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<title xml:lang="en">The role of multiple-scale modelling of epilepsy in seizure forecasting</title>
<author>
<name sortKey="Kuhlmann, Levin" sort="Kuhlmann, Levin" uniqKey="Kuhlmann L" first="Levin" last="Kuhlmann">Levin Kuhlmann</name>
<affiliation>
<nlm:aff id="A1"> NeuroEngineering Laboratory, Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A2"> Brain Dynamics Unit, Brain and Psychological Sciences Research Centre, Swinburne University of Technology, Hawthorn VIC 3122, Australia</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Grayden, David B" sort="Grayden, David B" uniqKey="Grayden D" first="David B." last="Grayden">David B. Grayden</name>
<affiliation>
<nlm:aff id="A1"> NeuroEngineering Laboratory, Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A3"> Centre for Neural Engineering, The University of Melbourne, VIC 3010, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A4"> Bionics Institute, 384 Albert St, East Melbourne, VIC 3002, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A5"> St. Vincent’s Hospital Melbourne, Fitzroy, VIC 3002, Australia</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Wendling, Fabrice" sort="Wendling, Fabrice" uniqKey="Wendling F" first="Fabrice" last="Wendling">Fabrice Wendling</name>
<affiliation>
<nlm:aff id="A6"> INSERM, U1099, Rennes, F-35000, France</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A7"> Université de Rennes, LTSI, F-35000, France</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Schiff, Steven J" sort="Schiff, Steven J" uniqKey="Schiff S" first="Steven J." last="Schiff">Steven J. Schiff</name>
<affiliation>
<nlm:aff id="A8"> Center for Neural Engineering, Departments of Engineering Science and Mechanics, Neurosurgery, and Physics, The Pennsylvania State University, University Park, PA 16802, USA</nlm:aff>
</affiliation>
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<idno type="pmid">26035674</idno>
<idno type="pmc">4455036</idno>
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<idno type="RBID">PMC:4455036</idno>
<idno type="doi">10.1097/WNP.0000000000000149</idno>
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<title xml:lang="en" level="a" type="main">The role of multiple-scale modelling of epilepsy in seizure forecasting</title>
<author>
<name sortKey="Kuhlmann, Levin" sort="Kuhlmann, Levin" uniqKey="Kuhlmann L" first="Levin" last="Kuhlmann">Levin Kuhlmann</name>
<affiliation>
<nlm:aff id="A1"> NeuroEngineering Laboratory, Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A2"> Brain Dynamics Unit, Brain and Psychological Sciences Research Centre, Swinburne University of Technology, Hawthorn VIC 3122, Australia</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Grayden, David B" sort="Grayden, David B" uniqKey="Grayden D" first="David B." last="Grayden">David B. Grayden</name>
<affiliation>
<nlm:aff id="A1"> NeuroEngineering Laboratory, Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A3"> Centre for Neural Engineering, The University of Melbourne, VIC 3010, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A4"> Bionics Institute, 384 Albert St, East Melbourne, VIC 3002, Australia</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A5"> St. Vincent’s Hospital Melbourne, Fitzroy, VIC 3002, Australia</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Wendling, Fabrice" sort="Wendling, Fabrice" uniqKey="Wendling F" first="Fabrice" last="Wendling">Fabrice Wendling</name>
<affiliation>
<nlm:aff id="A6"> INSERM, U1099, Rennes, F-35000, France</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="A7"> Université de Rennes, LTSI, F-35000, France</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Schiff, Steven J" sort="Schiff, Steven J" uniqKey="Schiff S" first="Steven J." last="Schiff">Steven J. Schiff</name>
<affiliation>
<nlm:aff id="A8"> Center for Neural Engineering, Departments of Engineering Science and Mechanics, Neurosurgery, and Physics, The Pennsylvania State University, University Park, PA 16802, USA</nlm:aff>
</affiliation>
</author>
</analytic>
<series>
<title level="j">Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society</title>
<idno type="ISSN">0736-0258</idno>
<idno type="eISSN">1537-1603</idno>
<imprint>
<date when="2015">2015</date>
</imprint>
</series>
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<div type="abstract" xml:lang="en">
<p id="P1">Over the past three decades, a number of seizure prediction, or forecasting, methods have been developed. Although major achievements were accomplished regarding the statistical evaluation of proposed algorithms, it is recognized that further progress is still necessary for clinical application in patients. The lack of physiological motivation can partly explain this limitation. Therefore, a natural question is raised: can computational models of epilepsy be used to improve these methods? Here we review the literature on the multiple-scale neural modelling of epilepsy and the use of such models to infer physiological changes underlying epilepsy and epileptic seizures. We argue how these methods can be applied to advance the state-of-the-art in seizure forecasting.</p>
</div>
</front>
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<pmc-comment>The publisher of this article does not allow downloading of the full text in XML form.</pmc-comment>
<pmc-dir>properties manuscript</pmc-dir>
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<journal-meta>
<journal-id journal-id-type="nlm-journal-id">8506708</journal-id>
<journal-id journal-id-type="pubmed-jr-id">4637</journal-id>
<journal-id journal-id-type="nlm-ta">J Clin Neurophysiol</journal-id>
<journal-id journal-id-type="iso-abbrev">J Clin Neurophysiol</journal-id>
<journal-title-group>
<journal-title>Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society</journal-title>
</journal-title-group>
<issn pub-type="ppub">0736-0258</issn>
<issn pub-type="epub">1537-1603</issn>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">26035674</article-id>
<article-id pub-id-type="pmc">4455036</article-id>
<article-id pub-id-type="doi">10.1097/WNP.0000000000000149</article-id>
<article-id pub-id-type="manuscript">NIHMS634528</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The role of multiple-scale modelling of epilepsy in seizure forecasting</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Kuhlmann</surname>
<given-names>Levin</given-names>
</name>
<xref ref-type="aff" rid="A1">1</xref>
<xref ref-type="aff" rid="A2">2</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Grayden</surname>
<given-names>David B.</given-names>
</name>
<xref ref-type="aff" rid="A1">1</xref>
<xref ref-type="aff" rid="A3">3</xref>
<xref ref-type="aff" rid="A4">4</xref>
<xref ref-type="aff" rid="A5">5</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wendling</surname>
<given-names>Fabrice</given-names>
</name>
<xref ref-type="aff" rid="A6">6</xref>
<xref ref-type="aff" rid="A7">7</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Schiff</surname>
<given-names>Steven J.</given-names>
</name>
<xref ref-type="aff" rid="A8">8</xref>
</contrib>
</contrib-group>
<aff id="A1">
<label>1</label>
NeuroEngineering Laboratory, Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia</aff>
<aff id="A2">
<label>2</label>
Brain Dynamics Unit, Brain and Psychological Sciences Research Centre, Swinburne University of Technology, Hawthorn VIC 3122, Australia</aff>
<aff id="A3">
<label>3</label>
Centre for Neural Engineering, The University of Melbourne, VIC 3010, Australia</aff>
<aff id="A4">
<label>4</label>
Bionics Institute, 384 Albert St, East Melbourne, VIC 3002, Australia</aff>
<aff id="A5">
<label>5</label>
St. Vincent’s Hospital Melbourne, Fitzroy, VIC 3002, Australia</aff>
<aff id="A6">
<label>6</label>
INSERM, U1099, Rennes, F-35000, France</aff>
<aff id="A7">
<label>7</label>
Université de Rennes, LTSI, F-35000, France</aff>
<aff id="A8">
<label>8</label>
Center for Neural Engineering, Departments of Engineering Science and Mechanics, Neurosurgery, and Physics, The Pennsylvania State University, University Park, PA 16802, USA</aff>
<author-notes>
<corresp id="CR1">Corresponding Author: Dr Levin Kuhlmann, NeuroEngineering Laboratory, Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia. Ph: +61 4 1255 2283, Fax: +61 3 8344 7412,
<email>levink@unimelb.edu.au</email>
</corresp>
</author-notes>
<pub-date pub-type="nihms-submitted">
<day>12</day>
<month>10</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="ppub">
<month>6</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="pmc-release">
<day>01</day>
<month>6</month>
<year>2016</year>
</pub-date>
<volume>32</volume>
<issue>3</issue>
<fpage>220</fpage>
<lpage>226</lpage>
<pmc-comment>elocation-id from pubmed: 10.1097/WNP.0000000000000149</pmc-comment>
<abstract>
<p id="P1">Over the past three decades, a number of seizure prediction, or forecasting, methods have been developed. Although major achievements were accomplished regarding the statistical evaluation of proposed algorithms, it is recognized that further progress is still necessary for clinical application in patients. The lack of physiological motivation can partly explain this limitation. Therefore, a natural question is raised: can computational models of epilepsy be used to improve these methods? Here we review the literature on the multiple-scale neural modelling of epilepsy and the use of such models to infer physiological changes underlying epilepsy and epileptic seizures. We argue how these methods can be applied to advance the state-of-the-art in seizure forecasting.</p>
</abstract>
<kwd-group>
<kwd>neural modelling</kwd>
<kwd>epilepsy</kwd>
<kwd>multiple-scales</kwd>
<kwd>seizure prediction</kwd>
<kwd>seizure forecasting</kwd>
<kwd>inference</kwd>
</kwd-group>
</article-meta>
</front>
</pmc>
</record>

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