>). We longitudinally evaluated 18 patients with RRMS by performing two fMRI studies in the remitting phase, on average 20&#x02009;months apart (<xref ref-type="bibr" rid="B7">7</xref>). Decreased ipsilateral motor activation, which inversely correlated with age, progression of T1 lesions and occurrence of new relapses, was observed at follow-up. In other words, in patients with a less severe disease course, motor activation tended to return to a more normal pattern. In keeping with our findings, Mezzapesa et al. reported that pseudo-tumoral MS lesions affecting the motor system lead to the recruitment of pathways in the ipsilateral hemisphere; good recovery after relapses is associated with function recovery in the contralateral motor areas and decreased ipsilateral activation (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>New insights come from task-related fMRI studies in different MS phenotypes. In a cross-sectional study, Rocca et al. evaluated patients with CIS, RRMS, or SPMS (<xref ref-type="bibr" rid="B9">9</xref>). They found various patterns of motor activation, which spread as the phenotype became clinically more severe: a more lateralized pattern in CIS, a more bilateral pattern in RRMS, and the recruitment of additional areas, even outside the motor system, in SPMS. Therefore, over-activation does not necessarily represent adaptive plasticity since it may even be associated with a high disability, as observed in SPMS; it is conceivable that over-activation, to some extent, limits the clinical manifestations of tissue damage, without fully compensating.</p>
<p>The MS widespread microstructural damage, as shown in combined diffusion tensor imaging (DTI) and fMRI studies, correlates with increased sensorimotor network activation (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). A strict correlation between over-activation of the motor areas and structural damage specifically located along the cortico-spinal tract has been documented, suggesting a compensatory role (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B12">12</xref>). On the other hand, over-activation in the ipsilateral motor cortex significantly correlated with callosal damage (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B13">13</xref>), suggesting that increased activity in the ipsilateral motor cortex is likely due to decreased inhibitory input of trans-callosal fibers and thus represents a marker of disease severity rather than a mechanism of adaptive plasticity.</p>
<p>Multiple sclerosis patients display greater cortical activation than HS even during passive movements of a limb, which, unlike active movements, are not affected by individual motor impairment (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B14">14</xref>). In agreement with the data yielded by active movements (<xref ref-type="bibr" rid="B9">9</xref>), passive movements of the hand induced a progressive extension of activation to the ipsilateral hemisphere according to the clinical phenotype (HS&#x02009;&#x0003C;&#x02009;RRMS&#x02009;&#x0003C;&#x02009;SPMS) (<xref ref-type="bibr" rid="B15">15</xref>). Deactivation of posterior cortical areas belonging to the default mode network (DMN) increased in RRMS, though not in SPMS, if compared with HS; activation in the contralateral sensorimotor cortex was significantly correlated with deactivation in the DMN in HS and RRMS, though not in SPMS. These findings suggest that disorganization between anti-correlated functional networks is due to a higher level of disconnection.</p>
</sec>
<sec id="S2">
<title>Resting-State fMRI Studies</title>
<p>Recent years have witnessed a growing interest in the study of resting-state functional connectivity (rs-FC) in MS aimed at understanding alterations in the intrinsic functional architecture of the MS brain and their role in disease progression and clinical impairment. Resting-state fMRI (rs-fMRI) can be used to identify anatomically separate, though functionally connected, brain regions configuring specific RS networks (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>); unlike fMRI during movement execution, rs-fMRI is not influenced by task performance, which may differ from that of HS, especially in patients with motor disability.</p>
<p>Some studies have reported a reduced rs-FC in the sensorimotor network in MS. Lowe et al. demonstrated a bilaterally reduced rs-FC in the motor cortices in patients with varying degrees of MS, both in the resting state and during finger tapping, thereby showing that both these fMRI approaches differentiate patients with MS from controls (<xref ref-type="bibr" rid="B18">18</xref>). In a large group of RRMS patients with a wide range of disabilities and disease durations, Rocca et al. found decreased rs-FC in regions of the sensorimotor network in RRMS when compared with HS; moreover, the authors hypothesized a link between the reduction in rs-FC and severity of tissue damage (<xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>In contrast, other studies have reported increased rs-FC in the motor network in early MS (<xref ref-type="bibr" rid="B20">20</xref>) and in RRMS patients with mild disability (<xref ref-type="bibr" rid="B21">21</xref>); they suggested that the rs-FC increase is an early phenomenon of cortical reorganization that is lost as the disease progresses. A recent multi-center study revealed a significant generalized increase in rs-FC within the sensorimotor network in a heterogeneous group of MS patients, which once again points to a potential role of this rs-FC widespread enhancement in maintaining brain functionality (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Several factors may explain the discrepancies between studies reporting decreased or increased rs-FC in MS, including differences in the patients&#x02019; clinical characteristics (e.g., in clinical subtype, disease duration, and clinical disability), number of subjects enrolled, and methods used for both image acquisition and analysis. However, when the findings of these studies are considered together, they point to a functional reorganization of the motor network in MS patients, which is present from the earliest disease stages.</p>
<p>More recently, some studies attempted to explore the clinical correlate of motor rs-FC alterations in MS. Indeed, although the ability of rs-fMRI to detect brain functional reorganization in MS has been proved, the role of FC alterations in the pathogenesis of MS, as well as the potential relationship between resting-state network reorganization and clinical disability, remain unclear.</p>
<p>In a recent work, Janssen and collaborators demonstrated reduced intra-network connectivity in the motor network in RRMS patients, associated with higher levels of disease severity, thus pointing to the possibility that resting-state changes may serve as a biomarker of disease progression (<xref ref-type="bibr" rid="B23">23</xref>). On the other hand, increased connectivity in the left premotor area was found to be associated with greater clinical disability in RRMS though not in SPMS (<xref ref-type="bibr" rid="B24">24</xref>). This finding suggests that even if disease progression is related to disrupted FC within the motor network, increased FC in specific motor areas may represent an attempt to compensate for the functional impairment, at least in RRMS.</p>
</sec>
<sec id="S3">
<title>Modulation of Neuroplasticity</title>
<p>The objectives of neuroimaging studies should be to distinguish between beneficial and non-beneficial (maladaptive) neuroplastic changes and to understand whether, and if so how, we can modulate brain plasticity to enhance cortical activity changes associated with a clinical improvement. Studies on the effects of drugs or motor practice on cortical activity are particularly interesting in this regard (<xref ref-type="bibr" rid="B25">25</xref>&#x02013;<xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>In a double-blind, crossover, placebo-controlled study, we evaluated the short-term effect of a single dose of 3,4-dyaminopyridine (DAP), a K-channel blocker shown to improve motor function and fatigue, in RRMS patients with mild disability (<xref ref-type="bibr" rid="B26">26</xref>). fMRI during a right-hand movement demonstrated greater activation in the right motor areas after 3,4 DAP compared with placebo, which was instead associated with a subjective improvement in fatigue. Similarly, TMS led to reduced intracortical inhibition and increased intracortical excitation after 3,4 DAP compared with placebo. We therefore concluded that this drug might improve motor function by enhancing excitatory synapses.</p>
<p>The effects of a short motor training in MS patients have been reported in two task-related fMRI studies, though with discrepant results (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Morgen et al. showed that MS patients did not display any decrease in motor activation in the contralateral primary motor and parietal cortices after motor training, which in HS is interpreted as adaptation to a simple, automated movement. Mancini et al. instead showed that motor training induces a progressive decrease in cerebral activation in sensorimotor system areas in both HS and MS patients, thereby suggesting that the physiological process of short-term adaptation to a simple motor training is preserved in MS.</p>
<p>Tomassini et al. showed that both short- and long-term (15&#x02009;days) visuo-motor practice induced the same level of improvement in HS and patients (<xref ref-type="bibr" rid="B25">25</xref>). Moreover, their fMRI study revealed changes in activated areas, which, however, differed between patients and HS. Their results suggest that neuroplasticity induced by visuo-motor practice is preserved in MS, although underlying mechanisms differ from those in healthy people.</p>
<p>This conclusion is supported by our recent work on FC changes in early RRMS patients (<xref ref-type="bibr" rid="B27">27</xref>), who were studied by rs-fMRI before and after a short motor training, i.e., a 25-min repetitive thumb flexion with the right hand, that closely resembled that described in previous fMRI studies (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). The study of the sensorimotor (SMN) and cerebellar (CBN) networks revealed no pre-training rs-FC differences between MS patients and HS; differences did instead become manifest after motor practice. The SMN displayed post-training FC increase in both groups, which, however, reached statistical significance only in HS, whereas the CBN FC significantly increased in RRMS alone. Interestingly, following motor training, a significant correlation was observed in patients between the rs-FC of the SMN and CBN, suggesting an emerging inter-network synchronization. Furthermore, the FC increase in the SMN significantly correlated with tissue damage, as assessed by lesion volume and fractional anisotropy. The manipulation of the resting-state to define its dynamics might be a valid way to investigate functional connectivity alterations in patients.</p>
</sec>
<sec id="S4">
<title>Conclusion</title>
<p>Functional MRI studies exploring the motor system in MS have demonstrated the ability of the brain to reorganize itself as a response to the disease. Functional reorganization develops in relationship with structural disconnection, making the structural substrate evaluation essential. Despite the undeniable progress in fMRI techniques, clinical interpretation is still controversial and no single technique has proved adequate to predict clinical evolution, ultimately because of the knowledge gap between brain connectivity and function.</p>
<p>Future studies integrating rest and task fMRI (<xref ref-type="bibr" rid="B30">30</xref>) might allow us to obtain the &#x0201C;best of both worlds&#x0201D; by shedding light on altered interactions between those two brain function states. Within the context of RS&#x02013;FC characterization, there is growing interest in the analysis of the intrinsic dynamics of RS time courses and spatial maps (<xref ref-type="bibr" rid="B31">31</xref>). This type of assessment (<xref ref-type="bibr" rid="B32">32</xref>) has already revealed alterations in DMN dynamics in early MS subjects. Network analysis tools, based on inter-network correlations and graph theoretical analysis, are also very promising (<xref ref-type="bibr" rid="B33">33</xref>). Task-manipulated resting-state to elicit altered responses in MS opens perspectives for assessing targeted functions. The nature of changes observed in fMRI will be established in the measure of our further knowledge on brain&#x02019;s dynamics, under task and/or in resting-state; the ambition is to reveal every patient&#x02019;s potential for experience-dependent plasticity, thus pinpointing a target for neurorehabilitation and identifying successful intervention markers.</p>
</sec>
<sec id="S5">
<title>Conflict of Interest Statement</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>
</body>
<back>
<ref-list>
<title>References</title>
<ref id="B1"><label>1</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>M</given-names></name> <name><surname>Reddy</surname> <given-names>H</given-names></name> <name><surname>Johansen-Berg</surname> <given-names>H</given-names></name> <name><surname>Pendlebury</surname> <given-names>S</given-names></name> <name><surname>Jenkinson</surname> <given-names>M</given-names></name> <name><surname>Smith</surname> <given-names>S</given-names></name> <etal/></person-group> <article-title>The motor cortex shows adaptive functional changes to brain injury from multiple sclerosis</article-title>. <source>Ann Neurol</source> (<year>2000</year>) <volume>47</volume>:<fpage>606</fpage>&#x02013;<lpage>13</lpage>.<pub-id pub-id-type="doi">10.1002/1531-8249(200005)47:5&#x0003C;606::AID-ANA8&#x0003E;3.0.CO;2-L</pub-id><pub-id pub-id-type="pmid">10805331</pub-id></citation></ref>
<ref id="B2"><label>2</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reddy</surname> <given-names>H</given-names></name> <name><surname>Matthews</surname> <given-names>PM</given-names></name> <name><surname>Lassonde</surname> <given-names>M</given-names></name></person-group>. <article-title>Functional MRI cerebral activation and deactivation during finger movement</article-title>. <source>Neurology</source> (<year>2000</year>) <volume>55</volume>:<fpage>1244</fpage>&#x02013;<lpage>1244</lpage>.<pub-id pub-id-type="doi">10.1212/WNL.55.8.1244</pub-id></citation></ref>
<ref id="B3"><label>3</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Filippi</surname> <given-names>M</given-names></name> <name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Falini</surname> <given-names>A</given-names></name> <name><surname>Caputo</surname> <given-names>D</given-names></name> <name><surname>Ghezzi</surname> <given-names>A</given-names></name> <name><surname>Colombo</surname> <given-names>B</given-names></name> <etal/></person-group> <article-title>Correlations between structural CNS damage and functional MRI changes in primary progressive MS</article-title>. <source>Neuroimage</source> (<year>2002</year>) <volume>15</volume>:<fpage>537</fpage>&#x02013;<lpage>46</lpage>.<pub-id pub-id-type="doi">10.1006/nimg.2001.1023</pub-id><pub-id pub-id-type="pmid">11848696</pub-id></citation></ref>
<ref id="B4"><label>4</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pantano</surname> <given-names>P</given-names></name> <name><surname>Iannetti</surname> <given-names>GD</given-names></name> <name><surname>Caramia</surname> <given-names>F</given-names></name> <name><surname>Mainero</surname> <given-names>C</given-names></name> <name><surname>Di Legge</surname> <given-names>S</given-names></name> <name><surname>Bozzao</surname> <given-names>L</given-names></name> <etal/></person-group> <article-title>Cortical motor reorganization after a single clinical attack of multiple sclerosis</article-title>. <source>Brain</source> (<year>2002</year>) <volume>125</volume>:<fpage>1607</fpage>&#x02013;<lpage>15</lpage>.<pub-id pub-id-type="doi">10.1093/brain/awf164</pub-id><pub-id pub-id-type="pmid">12077009</pub-id></citation></ref>
<ref id="B5"><label>5</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pantano</surname> <given-names>P</given-names></name> <name><surname>Mainero</surname> <given-names>C</given-names></name> <name><surname>Iannetti</surname> <given-names>GD</given-names></name> <name><surname>Caramia</surname> <given-names>F</given-names></name> <name><surname>Di Legge</surname> <given-names>S</given-names></name> <name><surname>Piattella</surname> <given-names>MC</given-names></name> <etal/></person-group> <article-title>Contribution of corticospinal tract damage to cortical motor reorganization after a single clinical attack of multiple sclerosis</article-title>. <source>Neuroimage</source> (<year>2002</year>) <volume>17</volume>:<fpage>1837</fpage>&#x02013;<lpage>43</lpage>.<pub-id pub-id-type="doi">10.1006/nimg.2002.1313</pub-id><pub-id pub-id-type="pmid">12498757</pub-id></citation></ref>
<ref id="B6"><label>6</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reddy</surname> <given-names>H</given-names></name> <name><surname>Narayanan</surname> <given-names>S</given-names></name> <name><surname>Woolrich</surname> <given-names>M</given-names></name> <name><surname>Mitsumori</surname> <given-names>T</given-names></name> <name><surname>Lapierre</surname> <given-names>Y</given-names></name> <name><surname>Arnold</surname> <given-names>DL</given-names></name> <etal/></person-group> <article-title>Functional brain reorganization for hand movement in patients with multiple sclerosis: defining distinct effects of injury and disability</article-title>. <source>Brain</source> (<year>2002</year>) <volume>125</volume>:<fpage>2646</fpage>&#x02013;<lpage>57</lpage>.<pub-id pub-id-type="doi">10.1093/brain/awf283</pub-id><pub-id pub-id-type="pmid">12429592</pub-id></citation></ref>
<ref id="B7"><label>7</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pantano</surname> <given-names>P</given-names></name> <name><surname>Mainero</surname> <given-names>C</given-names></name> <name><surname>Lenzi</surname> <given-names>D</given-names></name> <name><surname>Caramia</surname> <given-names>F</given-names></name> <name><surname>Iannetti</surname> <given-names>GD</given-names></name> <name><surname>Piattella</surname> <given-names>MC</given-names></name> <etal/></person-group> <article-title>A longitudinal fMRI study on motor activity in patients with multiple sclerosis</article-title>. <source>Brain</source> (<year>2005</year>) <volume>128</volume>:<fpage>2146</fpage>&#x02013;<lpage>53</lpage>.<pub-id pub-id-type="doi">10.1093/brain/awh549</pub-id><pub-id pub-id-type="pmid">15901646</pub-id></citation></ref>
<ref id="B8"><label>8</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mezzapesa</surname> <given-names>DM</given-names></name> <name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Rodegher</surname> <given-names>M</given-names></name> <name><surname>Comi</surname> <given-names>G</given-names></name> <name><surname>Filippi</surname> <given-names>M</given-names></name></person-group>. <article-title>Functional cortical changes of the sensorimotor network are associated with clinical recovery in multiple sclerosis</article-title>. <source>Hum Brain Mapp</source> (<year>2008</year>) <volume>29</volume>:<fpage>562</fpage>&#x02013;<lpage>73</lpage>.<pub-id pub-id-type="doi">10.1002/hbm.20418</pub-id><pub-id pub-id-type="pmid">17538952</pub-id></citation></ref>
<ref id="B9"><label>9</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Colombo</surname> <given-names>B</given-names></name> <name><surname>Falini</surname> <given-names>A</given-names></name> <name><surname>Ghezzi</surname> <given-names>A</given-names></name> <name><surname>Martinelli</surname> <given-names>V</given-names></name> <name><surname>Scotti</surname> <given-names>G</given-names></name> <etal/></person-group> <article-title>Cortical adaptation in patients with MS: a cross-sectional functional MRI study of disease phenotypes</article-title>. <source>Lancet Neurol</source> (<year>2005</year>) <volume>4</volume>:<fpage>618</fpage>&#x02013;<lpage>26</lpage>.<pub-id pub-id-type="doi">10.1016/S1474-4422(05)70171-X</pub-id><pub-id pub-id-type="pmid">16168930</pub-id></citation></ref>
<ref id="B10"><label>10</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Falini</surname> <given-names>A</given-names></name> <name><surname>Colombo</surname> <given-names>B</given-names></name> <name><surname>Scotti</surname> <given-names>G</given-names></name> <name><surname>Comi</surname> <given-names>G</given-names></name> <name><surname>Filippi</surname> <given-names>M</given-names></name></person-group>. <article-title>Adaptive functional changes in the cerebral cortex of patients with nondisabling multiple sclerosis correlate with the extent of brain structural damage</article-title>. <source>Ann Neurol</source> (<year>2002</year>) <volume>51</volume>:<fpage>330</fpage>&#x02013;<lpage>9</lpage>.<pub-id pub-id-type="doi">10.1002/ana.10120</pub-id><pub-id pub-id-type="pmid">11891828</pub-id></citation></ref>
<ref id="B11"><label>11</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lenzi</surname> <given-names>D</given-names></name> <name><surname>Conte</surname> <given-names>A</given-names></name> <name><surname>Mainero</surname> <given-names>C</given-names></name> <name><surname>Frasca</surname> <given-names>V</given-names></name> <name><surname>Fubelli</surname> <given-names>F</given-names></name> <name><surname>Totaro</surname> <given-names>P</given-names></name> <etal/></person-group> <article-title>Effect of corpus callosum damage on ipsilateral motor activation in patients with multiple sclerosis: a functional and anatomical study</article-title>. <source>Hum Brain Mapp</source> (<year>2007</year>) <volume>28</volume>:<fpage>636</fpage>&#x02013;<lpage>44</lpage>.<pub-id pub-id-type="doi">10.1002/hbm.20305</pub-id><pub-id pub-id-type="pmid">17080438</pub-id></citation></ref>
<ref id="B12"><label>12</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Gallo</surname> <given-names>A</given-names></name> <name><surname>Colombo</surname> <given-names>B</given-names></name> <name><surname>Falini</surname> <given-names>A</given-names></name> <name><surname>Scotti</surname> <given-names>G</given-names></name> <name><surname>Comi</surname> <given-names>G</given-names></name> <etal/></person-group> <article-title>Pyramidal tract lesions and movement-associated cortical recruitment in patients with MS</article-title>. <source>Neuroimage</source> (<year>2004</year>) <volume>23</volume>:<fpage>141</fpage>&#x02013;<lpage>7</lpage>.<pub-id pub-id-type="doi">10.1016/j.neuroimage.2004.05.005</pub-id><pub-id pub-id-type="pmid">15325360</pub-id></citation></ref>
<ref id="B13"><label>13</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manson</surname> <given-names>SC</given-names></name> <name><surname>Wegner</surname> <given-names>C</given-names></name> <name><surname>Filippi</surname> <given-names>M</given-names></name> <name><surname>Barkhof</surname> <given-names>F</given-names></name> <name><surname>Beckmann</surname> <given-names>C</given-names></name> <name><surname>Ciccarelli</surname> <given-names>O</given-names></name> <etal/></person-group> <article-title>Impairment of movement-associated brain deactivation in multiple sclerosis: further evidence for a functional pathology of interhemispheric neuronal inhibition</article-title>. <source>Exp Brain Res</source> (<year>2008</year>) <volume>187</volume>:<fpage>25</fpage>&#x02013;<lpage>31</lpage>.<pub-id pub-id-type="doi">10.1007/s00221-008-1276-1</pub-id><pub-id pub-id-type="pmid">18236036</pub-id></citation></ref>
<ref id="B14"><label>14</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ciccarelli</surname> <given-names>O</given-names></name> <name><surname>Toosy</surname> <given-names>AT</given-names></name> <name><surname>Marsden</surname> <given-names>JF</given-names></name> <name><surname>Wheeler-Kingshott</surname> <given-names>CM</given-names></name> <name><surname>Miller</surname> <given-names>DH</given-names></name> <name><surname>Matthews</surname> <given-names>PM</given-names></name> <etal/></person-group> <article-title>Functional response to active and passive ankle movements with clinical correlations in patients with primary progressive multiple sclerosis</article-title>. <source>J Neurol</source> (<year>2006</year>) <volume>253</volume>:<fpage>882</fpage>&#x02013;<lpage>91</lpage>.<pub-id pub-id-type="doi">10.1007/s00415-006-0125-z</pub-id><pub-id pub-id-type="pmid">16619123</pub-id></citation></ref>
<ref id="B15"><label>15</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Petsas</surname> <given-names>N</given-names></name> <name><surname>Tinelli</surname> <given-names>E</given-names></name> <name><surname>Lenzi</surname> <given-names>D</given-names></name> <name><surname>Tomassini</surname> <given-names>V</given-names></name> <name><surname>Sbardella</surname> <given-names>E</given-names></name> <name><surname>Tona</surname> <given-names>F</given-names></name> <etal/></person-group> <article-title>Evidence of impaired brain activity balance after passive sensorimotor stimulation in multiple sclerosis</article-title>. <source>PLoS One</source> (<year>2013</year>) <volume>8</volume>:<fpage>e65315</fpage>.<pub-id pub-id-type="doi">10.1371/journal.pone.0065315</pub-id><pub-id pub-id-type="pmid">23799005</pub-id></citation></ref>
<ref id="B16"><label>16</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beckmann</surname> <given-names>CF</given-names></name> <name><surname>DeLuca</surname> <given-names>M</given-names></name> <name><surname>Devlin</surname> <given-names>JT</given-names></name> <name><surname>Smith</surname> <given-names>SM</given-names></name></person-group>. <article-title>Investigations into resting-state connectivity using independent component analysis</article-title>. <source>Philos Trans R Soc Lond B Biol Sci</source> (<year>2005</year>) <volume>360</volume>:<fpage>1001</fpage>&#x02013;<lpage>13</lpage>.<pub-id pub-id-type="doi">10.1098/rstb.2005.1634</pub-id><pub-id pub-id-type="pmid">16087444</pub-id></citation></ref>
<ref id="B17"><label>17</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname> <given-names>SM</given-names></name> <name><surname>Fox</surname> <given-names>PT</given-names></name> <name><surname>Miller</surname> <given-names>KL</given-names></name> <name><surname>Glahn</surname> <given-names>DC</given-names></name> <name><surname>Fox</surname> <given-names>PM</given-names></name> <name><surname>Mackay</surname> <given-names>CE</given-names></name> <etal/></person-group> <article-title>Correspondence of the brain&#x02019;s functional architecture during activation and rest</article-title>. <source>Proc Natl Acad Sci U S A</source> (<year>2009</year>) <volume>106</volume>:<fpage>13040</fpage>&#x02013;<lpage>5</lpage>.<pub-id pub-id-type="doi">10.1073/pnas.0905267106</pub-id><pub-id pub-id-type="pmid">19620724</pub-id></citation></ref>
<ref id="B18"><label>18</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lowe</surname> <given-names>MJ</given-names></name> <name><surname>Phillips</surname> <given-names>MD</given-names></name> <name><surname>Lurito</surname> <given-names>JT</given-names></name> <name><surname>Mattson</surname> <given-names>D</given-names></name> <name><surname>Dzemidzic</surname> <given-names>M</given-names></name> <name><surname>Mathews</surname> <given-names>VP</given-names></name></person-group>. <article-title>Multiple sclerosis: low-frequency temporal blood oxygen level-dependent fluctuations indicate reduced functional connectivity &#x02013; initial results1</article-title>. <source>Radiology</source> (<year>2002</year>) <volume>224</volume>:<fpage>184</fpage>&#x02013;<lpage>92</lpage>.<pub-id pub-id-type="doi">10.1148/radiol.2241011005</pub-id><pub-id pub-id-type="pmid">12091681</pub-id></citation></ref>
<ref id="B19"><label>19</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Valsasina</surname> <given-names>P</given-names></name> <name><surname>Martinelli</surname> <given-names>V</given-names></name> <name><surname>Misci</surname> <given-names>P</given-names></name> <name><surname>Falini</surname> <given-names>A</given-names></name> <name><surname>Comi</surname> <given-names>G</given-names></name> <etal/></person-group> <article-title>Large-scale neuronal network dysfunction in relapsing-remitting multiple sclerosis</article-title>. <source>Neurology</source> (<year>2012</year>) <volume>79</volume>:<fpage>1449</fpage>&#x02013;<lpage>57</lpage>.<pub-id pub-id-type="doi">10.1212/WNL.0b013e31826d5f10</pub-id><pub-id pub-id-type="pmid">22955126</pub-id></citation></ref>
<ref id="B20"><label>20</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roosendaal</surname> <given-names>SD</given-names></name> <name><surname>Schoonheim</surname> <given-names>MM</given-names></name> <name><surname>Hulst</surname> <given-names>HE</given-names></name> <name><surname>Sanz-Arigita</surname> <given-names>EJ</given-names></name> <name><surname>Smith</surname> <given-names>SM</given-names></name> <name><surname>Geurts</surname> <given-names>JJG</given-names></name> <etal/></person-group> <article-title>Resting state networks change in clinically isolated syndrome</article-title>. <source>Brain</source> (<year>2010</year>) <volume>133</volume>:<fpage>1612</fpage>&#x02013;<lpage>21</lpage>.<pub-id pub-id-type="doi">10.1093/brain/awq058</pub-id><pub-id pub-id-type="pmid">20356855</pub-id></citation></ref>
<ref id="B21"><label>21</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Faivre</surname> <given-names>A</given-names></name> <name><surname>Rico</surname> <given-names>A</given-names></name> <name><surname>Zaaraoui</surname> <given-names>W</given-names></name> <name><surname>Crespy</surname> <given-names>L</given-names></name> <name><surname>Reuter</surname> <given-names>F</given-names></name> <name><surname>Wybrecht</surname> <given-names>D</given-names></name> <etal/></person-group> <article-title>Assessing brain connectivity at rest is clinically relevant in early multiple sclerosis</article-title>. <source>Mult Scler</source> (<year>2012</year>) <volume>18</volume>:<fpage>1251</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="doi">10.1177/1352458511435930</pub-id><pub-id pub-id-type="pmid">22307385</pub-id></citation></ref>
<ref id="B22"><label>22</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Valsasina</surname> <given-names>P</given-names></name> <name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Absinta</surname> <given-names>M</given-names></name> <name><surname>Sormani</surname> <given-names>MP</given-names></name> <name><surname>Mancini</surname> <given-names>L</given-names></name> <name><surname>De Stefano</surname> <given-names>N</given-names></name> <etal/></person-group> <article-title>A multicentre study of motor functional connectivity changes in patients with multiple sclerosis</article-title>. <source>Eur J Neurosci</source> (<year>2011</year>) <volume>33</volume>:<fpage>1256</fpage>&#x02013;<lpage>63</lpage>.<pub-id pub-id-type="doi">10.1111/j.1460-9568.2011.07623.x</pub-id><pub-id pub-id-type="pmid">21375601</pub-id></citation></ref>
<ref id="B23"><label>23</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Janssen</surname> <given-names>AL</given-names></name> <name><surname>Boster</surname> <given-names>A</given-names></name> <name><surname>Patterson</surname> <given-names>BA</given-names></name> <name><surname>Abduljalil</surname> <given-names>A</given-names></name> <name><surname>Prakash</surname> <given-names>RS</given-names></name></person-group>. <article-title>Resting-state functional connectivity in multiple sclerosis: an examination of group differences and individual differences</article-title>. <source>Neuropsychologia</source> (<year>2013</year>) <volume>51</volume>:<fpage>2918</fpage>&#x02013;<lpage>29</lpage>.<pub-id pub-id-type="doi">10.1016/j.neuropsychologia.2013.08.010</pub-id><pub-id pub-id-type="pmid">23973635</pub-id></citation></ref>
<ref id="B24"><label>24</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dogonowski</surname> <given-names>A-M</given-names></name> <name><surname>Siebner</surname> <given-names>HR</given-names></name> <name><surname>Soelberg S&#x000F8;rensen</surname> <given-names>P</given-names></name> <name><surname>Paulson</surname> <given-names>OB</given-names></name> <name><surname>Dyrby</surname> <given-names>TB</given-names></name> <name><surname>Blinkenberg</surname> <given-names>M</given-names></name> <etal/></person-group> <article-title>Resting-state connectivity of pre-motor cortex reflects disability in multiple sclerosis</article-title>. <source>Acta Neurol Scand</source> (<year>2013</year>) <volume>128</volume>:<fpage>328</fpage>&#x02013;<lpage>35</lpage>.<pub-id pub-id-type="doi">10.1111/ane.12121</pub-id><pub-id pub-id-type="pmid">23461607</pub-id></citation></ref>
<ref id="B25"><label>25</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tomassini</surname> <given-names>V</given-names></name> <name><surname>Johansen-Berg</surname> <given-names>H</given-names></name> <name><surname>Jbabdi</surname> <given-names>S</given-names></name> <name><surname>Wise</surname> <given-names>RG</given-names></name> <name><surname>Pozzilli</surname> <given-names>C</given-names></name> <name><surname>Palace</surname> <given-names>J</given-names></name> <etal/></person-group> <article-title>Relating brain damage to brain plasticity in patients with multiple sclerosis</article-title>. <source>Neurorehabil Neural Repair</source> (<year>2012</year>) <volume>26</volume>:<fpage>581</fpage>&#x02013;<lpage>93</lpage>.<pub-id pub-id-type="doi">10.1177/1545968311433208</pub-id><pub-id pub-id-type="pmid">22328685</pub-id></citation></ref>
<ref id="B26"><label>26</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mainero</surname> <given-names>C</given-names></name> <name><surname>Inghilleri</surname> <given-names>M</given-names></name> <name><surname>Pantano</surname> <given-names>P</given-names></name> <name><surname>Conte</surname> <given-names>A</given-names></name> <name><surname>Lenzi</surname> <given-names>D</given-names></name> <name><surname>Frasca</surname> <given-names>V</given-names></name> <etal/></person-group> <article-title>Enhanced brain motor activity in patients with MS after a single dose of 3,4-diaminopyridine</article-title>. <source>Neurology</source> (<year>2004</year>) <volume>62</volume>:<fpage>2044</fpage>&#x02013;<lpage>50</lpage>.<pub-id pub-id-type="doi">10.1212/01.WNL.0000129263.14219.A8</pub-id><pub-id pub-id-type="pmid">15184612</pub-id></citation></ref>
<ref id="B27"><label>27</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Petsas</surname> <given-names>N</given-names></name> <name><surname>Tomassini</surname> <given-names>V</given-names></name> <name><surname>Filippini</surname> <given-names>N</given-names></name> <name><surname>Sbardella</surname> <given-names>E</given-names></name> <name><surname>Tona</surname> <given-names>F</given-names></name> <name><surname>Piattella</surname> <given-names>MC</given-names></name> <etal/></person-group> <article-title>Impaired functional connectivity unmasked by simple repetitive motor task in early relapsing-remitting multiple sclerosis</article-title>. <source>Neurorehabil Neural Repair</source> (<year>2014</year>).<pub-id pub-id-type="doi">10.1177/1545968314558600</pub-id><pub-id pub-id-type="pmid">25416740</pub-id></citation></ref>
<ref id="B28"><label>28</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mancini</surname> <given-names>L</given-names></name> <name><surname>Ciccarelli</surname> <given-names>O</given-names></name> <name><surname>Manfredonia</surname> <given-names>F</given-names></name> <name><surname>Thornton</surname> <given-names>JS</given-names></name> <name><surname>Agosta</surname> <given-names>F</given-names></name> <name><surname>Barkhof</surname> <given-names>F</given-names></name> <etal/></person-group> <article-title>Short-term adaptation to a simple motor task: a physiological process preserved in multiple sclerosis</article-title>. <source>Neuroimage</source> (<year>2009</year>) <volume>45</volume>:<fpage>500</fpage>&#x02013;<lpage>11</lpage>.<pub-id pub-id-type="doi">10.1016/j.neuroimage.2008.12.006</pub-id><pub-id pub-id-type="pmid">19135155</pub-id></citation></ref>
<ref id="B29"><label>29</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morgen</surname> <given-names>K</given-names></name> <name><surname>Kadom</surname> <given-names>N</given-names></name> <name><surname>Sawaki</surname> <given-names>L</given-names></name> <name><surname>Tessitore</surname> <given-names>A</given-names></name> <name><surname>Ohayon</surname> <given-names>J</given-names></name> <name><surname>McFarland</surname> <given-names>H</given-names></name> <etal/></person-group> <article-title>Training-dependent plasticity in patients with multiple sclerosis</article-title>. <source>Brain</source> (<year>2004</year>) <volume>127</volume>:<fpage>2506</fpage>&#x02013;<lpage>17</lpage>.<pub-id pub-id-type="doi">10.1093/brain/awh266</pub-id><pub-id pub-id-type="pmid">15456705</pub-id></citation></ref>
<ref id="B30"><label>30</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arbabshirani</surname> <given-names>MR</given-names></name> <name><surname>Havlicek</surname> <given-names>M</given-names></name> <name><surname>Kiehl</surname> <given-names>KA</given-names></name> <name><surname>Pearlson</surname> <given-names>GD</given-names></name> <name><surname>Calhoun</surname> <given-names>VD</given-names></name></person-group>. <article-title>Functional network connectivity during rest and task conditions: a comparative study</article-title>. <source>Hum Brain Mapp</source> (<year>2013</year>) <volume>34</volume>:<fpage>2959</fpage>&#x02013;<lpage>71</lpage>.<pub-id pub-id-type="doi">10.1002/hbm.22118</pub-id><pub-id pub-id-type="pmid">22736522</pub-id></citation></ref>
<ref id="B31"><label>31</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hutchison</surname> <given-names>RM</given-names></name> <name><surname>Womelsdorf</surname> <given-names>T</given-names></name> <name><surname>Allen</surname> <given-names>EA</given-names></name> <name><surname>Bandettini</surname> <given-names>PA</given-names></name> <name><surname>Calhoun</surname> <given-names>VD</given-names></name> <name><surname>Corbetta</surname> <given-names>M</given-names></name> <etal/></person-group> <article-title>Dynamic functional connectivity: promise, issues, and interpretations</article-title>. <source>Neuroimage</source> (<year>2013</year>) <volume>80</volume>:<fpage>360</fpage>&#x02013;<lpage>78</lpage>.<pub-id pub-id-type="doi">10.1016/j.neuroimage.2013.05.079</pub-id><pub-id pub-id-type="pmid">23707587</pub-id></citation></ref>
<ref id="B32"><label>32</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leonardi</surname> <given-names>N</given-names></name> <name><surname>Richiardi</surname> <given-names>J</given-names></name> <name><surname>Gschwind</surname> <given-names>M</given-names></name> <name><surname>Simioni</surname> <given-names>S</given-names></name> <name><surname>Annoni</surname> <given-names>J-M</given-names></name> <name><surname>Schluep</surname> <given-names>M</given-names></name> <etal/></person-group> <article-title>Principal components of functional connectivity: a new approach to study dynamic brain connectivity during rest</article-title>. <source>Neuroimage</source> (<year>2013</year>) <volume>83</volume>:<fpage>937</fpage>&#x02013;<lpage>50</lpage>.<pub-id pub-id-type="doi">10.1016/j.neuroimage.2013.07.019</pub-id><pub-id pub-id-type="pmid">23872496</pub-id></citation></ref>
<ref id="B33"><label>33</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocca</surname> <given-names>MA</given-names></name> <name><surname>Valsasina</surname> <given-names>P</given-names></name> <name><surname>Meani</surname> <given-names>A</given-names></name> <name><surname>Falini</surname> <given-names>A</given-names></name> <name><surname>Comi</surname> <given-names>G</given-names></name> <name><surname>Filippi</surname> <given-names>M</given-names></name></person-group>. <article-title>Impaired functional integration in multiple sclerosis: a graph theory study</article-title>. <source>Brain Struct Funct</source> (<year>2014</year>):<fpage>1</fpage>&#x02013;<lpage>17</lpage>.<pub-id pub-id-type="doi">10.1007/s00429-014-0896-4</pub-id><pub-id pub-id-type="pmid">25257603</pub-id></citation></ref>
</ref-list>
</back>
</article>