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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2023.1115343</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Ultrasonic hemodynamic changes of superficial temporal artery graft in different angiogenesis outcomes of Moyamoya disease patients treated with combined revascularization surgery</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Siyuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Baoping</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wen</surname> <given-names>Yunyu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/957671/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Zhibin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Long</surname> <given-names>Tinghan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Junda</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Guozhong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Mingzhou</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Shichao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1629365/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pan</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Feng</surname> <given-names>Wenfeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1190138/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Qi</surname> <given-names>Songtao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c003"><sup>&#x0002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Gang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c004"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1107226/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurosurgery, Nanfang Hospital, Southern Medical University</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Ultrasonography, Nanfang Hospital, Southern Medical University</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Markus Fahlstr&#x000F6;m, Uppsala University, Sweden</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Teodor Mikael Svedung Wettervik, Uppsala University, Sweden; Jae H. Choi, Neurovascular Center, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Jun Pan &#x02709; <email>1448875873&#x00040;qq.com</email></corresp>
<corresp id="c002">Wenfeng Feng &#x02709; <email>fengwf1967&#x00040;163.com</email></corresp>
<corresp id="c003">Songtao Qi &#x02709; <email>qisongtaonfyy&#x00040;126.com</email></corresp>
<corresp id="c004">Gang Wang &#x02709; <email>ang2wg&#x00040;smu.edu.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Endovascular and Interventional Neurology, a section of the journal Frontiers in Neurology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1115343</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Chen, Wang, Wen, Wang, Long, Chen, Zhang, Li, Zhang, Pan, Feng, Qi and Wang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Chen, Wang, Wen, Wang, Long, Chen, Zhang, Li, Zhang, Pan, Feng, Qi and Wang</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>Objective</title>
<p>Combined bypass is commonly used in adult Moyamoya disease (MMD) for revascularization purposes. The blood flow from the external carotid artery system supplied by the superficial temporal artery (STA), middle meningeal artery (MMA), and deep temporal artery (DTA) can restore the impaired hemodynamics of the ischemic brain. In this study we attempted to evaluate the hemodynamic changes of the STA graft and predict the angiogenesis outcomes in MMD patients after combined bypass surgery by using quantitative ultrasonography.</p></sec>
<sec>
<title>Methods</title>
<p>We retrospectively studied Moyamoya patients who were treated by combined bypass between September 2017 and June 2021 in our hospital. We quantitatively measured the STA with ultrasound and recorded the blood flow, diameter, pulsatility index (PI) and resistance index (RI) to assess graft development preoperatively and at 1 day, 7 days, 3 months, and 6 months after surgery. All patients received both pre- and post- operative angiography evaluation. Patients were divided into either well- or poorly-angiogenesis groups according to the transdural collateral formation status on angiography at 6 months after surgery (W group or P group). Patients with matshushima grade A or B were divided into W group. Patients with matshushima grade C were divided into P group, indicating a poor angiogenesis development.</p></sec>
<sec>
<title>Results</title>
<p>A total of 52 patients with 54 operated hemispheres were enrolled, including 25 men and 27 women with an average age of 39 &#x000B1; 14.3 years. Compared to preoperative values, the average blood flow of an STA graft at day 1 postoperation increased from 16.06 &#x000B1; 12.47 to 117.47&#x000B1; 73.77 (mL/min), diameter increased from 1.14 &#x000B1; 0.33 to 1.81 &#x000B1; 0.30 (mm), PI dropped from 1.77 &#x000B1; 0.42 to 0.76 &#x000B1; 0.37, and RI dropped from 1.77 &#x000B1; 0.42 to 0.50 &#x000B1; 0.12. According to the Matsushima grade at 6 months after surgery, 30 hemispheres qualified as W group and 24 hemispheres as P group. Statistically significant differences were found between the two groups in diameter (<italic>p</italic> = 0.010) as well as flow (<italic>p</italic> = 0.017) at 3 months post-surgery. Flow also remained significantly different at 6 months after surgery (<italic>p</italic> = 0.014). Based on GEE logistic regression evaluation, the patients with higher levels of flow post-operation were more likely to have poorly-compensated collateral. ROC analysis showed that increased flow of &#x02265;69.5 ml/min (<italic>p</italic> = 0.003; AUC = 0.74) or a 604% (<italic>p</italic> = 0.012; AUC = 0.70) increase at 3 months post-surgery compared with the pre-operative value is the cut-off point which had the highest Youden&#x00027;s index for predicting P group. Furthermore, a diameter at 3 months post-surgery that is &#x02265;0.75 mm (<italic>p</italic> = 0.008; AUC = 0.71) or 52% (<italic>p</italic> =0.021; AUC = 0.68) wider than pre-operation also indicates a high risk of poor indirect collateral formation.</p></sec>
<sec>
<title>Conclusions</title>
<p>The hemodynamic of the STA graft changed significantly after combined bypass surgery. An increased flow of more than 69.5 ml/min at 3 months was a good predictive factor for poor neoangiogenesis in MMD patients treated with combined bypass surgery.</p></sec></abstract>
<kwd-group>
<kwd>Moyamoya</kwd>
<kwd>ultrasonic</kwd>
<kwd>combined bypass surgery</kwd>
<kwd>hemodynamics</kwd>
<kwd>revascularization</kwd>
<kwd>forecast</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="52"/>
<page-count count="11"/>
<word-count count="7294"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>Moyamoya disease (MMD) is an idiopathic chronic cerebrovascular disorder caused by progressive occlusion of the bilateral terminal internal carotid artery (ICA) and its main branches, accompanied by basal collateral formation. To date, a growing number of studies support the use of combined bypass, which has a significant therapeutic effect, as the preferred option of treatment (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). As a combination of direct and indirect bypass, combined bypass surgery provides better revascularization for the adult MMD population by both an instant increase in blood flow from direct anastomosis and subsequent spontaneous ingrowth of collaterals from the indirect bypass (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Previous studies have reported that neoangiogenesis and improvement of intracranial perfusion in the surgical area during follow-up leads to varied outcomes after surgery (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Although the STA graft is located outside the skull, its haemodynamic changes may indicate intracranial compensatory collateral and clinical prognosis (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Many studies have tracked changes in grafts after surgery; however, there is still a lack evidence to substantiate the notion that combined direct/indirect bypass can provide temporary complementary revascularization (<xref ref-type="bibr" rid="B8">8</xref>&#x02013;<xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>Cerebral angiography is the gold standard tool for follow-up after combined revascularization surgery in patients with Moyamoya disease, and the standard grading based on Digital Subtraction Angiography (DSA) angiography of collateral circulation proposed by Matsushima et al. could provide a good assessment of efficacy (<xref ref-type="bibr" rid="B11">11</xref>&#x02013;<xref ref-type="bibr" rid="B13">13</xref>). However, the invasiveness and radiation exposure of this program impede regular DSA examination (<xref ref-type="bibr" rid="B14">14</xref>&#x02013;<xref ref-type="bibr" rid="B17">17</xref>). In many clinical situations, ultrasonography is the preferred non-invasive method for the evaluation of blood flow (<xref ref-type="bibr" rid="B18">18</xref>). Our previous studies have shown that quantitative ultrasonography of STA has a direct role in evaluating long-term revascularization in patients (<xref ref-type="bibr" rid="B19">19</xref>). However, its usefulness in the early follow-up of post-operative neovascularization remains unclear. This study aimed to correlate the ultrasound parameters and the haemodynamic changes in the STA of patients with Moyamoya disease after combined revascularization with the angiographic Matsushima grade to explore the role of quantitative ultrasound as a follow-up tool.</p></sec>
<sec id="s2">
<title>2. Clinical material and methods</title>
<sec>
<title>2.1. Patient selection</title>
<p>This study was approved by the Institutional Review Board of Nanfang Hospital. Patients newly diagnosed with MMD by cerebral angiography between September 2017 and June 2021 at Nanfang Hospital of Southern Medical University were prospectively registered in the current study. We obtained informed consent from all patients in writing and orally. Inclusion criteria were as follows: (1) clear indications for surgery and patient or family members&#x00027; signed informed consent agreeing to the surgery; (2) the patient received combined bypass surgery (superficial temporal artery-middle cerebral artery bypass combined with encephalo-dura-myo-synangiosis); (3) ultrasound examination was performed before operation and at 1 day, 7 days, 3 months, and 6 months after operation; and (4) DSA angiography was performed at 6 months after surgery to evaluate the effect of surgery. The exclusion criteria were as follows: (1) the patient refused surgery; (2) the follow-up data (ultrasonography at any time point) was missing.</p>
<p>All patients were evaluated by Modified Rankin scale (mRS) and Suzuki stage according to body function and pre-operative DSA angiography. Modified Rankin scale (mRS): 0, no symptoms; 1, no significant disability, despite symptoms; 2, slight disability; 3, moderate disability; 4, moderately severe disability; 5, severe disability; 6, dead. Suzuki stage: stage 1, Stenosis of the distal end of the ICA; stage 2, Stenosis of main intracranial arteries and the forming of the Moyamoya; stage 3, The ICA was further narrowed or occluded, involving the middle cerebral artery (MCA) and anterior cerebral arteries (ACA), and the Moyamoya were more obvious.; stage 4, The whole Willis circle and even the posterior cerebral artery (PCA) were occluded, and extracranial collateral circulation formed; the Moyamoya began to decrease.; stage 5, Reduction of Moyamoya; stage 6, The ICA and its branches were completely occluded and the moyamoya disappeared; the blood supply to the brain was completely dependent on the collateral circulation of the external carotid artery (ECA) and the vertebral-basilar artery system.</p>
<p>According to the Matsushima grading at 6 months post-operation, patients were grouped into two groups (grade A: collateral compensation filling of greater than two thirds of the cortical surface in the territory; grade B: between one third and two thirds; grade C: less than one third). Patients with Matsushima grade A or B were allocated to the well-compensated collateral group (W group) and patients with Matsushima grade C were allocated to the poorly-compensated collateral group (P group). The angiograms were evaluated by two independent observers, and divergence was adjudicated by a third doctor.</p></sec>
<sec>
<title>2.2. Ultrasonography examination of graft</title>
<p>We performed an ultrasound study using duplex ultrasonography and B-mode to examine the graft using Toshiba Aplio 500 machines at our hospital. Two senior neuroradiologists reviewed and recorded the ultrasonography images independently; neither of them were involved in the surgery and they were blinded to the clinical information. The patient was placed in a supine position to maintain the incident angle of 60&#x000B0; or less between the STA and the Doppler beam. Probing the artery trunk of the STA in front of the tragus, we gradually traced along the trunk to the distal end until the STA entered the skull. Branch vessels were confirmed to be operated upon, and the junction of the intracranial-extracranial segment was selected as the check point. If a double barrel was involved, the check point was changed to a location 3&#x02013;5 mm proximal to the bifurcation of the frontal and parietal branches of the STA.</p>
<p>The blood flow (ml/min), diameter (mm), pulsatility index (PI), and resistance index (RI) values were calculated automatically by the software and recorded when the measurement was usable. The recorded diameter is the maximum internal diameter of a blood vessel during cardiac contraction. The recorded flow is the average blood flow over a complete cardiac cycle. The RI value reflects the elasticity of the vascular wall and the resistance at the distal end of the blood flow. It equals to (Vs-Vd)/Vs, (Vs: peak systolic flow velocity, Vd: end diastolic flow velocity). Pi value reflects the activity, hardness and the resistance of blood vessel during the whole cardiac cycle. It equals to (Vs-Vd)/Vm (Vm: Space Peak time average velocity, the average value of flow velocity at each point during the whole cardiac cycle).</p>
<p>Ultrasound examination was conducted for patients pre-operatively, and follow-ups were scheduled at 1 day, 7 days, 3 months, and 6 months after surgery. Ultrasonographic data were recorded only according to the examination results, and data acquisition was blinded to the angiographic results.</p></sec>
<sec>
<title>2.3. Brief description of surgical procedure</title>
<p>All patients underwent combined bypass surgery performed by two experienced surgeons using a standard procedure. A question mark flap was used on the surgical side, turned over after skin incision, and the branch of the STA was freed. To protect the deep temporal artery network, the surgeon carefully separated the entire temporalis muscle (in order to avoid vascular pressing, the encephalo-myo-synangiosis part was abandoned if the thickness of the temporalis muscle exceeded 0.8 cm; these patients were excluded from the present study). After removal of the bone flap, the dura was opened in a fan fashion, under the premise of protecting the integrity of the middle meningeal artery. End-to-side anastomosis of the parietal branch of the STA with the M4 branch of the middle cerebral artery (MCA) was performed, followed by extracranial location of the frontal branch of the STA (if the parietal branch was underdeveloped or there was no parietal branch, the frontal branch was used to replace it). After successful anastomosis, intraoperative indocyanine green fluorescence angiography was performed to evaluate graft patency. When the patency of the anastomosis was confirmed, the dura mater was inverted and adhered to the surface of the brain and the temporalis muscle was sutured to the dura at the edge of the bone window. After the bone flap was trimmed (leaving space for the temporal muscle and the graft vasculature to enter the cranial cavity), it was reposited and fixed.</p>
<p>Routine computed tomography (CT) of the head was performed to assess whether there was infarction or bleeding post-operatively. Repeated perfusion CT was performed at 7 days post-surgery to evaluate the improvement in cerebral perfusion.</p></sec>
<sec>
<title>2.4. Statistical analysis</title>
<p>Continuous data are presented as mean &#x000B1; standard deviation (SD), and the Student&#x00027;s independent <italic>t</italic>-test was used to compare the mean differences between the well-compensated (W) and poorly-compensated (P) groups. To further investigate the association between the index (diameter, flow, PI, RI) and DSA level (W vs. P), a logistic regression using a generalized estimating equation (GEE) model was used. The results for all patients were measured at five time points: baseline (Pre), day 1 (D1), day 7 (D7), month 3 (M3), and month 6 (M6). The change (difference) between adjacent time points for each index was also used in the analysis, including D1 - Pre, D7 - D1, M3 - D7, and M6 - M2. An Autoregressive Process (1) correlation matrix was adopted for the repeated-measure data. A logistic regression coefficient odds ratio (OR) was calculated. A result of <italic>p</italic> &#x0003C; 0.05 would be recognized significant in each two-tailed test. All analyses were performed using SPSS version 25 (SPSS Statistics V25, IBM Corporation, Armonk, New, USA).</p></sec></sec>
<sec id="s3">
<title>3. Results</title>
<p>From September 2017 to June 2021, a total of 472 patients with Moyamoya disease were admitted to the Department of Neurosurgery of Nanfang Hospital, 72 of whom did not receive combined bypass, and 349 patients had incomplete post-operative ultrasound data (307 patients lacked complete ultrasound follow-up data; 42 had no 6-month DSA review). Finally, 52 patients (male/female = 25/26) aged 10&#x02013;58 years (mean, 39.9 &#x000B1; 14.3 years) with 54 surgically treated hemispheres were included in this study. Baseline demographic data are shown in <xref ref-type="table" rid="T1">Table 1</xref>. Among them, there were 3 cases in pre-operative Suzuki stage 2, 13 cases in stage 3, 22 cases in stage 4, 14 cases in stage 5, and 2 in stage 6; the admission mRS score was 1 in 23 cases, 2 in 19, 3 in 7, and 4 in 5. There were no statistical differences in baseline data between the sample of patients included in the study and all admitted patients. The demographic data are shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>. A total of 30 hemispheres were grouped into the W group and 24 into the P group according to the DSA examination results. Post-operative CT showed no new hemorrhage or infarction, and CT perfusion imaging showed that cerebral blood flow (CBF) and mean transit time (MTT) significantly improved after surgery. The patients&#x00027; average discharge mRS score was 0. Except the age composition, there were no statistical differences in age, sex, and bypass side between the groups.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Comparisons of the demographics and clinical characteristics of the well-compensated collateral group (W group) and poorly-compensated collateral group (P group).</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497">
<th valign="top" align="left"><bold>Parameters</bold></th>
<th valign="top" align="center" colspan="2"><bold>Group</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Case number</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">24</td>
<td/>
</tr> <tr>
<td valign="top" align="left">Hemisphere number</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">24</td>
<td/>
</tr> <tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="center">32.6 &#x000B1; 13.0</td>
<td valign="top" align="center">50.6 &#x000B1; 7.7</td>
<td valign="top" align="center">0.000</td>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left"><bold>Gender</bold></td>
<td/>
<td/>
<td valign="top" align="center">0.169</td>
</tr> <tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">15 (54%)</td>
<td valign="top" align="center">10 (42%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">13 (46%)</td>
<td valign="top" align="center">14 (58%)</td>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left"><bold>Bypass side</bold></td>
<td/>
<td/>
<td valign="top" align="center">0.207</td>
</tr> <tr>
<td valign="top" align="left">Left</td>
<td valign="top" align="center">20 (67%)</td>
<td valign="top" align="center">11 (46%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">Right</td>
<td valign="top" align="center">10 (33%)</td>
<td valign="top" align="center">13 (54%)</td>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left"><bold>Suzuki stage</bold></td>
<td/>
<td/>
<td valign="top" align="center">0.639</td>
</tr> <tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">2 (7%)</td>
<td valign="top" align="center">1 (4%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">7 (23%)</td>
<td valign="top" align="center">6 (25%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">13 (44%)</td>
<td valign="top" align="center">9 (38%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">7 (23%)</td>
<td valign="top" align="center">7 (29%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">1 (3%)</td>
<td valign="top" align="center">1 (4%)</td>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left"><bold>Admission mRS</bold></td>
<td/>
<td/>
<td valign="top" align="center">0.883</td>
</tr> <tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">14 (46%)</td>
<td valign="top" align="center">9 (38%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">8 (27%)</td>
<td valign="top" align="center">11 (46%)</td>
<td/>
</tr> <tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">5 (17%)</td>
<td valign="top" align="center">2 (8%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">3 (10%)</td>
<td valign="top" align="center">2 (8%)</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>The post-operative angiographic and ultrasonographic patterns in two representative cases are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The first patient (W group) had a low-resistance flow pattern in the STA on ultrasonography, while the second patient (P group) showed a highly resistant flow pattern.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Typical STA grafts with different groups showed at post-operate 7 day and post-operate 6 month. In well-compensated collateral group (W group), <bold>(A)</bold> post-operative 7 day DSA showed the patency of grafts, <bold>(B)</bold> with a high flow rate of 148 ml/min in the ultrasonography examination. <bold>(C)</bold> Post-operative 6 month DSA confirmed a well-compensated collateral, <bold>(D)</bold> with a flow rate of 65 ml/min in the ultrasonography examination. In poorly-compensated collateral group (P group), <bold>(E)</bold> post-operative 7 day DSA showed the patency of grafts, <bold>(F)</bold> with a high flow rate of 85 ml/min in the ultrasonography examination. <bold>(G)</bold> Post-operative DSA confirmed a poorly-compensated collateral, <bold>(H)</bold> with a flow rate of 105 ml/min in the ultrasonography examination.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fneur-14-1115343-g0001.tif"/>
</fig>
<p>The ultrasonographic parameters of STA are listed in <xref ref-type="table" rid="T2">Table 2</xref>. There were no significant pre-operative differences in STA hemodynamics between the two groups (<xref ref-type="fig" rid="F2">Figure 2</xref>). The same pattern of haemodynamic improvement was observed in both groups at follow-up. Compared with pre-operation, the diameter and flow of the graft increased significantly in the short term (3 months) after surgery, while the RI and PI decreased significantly. Six months after surgery, the flow and mean diameter of the graft decreased, but there were still significant differences compared with those before surgery. In the short-term (3 months) after the operation were significant differences in the flow and diameter observed between the two groups. Compared with W group, the P group maintained higher flow and wider diameter at 3 months post-operatively (<italic>P</italic> = 0.012/0.008). This discrepancy in flow even persisted for 6 months or more (<italic>P</italic> = 0.013). However, no statistical differences in RI and PI were found during the follow-up.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Comparisons of the ultrasonic hemodynamic indicators in different time point of the well-compensated collateral group (W group) and poorly-compensated collateral group (P group).</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497">
<th valign="top" align="left"><bold>Parameters</bold></th>
<th valign="top" align="center" colspan="2"><bold>Group</bold></th>
<th valign="top" align="center"><bold><italic>P-</italic>value</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="4"><bold>Pre-operative</bold></td>
</tr> <tr>
<td valign="top" align="left">Diameter (mm)</td>
<td valign="top" align="center">1.17 &#x000B1; 0.34</td>
<td valign="top" align="center">1.07 &#x000B1; 0.29</td>
<td valign="top" align="center">0.280</td>
</tr> <tr>
<td valign="top" align="left">Flow (ml/min)</td>
<td valign="top" align="center">17.4 &#x000B1; 13.8</td>
<td valign="top" align="center">13.3 &#x000B1; 9.5</td>
<td valign="top" align="center">0.228</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="center">1.88 &#x000B1; 0.44</td>
<td valign="top" align="center">1.61 &#x000B1; 0.36</td>
<td valign="top" align="center">0.022</td>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="center">0.77 &#x000B1; 0.06</td>
<td valign="top" align="center">0.74 &#x000B1; 0.09</td>
<td valign="top" align="center">0.077</td>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="4"><bold>Post 1 day</bold></td>
</tr> <tr>
<td valign="top" align="left">Diameter (mm)</td>
<td valign="top" align="center">1.74 &#x000B1; 0.27</td>
<td valign="top" align="center">1.89 &#x000B1; 0.31</td>
<td valign="top" align="center">0.063</td>
</tr> <tr>
<td valign="top" align="left">Flow (ml/min)</td>
<td valign="top" align="center">116.0 &#x000B1; 69.2</td>
<td valign="top" align="center">115.1 &#x000B1; 80.2</td>
<td valign="top" align="center">0.966</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="center">0.76 &#x000B1; 0.46</td>
<td valign="top" align="center">0.78 &#x000B1; 0.22</td>
<td valign="top" align="center">0.879</td>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="center">0.48 &#x000B1; 0.14</td>
<td valign="top" align="center">0.52 &#x000B1; 0.09</td>
<td valign="top" align="center">0.350</td>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="4"><bold>Post 7 day</bold></td>
</tr> <tr>
<td valign="top" align="left">Diameter (mm)</td>
<td valign="top" align="center">1.81 &#x000B1; 0.31</td>
<td valign="top" align="center">1.85 &#x000B1; 0.33</td>
<td valign="top" align="center">0.656</td>
</tr> <tr>
<td valign="top" align="left">Flow (ml/min)</td>
<td valign="top" align="center">121.9 &#x000B1; 64.5</td>
<td valign="top" align="center">106.1 &#x000B1; 47.8</td>
<td valign="top" align="center">0.360</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="center">0.87 &#x000B1; 1.25</td>
<td valign="top" align="center">0.70 &#x000B1; 0.25</td>
<td valign="top" align="center">0.537</td>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="center">0.46 &#x000B1; 0.16</td>
<td valign="top" align="center">0.48 &#x000B1; 0.11</td>
<td valign="top" align="center">0.708</td>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="4"><bold>Post 3 month</bold></td>
</tr> <tr>
<td valign="top" align="left">Diameter (mm)</td>
<td valign="top" align="center">1.56 &#x000B1; 0.39</td>
<td valign="top" align="center">1.83 &#x000B1; 0.35</td>
<td valign="top" align="center">0.010</td>
</tr> <tr>
<td valign="top" align="left">Flow (ml/min)</td>
<td valign="top" align="center">62.6 &#x000B1; 51.8</td>
<td valign="top" align="center">97.5 &#x000B1; 49.3</td>
<td valign="top" align="center">0.017</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="center">0.71 &#x000B1; 0.39</td>
<td valign="top" align="center">0.62 &#x000B1; 0.17</td>
<td valign="top" align="center">0.339</td>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="center">0.46 &#x000B1; 0.16</td>
<td valign="top" align="center">0.44 &#x000B1; 0.09</td>
<td valign="top" align="center">0.583</td>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="4"><bold>Post 6 month</bold></td>
</tr> <tr>
<td valign="top" align="left">Diameter (mm)</td>
<td valign="top" align="center">1.75 &#x000B1; 0.40</td>
<td valign="top" align="center">1.90 &#x000B1; 0.37</td>
<td valign="top" align="center">0.167</td>
</tr> <tr>
<td valign="top" align="left">Flow (ml/min)</td>
<td valign="top" align="center">58.3 &#x000B1; 37.9</td>
<td valign="top" align="center">92.9 &#x000B1; 61.1</td>
<td valign="top" align="center">0.014</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="center">0.81 &#x000B1; 0.39</td>
<td valign="top" align="center">0.82 &#x000B1; 0.39</td>
<td valign="top" align="center">0.880</td>
</tr>
<tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="center">0.51 &#x000B1; 0.11</td>
<td valign="top" align="center">0.53 &#x000B1; 0.14</td>
<td valign="top" align="center">0.578</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>The comparison of ultrasonographic parameters between the two groups in different time point, and the total tendency of different hemodynamics indicators. <bold>(A)</bold> The diameter at pre-operation. <bold>(B)</bold> The flow at pre-operation. <bold>(C)</bold> The PI at pre-operation. <bold>(D)</bold> The RI at pre-operation. <bold>(E)</bold> The diameter at post-operative 1 day. <bold>(F)</bold> The flow at post-operative 1 day. <bold>(G)</bold> The PI at post-operative 1 day. <bold>(H)</bold> The RI at post-operative 1 day. <bold>(I)</bold> The diameter at post-operative 7 day. <bold>(J)</bold> The flow at post-operative 7 day. <bold>(K)</bold> The PI at post-operative 7 day. <bold>(L)</bold> The RI at post-operative 7 day. <bold>(M)</bold> The diameter at post-operative 3 month. <bold>(N)</bold> The flow at post-operative 3 month. <bold>(O)</bold> The PI at post-operative 3 month. <bold>(P)</bold> The RI at post-operative 3 month. <bold>(R)</bold> The diameter at post-operative 6 month. <bold>(S)</bold> The flow at post-operative 6 month. <bold>(T)</bold> The PI at post-operative 6 month. <bold>(U)</bold> The RI at post-operative 6 month. <bold>(V)</bold> The total tendency of diameter. <bold>(W)</bold> The total tendency of flow. <bold>(X)</bold> The total tendency of PI. <bold>(Y)</bold> The total tendency of RI. &#x0002A;&#x0002A;<italic>P</italic> &#x0003C; 0.01.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fneur-14-1115343-g0002.tif"/>
</fig>
<p>To explore the effects of different haemodynamic parameters on post-operative revascularization in patients, we performed a GEE logistic regression evaluation (<xref ref-type="table" rid="T3">Table 3</xref>). Significant estimated ORs were only found in the index flow (<italic>P</italic> = 0.039); the results showed that patients with higher levels of flow were more likely to be in the P group.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>GEE analysis of relationships between well-compensated collateral group (W group) and poorly-compensated collateral group (P group) at post-operative.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497">
<th valign="top" align="left"><bold>Parameters</bold></th>
<th valign="top" align="center"><bold>OR</bold></th>
<th valign="top" align="center"><bold>95%CI</bold></th>
<th valign="top" align="center"><bold><italic>P</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Diameter (mm)</td>
<td valign="top" align="center">1.00001</td>
<td valign="top" align="center">0.99998&#x02013;1.00005</td>
<td valign="top" align="center">0.523</td>
</tr> <tr>
<td valign="top" align="left">Flow (ml/min)</td>
<td valign="top" align="center">1.0000001</td>
<td valign="top" align="center">1.000000007&#x02013;1.0000003</td>
<td valign="top" align="center">0.039</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="center">0.999996</td>
<td valign="top" align="center">0.99998&#x02013;1.000009</td>
<td valign="top" align="center">0.543</td>
</tr>
<tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="center">1.00001</td>
<td valign="top" align="center">0.99995&#x02013;1.00008</td>
<td valign="top" align="center">0.686</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on this finding, we set pre-operative haemodynamic parameters as baseline and attempted to determine cut-off points for parameter changes corresponding to the P group using receiver operating characteristic (ROC) analysis. <xref ref-type="table" rid="T4">Table 4</xref> shows the sensitivity, specificity, Youden&#x00027;s index, and cut-off values of ultrasonographic parameters in the prediction of the P group by the &#x00394;1 day (changes between preoperative and post-operative 1 day), &#x00394;7 day, &#x00394;3 month, and &#x00394;6 month, as well as &#x00394;1 day ratio (changes ratio between preoperative and post-operative 1 day), &#x00394;7 day ratio, &#x00394;3 month ratio, and &#x00394;6 month ratio in the STA. Of note, an increase in STA blood flow of 69.5 ml/min or 604% at 3 months after surgery indicated a high risk of poor post-operative collateral compensation. Moreover, if the diameter of the STA increased by 0.75 mm or 52% at 3 months after surgery, this indicated a high risk of poor post-operative collateral compensation. <xref ref-type="fig" rid="F3">Figure 3</xref> shows the results of the ROC analysis for the prediction of the P group, and the details of each parameter are also shown.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Pre-operative hemodynamic parameters as the baseline to determine cut-off points for parameter changes corresponding to poorly-compensated collateral group (P group) by receiver operating characteristic (ROC) analysis.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497">
<th valign="top" align="left"><bold>Parameters</bold></th>
<th valign="top" align="left"><bold>AUC (95% CI)</bold></th>
<th valign="top" align="left"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="left"><bold>Sensitivity</bold></th>
<th valign="top" align="left"><bold>Specificity</bold></th>
<th valign="top" align="left"><bold>Youden&#x00027;s index</bold></th>
<th valign="top" align="left"><bold>Cut-off</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>1d-pre</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.61 (0.45&#x02013;0.77)</td>
<td valign="top" align="left">0.159</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.49 (0.33&#x02013;0.64)</td>
<td valign="top" align="left">0.855</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.66 (0.50&#x02013;0.82)</td>
<td valign="top" align="left">0.064</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.68 (0.52&#x02013;0.83)</td>
<td valign="top" align="left">0.038</td>
<td valign="top" align="left">0.61</td>
<td valign="top" align="left">0.75</td>
<td valign="top" align="left">0.36</td>
<td valign="top" align="left">&#x02212;0.26</td>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>1d-pre ratio</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.59 (0.43&#x02013;0.75)</td>
<td valign="top" align="left">0.081</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.53 (0.38&#x02013;0.69)</td>
<td valign="top" align="left">0.676</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.66 (0.50&#x02013;0.82)</td>
<td valign="top" align="left">0.057</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.67 (0.51&#x02013;0.82)</td>
<td valign="top" align="left">0.052</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>7d-pre</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.54 (0.36&#x02013;0.71)</td>
<td valign="top" align="left">0.695</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.44 (0.28&#x02013;0.61)</td>
<td valign="top" align="left">0.519</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.64 (0.47&#x02013;0.80)</td>
<td valign="top" align="left">0.117</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.65 (0.49&#x02013;0.82)</td>
<td valign="top" align="left">0.087</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>7d-pre ratio</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.53 (0.36&#x02013;0.71)</td>
<td valign="top" align="left">0.715</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.53 (0.36&#x02013;0.70)</td>
<td valign="top" align="left">0.739</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.63 (0.46&#x02013;0.80)</td>
<td valign="top" align="left">0.144</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.63 (0.46&#x02013;0.80)</td>
<td valign="top" align="left">0.144</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>3m-pre</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.71 (0.57&#x02013;0.86)</td>
<td valign="top" align="left">0.008</td>
<td valign="top" align="left">0.63</td>
<td valign="top" align="left">0.87</td>
<td valign="top" align="left">0.39</td>
<td valign="top" align="left">0.75</td>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.74 (0.60&#x02013;0.87)</td>
<td valign="top" align="left">0.003</td>
<td valign="top" align="left">0.67</td>
<td valign="top" align="left">0.87</td>
<td valign="top" align="left">0.43</td>
<td valign="top" align="left">69.5</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.59 (0.43&#x02013;0.75)</td>
<td valign="top" align="left">0.294</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.55 (0.39&#x02013;0.72)</td>
<td valign="top" align="left">0.522</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>3m-pre ratio</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.68 (0.54&#x02013;0.83)</td>
<td valign="top" align="left">0.021</td>
<td valign="top" align="left">0.71</td>
<td valign="top" align="left">0.67</td>
<td valign="top" align="left">0.38</td>
<td valign="top" align="left">0.52</td>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.70 (0.56&#x02013;0.85)</td>
<td valign="top" align="left">0.012</td>
<td valign="top" align="left">0.63</td>
<td valign="top" align="left">0.80</td>
<td valign="top" align="left">0.43</td>
<td valign="top" align="left">6.04</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.57 (0.40&#x02013;0.73)</td>
<td valign="top" align="left">0.409</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.54 (0.37&#x02013;0.70)</td>
<td valign="top" align="left">0.655</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>6m-pre</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.61 (0.46&#x02013;0.76)</td>
<td valign="top" align="left">0.166</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.68 (0.53&#x02013;0.82)</td>
<td valign="top" align="left">0.028</td>
<td valign="top" align="left">0.42</td>
<td valign="top" align="left">0.90</td>
<td valign="top" align="left">0.32</td>
<td valign="top" align="left">91</td>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.63 (0.48&#x02013;0.79)</td>
<td valign="top" align="left">0.111</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.62 (0.46&#x02013;0.78)</td>
<td valign="top" align="left">0.141</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>6m-pre ratio</bold></td>
</tr> <tr>
<td valign="top" align="left">D</td>
<td valign="top" align="left">0.61 (0.46&#x02013;0.76)</td>
<td valign="top" align="left">0.164</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">flow</td>
<td valign="top" align="left">0.65 (0.51&#x02013;0.80)</td>
<td valign="top" align="left">0.056</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PI</td>
<td valign="top" align="left">0.61 (0.45&#x02013;0.77)</td>
<td valign="top" align="left">0.187</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">RI</td>
<td valign="top" align="left">0.60 (0.44&#x02013;0.76)</td>
<td valign="top" align="left">0.213</td>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>AUC analysis of receiver-operating characteristics. Preoperative data were used as baseline to discriminating well-compensated collateral group (W group) from poor-compensated collateral group (P group) in post-operative 3 month by receiver operating characteristic (ROC) analysis. <bold>(A)</bold> The cut-off value for the widened diameter of the STA graft was 0.75 mm, with the AUC of 0.71. <bold>(B)</bold> The cut-off value for the increased flow of the STA graft was 69.5 ml/min, with area under curve (AUC) of 0.74; <bold>(C)</bold> The cut-off value for the widened diameter ratio of the STA graft was 52%, with the AUC of 0.68; <bold>(D)</bold> The cut-off value for the increased flow ratio of the STA graft was 604%, with area under curve (AUC) of 0.70. <bold>(E)</bold> The comparison between the 4 models.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fneur-14-1115343-g0003.tif"/>
</fig></sec>
<sec id="s4">
<title>4. Discussion</title>
<p>This study showed that the grafts of Moyamoya patients who underwent combined bypass had time-related haemodynamic alterations. These alterations in the STA could suggest different neovascularization patterns in the future. Therefore, we believe that quantitative ultrasound of the STA can be used early in the post-operative period to determine the long-term outcomes of combined bypass surgery in patients with Moyamoya disease. An increase in blood flow &#x02265;69.5 ml/min or 604% and the expansion of diameter &#x02265;0.75 mm or 52% in the post-operative 3 month period, compared with the pre-operative period, suggested poor collateral compensation in the long-term. This may be helpful for clinical interpretation; however, further validation with more cases is needed.</p>
<p>Although we found differences in the age composition in baseline between the two groups, that does not preclude our analysis of the hemodynamics. This age-related phenomenon was considered to conform to clinical experience. Ken Kazumata et al showed that the incidence of postoperative stroke in children with moyamoya disease was significantly lower than in adults (<xref ref-type="bibr" rid="B20">20</xref>). Thines et al. also found better Neovascularization rates in children after bypass surgery for moyamoya disease (<xref ref-type="bibr" rid="B21">21</xref>). The formation of moyamoya disease and collateral compensation after bypass surgery are generally considered to be associated with increased angiogenesis (<xref ref-type="bibr" rid="B22">22</xref>&#x02013;<xref ref-type="bibr" rid="B24">24</xref>). Several factors that promote angiogenesis are thought to be age-related, angiogenic factors are more secreted in the young than in the old (<xref ref-type="bibr" rid="B25">25</xref>&#x02013;<xref ref-type="bibr" rid="B27">27</xref>). That makes younger individuals appear to have better revascularization capacity than older patients (<xref ref-type="bibr" rid="B28">28</xref>). In addition, hemodynamics is also an important factor in stimulating angiogenesis. The pressure of vessel wall and shear stress of blood flow not only stimulate endothelial migration and promote angiogenesis, but also reflect the state of angiogenesis (<xref ref-type="bibr" rid="B29">29</xref>&#x02013;<xref ref-type="bibr" rid="B31">31</xref>). This is the focus of this research.</p>
<p>The changes in the ultrasonographic parameters of STA demonstrated that the flow and diameter of the graft would increase significantly after the operation. The features of the graft&#x00027;s hemodynamics would convert from the original type (high-resistance and low-exhaust) to a compensatory type (low-resistance and high-exhaust) during the post-operation period (<xref ref-type="bibr" rid="B32">32</xref>&#x02013;<xref ref-type="bibr" rid="B34">34</xref>). As time progressed, the graft adapted to the growth of collateral compensation, and hemodynamics began to stabilize and gradually recover (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). This is mainly related to the resistance changes in the vascular network distal to the graft (<xref ref-type="bibr" rid="B37">37</xref>). The STA originally coursed through the galeal aponeurosis and subcutaneous fascia to supply the scalp and had a typical high-resistance terminal distal vessel. After separation and displacement from under the skin flap, the STA was sutured to the cerebral cortical artery. The distal vascular network of the STA immediately transformed into a low-resistance middle cerebral artery vascular network which suffered long-term ischaemia, and the resistance index dropped significantly (<xref ref-type="bibr" rid="B38">38</xref>). In our previous study, at 1 day, 7 days, 3 months, and 6 months after STA-MCA direct bypass surgery, the flow graft was 106.7, 112.6, 97.4, and 79.7 ml/min, respectively (<xref ref-type="bibr" rid="B19">19</xref>). This was consistent with the overall alteration trend of graft flow after combined bypass in this study in the well-compensated collateral group (W group), and the poorly-compensated collateral group (P group). This suggests that haemodynamic changes after combined bypass surgery are primarily caused by the direct bypass segment (<xref ref-type="bibr" rid="B39">39</xref>).</p>
<p>In this study, a subgroup analysis was performed according to the results of DSA angiography review 6 months after surgery. There was no significant difference in the hemodynamics of the graft between the well-compensated collateral group (W group) and the poorly-compensated collateral group (P group) in the short-term post-operative period. However, significant differences in STA flow and diameter were observed between the two groups at 3 months post-operation, which is thought to be due to the indirect bypass segment (<xref ref-type="bibr" rid="B40">40</xref>&#x02013;<xref ref-type="bibr" rid="B42">42</xref>). Indirect revascularization procedures induce neovasculogenesis in the leptomeningeal vascular system by placing highly vascularised tissues, such as vessels, dura, temporalis muscles, periosteum, or galea, on the brain surface. Thus, transdural and transpial collateral establishment is a key point that should be evaluated in patients with Moyamoya disease after indirect bypass surgery (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B39">39</xref>). In an imaging follow-up study conducted by Houkin et al., MRA showed that the deep temporal artery and middle meningeal artery were significantly thickened to form collateral circulation to compensate intracranially at 3 months after Moyamoya combined bypass surgery (<xref ref-type="bibr" rid="B43">43</xref>&#x02013;<xref ref-type="bibr" rid="B45">45</xref>). Charbel et al. conducted a quantitative study on MRA in patients with Moyamoya disease after combined bypass surgery and found a complementary relationship between revascularization of the direct and indirect bypass parts (<xref ref-type="bibr" rid="B8">8</xref>). The graft flow showed a significant 69% decrease at the 6-month post-operative time point, and this downward trend appeared 2&#x02013;3 months post-operatively. After the formation of collateral circulation, the ischaemia of the patients in the well-compensated collateral group (W group) improved gradually, and the burden of the graft decreased. Therefore, compared with the poorly-compensated collateral group without indirect compensation, there was a gradual decline in haemodynamic trends, a decrease in the flow and diameter, and an increase in the resistance and pulsatility index (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B46">46</xref>). This is consistent with the dynamic complementarity between the direct and indirect parts of the combined bypass surgery, as suggested by previous studies (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Using ROC analysis with pre-operative parameters as baseline, we found that if STA blood flow was still higher than the pre-operative 69.5 ml/min or 604% and diameter was wider than the pre-operative 0.75 mm or 52% at 3 months post-operatively, the risk of poor post-operative compensation was high. This confirms the role of indirect bypass in joint bypass, but also provides a possibility for us to use ultrasound to evaluate the long-term effect of the operation in the early stage.</p>
<p>To date, DSA angiography remains the gold standard for the diagnosis and review of cerebrovascular disease; however, there is a 0.1&#x02013;0.3% risk of permanent complications (<xref ref-type="bibr" rid="B47">47</xref>&#x02013;<xref ref-type="bibr" rid="B49">49</xref>). During the examinations, patients experience pain and require expensive bed rest after surgery. This makes DSA difficult to perform in an outpatient clinic. Although non-enhanced Timeflight-MRA is a non-invasive method, it still has the disadvantages of being time-consuming and expensive, and it cannot be used for patients with metals, pacemaker implants, and claustrophobia (<xref ref-type="bibr" rid="B50">50</xref>&#x02013;<xref ref-type="bibr" rid="B52">52</xref>). Compared with the former two methods, quantitative ultrasonography is a non-invasive, repeatable, outpatient imaging follow-up method (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B38">38</xref>). The patient examination process is comfortable, inexpensive, and suitable for multiple long-term examinations. The present study used quantitative ultrasonography imaging to show a significant correlation between ultrasonic haemodynamic parameters and the conditions of compensated collaterals in patients with Moyamoya disease after combined bypass surgery. Quantitative ultrasonography not only provides a good description of haemodynamic changes but also predicts collateral compensation at 6 months post-operation in the early period (3 months post-operatively). Therefore, we believe that quantitative ultrasonography may be a useful tool for follow-up of patients with Moyamoya disease after indirect revascularization surgery. We also proposed cut-off points for post-operative change values and the rate of change of flow and diameter in the STA. This is helpful for the early prediction and intervention of poor collateral circulation compensation after combined bypass surgery.</p>
<p>This study had several limitations. First, the number of patients included in the analysis was low. Due to geographical factors, it is difficult for patients who are far away to return to the hospital to complete follow-up according to the doctor. All the examinations and operations were performed in our hospital, which made the selection of patients biased. It is difficult to accurately assess collateral circulation formed after indirect bypass using ultrasonography. It cannot directly quantify the amount of neovascularization, and it is difficult to assess the blood flow of the middle meningeal artery, which is deep and has a large anatomical location. Intra-observer variation is a potential problem in ultrasound examinations.</p></sec>
<sec id="s5">
<title>5. Conclusions</title>
<p>Ultrasonographic findings of the STA correlated well with the extent of neovascularization. After combined bypass surgery in patients with Moyamoya disease, the hemodynamics of the STA changed significantly in a short time. Along with the adaptation and compensation of the graft, the blood flow will be lower and the diameter will be thinner at 3 months post-operation. This may be the beginning of angiogenesis and the key timepoint to promote the establishment of collaterals. For patients with ultrasonographic findings indicating insufficient drop in flow and coarctation in diameter, interventions could be considered early.</p></sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by Nanfang Hospital Ethics Committee of Southern Medical University. Written informed consent to participate in this study was provided by the participants&#x00027; legal guardian/next of kin.</p></sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>SC conducted most of the data collection, assembled the results, analyzed data, and wrote the manuscript. BW performed ultrasonic examinations and data analysis. YW, ZW, TL, and JC performed data collection. GZ, ML, SZ, and SQ performed clinical treatment and DSA examinations. GW, JP, and WF provide funds and ideas. All authors contributed to the article and approved the submitted version.</p></sec>
</body>
<back>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>This work was funded by grants from President Foundation of Nanfang Hospital, Southern Medical University (No. 2020C035), The Science and Technology Project of Maoming (No. 2021S0049), and Guangdong Basic and Applied Basic Research Foundation (No. 2020A1515110695).</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>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s11">
<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/fneur.2023.1115343/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fneur.2023.1115343/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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