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<meta name="DC.Title" content="Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making" />
<meta name="DC.Identifier" content="10.3174/ajnr.A6211" />
<meta name="DC.Date" content="2019-10-01" />
<meta name="DC.Publisher" content="American Journal of Neuroradiology" />
<meta name="DC.Rights" content="© 2019 by American Journal of Neuroradiology" />
<meta name="DC.AccessRights" content="restricted" />
<meta name="DC.Description" content="Background and Purpose Fractional tumor burden better correlates with histologic tumor volume fraction in treated glioblastoma than other perfusion metrics such as relative CBV. We defined fractional tumor burden classes with low and high blood volume to distinguish tumor from treatment effect and to determine whether fractional tumor burden can inform treatment-related decision-making.

Materials and Methods Forty-seven patients with high-grade gliomas (primarily glioblastoma) with recurrent contrast-enhancing lesions on DSC-MR imaging were retrospectively evaluated after surgical sampling. Histopathologic examination defined treatment effect versus tumor. Normalized relative CBV thresholds of 1.0 and 1.75 were used to define low, intermediate, and high fractional tumor burden classes in each histopathologically defined group. Performance was assessed with an area under the receiver operating characteristic curve. Consensus agreement among physician raters reporting hypothetic changes in treatment-related decisions based on fractional tumor burden was compared with actual real-time treatment decisions.

Results Mean lower fractional tumor burden, high fractional tumor burden, and relative CBV of the contrast-enhancing volume were significantly different between treatment effect and tumor ( P = .002, P &lt; .001, and P &lt; .001), with tumor having significantly higher fractional tumor burden and relative CBV and lower fractional tumor burden. No significance was found with intermediate fractional tumor burden. Performance of the area under the receiver operating characteristic curve was the following: high fractional tumor burden, 0.85; low fractional tumor burden, 0.7; and relative CBV, 0.81. In comparing treatment decisions, there were disagreements in 7% of tumor and 44% of treatment effect cases; in the latter, all disagreements were in cases with scattered atypical cells.

Conclusions High fractional tumor burden and low fractional tumor burden define fractions of the contrast-enhancing lesion volume with high and low blood volume, respectively, and can differentiate treatment effect from tumor in recurrent glioblastomas. Fractional tumor burden maps can also help to inform clinical decision-making.

FTB
:   fractional tumor burden
HGG
:   high-grade glioma
ICC
:   intraclass correlation coefficient
rCBV
:   relative cerebral blood volume
TE
:   treatment effect" />
<meta name="DC.Contributor" content="M. Iv" />
<meta name="DC.Contributor" content="X. Liu" />
<meta name="DC.Contributor" content="J. Lavezo" />
<meta name="DC.Contributor" content="A.J. Gentles" />
<meta name="DC.Contributor" content="R. Ghanem" />
<meta name="DC.Contributor" content="S. Lummus" />
<meta name="DC.Contributor" content="D.E. Born" />
<meta name="DC.Contributor" content="S.G. Soltys" />
<meta name="DC.Contributor" content="S. Nagpal" />
<meta name="DC.Contributor" content="R. Thomas" />
<meta name="DC.Contributor" content="L. Recht" />
<meta name="DC.Contributor" content="N. Fischbein" />
<meta name="article:published_time" content="2019-10-01" />
<meta name="article:section" content="Adult Brain" />
<meta name="citation_title" content="Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making" />
<meta name="citation_abstract" lang="en" content="&lt;h3&gt;Background and Purpose&lt;/h3&gt;
&lt;p&gt;Fractional tumor burden better correlates with histologic tumor volume fraction in treated glioblastoma than other perfusion metrics such as relative CBV. We defined fractional tumor burden classes with low and high blood volume to distinguish tumor from treatment effect and to determine whether fractional tumor burden can inform treatment-related decision-making.&lt;/p&gt;&lt;h3&gt;Materials and Methods&lt;/h3&gt;
&lt;p&gt;Forty-seven patients with high-grade gliomas (primarily glioblastoma) with recurrent contrast-enhancing lesions on DSC-MR imaging were retrospectively evaluated after surgical sampling. Histopathologic examination defined treatment effect versus tumor. Normalized relative CBV thresholds of 1.0 and 1.75 were used to define low, intermediate, and high fractional tumor burden classes in each histopathologically defined group. Performance was assessed with an area under the receiver operating characteristic curve. Consensus agreement among physician raters reporting hypothetic changes in treatment-related decisions based on fractional tumor burden was compared with actual real-time treatment decisions.&lt;/p&gt;&lt;h3&gt;Results&lt;/h3&gt;
&lt;p&gt;Mean lower fractional tumor burden, high fractional tumor burden, and relative CBV of the contrast-enhancing volume were significantly different between treatment effect and tumor (&lt;i&gt;P&lt;/i&gt; = .002, &lt;i&gt;P&lt;/i&gt; &amp;lt; .001, and &lt;i&gt;P&lt;/i&gt; &amp;lt; .001), with tumor having significantly higher fractional tumor burden and relative CBV and lower fractional tumor burden. No significance was found with intermediate fractional tumor burden. Performance of the area under the receiver operating characteristic curve was the following: high fractional tumor burden, 0.85; low fractional tumor burden, 0.7; and relative CBV, 0.81. In comparing treatment decisions, there were disagreements in 7% of tumor and 44% of treatment effect cases; in the latter, all disagreements were in cases with scattered atypical cells.&lt;/p&gt;&lt;h3&gt;Conclusions&lt;/h3&gt;
&lt;p&gt;High fractional tumor burden and low fractional tumor burden define fractions of the contrast-enhancing lesion volume with high and low blood volume, respectively, and can differentiate treatment effect from tumor in recurrent glioblastomas. Fractional tumor burden maps can also help to inform clinical decision-making.&lt;/p&gt;" />
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<meta name="citation_author" content="M. Iv" />
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<meta name="citation_author" content="X. Liu" />
<meta name="citation_author_institution" content="fDepartment of Neurosurgery (X.L.), Shengjing Hospital of China Medical University, Shenyang, China." />
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<meta name="twitter:title" content="Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making" />
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<meta name="twitter:description" content="Background and Purpose Fractional tumor burden better correlates with histologic tumor volume fraction in treated glioblastoma than other perfusion metrics such as relative CBV. We defined fractional tumor burden classes with low and high blood volume to distinguish tumor from treatment effect and to determine whether fractional tumor burden can inform treatment-related decision-making.

Materials and Methods Forty-seven patients with high-grade gliomas (primarily glioblastoma) with recurrent contrast-enhancing lesions on DSC-MR imaging were retrospectively evaluated after surgical sampling. Histopathologic examination defined treatment effect versus tumor. Normalized relative CBV thresholds of 1.0 and 1.75 were used to define low, intermediate, and high fractional tumor burden classes in each histopathologically defined group. Performance was assessed with an area under the receiver operating characteristic curve. Consensus agreement among physician raters reporting hypothetic changes in treatment-related decisions based on fractional tumor burden was compared with actual real-time treatment decisions.

Results Mean lower fractional tumor burden, high fractional tumor burden, and relative CBV of the contrast-enhancing volume were significantly different between treatment effect and tumor ( P = .002, P &lt; .001, and P &lt; .001), with tumor having significantly higher fractional tumor burden and relative CBV and lower fractional tumor burden. No significance was found with intermediate fractional tumor burden. Performance of the area under the receiver operating characteristic curve was the following: high fractional tumor burden, 0.85; low fractional tumor burden, 0.7; and relative CBV, 0.81. In comparing treatment decisions, there were disagreements in 7% of tumor and 44% of treatment effect cases; in the latter, all disagreements were in cases with scattered atypical cells.

Conclusions High fractional tumor burden and low fractional tumor burden define fractions of the contrast-enhancing lesion volume with high and low blood volume, respectively, and can differentiate treatment effect from tumor in recurrent glioblastomas. Fractional tumor burden maps can also help to inform clinical decision-making.

FTB
:   fractional tumor burden
HGG
:   high-grade glioma
ICC
:   intraclass correlation coefficient
rCBV
:   relative cerebral blood volume
TE
:   treatment effect" />
<meta name="og-title" property="og:title" content="Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making" />
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<meta name="og-site-name" property="og:site_name" content="American Journal of Neuroradiology" />
<meta name="og-description" property="og:description" content="Background and Purpose Fractional tumor burden better correlates with histologic tumor volume fraction in treated glioblastoma than other perfusion metrics such as relative CBV. We defined fractional tumor burden classes with low and high blood volume to distinguish tumor from treatment effect and to determine whether fractional tumor burden can inform treatment-related decision-making.

Materials and Methods Forty-seven patients with high-grade gliomas (primarily glioblastoma) with recurrent contrast-enhancing lesions on DSC-MR imaging were retrospectively evaluated after surgical sampling. Histopathologic examination defined treatment effect versus tumor. Normalized relative CBV thresholds of 1.0 and 1.75 were used to define low, intermediate, and high fractional tumor burden classes in each histopathologically defined group. Performance was assessed with an area under the receiver operating characteristic curve. Consensus agreement among physician raters reporting hypothetic changes in treatment-related decisions based on fractional tumor burden was compared with actual real-time treatment decisions.

Results Mean lower fractional tumor burden, high fractional tumor burden, and relative CBV of the contrast-enhancing volume were significantly different between treatment effect and tumor ( P = .002, P &lt; .001, and P &lt; .001), with tumor having significantly higher fractional tumor burden and relative CBV and lower fractional tumor burden. No significance was found with intermediate fractional tumor burden. Performance of the area under the receiver operating characteristic curve was the following: high fractional tumor burden, 0.85; low fractional tumor burden, 0.7; and relative CBV, 0.81. In comparing treatment decisions, there were disagreements in 7% of tumor and 44% of treatment effect cases; in the latter, all disagreements were in cases with scattered atypical cells.

Conclusions High fractional tumor burden and low fractional tumor burden define fractions of the contrast-enhancing lesion volume with high and low blood volume, respectively, and can differentiate treatment effect from tumor in recurrent glioblastomas. Fractional tumor burden maps can also help to inform clinical decision-making.

FTB
:   fractional tumor burden
HGG
:   high-grade glioma
ICC
:   intraclass correlation coefficient
rCBV
:   relative cerebral blood volume
TE
:   treatment effect" />
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    <div class="highwire-article-citation highwire-citation-type-highwire-article node70686--5" data-node-nid="70686" id="top-node-70686--61547427330" data-pisa="ajnr;40/10/1649" data-pisa-master="ajnr;ajnr.A6211" data-apath="/ajnr/40/10/1649.atom" data-hw-author-tooltip-instance="highwire_author_tooltip"><div class="highwire-cite highwire-cite-highwire-article highwire-citation-jcore-article-title-complete clearfix has-author-tooltip highwire-citation-highwire-article-top-a">
  
  
      <div class="highwire-cite-overline"><span  class="highwire-cite-metadata-article-type highwire-cite-metadata">Research Article</span><span class="separator-pipe"></span><span  class="highwire-cite-metadata-art-cat highwire-cite-metadata"><span class="wrapper">Adult Brain</span></span></div>
  
      <div class="highwire-cite-access"><span class="highwire-citation-access highwire-citation-access-check" data-pisa-id="ajnr;ajnr.A6211" data-atom-uri="/ajnr/40/10/1649.atom" data-request-view="full"></span></div>
  
      <h1 class="highwire-cite-title" id="page-title">Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making</h1>  
    	<div class="highwire-cite-authors"><span  class="highwire-citation-authors"><span class="highwire-citation-author first" data-delta="0">M. Iv</span>, <span class="highwire-citation-author" data-delta="1">X. Liu</span>, <span class="highwire-citation-author" data-delta="2">J. Lavezo</span>, <span class="highwire-citation-author" data-delta="3">A.J. Gentles</span>, <span class="highwire-citation-author" data-delta="4">R. Ghanem</span>, <span class="highwire-citation-author" data-delta="5">S. Lummus</span>, <span class="highwire-citation-author" data-delta="6">D.E. Born</span>, <span class="highwire-citation-author" data-delta="7">S.G. Soltys</span>, <span class="highwire-citation-author" data-delta="8">S. Nagpal</span>, <span class="highwire-citation-author" data-delta="9">R. Thomas</span>, <span class="highwire-citation-author" data-delta="10">L. Recht</span> and <span class="highwire-citation-author" data-delta="11">N. Fischbein</span></span></div>
  
    	<div class="highwire-cite-metadata"><span  class="highwire-cite-metadata-journal highwire-cite-metadata">American Journal of Neuroradiology </span><span  class="highwire-cite-metadata-date highwire-cite-metadata">October 2019,  </span><span  class="highwire-cite-metadata-volume highwire-cite-metadata">40 </span><span  class="highwire-cite-metadata-issue highwire-cite-metadata">(10) </span><span  class="highwire-cite-metadata-pages highwire-cite-metadata">1649-1657; </span><span  class="highwire-cite-metadata-doi highwire-cite-metadata">DOI: https://doi.org/10.3174/ajnr.A6211 </span></div>
  
  
  
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<div id="hw-article-author-popups-top-node-70686--61547427330" style="display: none;"><div class="author-tooltip-0"><div class="author-tooltip-name">M. Iv </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>a</span>From the Departments of Neuroimaging and Neurointervention (M.I., N.F.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=M.%2BIv%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Iv%20M&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AM.%2BIv%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0001-6794-7213" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for M. Iv</a></li></ul></div><div class="author-tooltip-1"><div class="author-tooltip-name">X. Liu </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>f</span>Department of Neurosurgery (X.L.), Shengjing Hospital of China Medical University, Shenyang, China.</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=X.%2BLiu%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Liu%20X&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AX.%2BLiu%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0001-7690-0847" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for X. Liu</a></li></ul></div><div class="author-tooltip-2"><div class="author-tooltip-name">J. Lavezo </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>b</span>Pathology (J.L., R.G., S.L., D.E.B.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=J.%2BLavezo%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Lavezo%20J&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AJ.%2BLavezo%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0002-4329-3136" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for J. Lavezo</a></li></ul></div><div class="author-tooltip-3"><div class="author-tooltip-name">A.J. Gentles </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>c</span>Medicine (Biomedical Informatics Research) (A.J.G.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=A.J.%2BGentles%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Gentles%20A&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AA.J.%2BGentles%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0002-0941-9858" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for A.J. Gentles</a></li></ul></div><div class="author-tooltip-4"><div class="author-tooltip-name">R. Ghanem </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>b</span>Pathology (J.L., R.G., S.L., D.E.B.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=R.%2BGhanem%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Ghanem%20R&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AR.%2BGhanem%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0002-9638-6213" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for R. Ghanem</a></li></ul></div><div class="author-tooltip-5"><div class="author-tooltip-name">S. Lummus </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>b</span>Pathology (J.L., R.G., S.L., D.E.B.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=S.%2BLummus%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Lummus%20S&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AS.%2BLummus%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0003-2343-5528" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for S. Lummus</a></li></ul></div><div class="author-tooltip-6"><div class="author-tooltip-name">D.E. Born </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>b</span>Pathology (J.L., R.G., S.L., D.E.B.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=D.E.%2BBorn%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Born%20D&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AD.E.%2BBorn%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0001-6102-512X" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for D.E. Born</a></li></ul></div><div class="author-tooltip-7"><div class="author-tooltip-name">S.G. Soltys </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>d</span>Radiation Oncology (S.G.S.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=S.G.%2BSoltys%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Soltys%20S&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AS.G.%2BSoltys%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0002-5360-7063" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for S.G. Soltys</a></li></ul></div><div class="author-tooltip-8"><div class="author-tooltip-name">S. Nagpal </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>e</span>Neurology (Neuro-Oncology) (S.N., R.T., L.R.), Stanford University, Stanford, California</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=S.%2BNagpal%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Nagpal%20S&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AS.%2BNagpal%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0002-0289-2319" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for S. Nagpal</a></li></ul></div><div class="author-tooltip-9"><div class="author-tooltip-name">R. Thomas </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>e</span>Neurology (Neuro-Oncology) (S.N., R.T., L.R.), Stanford University, Stanford, California</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=R.%2BThomas%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Thomas%20R&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link last"><a href="/search/author1%3AR.%2BThomas%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li></ul></div><div class="author-tooltip-10"><div class="author-tooltip-name">L. Recht </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>e</span>Neurology (Neuro-Oncology) (S.N., R.T., L.R.), Stanford University, Stanford, California</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=L.%2BRecht%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Recht%20L&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AL.%2BRecht%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0001-8614-2189" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for L. Recht</a></li></ul></div><div class="author-tooltip-11"><div class="author-tooltip-name">N. Fischbein </div><div class="author-tooltip-affiliation"><span class="author-tooltip-text"><div class='author-affiliation'><span class='nlm-sup'>a</span>From the Departments of Neuroimaging and Neurointervention (M.I., N.F.)</div></span></div><ul class="author-tooltip-find-more"><li class="author-tooltip-gs-link first"><a href="/lookup/google-scholar?link_type=googlescholar&amp;gs_type=author&amp;author%5B0%5D=N.%2BFischbein%2B" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on Google Scholar</a></li><li class="author-tooltip-pubmed-link"><a href="/lookup/external-ref?access_num=Fischbein%20N&amp;link_type=AUTHORSEARCH" target="_blank" class="" data-icon-position="" data-hide-link-title="0">Find this author on PubMed</a></li><li class="author-site-search-link"><a href="/search/author1%3AN.%2BFischbein%2B" rel="nofollow" class="" data-icon-position="" data-hide-link-title="0">Search for this author on this site</a></li><li class="author-orcid-link last"><a href="https://orcid.org/0000-0003-2895-3586" target="_blank" class="" data-icon-position="" data-hide-link-title="0">ORCID record for N. 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      <div class="highwire-cite-title">Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making</div>  
    	<div class="highwire-cite-authors"><span  class="highwire-citation-authors"><span class="highwire-citation-author first" data-delta="0"><span class="nlm-given-names">M.</span> <span class="nlm-surname">Iv</span></span>, <span class="highwire-citation-author" data-delta="1"><span class="nlm-given-names">X.</span> <span class="nlm-surname">Liu</span></span>, <span class="highwire-citation-author" data-delta="2"><span class="nlm-given-names">J.</span> <span class="nlm-surname">Lavezo</span></span>, <span class="highwire-citation-author" data-delta="3"><span class="nlm-given-names">A.J.</span> <span class="nlm-surname">Gentles</span></span>, <span class="highwire-citation-author" data-delta="4"><span class="nlm-given-names">R.</span> <span class="nlm-surname">Ghanem</span></span>, <span class="highwire-citation-author" data-delta="5"><span class="nlm-given-names">S.</span> <span class="nlm-surname">Lummus</span></span>, <span class="highwire-citation-author" data-delta="6"><span class="nlm-given-names">D.E.</span> <span class="nlm-surname">Born</span></span>, <span class="highwire-citation-author" data-delta="7"><span class="nlm-given-names">S.G.</span> <span class="nlm-surname">Soltys</span></span>, <span class="highwire-citation-author" data-delta="8"><span class="nlm-given-names">S.</span> <span class="nlm-surname">Nagpal</span></span>, <span class="highwire-citation-author" data-delta="9"><span class="nlm-given-names">R.</span> <span class="nlm-surname">Thomas</span></span>, <span class="highwire-citation-author" data-delta="10"><span class="nlm-given-names">L.</span> <span class="nlm-surname">Recht</span></span>, <span class="highwire-citation-author" data-delta="11"><span class="nlm-given-names">N.</span> <span class="nlm-surname">Fischbein</span></span></span></div>
  
    	<div class="highwire-cite-metadata"><span  class="highwire-cite-metadata-journal highwire-cite-metadata">American Journal of Neuroradiology </span><span  class="highwire-cite-metadata-date highwire-cite-metadata">Oct 2019, </span><span  class="highwire-cite-metadata-volume highwire-cite-metadata">40 </span><span  class="highwire-cite-metadata-issue highwire-cite-metadata">(10) </span><span  class="highwire-cite-metadata-pages highwire-cite-metadata">1649-1657; </span><span  class="highwire-cite-metadata-doi highwire-cite-metadata"><span class="label">DOI:</span> 10.3174/ajnr.A6211 </span></div>
  
  
  
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      <div class="highwire-cite-title">Perfusion MRI-Based Fractional Tumor Burden Differentiates between Tumor and Treatment Effect in Recurrent Glioblastomas and Informs Clinical Decision-Making</div>  
    	<div class="highwire-cite-authors"><span  class="highwire-citation-authors"><span class="highwire-citation-author first" data-delta="0"><span class="nlm-given-names">M.</span> <span class="nlm-surname">Iv</span></span>, <span class="highwire-citation-author" data-delta="1"><span class="nlm-given-names">X.</span> <span class="nlm-surname">Liu</span></span>, <span class="highwire-citation-author" data-delta="2"><span class="nlm-given-names">J.</span> <span class="nlm-surname">Lavezo</span></span>, <span class="highwire-citation-author" data-delta="3"><span class="nlm-given-names">A.J.</span> <span class="nlm-surname">Gentles</span></span>, <span class="highwire-citation-author" data-delta="4"><span class="nlm-given-names">R.</span> <span class="nlm-surname">Ghanem</span></span>, <span class="highwire-citation-author" data-delta="5"><span class="nlm-given-names">S.</span> <span class="nlm-surname">Lummus</span></span>, <span class="highwire-citation-author" data-delta="6"><span class="nlm-given-names">D.E.</span> <span class="nlm-surname">Born</span></span>, <span class="highwire-citation-author" data-delta="7"><span class="nlm-given-names">S.G.</span> <span class="nlm-surname">Soltys</span></span>, <span class="highwire-citation-author" data-delta="8"><span class="nlm-given-names">S.</span> <span class="nlm-surname">Nagpal</span></span>, <span class="highwire-citation-author" data-delta="9"><span class="nlm-given-names">R.</span> <span class="nlm-surname">Thomas</span></span>, <span class="highwire-citation-author" data-delta="10"><span class="nlm-given-names">L.</span> <span class="nlm-surname">Recht</span></span>, <span class="highwire-citation-author" data-delta="11"><span class="nlm-given-names">N.</span> <span class="nlm-surname">Fischbein</span></span></span></div>
  
    	<div class="highwire-cite-metadata"><span  class="highwire-cite-metadata-journal highwire-cite-metadata">American Journal of Neuroradiology </span><span  class="highwire-cite-metadata-date highwire-cite-metadata">Oct 2019, </span><span  class="highwire-cite-metadata-volume highwire-cite-metadata">40 </span><span  class="highwire-cite-metadata-issue highwire-cite-metadata">(10) </span><span  class="highwire-cite-metadata-pages highwire-cite-metadata">1649-1657; </span><span  class="highwire-cite-metadata-doi highwire-cite-metadata"><span class="label">DOI:</span> 10.3174/ajnr.A6211 </span></div>
  
  
  
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