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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.2023.1233192</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Neurological manifestations of post-acute sequelae of COVID-19: which liquid biomarker should we use?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Comeau</surname> <given-names>Dominique</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/877463/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Martin</surname> <given-names>Mykella</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2227575/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Robichaud</surname> <given-names>Gilles A.</given-names></name><xref rid="aff3" ref-type="aff"><sup>3</sup></xref><xref rid="aff4" ref-type="aff"><sup>4</sup></xref><xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2313861/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Chamard-Witkowski</surname> <given-names>Ludivine</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="aff6" ref-type="aff"><sup>6</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/742571/overview"/>
</contrib>
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<aff id="aff1"><sup>1</sup><institution>Dr. Georges-L. Dumont University Hospital Centre, Clinical Research Sector, Vitalit&#x00E9; Health Network</institution>, <addr-line>Moncton, NB</addr-line>, <country>Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>Centre de Formation m&#x00E9;dicale du Nouveau-Brunswick, Universit&#x00E9; de Sherbrooke</institution>, <addr-line>Moncton, NB</addr-line>, <country>Canada</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Chemistry and Biochemistry, Universit&#x00E9; de Moncton</institution>, <addr-line>Moncton, NB</addr-line>, <country>Canada</country></aff>
<aff id="aff4"><sup>4</sup><institution>The New Brunswick Center for Precision Medicine</institution>, <addr-line>Moncton, NB</addr-line>, <country>Canada</country></aff>
<aff id="aff5"><sup>5</sup><institution>The Atlantic Cancer Research Institute</institution>, <addr-line>Moncton, NB</addr-line>, <country>Canada</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Neurology, Dr. Georges-L. Dumont University Hospital Centre</institution>, <addr-line>Moncton, NB</addr-line>, <country>Canada</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Pankaj Seth, National Brain Research Centre (NBRC), India</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Jolanta B. Zawilska, Medical University of Lodz, Poland</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Ludivine Chamard-Witkowski, <email>Ludivine.witkowski@vitalitenb.ca</email></corresp>
<fn fn-type="equal" id="fn0001">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1233192</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Comeau, Martin, Robichaud and Chamard-Witkowski.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Comeau, Martin, Robichaud and Chamard-Witkowski</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>Long COVID syndrome, also known as post-acute sequelae of COVID-19 (PASC), is characterized by persistent symptoms lasting 3&#x2013;12&#x2009;weeks post SARS-CoV-2 infection. Patients suffering from PASC can display a myriad of symptoms that greatly diminish quality of life, the most frequent being neuropsychiatric. Thus, there is an eminent need to diagnose and treat PASC related neuropsychiatric manifestation (neuro-PASC). Evidence suggests that liquid biomarkers could potentially be used in the diagnosis and monitoring of patients. Undoubtedly, such biomarkers would greatly benefit clinicians in the management of patients; however, it remains unclear if these can be reliably used in this context. In this mini review, we highlight promising liquid (blood and cerebrospinal fluid) biomarkers, namely, neuronal injury biomarkers NfL, GFAP, and tau proteins as well as neuroinflammatory biomarkers IL-6, IL-10, TNF-&#x03B1;, and CPR associated with neuro-PASC and discuss their limitations in clinical applicability.</p>
</abstract>
<kwd-group>
<kwd>neuro-PASC</kwd>
<kwd>biomarkers</kwd>
<kwd>NfL</kwd>
<kwd>GFAP</kwd>
<kwd>IL-6</kwd>
<kwd>IL-10</kwd>
<kwd>TNF-&#x03B1;</kwd>
<kwd>CPR</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="73"/>
<page-count count="5"/>
<word-count count="5284"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuroinfectious Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1.</label>
<title>Introduction</title>
<p>Persistent neurological and psychiatric symptoms associated with coronavirus disease 2019 (COVID-19), referred to as neurological symptoms of Post-Acute Sequelae of COVID-19 (neuro-PASC), has garnered much attention since the beginning of the pandemic (<xref ref-type="bibr" rid="ref1 ref2 ref3 ref4">1&#x2013;4</xref>). Symptoms persisting 3&#x2013;12&#x2009;weeks after infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) include fatigue, cognitive dysfunction, sleep disorders, anxiety disorders and dementia, among others (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref4 ref5 ref6 ref7">4&#x2013;7</xref>). Neurological symptoms represent some of the most debilitating symptoms of PASC (<xref ref-type="bibr" rid="ref1">1</xref>). Furthermore, the commonality of these symptoms signals an urgent need for clinically relevant tools for the diagnosis and management of the illness (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). Opportune and accurate diagnosis of neurological disease in clinical practice is of great importance; in this context, biomarkers may represent a potentially viable diagnostic tool. Biomarkers could be used in guiding clinical diagnosis, prognosis, evaluating disease stage and monitoring disease progression or disease-modifying therapies. Furthermore, identifying reliable biomarkers in neuro-PASC could avoid misdiagnosis which can lead to suboptimal care and avoid unnecessary care-seeking and costly investigations due to diagnostic uncertainty (<xref ref-type="bibr" rid="ref7">7</xref>). Liquid biomarkers have proven to be extremely useful in the assessment of neurological disease (<xref ref-type="bibr" rid="ref10">10</xref>) and as indicators of general neurodegeneration and glial activation (<xref ref-type="bibr" rid="ref11">11</xref>). More specifically, liquid biomarkers from the blood or cerebrospinal fluid (CSF) are particularly practical as they are cost-affective, highly specific and sampling is minimally invasive (<xref ref-type="bibr" rid="ref12">12</xref>). The aim of this review is to summarize the current knowledge about clinically relevant biomarkers in neuro-PASC and their potential applicability and limitations. We focused our mini-review on the biomarkers that had been the most described and reported in the literature. These biomarkers include neuronal injury biomarkers neurofilament light chain (NfL), glial fibrillary acidic protein (GFAP) and tau proteins as well as inflammatory markers Interleukin (IL)-6, IL-10, tumor necrosis factor alpha (TNF-&#x03B1;) and C-Reactive Protein (CRP).</p>
</sec>
<sec id="sec2">
<label>2.</label>
<title>Potential neuro-PASC biomarkers</title>
<sec id="sec3">
<label>2.1.</label>
<title>Neuronal injury biomarkers</title>
<sec id="sec4">
<label>2.1.1.</label>
<title>NfL and GFAP</title>
<p>Plasma NfL and GFAP are well established biomarkers of central nervous system disease diagnosis and progression (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>). NfL is a major structural protein only expressed in neurons and an indicator of axonal degeneration and injury used as a blood and CSF biomarker in the assessment of neurodegenerative diseases including frontotemporal lobal degeneration, amyotrophic lateral sclerosis, Alzheimer&#x2019;s disease (AD), Multiple Sclerosis and primary tauopathies (<xref ref-type="bibr" rid="ref15 ref16 ref17">15&#x2013;17</xref>). Levels of NfL are associated with the intensity of on-going neurodegeneration (<xref ref-type="bibr" rid="ref17 ref18 ref19">17&#x2013;19</xref>) as well as the clinical effectiveness of treatment modalities (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>), making it an invaluable clinical tool. GFAP is also an important blood and CSF biomarker. GFAP is an astrocytic intermediate filament which signals astrocytic damage or activation, the presence of which is found in neurodegenerative diseases (<xref ref-type="bibr" rid="ref22 ref23 ref24 ref25">22&#x2013;25</xref>) and neuroinflammatory conditions (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>).</p>
<p>NfL and GFAP have been found to be elevated in the blood and CSF of patients with COVID-19 as well as in patients with COVID-19 related neurological symptoms (neuro-COVID-19) (<xref ref-type="bibr" rid="ref28 ref29 ref30 ref31 ref32 ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43">28&#x2013;43</xref>). An association between these biomarkers and COVID-19 has been demonstrated during the acute phase of the disease; levels are notably increased in severe cases with neurological involvement and unfavorable outcome (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref45">45</xref>). Demonstrably, NfL and GFAP were found to be elevated in deceased hospitalized COVID-19 patients (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref36">36</xref>) and were higher in this cohort when compared to convalescent patients (<xref ref-type="bibr" rid="ref32">32</xref>). A longitudinal study measuring the trajectories of GFAP and NfL found that patients with severe disease presented an early peak of GFAP during the acute phase which quickly resolved within the first 21&#x2009;days, and NfL levels were maintained past the 3-week mark (<xref ref-type="bibr" rid="ref39">39</xref>). Unfortunately, given the severity of the illness, a full neurological and cognitive evaluation was not feasible in this cohort, nor was long-term follow up to evaluate the presence of neuro-PASC in these individuals. In patients with self-reported neuro-PASC (mostly trouble concentrating, headache and dizziness) approximately 4&#x2009;months after initial infection, plasma NfL and GFAP were measured at early (&#x003C; 90&#x2009;days) and late (&#x003E; 90&#x2009;days) recovery and compared to levels in patients who did not go on to report neuro-PASC (<xref ref-type="bibr" rid="ref46">46</xref>). At early recovery, those reporting neuro-PASC symptoms had elevated GFAP but no changes in NfL, and during late recovery neither GFAP nor NfL levels were elevated. Furthermore, there were no significant difference between the two groups at either time point when considering the presence of neurological symptoms during acute infection. Taken together, this may support the possibility of early CNS injury without ongoing neurologic injury even though clinical symptoms persist (<xref ref-type="bibr" rid="ref46">46</xref>). Irrespective of disease severity, levels of NfL and GFAP were also found to steadily decrease over time and normalize around the 6-month mark (<xref ref-type="bibr" rid="ref40">40</xref>). In a subset of patients, although levels returned to normal, neurological symptoms persisted, namely, fatigue, brain-fog, and changes in cognition (memory loss and lack of concentration) (<xref ref-type="bibr" rid="ref40">40</xref>); furthermore, these persistent symptoms were also not correlated to biomarker concentration during the acute phase of the disease. Evidently, trajectories and timing for these biomarkers remains inconsistent between studies (<xref ref-type="bibr" rid="ref39 ref40 ref41">39&#x2013;41</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref47">47</xref>).</p>
<p>Levels of NfL and GFAP were also found increased in mild-to-moderate COVID-19 without evidence of neurological symptoms (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). And, although associated with disease severity, an increase in GFAP in COVID-19 patients was also not associated to neurological symptoms (<xref ref-type="bibr" rid="ref38">38</xref>). Similarly, NfL was also elevated in the serum of patients without overt neurological manifestations (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). Indeed, in another study, patients with elevated NfL and GFAP did not report persistent neurological disorders (<xref ref-type="bibr" rid="ref32">32</xref>). In a long-term follow up study (6&#x2009;months), decreased levels of serum NfL also did not correlate with persistent neurological symptoms or lack thereof (<xref ref-type="bibr" rid="ref48">48</xref>). Plasma NfL and GFAP was also assessed in hospitalized and non-hospitalized COVID-19 patients with neuro-PASC (<xref ref-type="bibr" rid="ref41">41</xref>). In this population, both previously hospitalized and non-hospitalized patients experienced decreased quality of life measures (PROMIS) and cognitive dysfunction (NIH Toolbox T scores). Notably, a higher neuroglial score (GFAP/NfL ratio) correlated with increased patient reported anxiety/depression and data suggested that neuro-PASC patients have decreased quality of life irrespective of disease severity. An important caveat to this study was the lack of a control population, namely, patients with COVID-19 but with no neurological symptoms (<xref ref-type="bibr" rid="ref41">41</xref>). Boni et al. found that in a subgroup of neuro-PASC patients, persistent headaches were not associated to increased NfL and GFAP levels, potentially indicating that this symptom may not be a sign of underlying neuronal damage or neuroinflammation (<xref ref-type="bibr" rid="ref49">49</xref>). Taken together, the literature is to some extent limited and at variance for the use of these biomarkers in neuro-PASC.</p>
</sec>
<sec id="sec5">
<label>2.1.2.</label>
<title>Tau proteins</title>
<p>Tau is a microtubule-associated protein involved in microtubule assembly and stability in CNS axons. Neuronal neurofibrillary tangles and neuropil threads containing hyperphosphorylated tau are pathological features of AD (<xref ref-type="bibr" rid="ref50">50</xref>). Soluble tau found in CSF, namely, total tau (T-tau) and phosphorylated tau at threonine 181 (p-tau181) have been widely studied in AD (<xref ref-type="bibr" rid="ref51">51</xref>). Phosphorylated tau has also been reliably detected in blood (<xref ref-type="bibr" rid="ref52 ref53 ref54 ref55">52&#x2013;55</xref>). These biomarkers have also been found in neuro-COVID-19 patients (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref36">36</xref>, <xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref56">56</xref>). COVID-19 patients with new neurological events during hospitalization or presenting with encephalopathy had elevated plasma T-tau and p-tau181 in comparison to patients without these clinical entities. A rise in T-tau and p-tau181 also correlated with symptom severity (<xref ref-type="bibr" rid="ref36">36</xref>). It was shown that Tau protein levels at admission may also accurately predict fatal outcome (<xref ref-type="bibr" rid="ref33">33</xref>) although it was not related to ICU transfers (<xref ref-type="bibr" rid="ref33">33</xref>). A significant correlation between p-tau181, NfL, GFAP levels at admission was also identified; this was however not observed with other inflammatory biomarkers, namely, IL-6, CRP, or ferritin (<xref ref-type="bibr" rid="ref36">36</xref>). Furthermore, elevated p-tau181 was associated to increased admission, and elevated T-tau was associated with a lower rate of discharge home (<xref ref-type="bibr" rid="ref36">36</xref>) and in hospital death (<xref ref-type="bibr" rid="ref36">36</xref>). Conversely, CSF T-tau has been shown to be increased in neuro-COVID-19 patients but not associated to clinical outcomes (<xref ref-type="bibr" rid="ref45">45</xref>). Paterson et al. found that T-tau and p-tau were also not significantly elevated in the CSF of neuro-COVID-19 patients when compared to non-COVID-19 controls (<xref ref-type="bibr" rid="ref47">47</xref>). Increased levels of T-tau and p-tau181 have however been correlated with NfL levels (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref56">56</xref>), notably in patients that report neurological sequelae (<xref ref-type="bibr" rid="ref56">56</xref>). To date, there are no studies evaluating these biomarkers in neuro-PASC, specifically.</p>
</sec>
</sec>
<sec id="sec6">
<label>2.2.</label>
<title>Inflammatory biomarkers</title>
<sec id="sec7">
<label>2.2.1.</label>
<title>IL-6, IL-10, TNF-&#x03B1;, and CPR</title>
<p>Although the pathophysiologic processes of PASC are not fully understood, immune activation has been proposed to play an important role in the biology of the disease (<xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref58">58</xref>); notably, inflammatory biomarkers have been associated with persisting symptoms (<xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref59">59</xref>), and major contributing factors in neuropathological processes (<xref ref-type="bibr" rid="ref60">60</xref>). Namely, IL-6, IL-10, TNF-&#x03B1; and CRP (<xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref62">62</xref>) were found to be elevated in the serum of patients with COVID-19 (<xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref63 ref64 ref65 ref66">63&#x2013;66</xref>) and IL-6, IL-10, and CRP have been found to correlate with symptom severity (<xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref67">67</xref>). Deceased COVID-19 patients were shown to have higher levels of IL-6 and CRP and were associated to poor clinical outcome and severe organ failure (<xref ref-type="bibr" rid="ref63">63</xref>). Furthermore, patients with neurological symptoms had increased levels of IL-10 (<xref ref-type="bibr" rid="ref68">68</xref>) and IL-6 (<xref ref-type="bibr" rid="ref46">46</xref>). Encephalopathy and inflammatory neurological diseases such as encephalitis, meningitis, acute myelitis was associated with an increase in CSF IL-6 levels (<xref ref-type="bibr" rid="ref64">64</xref>). It is to be noted that patients only presenting headache as a persistent symptom did not reveal increased inflammatory biomarkers (<xref ref-type="bibr" rid="ref64">64</xref>). This may suggest that more severe neurological conditions may be correlated with inflammatory process and biomarker expression. TNF-&#x03B1; levels were higher in neuro-PASC patients (<xref ref-type="bibr" rid="ref46">46</xref>), but when compared to ICU patients, levels did not differ (<xref ref-type="bibr" rid="ref68">68</xref>) suggesting that ICU patients may had an underlying inflammatory process that could not be discriminated from COVID-19 neurological sequalae. In a study examining neuronal-enriched extracellular vesicles in the plasma of COVID-19 patients 21&#x2009;days after illness onset, no difference was observed in TNF-&#x03B1; between patients with and without neurological symptoms, which were primarily related to cognitive impairment (<xref ref-type="bibr" rid="ref56">56</xref>). In contrast, IL-6 tended to be higher (<xref ref-type="bibr" rid="ref56">56</xref>). In patients with self-reported neuro-PASC, plasma IL-6 and TNF-&#x03B1; measured at late (&#x003E; 90&#x2009;days) recovery were significantly higher compared to levels in patients who did not go on to report neuro-PASC symptoms (<xref ref-type="bibr" rid="ref46">46</xref>). This suggest that inflammation is still present even after infection resolution and may be related to persistent immune response (<xref ref-type="bibr" rid="ref46">46</xref>). IL-10, TNF-&#x03B1;, CRP and IL-6 have potential diagnostic value for COVID-19 (<xref ref-type="bibr" rid="ref65">65</xref>); however, evidence supporting their utility in neuro-PASC is presently sparse.</p>
</sec>
</sec>
</sec>
<sec id="sec8">
<label>3.</label>
<title>Limitations</title>
<p>The definition of the timeline for PASC is not unanimous (<xref ref-type="bibr" rid="ref6">6</xref>). The World Health Organization suggested that post-COVID-19 occurs in individuals after SARS-CoV-2 infection, usually 3&#x2009;months from onset of COVID-19 with symptoms that last for at least 2&#x2009;months that cannot be explained by another clinical entity (<xref ref-type="bibr" rid="ref8">8</xref>). Several limitations exist in terms of definitions for PASC especially due to the lack of systematic description (<xref ref-type="bibr" rid="ref6">6</xref>) making it difficult to truly characterize patients presenting this syndrome. Since neurological manifestations are not specifically defined, it is difficult to stratify the study population. Furthermore, a potential confounding factor could be the influence of vaccination on physiological variation of biomarkers in COVID-19 patients, including neuro-PASC patients. To our knowledge, none of the studies have considered the effects of vaccination on the study population. In fact, a few studies specified that recruitment of their study participants was made before the availability of COVID-19 vaccines (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref46">46</xref>, <xref ref-type="bibr" rid="ref68">68</xref>). Therefore, more studies need to be conducted to assess the influence of biomarkers in vaccinated and non-vaccinated population presenting neurological sequalae. Additionally, since GFAP, NfL and tau proteins are presently being used as biomarkers in neurodegenerative diseases, there is also a need to distinguish neuro-PASC from early neurodegenerative processes (<xref ref-type="bibr" rid="ref69">69</xref>). Furthermore, although there are established relationships between blood and CSF measurements for these markers in other diseases, this has not been thoroughly established for COVID-19 (<xref ref-type="bibr" rid="ref47">47</xref>).</p>
<p>An important limitation is also the small size of participants in studies (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref48">48</xref>), which may not accurately reflect the potential future applicability of these biomarkers in a clinical setting. Replication of findings in a larger and more diverse cohorts with distinct phenotypic clusters of symptoms (subgroups) may be a first step toward identifying reliable biomarkers. This could also give some much needed insight into the pathobiology of neuro-PASC, as nervous system affection in COVID-19 and neuro-PASC remains elusive (<xref ref-type="bibr" rid="ref70">70</xref>). Acute neurological dysfunctions may be caused by direct viral invasion, para-infectious complications, secondary neurological manifestations of systemic disease, or coincident neurological dysfunction in the context of high SARS-CoV-2 prevalence (<xref ref-type="bibr" rid="ref71">71</xref>). A deeper understanding of the molecular underpinning of the disease will be a linchpin in the discovery of clinically relevant biomarkers. Future large-scale studies should also look to delineate whether SARS-CoV-2 infection affects the levels of biomarkers in the absence of neurologic sequelae (<xref ref-type="bibr" rid="ref41">41</xref>) to ensure their specificity. Furthermore, a full neurological, psychiatric, and cognitive evaluation as well as neuroimaging data would be ideal; something that was not available or feasible in many studies (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref36">36</xref>, <xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). Studies that include such objective measurements are likely to be more informative and are urgently needed. Ultimately, more research is needed to evaluate the usefulness of these biomarkers in neuro-PASC (<xref ref-type="bibr" rid="ref72">72</xref>). Moreover, the highlighted biomarkers herein are not the only prospective biomarkers; others have been identified and should be considered in studies looking to identify or validate potential biomarkers (<xref ref-type="bibr" rid="ref73">73</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec9">
<label>4.</label>
<title>Conclusion</title>
<p>A handful of studies have explored the measurement of biomarkers NfL, GFAP, tau proteins, IL-6, IL-10, TNF-&#x03B1;, and CPR during acute COVID-19 and PASC. In some cases, higher levels were identified in patients with neurologic symptoms; however, other studies have not corroborated these findings. Ultimately, more research is needed to evaluate the usefulness of these biomarkers in neuro-PASC. Longitudinal clinical, biological, and neuropathological studies are required to better understand the long-term consequences of SARS-CoV-2 infection on the brain and the identification of clinically relevant biomarker in neuro-PASC. Presently, the use of these biomarkers in diagnosing and prognostication neuro-PASC remains tenuous.</p>
</sec>
<sec id="sec10">
<title>Author contributions</title>
<p>DC and MM drafted the manuscript under the supervision of LC-W. GAR and LC-W contributed to writing and editing the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="sec11">
<title>Funding</title>
<p>This work was supported by grants from: the New Brunswick (NB) Health Research Foundation (NBHRF) and the Centre de Formation M&#x00E9;dicale du NB (DUO research grant # DUO2023). GAR is supported by the Canadian Cancer Society (Grant # CHA-22).</p>
</sec>
<sec sec-type="COI-statement" id="sec12">
<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>
</body>
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