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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.2024.1360705</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Case Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Case Report: Taxifolin for neurosurgery-associated early-onset cerebral amyloid angiopathy</article-title>
</title-group>
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<name><surname>Choi</surname> <given-names>Maxwell C. Y.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name><surname>Law</surname> <given-names>Tiffany H. P.</given-names></name>
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<name><surname>Chen</surname> <given-names>Sirong</given-names></name>
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<name><surname>Cheung</surname> <given-names>William S. K.</given-names></name>
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<name><surname>Yim</surname> <given-names>Carmen</given-names></name>
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<name><surname>Ng</surname> <given-names>Oliver K. S.</given-names></name>
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<name><surname>Au</surname> <given-names>Lisa W. C.</given-names></name>
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<name><surname>Mok</surname> <given-names>Vincent C. T.</given-names></name>
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<name><surname>Woo</surname> <given-names>Peter Y. M.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Neurosurgery, Kwong Wah Hospital</institution>, <addr-line>Kowloon</addr-line>, <country>Hong Kong SAR, China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Research Department, Hong Kong Sanatorium and Hospital</institution>, <addr-line>Hong Kong</addr-line>, <country>Hong Kong SAR, China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Nuclear Medicine and PET, Hong Kong Sanatorium and Hospital</institution>, <addr-line>Hong Kong</addr-line>, <country>Hong Kong SAR, China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Anatomical and Cellular Pathology, Kwong Wah Hospital</institution>, <addr-line>Kowloon</addr-line>, <country>Hong Kong SAR, China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong</institution>, <addr-line>Shatin, Hong Kong SAR</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Eric D. Goldstein, Brown University, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Alan W. J. Morris, University of Colorado Anschutz Medical Campus, United States</p>
<p>Hsin-Hsi Cynthia Tsai, National Taiwan University, Taiwan</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Peter Y. M. Woo, <email>wym307@ha.org.hk</email></corresp>
<fn fn-type="equal" id="fn0001">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1360705</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Choi, Law, Chen, Cheung, Yim, Ng, Au, Mok and Woo.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Choi, Law, Chen, Cheung, Yim, Ng, Au, Mok and Woo</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>
<p>Cases of iatrogenic cerebral amyloid angiopathy (CAA) have been increasingly reported recently, particularly those associated with neurosurgery. Preclinical studies have shown taxifolin to be promising for treating CAA. We describe a young 42-year-old man with a history of childhood traumatic brain injury that required a craniotomy for hematoma evacuation. He later presented with recurrent lobar intracerebral hemorrhage (ICH) decades later, which was histologically confirmed to be CAA. Serial <sup>11</sup>C-Pittsburgh compound B positron emission tomography (<sup>11</sup>C-PiB-PET) imaging showed a 24% decrease in global standardized uptake value ratio (SUVR) at 10&#x2009;months after taxifolin use. During this period, the patient experienced clinical improvement with improved consciousness and reduced recurrent ICH frequency, which may be partly attributable to the potential amyloid-&#x03B2; (A&#x03B2;) clearing the effect of taxifolin. However, this effect seemed to have diminished at 15 months, CAA should be considered in young patients presenting with recurrent lobar ICH with a history of childhood neurosurgery, and serial <sup>11</sup>C-PiB-PET scans warrant further validation as a strategy for monitoring treatment response in CAA for candidate A&#x03B2;-clearing therapeutic agents such as taxifolin.</p>
</abstract>
<kwd-group>
<kwd>early-onset cerebral amyloid angiopathy</kwd>
<kwd>intracerebral hemorrhage</kwd>
<kwd>amyloid-beta</kwd>
<kwd><sup>11</sup>C-Pittsburgh compound B positron emission tomography</kwd>
<kwd>taxifolin</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="19"/>
<page-count count="6"/>
<word-count count="3552"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Stroke</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Although experimental seeding of amyloid-&#x03B2; (A&#x03B2;) has been demonstrated in murine and primate models (<xref ref-type="bibr" rid="ref1">1</xref>), the possibility of human A&#x03B2; transmission secondary to neurosurgical intervention resulting in iatrogenic cerebral amyloid angiopathy (CAA) has only recently been recognized (<xref ref-type="bibr" rid="ref2">2</xref>&#x2013;<xref ref-type="bibr" rid="ref5">5</xref>). Efforts to elucidate neurosurgical CAA have been made in recent years, as more cases are being reported (<xref ref-type="bibr" rid="ref6">6</xref>), with a history of cadaveric dural grafts being the major culprit of postulated A&#x03B2; deposition of a prion-like nature, akin to iatrogenic Creutzfeldt&#x2013;Jakob disease (iCJD) (<xref ref-type="bibr" rid="ref7">7</xref>). Yet, there are gaps in our current understanding of whether possible A&#x03B2; transmission in neurosurgery-associated CAA is the underlying pathophysiological process. This uncertainty in pathophysiology extends further to treatment modalities in CAA, as there are currently no effective treatments for curing or halting CAA progression, with A&#x03B2; clearance remaining only as a potential therapeutic approach in CAA (<xref ref-type="bibr" rid="ref8">8</xref>).</p>
<p>Taxifolin is a plant flavonoid that has been widely used as a health supplement for its anti-inflammatory and antioxidant properties (<xref ref-type="bibr" rid="ref9">9</xref>), with increasing evidence in murine models suggesting that it could be efficacious in treating CAA by inhibiting A&#x03B2; fibril formation and promoting A&#x03B2; clearance (<xref ref-type="bibr" rid="ref9">9</xref>&#x2013;<xref ref-type="bibr" rid="ref14">14</xref>). However, there are no ongoing clinical trials investigating the use of taxifolin for CAA. This may be in part due to the absence of consensus regarding clinically meaningful biomarkers to monitor CAA treatment response (<xref ref-type="bibr" rid="ref15">15</xref>). The <sup>11</sup>C-Pittsburgh compound B (<sup>11</sup>C-PiB) is a positron emission tomography (PET) ligand that binds to A&#x03B2; in extracellular plaques and vessel walls, with multiple studies demonstrating the role of <sup>11</sup>C-PiB-PET as an emerging CAA neuroimaging biomarker (<xref ref-type="bibr" rid="ref16">16</xref>&#x2013;<xref ref-type="bibr" rid="ref18">18</xref>).</p>
<p>We describe a rare case of a young 42-year-old man with histopathologically confirmed CAA presenting with recurrent lobar intracerebral hemorrhage (ICH) four decades after a previous craniotomy for traumatic brain injury (TBI) and subsequent clinical response to taxifolin. A full timeline of these events is depicted (<xref ref-type="fig" rid="fig1">Figure 1</xref>). There is emerging evidence to suggest that this condition is related to A&#x03B2; seeding that occurred during the previous open brain surgery decades before (<xref ref-type="bibr" rid="ref2">2</xref>&#x2013;<xref ref-type="bibr" rid="ref6">6</xref>). We also hypothesized that the patient&#x2019;s subsequent clinical improvement, coupled with radiological evidence of decreased <sup>11</sup>C-PIB uptake, could be partially attributable to taxifolin use.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Timeline of important clinical events.</p>
</caption>
<graphic xlink:href="fneur-15-1360705-g001.tif"/>
</fig>
<p>Comprehensive multimodal investigations were performed, including neurological examination, MRI (including T2-weighted, FLAIR-weighted, and susceptibility-weighted imaging sequences on a 1.5&#x2009;T scanner), <sup>11</sup>C-PiB-PET to assess A&#x03B2; deposition, genetic testing for variants associated with hereditary CAA and familial Alzheimer&#x2019;s disease (AD) via next-generation sequencing (NGS), and histopathological review of brain tissue.</p>
<p>Informed consent from the patient&#x2019;s next of kin was obtained. This study was approved by the Kowloon Cluster Research Ethics Committee of the Hospital Authority, Hong Kong, and conforms to the Declaration of Helsinki. This study was reported according to the CARE guidelines.</p>
</sec>
<sec id="sec2">
<title>Case description</title>
<p>We present a young 42-year-old man with a history of severe TBI at the age of 10, sustained from a fall off a playground slide, that resulted in a left acute subdural hematoma. This necessitated a craniotomy for clot evacuation, with no known use of cadaveric dural grafts. The patient enjoyed good health since and was working as a firefighter prior to admission. There was no family history of cerebrovascular or neurodegenerative diseases such as CAA or AD.</p>
<p>Four decades later, he experienced a spontaneous headache with right upper limb focal seizures while swimming. On admission, he was fully conscious with no focal neurological deficit. A computed tomography (CT) and magnetic resonance imaging (MRI) scan revealed bilateral frontal lobar ICH with significant mass effect (<xref ref-type="fig" rid="fig2">Figure 2</xref>; <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>). CT angiography and magnetic resonance venography did not reveal an underlying vascular lesion or dural venous sinus thrombosis. Investigations for blood coagulopathy, thrombophilia, and vasculitis markers were also unremarkable.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Serial CT brain scans in the first 6&#x2009;months of presentation. Serial brain computed tomography (CT) findings of a patient with histopathologically confirmed, neurosurgery-associated iatrogenic cerebral amyloid angiopathy (CAA) showing recurrent lobar intracranial hemorrhage (red circles) in the first 6&#x2009;months since admission. Taxifolin was commenced after around 8&#x2009;weeks, as shown in the figure, with six new episodes of lobar ICH before taxifolin use and only three new episodes of lobar ICH after taxifolin use, with no newly detected lobar ICH since.</p>
</caption>
<graphic xlink:href="fneur-15-1360705-g002.tif"/>
</fig>
<p>The patient experienced neurological deterioration soon after admission when the Glasgow Coma Score (GCS) dropped to 13/15 (E3V4M6) with anisocoria and left hemiplegia. A repeat scan showed expansion of the right frontal lobar ICH that required an emergency right decompressive craniectomy. Serial scans showed gradual resolution of the residual ICH, and the patient recovered full consciousness (<xref ref-type="fig" rid="fig2">Figure 2</xref>). Four weeks following the first surgery, the patient experienced a second episode of acute deterioration, with GCS dropping to 10/15 (E3V2M5) and right hemiplegia.</p>
<p>A new contralateral left temporal lobar ICH was detected on CT, and a left decompressive craniectomy was performed. Intraoperatively, spontaneous rebleeding of the anterior temporal lobe and a frontal lobar ICH were observed that required further clot evacuation (<xref ref-type="fig" rid="fig3">Figures 3A</xref>&#x2013;<xref ref-type="fig" rid="fig3">C</xref>). Histopathological examination of the resected brain tissue confirmed the diagnosis of CAA (<xref ref-type="fig" rid="fig3">Figures 3D</xref>&#x2013;<xref ref-type="fig" rid="fig3">I</xref>). A targeted NGS panel of 11 genes associated with hereditary cerebral small vessel disease (<italic>APP, PSEN1, PSEN2, CST3, IMT2B, CBS, COL4A1, COL4A2, FOXC1, GLA, HTRA1, NOTCH3,</italic> and <italic>TREX1</italic>) did not show any pathogenic mutations. APOE genotyping revealed an e3/e4 genotype, but there was no clinical evidence of familial CAA. The patient remained comatose with a GCS of 7/15 and experienced recurrent episodes of lobar ICH at multiple sites. Taxifolin (100&#x2009;mg per tablet; 300&#x2009;mg BD) was prescribed 8&#x2009;weeks after admission following the sixth episode of lobar ICH. The patient was successfully weaned off mechanical ventilation 6&#x2009;months after starting taxifolin and attained a minimally conscious state. No further episodes of ICH have been noted since. No taxifolin-associated adverse effects were observed.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Intraoperative and histopathological findings. <bold>(A)</bold> Intraoperative view of grossly swollen brain parenchyma with significant rebleeding in the left anterior temporal lobe; and <bold>(B,C)</bold> frontal subcortical intracerebral hemorrhage (white dotted line) during a left-sided decompressive craniectomy in which left anterior frontotemporal lobectomy was performed; <bold>(D&#x2013;F)</bold> hematoxylin and eosin slides of the specimen demonstrate extensive replacement of the arteriolar smooth muscle layer with extracellular eosinophilic material; <bold>(G)</bold> Congo red staining shows salmon-pink appearing vessels; <bold>(H)</bold> with apple-green birefringence under polarized light; and <bold>(I)</bold> positive immunohistochemistry for involvement of A&#x03B2;.</p>
</caption>
<graphic xlink:href="fneur-15-1360705-g003.tif"/>
</fig>
<p>Three <sup>11</sup>C-PiB-PET scans were performed at 5-month intervals starting after 6&#x2009;months of taxifolin administration after the patient was stabilized (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Serial scans were arranged to quantify changes in A&#x03B2; deposition at 13 regions of interest by determining the cortical-to-cerebellum standardized uptake value ratio of <sup>11</sup>C-PiB (SUVR)&#x2014;in particular, the second <sup>11</sup>C-PiB-PET scan revealed a 24% decrease in global A&#x03B2; deposition compared to the index <sup>11</sup>C-PiB-PET scan, whereas the third scan demonstrated a comparable 22% decrease compared to the index <sup>11</sup>C-PiB-PET (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref>). In the first 6 to 10&#x2009;months after taxifolin administration, a significant decrease in A&#x03B2; deposition was noted, as quantified by a 2&#x2013;77% decrease in the SUVR across all the cortical regions of interest (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref>; <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S2</xref>). During this period, the patient experienced clinical improvement in terms of the ability to wean off mechanical ventilation and improved consciousness. He currently requires ongoing neurorehabilitation.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Serial <sup>11</sup>C-Pittsburgh compound B positive emission tomography (<sup>11</sup>C-PiB-PET) scans following taxifolin use. Serial <sup>11</sup>C-PiB-PET scans in axial, sagittal, and coronal views followed in response to taxifolin use after 6&#x2009;months <bold>(A)</bold>, 10&#x2009;months <bold>(B)</bold>, and 15&#x2009;months <bold>(C)</bold>, respectively. Visually, amyloid deposition can be gaged according to the colored bar on the right, which corresponds to the cortical-to-cerebellar standardized uptake volume ratio (SUVR; red&#x2009;=&#x2009;high uptake, yellow-green&#x2009;=&#x2009;moderate uptake, blue&#x2009;=&#x2009;least uptake). Note that the semi-quantification parameter cortical-to-cerebellum SUVR is equal to &#x201C;SUV<sub>mean</sub>/SUV<sub>mean</sub> in cerebellum,&#x201D; where SUV<sub>mean</sub> is the mean SUV within each cortical volume of interest.</p>
</caption>
<graphic xlink:href="fneur-15-1360705-g004.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="sec3">
<title>Discussion</title>
<p>We describe a rare case of early-onset CAA presenting with recurrent lobar ICH. We speculated that this could be associated with previous open brain surgery for TBI nearly four decades prior. The latency period between probable initial A&#x03B2; exposure and CAA onset for our patient was 36&#x2009;years, which is consistent with an average latency period of 34&#x2009;&#x00B1;&#x2009;5&#x2009;years as reported in the literature (<xref ref-type="bibr" rid="ref5">5</xref>). A systematic review of 23 patients with early-onset iatrogenic CAA diagnosed between 2012 and 2022 had a mean age of first presentation of 37.7&#x2009;&#x00B1;&#x2009;8.1&#x2009;years (<xref ref-type="bibr" rid="ref5">5</xref>). This is in contrast to sporadic CAA, which is seldom reported before the sixth decade of life (<xref ref-type="bibr" rid="ref5">5</xref>). Furthermore, all of the previous cases (23/23; 100%) had a history of childhood neurosurgery, yet only 35% (10/23) could be attributed to cadaveric dural grafts as a source of exposure. Therefore, neurosurgical CAA, with or without cadaveric dural graft involvement, is increasingly being recognized, but in the absence of direct evidence, the pathogenesis remains speculative.</p>
<p>Several hypotheses could explain the decades-long latency. First, human cadaveric dural grafts may have been the source of A&#x03B2; protein seeding. Reports of direct A&#x03B2; proteopathic seed inoculation, akin to prion diseases, have been well-described in several animal studies and in sporadic patient case reports (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>). However, we confirm that no such dural graft was utilized (<xref ref-type="fig" rid="fig3">Figures 3A</xref>&#x2013;<xref ref-type="fig" rid="fig3">C</xref>). Another possible source of A&#x03B2; exposure could have been contamination from surgical instruments, which is an established mode of transmission for prion diseases such as iCJD (<xref ref-type="bibr" rid="ref7">7</xref>). Therefore, it is believed that A&#x03B2; seeding via surgical instrumentation was the most likely mode of transmission for our patient.</p>
<p>Currently, there is no known effective disease-modifying therapeutic agent to treat CAA. Taxifolin has been well validated in murine models as a potential therapeutic agent for its role in the inhibition of A&#x03B2; fibril formation and A&#x03B2; disassembly (<xref ref-type="bibr" rid="ref9">9</xref>&#x2013;<xref ref-type="bibr" rid="ref14">14</xref>), Therefore, we decided to use taxifolin only on the grounds of compassionate treatment, as the recurrent lobar ICH was refractory to surgical intervention. The dosing regimen of taxifolin used was determined based on the typical dose used as a dietary supplement. We also present the first attempt at performing radiological semi-quantification of A&#x03B2; deposition by utilizing serial <sup>11</sup>C-PiB-PET scans. The significant reduction in SUVRs was most pronounced in the cerebellar vermis, mesial temporal lobes, frontal gyri, and thalami (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref>; <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>). Given that these four regions are known to be involved in executive function, attention, and memory, we postulate that this may explain the partial neurological recovery of the patient, possibly in regaining consciousness (<xref ref-type="bibr" rid="ref19">19</xref>). It is unknown why there was no further reduction in A&#x03B2; deposition beyond 10&#x2009;months, but it may be because taxifolin dosage was not adjusted, and a plateau effect was established by this timepoint.</p>
<p>This study has several limitations. Due to resource, cost, and manpower limitations at our institution, serial MRI scans beyond the index scan were not available to monitor CAA progression, if any. Moreover, since the patient had been ventilator-dependent for 8&#x2009;months, <sup>11</sup>C-PiB-PET scanning to establish a baseline in A&#x03B2; burden before taxifolin use could not be safely performed. There has been one report of decreased amyloid burden on serial <sup>11</sup>C-PiB-PET scans in a case of CAA-related inflammation (CAA-ri), which may suggest post-inflammatory amyloid clearance (<xref ref-type="bibr" rid="ref18">18</xref>); however, there was no imaging or histopathological evidence in our patient to demonstrate CAA-ri. Recurrent lobar ICH may also potentially distort baseline SUVR calculations, but since no further lobar ICH was noted following taxifolin use, comparing percentage changes in the SUVR relative to the first scan was regarded as a reasonable estimate. Furthermore, the clinical improvement of the patient could also be explained by gradual hematoma resorption along with taxifolin use. Finally, the long-term effects of taxifolin administration have yet to be determined, but after 24&#x2009;months of use, no adverse effects were identified. Further studies are required to verify the role of <sup>11</sup>C-PiB-PET in monitoring CAA progression and as a potential tool for assessing treatment responses for candidate therapeutic agents such as taxifolin.</p>
<p>In summary, we describe a rare case of early-onset neurosurgical CAA treated with taxifolin. It was speculated that A&#x03B2; transmission occurred during neurosurgery decades before CAA-associated lobar ICH. This has major implications not only in terms of clinical management but also raises concerns about a possible novel prion-like transmission of A&#x03B2; in humans by neurosurgical inoculation. Our findings suggest that serial <sup>11</sup>C-PiB-PET scans may be a clinically useful neuroimaging biomarker to monitor CAA progression, and the efficacy of taxifolin as a potential therapeutic agent for CAA needs to be confirmed with prospective clinical trials.</p>
</sec>
<sec sec-type="data-availability" id="sec4">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because of ethical and privacy restrictions. Requests to access the datasets should be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec5">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Kowloon Cluster Research Ethics Committee of the Hospital Authority, Hong Kong. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="sec6">
<title>Author contributions</title>
<p>MC: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. TL: Data curation, Investigation, Methodology, Project administration, Resources, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SC: Data curation, Formal analysis, Investigation, Software, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. WC: Data curation, Investigation, Project administration, Software, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CY: Data curation, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. ON: Data curation, Formal analysis, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. LA: Data curation, Formal analysis, Investigation, Project administration, Resources, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. VM: Data curation, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. PW: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Resources, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec7">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec8">
<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 id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;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="sec9">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2024.1360705/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2024.1360705/full#supplementary-material</ext-link></p>
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