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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2021.665076</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>T<sub>2</sub>-Weighted Whole-Brain Intracranial Vessel Wall Imaging at 3 Tesla With Cerebrospinal Fluid Suppression</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Lei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1222803/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Yanjie</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Qi</surname> <given-names>Yulong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wan</surname> <given-names>Liwen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ren</surname> <given-names>Lijie</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/373366/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Yi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Na</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1075292/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liang</surname> <given-names>Dong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/654826/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Ye</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zheng</surname> <given-names>Hairong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Xin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Radiology, Peking University Shenzhen Hospital</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Neurology, Shenzhen No. 2 People&#x2019;s Hospital</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Chengcheng Zhu, University of Washington, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Bram Coolen, University of Amsterdam, Netherlands; Haikun Qi, ShanghaiTech University, China; Anja Van Der Kolk, Antoni van Leeuwenhoek Hospital, Netherlands; Nan Wang, University of California, Los Angeles, United States; Qin Qin, Johns Hopkins University, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Hairong Zheng, <email>hr.zheng@siat.ac.cn</email></corresp>
<fn fn-type="other" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Brain Imaging Methods, a section of the journal Frontiers in Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>15</volume>
<elocation-id>665076</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>02</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>06</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Zhang, Zhu, Qi, Wan, Ren, Zhu, Zhang, Liang, Li, Zheng and Liu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Zhang, Zhu, Qi, Wan, Ren, Zhu, Zhang, Liang, Li, Zheng and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec><title>Background</title><p>T<sub>2</sub>-weighted (T<sub>2</sub>w) intracranial vessel wall imaging (IVWI) provides good contrast to differentiate intracranial vasculopathies and discriminate various important plaque components. However, the strong cerebrospinal fluid (CSF) signal in T<sub>2</sub>w images interferes with depicting the intracranial vessel wall. In this study, we propose a T<sub>2</sub>-prepared sequence for whole-brain IVWI at 3T with CSF suppression.</p></sec>
<sec><title>Methods</title><p>A preparation module that combines T<sub>2</sub> preparation and inversion recovery (T<sub>2</sub>IR) was used to suppress the CSF signal and was incorporated into the commercial three-dimensional (3D) turbo spin echo sequence-Sampling Perfection with Application optimized Contrast using different flip angle Evolution (SPACE). This new technique (hereafter called T<sub>2</sub>IR-SPACE) was evaluated on nine healthy volunteers and compared with two other commonly used 3D T<sub>2</sub>-weighted sequences: T<sub>2</sub>w-SPACE and FLAIR-SPACE (FLAIR: fluid-attenuated inversion recovery). The signal-to-noise ratios (SNRs) of the vessel wall (VW) and CSF and contrast-to-noise ratios (CNRs) between them were measured and compared among these three T<sub>2</sub>-weighted sequences. Subjective wall visualization of the three T<sub>2</sub>-weighted sequences was scored blindly and independently by two radiologists using a four-point scale followed by inter-rater reproducibility analysis. A pilot study of four stroke patients was performed to preliminarily evaluate the diagnostic value of this new sequence, which was compared with two conventional T<sub>2</sub>-weighted sequences.</p></sec>
<sec><title>Results</title><p>T<sub>2</sub>IR-SPACE had the highest CNR (11.01 &#x00B1; 6.75) compared with FLAIR-SPACE (4.49 &#x00B1; 3.15; <italic>p</italic> &#x003C; 0.001) and T<sub>2</sub>w-SPACE (&#x2212;56.16 &#x00B1; 18.58; <italic>p</italic> &#x003C; 0.001). The subjective wall visualization score of T<sub>2</sub>IR-SPACE was higher than those of FLAIR-SPACE and T<sub>2</sub>w-SPACE (T<sub>2</sub>IR-SPACE: 2.35 &#x00B1; 0.59; FLAIR-SPACE: 0.52 &#x00B1; 0.54; T<sub>2</sub>w-SPACE: 1.67 &#x00B1; 0.58); the two radiologists&#x2019; scores showed excellent agreement (ICC = 0.883).</p></sec>
<sec><title>Conclusion</title><p>The T<sub>2</sub>IR preparation module markedly suppressed the CSF signal without much SNR loss of the other tissues (i.e., vessel wall, white matter, and gray matter) compared with the IR pulse. Our results suggest that T<sub>2</sub>IR-SPACE is a potential alternative T<sub>2</sub>-weighted sequence for assessing intracranial vascular diseases.</p></sec>
</abstract>
<kwd-group>
<kwd>intracranial vessel wall imaging</kwd>
<kwd>atherosclerosis</kwd>
<kwd>stroke</kwd>
<kwd>SPACE</kwd>
<kwd>T<sub>2</sub>IR</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="44"/>
<page-count count="11"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>Intracranial atherosclerotic disease is a leading cause of ischemic stroke worldwide, particularly in the Asian population (<xref ref-type="bibr" rid="B10">Kim and Johnston, 2011</xref>; <xref ref-type="bibr" rid="B23">Qureshi and Caplan, 2014</xref>). High-resolution magnetic resonance (MR) intracranial vessel wall imaging (IVWI) has been reported as a promising technique allowing direct visualization of intracranial atherosclerotic plaques (<xref ref-type="bibr" rid="B26">Swartz et al., 2009</xref>; <xref ref-type="bibr" rid="B21">Qiao et al., 2011</xref>; <xref ref-type="bibr" rid="B43">Zhu et al., 2016</xref>; <xref ref-type="bibr" rid="B14">Mandell et al., 2017</xref>; <xref ref-type="bibr" rid="B36">Young et al., 2019</xref>). The characterization of intracranial vessel walls using MR imaging requires suppressing the MR signal arising from luminal blood and cerebrospinal fluid (CSF) (<xref ref-type="bibr" rid="B21">Qiao et al., 2011</xref>; <xref ref-type="bibr" rid="B28">van der Kolk et al., 2013</xref>; <xref ref-type="bibr" rid="B5">Dieleman et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Mandell et al., 2017</xref>; <xref ref-type="bibr" rid="B36">Young et al., 2019</xref>), helping to delineate both the inner and outer walls of the vessels. Early studies mainly focused on T<sub>1</sub>-weighted IVWI because of its ability to reveal vessel wall abnormalities with (i.e., atherosclerotic plaque) or without contrast agents (i.e., intraplaque hemorrhage), and it can also help classify intracranial vasculopathy (i.e., vasculitis) (<xref ref-type="bibr" rid="B21">Qiao et al., 2011</xref>; <xref ref-type="bibr" rid="B28">van der Kolk et al., 2013</xref>; <xref ref-type="bibr" rid="B5">Dieleman et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B14">Mandell et al., 2017</xref>; <xref ref-type="bibr" rid="B36">Young et al., 2019</xref>; <xref ref-type="bibr" rid="B8">Jia et al., 2020</xref>).</p>
<p>Recently, studies have shown that T<sub>2</sub>-weighted IVWI has the potential to identify intracranial plaque components and classify plaque types (<xref ref-type="bibr" rid="B29">van der Kolk et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Harteveld et al., 2016</xref>; <xref ref-type="bibr" rid="B9">Jiang et al., 2016</xref>). For example, T<sub>2</sub>-weighted IVWI allows the identification of lipid cores and fibrous cap ruptures (<xref ref-type="bibr" rid="B27">Turan et al., 2013</xref>; <xref ref-type="bibr" rid="B4">Chung et al., 2014</xref>). <xref ref-type="bibr" rid="B34">Xu et al. (2010)</xref> reported that a hyperintense band adjacent to the lumen on T<sub>2</sub>-weighted images might suggest a fibrous cap. <xref ref-type="bibr" rid="B25">Ryu et al. (2009)</xref> reported that the foci of T<sub>2</sub> hyperintensity within plaques were more frequently observed in symptomatic stenosis than in asymptomatic stenosis. Additionally, T<sub>2</sub>-weighted IVWI can be used as a complementary tool in multi-contrast vessel wall imaging for classifying intracranial vasculopathy (<xref ref-type="bibr" rid="B16">Mossa-Basha et al., 2015</xref>, <xref ref-type="bibr" rid="B15">2016</xref>, <xref ref-type="bibr" rid="B14">2017</xref>) and detecting atherosclerotic lesions that are not visible on magnetic resonance angiography (MRA) (<xref ref-type="bibr" rid="B11">Li et al., 2009</xref>).</p>
<p>Although T<sub>2</sub>-weighted IVWI shows great potential in clinical use, its bright CSF signal makes the outer boundary of the intracranial vessel wall indistinguishable and may lead to estimation bias in vessel wall thickness. Fluid-attenuated inversion recovery (FLAIR) imaging has been applied to three-dimensional (3D) T<sub>2</sub>-weighted IVWI to suppress the CSF signal (<xref ref-type="bibr" rid="B27">Turan et al., 2013</xref>). However, using inversion recovery requires a long inversion time for adequate CSF suppression and causes a significant deficiency in the signal-to-noise ratio (SNR). Another technique that combines T<sub>2</sub> preparation and an inversion recovery pulse (referred to as T<sub>2</sub>IR) was developed to suppress background tissue for flow-independent peripheral angiography (<xref ref-type="bibr" rid="B2">Brittain et al., 1997</xref>); its advantages of an improved SNR and reduced T<sub>1</sub>-weighting make it suitable for various applications (i.e., cardiac MRI, vessel wall imaging, and cerebral blood mapping) (<xref ref-type="bibr" rid="B1">Brittain et al., 1995</xref>; <xref ref-type="bibr" rid="B19">Mugler et al., 2000</xref>; <xref ref-type="bibr" rid="B32">Wong et al., 2001</xref>; <xref ref-type="bibr" rid="B24">Rooney et al., 2007</xref>; <xref ref-type="bibr" rid="B3">Busse et al., 2008</xref>; <xref ref-type="bibr" rid="B12">Liu et al., 2010</xref>, <xref ref-type="bibr" rid="B13">2017</xref>; <xref ref-type="bibr" rid="B31">Visser et al., 2010</xref>; <xref ref-type="bibr" rid="B33">Xie et al., 2010</xref>; <xref ref-type="bibr" rid="B18">Mugler, 2014</xref>; <xref ref-type="bibr" rid="B41">Zhao et al., 2016</xref>; <xref ref-type="bibr" rid="B37">Zhang D.F. et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Qi et al., 2018</xref>; <xref ref-type="bibr" rid="B22">Qin et al., 2019</xref>; <xref ref-type="bibr" rid="B38">Zhang et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Zi et al., 2020</xref>). The T<sub>2</sub>IR preparation module was used to achieve a submillimeter volumetric FLAIR sequence in an ultra-high field system (<xref ref-type="bibr" rid="B31">Visser et al., 2010</xref>).</p>
<p>In the present study, we combined the T<sub>2</sub>IR preparation module with 3D variable-flip-angle TSE- Sampling Perfection with Application optimized Contrast using different flip angle Evolution (SPACE) acquisition, called T<sub>2</sub>IR-SPACE, and achieved high resolution IVWI at 3.0T. The performance of the new sequence was assessed in a simulation study and an <italic>in vivo</italic> study in healthy volunteers and patients. The preliminary work for this study was partially reported in <xref ref-type="bibr" rid="B38">Zhang et al. (2019)</xref>.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Pulse Sequence</title>
<p>The proposed T<sub>2</sub>IR-SPACE sequence comprises two parts (<xref ref-type="fig" rid="F1">Figure 1</xref>): a T<sub>2</sub>IR preparation module (<xref ref-type="bibr" rid="B2">Brittain et al., 1997</xref>) and T<sub>2</sub>-weighted SPACE acquisition sampling (<xref ref-type="bibr" rid="B19">Mugler et al., 2000</xref>; <xref ref-type="bibr" rid="B18">Mugler, 2014</xref>) at the null point of the CSF signal.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>(A)</bold> Schematic of the T<sub>2</sub>IR preparation module followed by SPACE acquisition. <bold>(B)</bold> Zoom in of T<sub>2</sub>IR preparation module.</p></caption>
<graphic xlink:href="fnins-15-665076-g001.tif"/>
</fig>
<p><xref ref-type="fig" rid="F1">Figure 1B</xref> illustrates the timing diagram of the T<sub>2</sub>IR preparation module used in the present study. This module is designed according to the Carr-Purcell Malcolm Levitt (MLEV) method (<xref ref-type="bibr" rid="B1">Brittain et al., 1995</xref>). First, the longitudinal magnetization is excited by a <inline-formula><mml:math id="INEQ1"><mml:msubsup><mml:mn>90</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:math></inline-formula> radiofrequency (RF) pulse. Next, four composite refocus pulses (<inline-formula><mml:math id="INEQ2"><mml:mrow><mml:msubsup><mml:mn>90</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mn>180</mml:mn><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mn>90</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula>) are applied, with the phases alternated to minimize the adverse effects of B<sub>1</sub> and B<sub>0</sub> field inhomogeneities. Finally, a composite <inline-formula><mml:math id="INEQ3"><mml:msubsup><mml:mn>90</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:math></inline-formula> (<inline-formula><mml:math id="INEQ4"><mml:mrow><mml:msubsup><mml:mn>270</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mn>360</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula>) pulse tips the T<sub>2</sub>-prepared transverse magnetization down to the &#x2212;<italic>z</italic> axis. The pulse is designed following the composite pulse (<inline-formula><mml:math id="INEQ5"><mml:mrow><mml:msubsup><mml:mn>270</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mn>360</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula>) of <inline-formula><mml:math id="INEQ6"><mml:mrow><mml:mo>-</mml:mo><mml:msubsup><mml:mn>90</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula> (<xref ref-type="bibr" rid="B1">Brittain et al., 1995</xref>) but with an opposite phase to tip the magnetization downward. The duration of the T<sub>2</sub>IR module, TE<sub>prep</sub>, weights the longitudinal magnetization by &#x2212;e<sup>&#x2013;TEprep/T2</sup>. A spoiling gradient is applied to dephase all the remaining transverse magnetizations (not shown in <xref ref-type="fig" rid="F1">Figure 1</xref>). The SPACE acquisition is delayed by the time of inversion (TI) from the last 90&#x00B0; pulse at the null point of the CSF signal. All the pulses used are hard pulses, and the durations of the 90&#x00B0;, 180&#x00B0;, 270&#x00B0;, and 360&#x00B0; RF pulses are 0.5, 1, 1.5, and 2 ms, respectively.</p>
</sec>
<sec id="S2.SS2">
<title>Simulations</title>
<p>Bloch simulations (<xref ref-type="bibr" rid="B3">Busse et al., 2008</xref>; <xref ref-type="bibr" rid="B40">Zhang et al., 2015</xref>) were performed to investigate the signal behaviors of the intracranial vessel wall and CSF in the T<sub>2</sub>IR-SPACE sequence. The simulation parameters were as follows: TR/TE = 2500/92 ms; echo spacing (ESP) = 4.4 ms; echo train length (ETL) = 77; TE<sub>prep</sub> = 200 ms; and TI = 950 ms. The T<sub>1</sub> and T<sub>2</sub> values were 4300 and 2200 ms for CSF (<xref ref-type="bibr" rid="B24">Rooney et al., 2007</xref>; <xref ref-type="bibr" rid="B13">Liu et al., 2017</xref>), and 1200 and 50 ms for the vessel wall (<xref ref-type="bibr" rid="B33">Xie et al., 2010</xref>; <xref ref-type="bibr" rid="B20">Qi et al., 2018</xref>). The simulation was implemented and performed in MATLAB version 2010 (MathWorks, Natick, MA, United States). The optimization of the parameters of T<sub>2</sub>IR module (TE<sub>prep</sub> and TI) is provided in the Supporting Material (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 1</xref>).</p>
<p>The signal evolutions of the vessel wall and CSF in conventional 3D T<sub>2</sub>-weighted vessel wall imaging (T<sub>2</sub>w-SPACE) and 3D T<sub>2</sub>-weighted vessel wall imaging with a FLAIR preparation pulse to suppress CSF (FLAIR-SPACE) were also simulated and compared with the proposed T<sub>2</sub>IR-SPACE sequence. The imaging parameters were adjusted to achieve the same spatial resolution and spatial coverage in the same scan time for all three sequences. The simulation parameters for T<sub>2</sub>w-SPACE were the same as those for T<sub>2</sub>IR-SPACE (<xref ref-type="supplementary-material" rid="TS2">Supplementary Figure 2</xref> shows the optimization of T<sub>2</sub>w-SPACE). For FLAIR-SPACE, the simulation parameters were TR/TE = 6250/345 ms, ESP = 4.4 ms, ETL = 195, and TI = 2100 ms. The recently developed techniques, such as delay alternating with nutation for tailored excitation (DANTE) prepared T<sub>2</sub>w-SPACE and AntiDrive were also compared with our proposed T<sub>2</sub>IR-SPACE (<xref ref-type="bibr" rid="B35">Yang et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Fan et al., 2017</xref>; <xref ref-type="bibr" rid="B30">Viessmann et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Zhang L. et al., 2017</xref>). The Parameters for the DANTE module were: flip angle = 8&#x00B0;, number of pulses = 150, maximum gradient (in x, y, and z directions) = 20 mT/m, interpulse duration = 1.5 ms.</p>
</sec>
<sec id="S2.SS3">
<title><italic>In vivo</italic> Experiments</title>
<p>All the experiments were performed using a 3T clinical whole-body MR system (TIM TRIO, Siemens, Erlangen) equipped with a 32-channel head coil. Nine healthy volunteers (three female; aged 24&#x2013;61 years; mean age: 44.9 years) without known cerebrovascular disease were recruited for the volunteer study. Four patients (one female; aged 33&#x2013;52 years) with symptoms of stroke and a diagnosis of intracranial arterial stenosis based on earlier MR angiography or computed tomography angiography were recruited for the pilot study. The patients were recruited during initial hospitalization within 30 days of symptom onset. Two more volunteers (both females, aged 62 and 29 years) were recruited to compare DANTE prepared T<sub>2</sub>w-SPACE and AntiDrive with T<sub>2</sub>IR-SPACE. Both studies were approved by the institutional review board, and informed consent forms were signed by all the participants before MR imaging.</p>
<p>For each volunteer, IVWI using whole-brain coverage was performed using T<sub>2</sub>IR-SPACE, T<sub>2</sub>w-SPACE, and FLAIR-SPACE. The imaging parameters were the same as those in the simulation and were summarized in <xref ref-type="table" rid="T1">Table 1</xref>. All the sequences were performed in the sagittal orientation. The fat suppression technique used in this study was composed of a spectral-selective pulse and spoiling gradients. GRAPPA was used to accelerate the scan time. The total scan time was 11 min 40 s for each of the three sequences.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Imaging parameters of the sequences evaluated in the study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"><bold>T<sub>2</sub>IR-SPACE</bold></td>
<td valign="top" align="center"><bold>FLAIR-SPACE</bold></td>
<td valign="top" align="center"><bold>T<sub>2</sub>w-SPACE</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TR/TE (ms)</td>
<td valign="top" align="center">2500/92</td>
<td valign="top" align="center">6250/345</td>
<td valign="top" align="center">2500/123</td>
</tr>
<tr>
<td valign="top" align="left">TE<sub>prep</sub>/TI (ms)</td>
<td valign="top" align="center">200/950</td>
<td valign="top" align="center">&#x2026;/2100</td>
<td valign="top" align="center">&#x2026;/&#x2026;</td>
</tr>
<tr>
<td valign="top" align="left">Echo train length</td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">195</td>
<td valign="top" align="center">77</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4"><bold>Common parameters</bold></td>
</tr>
<tr>
<td valign="top" align="left">Matrix size</td>
<td valign="top" align="left" colspan="3">288 &#x00D7; 288 &#x00D7; 224</td>
</tr>
<tr>
<td valign="top" align="left">FOV (mm)</td>
<td valign="top" align="left" colspan="3">170 &#x00D7; 170 &#x00D7; 134.4</td>
</tr>
<tr>
<td valign="top" align="left">Slice partial Fourier</td>
<td valign="top" align="left" colspan="3">5/8</td>
</tr>
<tr>
<td valign="top" align="left">Bandwidth (Hz/pixel)</td>
<td valign="top" align="left" colspan="3">579</td>
</tr>
<tr>
<td valign="top" align="left">GRAPPA/ref. lines</td>
<td valign="top" align="left" colspan="3">2/24</td>
</tr>
<tr>
<td valign="top" align="left">Fat suppression</td>
<td valign="top" align="left" colspan="3">Yes</td>
</tr>
<tr>
<td valign="top" align="left">Flip angle mode</td>
<td valign="top" align="left" colspan="3">T<sub>2</sub> var</td>
</tr>
<tr>
<td valign="top" align="left">Voxel size (mm)</td>
<td valign="top" align="left" colspan="3">0.6 isotropic</td>
</tr>
<tr>
<td valign="top" align="left">Scan time</td>
<td valign="top" align="left" colspan="3">11 min 40 s</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In the patient study, three scans (T<sub>2</sub>IR-SPACE, T<sub>2</sub>w-SPACE, and FLAIR-SPACE, respectively) were conducted for two patients. The other two patients underwent only T<sub>2</sub>IR-SPACE and T<sub>2</sub>w-SPACE scans because they could not endure the long scan times. The imaging parameters were the same as those in the volunteer study.</p>
</sec>
<sec id="S2.SS4">
<title>Image Analysis</title>
<p>Qualitative image analysis was performed at a workstation (Syngo MultiModality Workplace, Siemens Healthcare, Germany) by two experienced radiologists (Q.Y.L. and Z.Y. with over 10 and 7 years of experience in neurovascular imaging, respectively) independently. The 3D image sets of T<sub>2</sub>IR-SPACE, FLAIR-SPACE and T<sub>2</sub>w-SPACE were presented to the two radiologists individually in a random order, with imaging information being blinded. The intracranial vascular beds were divided into three segments for assessment: Segment 1 included the M1&#x2013;2 segments of the middle cerebral artery (MCA); Segment 2 included the basilar artery (BA) and V3&#x2013;4 segments of VA; Segment 3 included C4&#x2013;7 segments of ICA. Image quality was assessed using a four-point scale: 0 (poor), more than 50% of the vessel walls were invisible; 1 (acceptable), more than 50% of the walls were visible, but with noticeable blurring or limited SNR and CNR between the vessel wall and CSF; 2 (good), vessel walls were continuously visible but were slight blurred; 3 (excellent), vessel walls were clearly depicted with good SNR, CNR and sharpness. Scores &#x003E;1 were regarded as diagnostic.</p>
<p>Quantitative analysis was performed at the following three vessel segments surrounded by CSF with different flow rate: the M1 segment of the MCA of both the left and right sides, BA, and internal carotid artery cavernous segment (C4, ICA) of both the left and right sides. T<sub>2</sub>IR-SPACE, FLAIR-SPACE and T<sub>2</sub>w-SPACE images were co-registered on the workstation using 3D image fusion functionality (Syngo Fusion, Siemens, Germany). 2D cross-sectional wall images were reconstructed by an experienced MRI scientist (Z.N.) using multiplanar reconstruction for each arterial segment; five vessel segments were reconstructed for each subject. Care was taken to ensure location matching among different scans. The SNR of the vessel wall and adjacent CSF and the contrast-to-noise ratio (CNR) between them were measured using region-of-interest (ROI) analysis. Based on the aforementioned 2D images, the ROI was manually prescribed on the images where the vessel walls were clearly visualized in all three sequences, and the mean signal intensities (S) of these sequences were obtained. The SNR is defined as SNR = S/&#x03C3;, where S is the mean signal intensity of a certain tissue (VW or CSF) and &#x03C3; is the noise measured as the standard deviation from an artifact-free air region of the nasal cavity. The CNR between the VW and CSF is defined as CNR = SNR<sub>VW</sub>-SNR<sub>CSF</sub>.</p>
<p>Statistical analyses were performed by using SPSS software (version 19.0; Chicago, IL, United States). The intra-reader correlation coefficient (ICC) was obtained from a two-way random model. The ICC value was interpreted as excellent, good, fair, and poor when it was between 0.75 and 1, between 0.6 and 0.74, between 0.4 and 0.59, and less than 0.4, respectively. Paired two-tailed Wilcoxon signed-rank test was performed on the data sets to determine the significance of the differences. The significance level was set at <italic>p</italic> &#x003C; 0.05/2 = 0.025 (Bonferroni correction). The data were presented as means &#x00B1; standard deviation.</p>
</sec>
</sec>
<sec id="S3">
<title>Results</title>
<sec id="S3.SS1">
<title>Simulations</title>
<p>The simulated signal evolutions within one TR were plotted after ten repetitions of the pulse sequence until the signal evolutions reached the steady-state for subsequent repetitions. The signal evolution for T<sub>2</sub>IR-SPACE (<xref ref-type="fig" rid="F2">Figure 2A</xref>) comprises four parts: (I) transverse magnetization (M<sub>xy</sub>) modulated by T<sub>2</sub> decay during the T<sub>2</sub>IR module, in which, the M<sub>xy</sub> of CSF decreases slightly because of its long T<sub>2</sub> value and the M<sub>xy</sub> of vessel wall is close to zero at the end of the T<sub>2</sub>IR module; (II) a second <inline-formula><mml:math id="INEQ13"><mml:msubsup><mml:mn>90</mml:mn><mml:mrow><mml:mtext>x</mml:mtext></mml:mrow><mml:mrow><mml:mtext>o</mml:mtext></mml:mrow></mml:msubsup></mml:math></inline-formula> pulse tipping the transverse magnetization to the negative longitudinal axis, and the M<sub>z</sub> recovering from the &#x2212;<italic>z</italic> axis during TI; (III) M<sub>xy</sub> during the SPACE acquisition that performs around the null point of CSF; and (IV) recovery of the M<sub>z</sub> during T<sub>rec</sub>. The signal evolution for FLAIR-SPACE (<xref ref-type="fig" rid="F2">Figure 2C</xref>) comprises three parts: (I) recovery of the M<sub>z</sub> from the &#x2212;<italic>z</italic> axis after the inversion recovery pulse; (II) M<sub>xy</sub> during the SPACE acquisition around the null point of CSF; and (III) recovery of M<sub>z</sub> during the remainder of the TR. T<sub>2</sub>w-SPACE signal evolution (<xref ref-type="fig" rid="F2">Figure 2E</xref>) has two parts: (I) M<sub>xy</sub> during the SPACE acquisition and (II) recovery of M<sub>z</sub> during the remaining time of TR. <xref ref-type="fig" rid="F2">Figures 2B,E,F</xref> are the magnified blocks from <xref ref-type="fig" rid="F2">Figures 2A,B,E</xref>, showing the M<sub>xy</sub> during the SPACE acquisition in T<sub>2</sub>IR-SPACE, FLAIR-SPACE, and T<sub>2</sub>w-SPACE, respectively. The CSF signals were well suppressed in both T<sub>2</sub>IR-SPACE and FLAIR-SPACE (both &#x003C; 0.05). The signal intensity of the vessel wall in T<sub>2</sub>IR-SPACE (&#x223C;0.2) was almost twice that in FLAIR-SPACE (&#x223C;0.1). Although T<sub>2</sub>w-SPACE had the highest vessel wall signal (&#x223C;0.25) among these three sequences, the unsuppressed CSF signal (&#x223C;0.5) resulted in a low contrast between the vessel wall and CSF.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Signal evolutions of the vessel wall and CSF for <bold>(A)</bold> T<sub>2</sub>IR-SPACE, <bold>(C)</bold> FLAIR-SPACE, and <bold>(E)</bold> T<sub>2</sub>w-SPACE sequences within one TR using Bloch simulation. Signal evolutions of transverse magnetization during the acquisition for <bold>(B)</bold> T<sub>2</sub>IR-SPACE, <bold>(D)</bold> FLAIR-SPACE, and <bold>(F)</bold> T<sub>2</sub>w-SPACE.</p></caption>
<graphic xlink:href="fnins-15-665076-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title><italic>In vivo</italic> Experiments</title>
<p>The MR scans were successfully acquired in all the participants with adequate or excellent image quality. As expected, the CSF signal was effectively suppressed in all T<sub>2</sub>IR-SPACE images while the signal of other tissues maintained a high level. The qualitative image analysis results are summarized in <xref ref-type="table" rid="T2">Table 2</xref>. T<sub>2</sub>IR SPACE showed better overall image quality when visualizing the intracranial vessel wall (reader 1, T<sub>2</sub>IR-SPACE: 2.35 &#x00B1; 0.59; FLAIR-SPACE: 0.52 &#x00B1; 0.54; T<sub>2</sub>w-SPACE: 1.671 &#x00B1; 0.58). The inter-reader reliability was 0.883 (0.794&#x2013;0.93; <italic>p</italic> &#x003C; 0.0001). Representative images are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The vessel walls were clearly visualized at all segments of intracranial arteries on T<sub>2</sub>IR-SPACE images, while they were almost invisible at most segments on FLAIR-SPACE images because of their low SNRs (labeled by red arrows). Additionally, the intracranial vessel wall could not be differentiated in T<sub>2</sub>w-SPACE images because of the high CSF signal.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Comparison of the vessel wall visualization quality among T<sub>2</sub>IR, FLAIR, and T<sub>2</sub>w based on a four-point scale (0, poor; 1, fair; 2, good; and 3, excellent).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left" colspan="2"></td>
<td valign="top" align="center"><bold>T<sub>2</sub>IR-SPACE</bold><hr/></td>
<td valign="top" align="center" colspan="2"><bold>FLAIR-SPACE</bold><hr/></td>
<td valign="top" align="center" colspan="2"><bold>T<sub>2</sub>w-SPACE</bold><hr/></td>
</tr>
<tr>
<td valign="top" colspan="2"/>
<td valign="top" align="center"><bold>Radiology scores (mean &#x00B1; SD)</bold></td>
<td valign="top" align="center"><bold>Radiology scores (mean &#x00B1; SD)</bold></td>
<td valign="top" align="center"><bold><italic>p</italic>-value: vs. T<sub>2</sub>IR</bold></td>
<td valign="top" align="center"><bold>Radiology scores (mean &#x00B1; SD)</bold></td>
<td valign="top" align="center"><bold><italic>p</italic>-value: vs. T<sub>2</sub>IR</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Reader 1</td>
<td valign="top" align="center">MCA</td>
<td valign="top" align="center">2.78 &#x00B1; 0.44</td>
<td valign="top" align="center">0.67 &#x00B1; 0.50</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">1.67 &#x00B1; 0.50</td>
<td valign="top" align="center">0.008</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">BA</td>
<td valign="top" align="center">2.22 &#x00B1; 0.67</td>
<td valign="top" align="center">0.11 &#x00B1; 0.33</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">1.67 &#x00B1; 0.50</td>
<td valign="top" align="center">0.059</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">ICA</td>
<td valign="top" align="center">2.56 &#x00B1; 0.53</td>
<td valign="top" align="center">0.89 &#x00B1; 0.33</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">2.11 &#x00B1; 0.33</td>
<td valign="top" align="center">0.102</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Overall</td>
<td valign="top" align="center">2.52 &#x00B1; 0.58</td>
<td valign="top" align="center">0.56 &#x00B1; 0.51</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.81 &#x00B1; 0.48</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Reader 2</td>
<td valign="top" align="center">MCA</td>
<td valign="top" align="center">2.11 &#x00B1; 0.33</td>
<td valign="top" align="center">0.22 &#x00B1; 0.44</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">1.22 &#x00B1; 0.44</td>
<td valign="top" align="center">0.011</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">BA</td>
<td valign="top" align="center">2.00 &#x00B1; 0.50</td>
<td valign="top" align="center">0.11 &#x00B1; 0.33</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">1.44 &#x00B1; 0.73</td>
<td valign="top" align="center">0.059</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">ICA</td>
<td valign="top" align="center">2.44 &#x00B1; 0.73</td>
<td valign="top" align="center">1.11 &#x00B1; 0.33</td>
<td valign="top" align="center">0.014</td>
<td valign="top" align="center">1.89 &#x00B1; 0.60</td>
<td valign="top" align="center">0.132</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Overall</td>
<td valign="top" align="center">2.19 &#x00B1; 0.56</td>
<td valign="top" align="center">0.48 &#x00B1; 0.58</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.51 &#x00B1; 0.64</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">Mean</td>
<td/>
<td valign="top" align="center">2.35 &#x00B1; 0.59</td>
<td valign="top" align="center">0.52 &#x00B1; 0.54</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.67 &#x00B1; 0.58</td>
<td valign="top" align="center">0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Comparison among <bold>(A)</bold> T<sub>2</sub>IR-SPACE, <bold>(B)</bold> FLAIR-SPACE, and <bold>(C)</bold> T<sub>2</sub>w-SPACE images in a healthy 60-year-old volunteer. Curved multi-planar reconstruction images of both the left and right sides, starting from the internal carotid artery (ICA) and continuing up to the M2 segment of the middle cerebral artery (MCA), were generated for visual comparison. Bottom images show the zoomed-in image to better show the inner/outer vessel wall for each sequence, CSF area are labeled by the arrows. <bold>(A)</bold> The vessel walls are clearly visualized at all segments of intracranial arteries on T<sub>2</sub>IR-SPACE. <bold>(B)</bold> The SNR is low on FLAIR-SPACE, and most of the intracranial vessel wall cannot be delineated (indicated by the red arrowheads). <bold>(C)</bold> For T<sub>2</sub>w-SPACE, delineating the outer boundary of the intracranial artery wall is challenging.</p></caption>
<graphic xlink:href="fnins-15-665076-g003.tif"/>
</fig>
<p>The quantitative results are summarized in <xref ref-type="table" rid="T3">Table 3</xref>. T<sub>2</sub>IR-SPACE showed the best image contrast between the vessel wall (VW) and CSF (CNR: 11.01 &#x00B1; 6.75) among the three sequences. As expected, the SNRs of the VW and CSF from T<sub>2</sub>w-SPACE were the highest (VW: 50.45 &#x00B1; 18.50; CSF: 106.61 &#x00B1; 7.70), but the high CSF signal made delineating the outer boundary of the intracranial vessel wall challenging. The CSF signal was effectively suppressed in both T<sub>2</sub>IR-SPACE and FLAIR-SPACE, but the T<sub>2</sub>IR-SPACE had a much higher vessel wall signal (20.57 &#x00B1; 6.07 vs. 9.40 &#x00B1; 3.06; <italic>p</italic> &#x003C; 0.001), resulting in a higher CNR between the VW and CSF (11.01 &#x00B1; 6.75 vs. 4.49 &#x00B1; 3.15; <italic>p</italic> &#x003C; 0.001). The CNRs approximately agreed with the Bloch simulation predictions shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>SNR and CNR measurement results.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"><bold>T<sub>2</sub>IR-SPACE</bold><hr/></td>
<td valign="top" align="center" colspan="2"><bold>FLAIR-SPACE</bold><hr/></td>
<td valign="top" align="center" colspan="2"><bold>T<sub>2</sub>w-SPACE</bold><hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="center"><bold>Measurement (mean &#x00B1; SD)</bold></td>
<td valign="top" align="center"><bold>Measurement (mean &#x00B1; SD)</bold></td>
<td valign="top" align="center"><bold><italic>p</italic>-value: vs. T<sub>2</sub>IR</bold></td>
<td valign="top" align="center"><bold>Measurement (mean &#x00B1; SD)</bold></td>
<td valign="top" align="center"><bold><italic>p</italic>-value: vs. T<sub>2</sub>IR</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>SNR: VW</bold></td>
<td valign="top" align="center">20.57 &#x00B1; 6.07</td>
<td valign="top" align="center">9.40 &#x00B1; 3.06</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">50.45 &#x00B1; 18.50</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><bold>SNR: CSF</bold></td>
<td valign="top" align="center">9.55 &#x00B1; 1.87</td>
<td valign="top" align="center">4.91 &#x00B1; 1.87</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">106.61 &#x00B1; 7.70</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"><bold>CNR: VW-CSF</bold></td>
<td valign="top" align="center">11.01 &#x00B1; 6.75</td>
<td valign="top" align="center">4.49 &#x00B1; 3.15</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">&#x2212;56.16 &#x00B1; 18.58</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Imaging was successfully performed in all four patients. Among the four patients, three patients were found to have atherosclerosis plaques at the location of stenosis. One patient (female, 33 years old) was diagnosed as probable vasculitis (<xref ref-type="fig" rid="F4">Figure 4</xref>), concentric wall thickening at MCA was more conspicuous on the T<sub>2</sub>IR-SPACE image than on the FLAIR-SPACE and T<sub>2</sub>w-SPACE images. <xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref> show the patients with atherosclerosis, in which wall thickening at the M2 segment of MCA was depicted only in T<sub>2</sub>IR-SPACE imaging (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>A 33-year-old female patient diagnosed with vasculitis. <bold>(A)</bold> T<sub>2</sub>IR-SPACE, <bold>(B)</bold> FLAIR-SPACE, and <bold>(C)</bold> T<sub>2</sub>w-SPACE images. Top: coronal view of the right MCA; Bottom: sagittal view of the thickened vessel wall pointed by the arrowheads. Among the three T<sub>2</sub>w sequences, only T<sub>2</sub>IR-SPACE depicted concentric wall thickening on the M1 segment of the right MCA; the vessel wall was not clear on FLAIR-SPACE, and most parts of the vessel wall were missing; the vessel wall on T<sub>2</sub>-weighted SPACE imaging appeared normal.</p></caption>
<graphic xlink:href="fnins-15-665076-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Curved MPR of <bold>(A)</bold> T<sub>2</sub>IR-SPACE and <bold>(B)</bold> T<sub>2</sub>w-SPACE from a 46-year-old male patient. Top: coronal view of the right MCA; Bottom: sagittal view of artery at the location of the dashed line; Wall thickening was depicted only in T<sub>2</sub>IR-SPACE (labeled by the arrowhead). The vessel appeared normal in T<sub>2</sub>w-SPACE.</p></caption>
<graphic xlink:href="fnins-15-665076-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>In a 45-year-old male patient with ischemic stroke, <bold>(A)</bold> reconstructed T<sub>2</sub>IR-SPACE image and <bold>(B)</bold> T<sub>2</sub>w-SPACE identified a plaque at the M1 segment of the right MCA. However, the cross-sectional view (bottom dashed insert) showed eccentric wall thickening only on T<sub>2</sub>IR-SPACE because of the signal suppression of surrounding CSF. The outer boundary of the eccentric plaque was not visible on T<sub>2</sub>w-SPACE. The yellow arrow means the eccentric wall thickening.</p></caption>
<graphic xlink:href="fnins-15-665076-g006.tif"/>
</fig>
<p><xref ref-type="fig" rid="F7">Figure 7</xref> shows example images from a 62-years-old subject acquired with T<sub>2</sub>IR-SPACE and DANTE prepared T<sub>2</sub>w-SPACE, where T<sub>1</sub>w-SPACE was also scanned as a reference standard. Wall thickening was detected at the M2 segment of the right MCA in T<sub>2</sub>IR-SPACE (yellow arrow). This lesion was confirmed in T<sub>1</sub>w-SPACE but could not be visualized in DANTE-SPACE. We performed T<sub>2</sub>w-SPACE with AntiDrive in another healthy subject. The result is shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, illustrating that the CSF signal is not well suppressed and the intracranial vessel wall is not visible.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Comparison between <bold>(A)</bold> T<sub>2</sub>IR-SPACE and <bold>(B)</bold> DANTE prepared T<sub>2</sub>w-SPACE in a 62-year-old subject. <bold>(C)</bold> T<sub>1</sub>w-SPACE was scanned as a reference standard. The yellow arrows indicate the wall thickening which is visualized in T<sub>2</sub>IR-SPACE and T<sub>1</sub>w-SPACE. The red arrowheads indicate the heterogeneous CSF signal caused by the DANTE module.</p></caption>
<graphic xlink:href="fnins-15-665076-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Representative images of T<sub>2</sub>w-SPACE with AntiDrive from a healthy subject. The CSF is not well suppressed and the intracranial vessel wall is not visible.</p></caption>
<graphic xlink:href="fnins-15-665076-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="S4">
<title>Discussion</title>
<p>T<sub>2</sub>IR-SPACE achieved high spatial resolution, large spatial coverage and, more importantly, remarkable CSF suppression and enhanced WM-CSF CNR. As shown in our preliminary results, T<sub>2</sub>IR-SPACE greatly improves the ability of conventional T<sub>2</sub>w-SPACE to differentiate vessel walls from CSF and is a potential alternative to T<sub>2</sub>w-SPACE for assessing intracranial vascular diseases.</p>
<p>The subjective assessment results showed that T<sub>2</sub>IR-SPACE had better intracranial wall visualization than the other two sequences in all vessel wall segments (<xref ref-type="table" rid="T2">Table 2</xref>). The subjective mean scores of T<sub>2</sub>IR-SPACE were significantly higher than those of FLAIR-SPACE in all segments. This is because the IR pulse significantly reduced the SNR of the overall image and most parts of the intracranial vessel wall were missing in FLAIR-SPACE images, as demonstrated in both volunteer subjects and patient subjects (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>). Moreover, the radiologist scores of T<sub>2</sub>IR-SPACE were significantly higher than those of T<sub>2</sub>w-SPACE in the MCA and BA segments. This is because in the two regions, and the CSF signal in T<sub>2</sub>-weighted images was high, the outer boundary of the intracranial vessel wall was difficult to differentiate from the surrounding CSF (<xref ref-type="fig" rid="F3">Figures 3</xref>&#x2013;<xref ref-type="fig" rid="F6">6</xref>), interfering with the accurate diagnosis by the radiologist. In the ICA segment, the radiologist score of T<sub>2</sub>IR-SPACE showed little improvement without statistical significance compared with T<sub>2</sub>w-SPACE because the intracranial vessel wall at the ICA region was not surrounded by the CSF fluid, so the high CSF signal would not influence the vessel wall visualization. Our proposed T<sub>2</sub>IR-SPACE technique compensates for the imperfection of the above two existing approaches. It suppresses the CSF signal without much signal loss of other tissues, and the vessel wall can be clearly visualized at all segments of intracranial arteries in T<sub>2</sub>IR-SPACE images (<xref ref-type="fig" rid="F3">Figures 3</xref>&#x2013;<xref ref-type="fig" rid="F6">6</xref>).</p>
<p>Previous studies have demonstrated that patients with symptomatic MCA stenosis have larger wall area, plaque area and remodeling index than asymptomatic patients (<xref ref-type="bibr" rid="B34">Xu et al., 2010</xref>; <xref ref-type="bibr" rid="B37">Zhang D.F. et al., 2017</xref>; <xref ref-type="bibr" rid="B41">Zhao et al., 2016</xref>). A hyperintensity band adjacent to the lumen was often observed on T<sub>2</sub>-weighted images, which was assumed to represent the fibrous cap (<xref ref-type="bibr" rid="B34">Xu et al., 2010</xref>; <xref ref-type="bibr" rid="B16">Mossa-Basha et al., 2015</xref>). In these studies, the MCA-CSF interface was used to manually trace the vessel area. The high CSF signal in T<sub>2</sub>-weighted MRI images makes it difficult to distinguish the outer boundary of the intracranial vessel wall and results in inaccurate measurements of wall area and plaque area. T<sub>2</sub>IR-SPACE suppresses CSF uniformly in whole-brain coverage and allows clear visualization of the interface between the MCA and CSF, which helps to characterize the features of intracranial plaques more accurately and stratify stroke risk in patients with atherosclerotic disease.</p>
<p>Recently, DANTE prepared SPACE and SPACE with AntiDrive have gained popularity in IVWI due to their efficient CSF suppression and superior SNR efficiency (<xref ref-type="bibr" rid="B35">Yang et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Fan et al., 2017</xref>; <xref ref-type="bibr" rid="B30">Viessmann et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Zhang L. et al., 2017</xref>). We compared these techniques with our proposed T<sub>2</sub>IR-SPACE in a preliminary volunteer study. The DANTE module suppresses the CSF well around the circle of Wills but varies at distal (M2 or beyond) segments of the MCA or adjacent to the brain parenchyma (<xref ref-type="fig" rid="F7">Figure 7</xref>, red arrowheads), because CSF fluid velocity varies in those regions and DANTE is a velocity-sensitive module, thus resulting in a heterogeneous CSF signal and interfering with accurate diagnosis by the radiologist. The T<sub>2</sub>IR module provides robust CSF suppression regardless of the flow velocity, because this module relies on physical properties (T1 and T2) of CSF rather than the velocity of CSF. Hence, this approach is insensitive to slow flow and flow direction. In T<sub>2</sub>w-SPACE with AntiDrive, the CSF signal is not well suppressed and the intracranial vessel wall is not visible. This is because the TR (2500 ms) is relatively long in T<sub>2</sub>w-SPACE, although the AntiDrive pulse inverts the M<sub>z</sub> of CSF to the negative longitudinal axis at the end of the echo train, the CSF still recovers to a relatively high value during the long T<sub>rec</sub>. However, in T<sub>1</sub>w-SPACE, CSF signal is already low enough and lower than the brain parenchyma due to the short TR, and the application of AntiDrive pulse would further reduce the CSF signal and improve the T1 contrast. This is the reason why AntiDrive pulse is widely used in T<sub>1</sub>-weighted IVWI.</p>
<p>In this study, a composite 90&#x00B0; pulse was used instead of a hard pulse to tip the magnetization down with better immunity to B<sub>0</sub> field inhomogeneity. However, the composite pulse has a narrower bandwidth with limited RF amplitude when implemented on a human scanner and is thus sensitive to B<sub>1</sub> field inhomogeneity.</p>
<p>This study has several limitations. One limitation of the technique is the long scan time as result of the long TR required for CSF nulling. This can not be easily compensated for by e.g., choosing a longer ETL as this would negatively impact the effective resolution of the scan. We however feel that the robustness of CSF suppression justifies the use of the sequence. Furthermore, there have efforts already using compressed sensing for IVWI for T<sub>1</sub>-weighting imaging (<xref ref-type="bibr" rid="B42">Zhu et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Jia et al., 2020</xref>) and such strategies might be used in T<sub>2</sub>-weighting imaging to enable shortening of the scan time, thereby improving the clinical feasibility of our sequence. Second, we performed simulations and found that T<sub>2</sub>IR-SPACE was affected by partial T<sub>1</sub>-weighting next to the desired T<sub>2</sub>-weighting, due to the short TI time (<xref ref-type="supplementary-material" rid="TS3">Supplementary Figure 3</xref>). We will optimize the parameters of T<sub>2</sub>IR-SPACE to reduce the T<sub>1</sub>-weighting in future studies. Third, the number of patients involved in this study was small. However, the present study was designed to demonstrate the feasibility and potential of T<sub>2</sub>IR-SPACE in IVWI. Separate clinical studies involving a large patient cohort are needed to evaluate the clinical relevance for the diagnosis of intracranial vascular disease.</p>
</sec>
<sec id="S5">
<title>Conclusion</title>
<p>In the present study, we developed a new whole-brain T<sub>2</sub>-weighted intracranial arterial wall imaging sequence with CSF suppression. The T<sub>2</sub>IR preparation module suppresses the CSF signal remarkably without much SNR loss of in other tissues (i.e., vessel wall, white matter, and gray matter) compared with the IR pulse. Our results suggest that T<sub>2</sub>IR-SPACE is a potential alternative T<sub>2</sub>-weighted sequence for assessing intracranial vascular diseases.</p>
</sec>
<sec id="S6">
<title>Data Availability Statement</title>
<p>The datasets used and analyzed during this study are available from the corresponding author on reasonable request and filling out NEL-Consent redirecting to &#x201C;Zenodo&#x201D; with the doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.4145224">https://doi.org/10.5281/zenodo.4145224</ext-link>.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Institutional Review Board of Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences; Institutional Review Board of Shenzhen Second People&#x2019;s Hospital. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>LZ and YaZ designed the sequence and experiments and drafted the manuscript. LZ performed the Bloch equation simulations. YQ and YiZ performed the subjective assessment. LW contributed to data collection. LR recruited the patients. NZ and LW measured the SNR and CNR. XL and YL contributed to the study design and helped revised the manuscript critically. XL and HZ conceived the study design and provided supervision of the whole project and critical review of the manuscript. All authors read and approved the final manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study received funding from the National Natural Science Foundation of China (Grant Nos. 81801691, 61771463, 81971611, and 81830056), State Key Program of national Natural Science Foundation of China (No. 81830056), Natural Science Foundation of Guangdong Province (Grant No. 2018A 030313204), and Shenzhen Fundamental Research Program (JCYJ20180302145700745).</p>
</fn>
</fn-group>
<sec id="S10" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnins.2021.665076/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnins.2021.665076/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p>Simulated T<sub>2</sub>IR-SPACE signal intensity of <bold>(A)</bold> vessel wall, <bold>(B)</bold> CSF, and <bold>(C)</bold> contrast between the vessel wall and CSF as a function of TI and TE<sub>prep</sub>.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_1.DOCX" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 2</label>
<caption><p>T<sub>2</sub>w-SPACE images with different TRs in a healthy subject.</p></caption>
</supplementary-material>
<supplementary-material xlink:href="Table_1.DOCX" id="TS3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 3</label>
<caption><p>Simulation results of T<sub>2</sub>IR-SPACE from two hypothetical tissues with the same T2 value and different T1 values <bold>(a,b)</bold>; the same T1 value and different T2 values <bold>(c,d)</bold>.</p></caption>
</supplementary-material>
</sec>
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