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<?covid-19-tdm?>
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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.2021.633574</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>TaSCA, an Agile Survey on Chemosensory Impairments for Self-Monitoring of COVID-19 Patients: A Pilot Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Mucignat-Caretta</surname> <given-names>Carla</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/24551/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bisiacchi</surname> <given-names>Patrizia</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/5915/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Marcazzan</surname> <given-names>Gian Luigi</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Calistri</surname> <given-names>Arianna</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/498037/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Parolin</surname> <given-names>Cristina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/996163/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Antonini</surname> <given-names>Angelo</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Molecular Medicine, University of Padova</institution>, <addr-line>Padua</addr-line>, <country>Italy</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of General Psychology, University of Padova</institution>, <addr-line>Padua</addr-line>, <country>Italy</country></aff>
<aff id="aff3"><sup>3</sup><institution>Padova Neuroscience Center</institution>, <addr-line>Padua</addr-line>, <country>Italy</country></aff>
<aff id="aff4"><sup>4</sup><institution>CREA&#x02014;Council for Agricultural Research and Economics</institution>, <addr-line>Bologna</addr-line>, <country>Italy</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Neuroscience, University of Padova</institution>, <addr-line>Padua</addr-line>, <country>Italy</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ulises Gomez-Pinedo, Instituto de Investigaci&#x000F3;n Sanitaria del Hospital Cl&#x000ED;nico San Carlos, Spain</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Florian Ph. S. Fischmeister, University of Graz, Austria; David Ezpeleta, Hospital Universitario Quir&#x000F3;nsalud Madrid, Spain</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Carla Mucignat-Caretta <email>carla.mucignat&#x00040;unipd.it</email></corresp>
<corresp id="c002">Angelo Antonini <email>angelo.antonini&#x00040;unipd.it</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Neuroinfectious Diseases, a section of the journal Frontiers in Neurology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>02</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>633574</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>11</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>02</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Mucignat-Caretta, Bisiacchi, Marcazzan, Calistri, Parolin and Antonini.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Mucignat-Caretta, Bisiacchi, Marcazzan, Calistri, Parolin and Antonini</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><bold>Background/Objective:</bold> During the COVID-19 pandemic, smell and taste disorders emerged as key non-respiratory symptoms. Due to widespread presence of the disease and to difficult objective testing of positive persons, the use of short surveys became mandatory. Most of the existing resources are focused on smell, very few on taste or trigeminal chemosensation called chemesthesis. However, it is possible that the three submodalities are affected differently by COVID-19.</p>
<p><bold>Methods:</bold> We prepared a short survey (TaSCA) that can be administered at the telephone or through online resources to explore chemosensation. It is composed of 11 items on olfaction, taste, and chemesthesis, in order to discriminate the three modalities. We avoided abstract terms, and the use of semiquantitative scales because older patients may be less engaged. Statistical handling included descriptive statistics, Pearson&#x00027;s chi-squared test and cluster analysis.</p>
<p><bold>Results:</bold> The survey was completed by 83 persons (60 females and 23 males), which reported diagnosis of COVID-19 by clinical (<italic>n</italic> = 7) or molecular (<italic>n</italic> = 18) means, the others being non-COVID subjects. Cluster analysis depicted the existence of two groups, one containing mostly asymptomatic and one mostly symptomatic subjects. All swab-positive persons fell within this second group. Only one item, related to trigeminal temperature perception, did not discriminate between the two groups.</p>
<p><bold>Conclusions:</bold> These preliminary results indicate that TaSCA may be used to easily track chemosensory symptoms related to COVID-19 in an agile way, giving a picture of three different chemosensory modalities.</p></abstract>
<kwd-group>
<kwd>COVID-19</kwd>
<kwd>olfaction</kwd>
<kwd>taste</kwd>
<kwd>chemesthesis</kwd>
<kwd>trigeminus</kwd>
<kwd>self-assessment</kwd>
<kwd>chemical senses</kwd>
<kwd>recovery</kwd>
</kwd-group>
<contract-sponsor id="cn001">Fondazione Cassa di Risparmio di Padova e Rovigo<named-content content-type="fundref-id">10.13039/100007479</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="32"/>
<page-count count="6"/>
<word-count count="4133"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>After the first weeks of SARS-CoV2 spreading (<xref ref-type="bibr" rid="B1">1</xref>) and the worldwide dissemination of COVID-19 pandemic, it became clear that the virus is able to affect different organs, while giving the most dismal outcomes in the case of respiratory tract infection (<xref ref-type="bibr" rid="B2">2</xref>). In addition to severe respiratory symptoms, rather non-specific signs were reported as initial manifestation of infection, like fever, myalgia, and headache<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref>. However, other symptoms emerged as associated to the infection, including the loss of smell termed anosmia (<xref ref-type="bibr" rid="B3">3</xref>&#x02013;<xref ref-type="bibr" rid="B5">5</xref>), whose sudden onset appeared as a typical feature of the COVID-19 disease (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Actually, other viruses may affect the ability to smell, however in these cases the loss of olfactory function is smoother and associated to various degree of nasal symptoms, like running nose (<xref ref-type="bibr" rid="B8">8</xref>), while in the case of COVID-19, the loss of smell may appear also in the absence of any other symptom, often in a sudden and dramatic way. The consequences of olfactory loss, whatever the cause, may be life-threatening, by reducing the awareness of potentially dangerous stimuli like gas or rotten food (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>While the loss of smell is the most apparent sign of chemosensory involvement and can be regarded as a predictor of COVID-19 (<xref ref-type="bibr" rid="B10">10</xref>&#x02013;<xref ref-type="bibr" rid="B14">14</xref>) also taste loss (ageusia) may be present, and in some cases the trigeminal chemical sense (<xref ref-type="bibr" rid="B15">15</xref>) called chemesthesis is involved (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>During the initial phase of the pandemic, we followed some mildly symptomatic COVID-19 patients experiencing symptoms related to the chemical senses. However, most of the existing survey at that time were focused on olfaction, and none put together olfaction, taste and chemesthesis. We observed that patients could not easily discriminate between the three different chemosensory modalities, which are sensitive to different stimuli and use a variety of transduction pathways and central connections to reach specific sensory areas in the brain. Hence, we felt compelled to create an agile tool to collect information on these three chemosensory modalities, that could be used either online or as direct or telephone interview, to allow the widest collection of data and reach even persons in remote areas.</p>
<p>The need for a tool easy to use and manage, that allows patients to respond and follow the evolution of their symptoms, prompted us to create a very short online survey on the three chemosensory modalities, focusing on items which are part of everyday life for most people. We referred to sensory experiences related to specific objects, instead of using more generic terms (like &#x0201C;smell&#x0201D;) and tried to discriminate between different odorant sources, in case the subject has no relevant experience: for example, one person in isolation may not have a direct contact with perfumes, yet may still retrieve some soap to smell. We also avoided the use of semi-structured scales, since these may be difficult to be adopted by older persons. Taste-Smell-Chemesthesis Agile (TaSCA) survey is presented here along with the responses collected online from April 30 to the end of May 2020, from asymptomatic, non-affected persons and COVID-19 positive patients. The aim of the present work is to show that this tool may discriminate between persons showing chemosensory systems involvement or not, and may serve as a proof-of-principle for the use of TaSCA in conditions in which direct testing is prevented.</p></sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<p>The survey was created to collect data for an observational, prospective single center study aimed at determining medium/long term consequences of COVID-19 on neurological status (NEUROCOVID, Ethical Committee Prot. 056881). Data herein presented were collected online in May 2020, during the first COVID-19 outbreak, by soliciting patients and non-affected persons to participate. No exclusion criteria were set, since we aimed at establishing differences between groups of patients and healthy subjects and explore the viability of TaSCA as a tool for COVID-19 patients.</p>
<p>The questionnaire is composed of three sheets implemented in Google Forms. One introductory sheet is entitled &#x0201C;COVID-19 and taste and smell disturbances&#x0201D; and shows an introductory statement. It presents one mandatory question, on the willingness to participate, and 3 more questions (name or nickname, gender, and age). The following sheet is the actual survey. The subject should answer to 12 questions. The first 11 questions take in consideration the sensory experience in the last days, with respect to the usual sensitivity. One of four responses is possible: (1) No change in the last period (I sense as always), (2) Moderate change (I sense less than usual),<sup>3</sup> Loss of function (I don&#x00027;t sense those items), (3) Don&#x00027;t know/don&#x00027;t remember, in the case the person did not had the chance to sense the item in the last period, because of physical constraints. The questions explore smell (questions 1, 3, 5), nasal and oral chemesthesis (questions 2, 4, 10, 11), and taste (questions 6, 7, 8, 9). The last question refers to the presence of symptoms related to COVID-19, with the possibility to add some notes. The third and last sheet is salutation and thanks. The questionnaire in the original language is available at the link:</p>
<list list-type="simple">
<list-item><p><ext-link ext-link-type="uri" xlink:href="https://docs.google.com/forms/d/1yvCBD8QBWTv1dOahpYWVhMRfS-8WaESCx80jhDIBW_Q/viewform?ts=5ea2c776&#x00026;edit_requested=true">https://docs.google.com/forms/d/1yvCBD8QBWTv1dOahp YWVhMRfS-8WaESCx80jhDIBW_Q/viewform?ts=5ea2c7 76&#x00026;edit_requested=true</ext-link></p></list-item>
</list>
<p>The printout is presented in the <xref ref-type="supplementary-material" rid="SM1">Supplementary Material 1</xref>, while the English translation is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>TaSCA questions on taste, smell, and chemesthesis impairment.</p></caption>
<graphic xlink:href="fneur-12-633574-g0001.tif"/>
</fig>
<sec>
<title>Data Analysis</title>
<p>Data were analyzed using IBM SPSS Statistics v26 (<ext-link ext-link-type="uri" xlink:href="https://scicrunch.org/resolver/RRID:SCR_019096">RRID:SCR_019096</ext-link>) to produce descriptive statistics, Pearson&#x00027;s chi-squared analysis and cluster analysis. Descriptive statistics were calculated for each item.</p>
<p>As a first step, we asked whether the items were able to indicate a difference among persons experiencing a change in sensitivity and COVID-19 status. Hence, the 4 types of responses were coded as 0 (no change in sensitivity, answer 1) or 1 (there was a change in the last period, answers 2 and 3). Concerning answer 4, we manually coded it as 0 if all the other responses indicated no change.</p>
<p>The hierarchical agglomerative algorithm according to Ward&#x00027;s method was applied for clustering (<xref ref-type="bibr" rid="B17">17</xref>), since this warrants robust results (<xref ref-type="bibr" rid="B18">18</xref>), using squared Euclidean distance for assessing similarity and Pearson&#x00027;s chi-square to test for difference between the clusters for each item. Significance level was set at <italic>p</italic> &#x0003C; 0.0045 after Bonferroni correction for multiple comparisons.</p></sec></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>Eighty-three persons completed the survey: 60 females and 23 males. 56 were asymptomatic, 7 had a COVID-19 clinical diagnosis based on symptoms (because during the first pandemic, access to naso-pharyngeal swab was restricted to patients with severe symptoms), 18 had a SARS-CoV2 positive nasopharyngeal swab and 2 self-reported sudden olfactory loss but when the swab test become available, it turned out to be negative. Age ranged from 19 to 73 years old (mean &#x000B1; SD: 35.98 &#x000B1; 16.61). All subjects presented valid data: percentages of response for each item are presented in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Percentage (%) of response and number (N) of persons reporting a modification in their sensitivity.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th valign="top" align="center"><bold>0&#x02014;Don&#x00027;t Know</bold></th>
<th valign="top" align="center"><bold>1&#x02014;Don&#x00027;t Feel</bold></th>
<th valign="top" align="center"><bold>2&#x02014;Moderate Change</bold></th>
<th valign="top" align="center"><bold>3&#x02014;No Change</bold></th>
<th valign="top" align="center"><bold>No. of persons reporting a change</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ITEM 1</td>
<td valign="top" align="center">1.2%</td>
<td valign="top" align="center">19.3</td>
<td valign="top" align="center">9.6</td>
<td valign="top" align="center">69.9</td>
<td valign="top" align="center">24</td>
</tr>
<tr>
<td valign="top" align="left">Flowers</td>
<td valign="top" align="center"><italic>N</italic> = 1</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">58</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 2</td>
<td valign="top" align="center">12.0</td>
<td valign="top" align="center">15.7</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">63.9</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">Mint</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">53</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 3</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">19.3</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">72.3</td>
<td valign="top" align="center">23</td>
</tr>
<tr>
<td valign="top" align="left">Perfumes</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">60</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 4</td>
<td valign="top" align="center">13.3</td>
<td valign="top" align="center">13.3</td>
<td valign="top" align="center">3.6</td>
<td valign="top" align="center">69.9</td>
<td valign="top" align="center">14</td>
</tr>
<tr>
<td valign="top" align="left">Acetone</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">58</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 5</td>
<td valign="top" align="center">26.5</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">60.2</td>
<td valign="top" align="center">11</td>
</tr>
<tr>
<td valign="top" align="left">Gas</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">50</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 6</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">10.8</td>
<td valign="top" align="center">80.7</td>
<td valign="top" align="center">15</td>
</tr>
<tr>
<td valign="top" align="left">Sweet taste</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">67</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 7</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">9.6</td>
<td valign="top" align="center">12.0</td>
<td valign="top" align="center">75.9</td>
<td valign="top" align="center">18</td>
</tr>
<tr>
<td valign="top" align="left">Salty taste</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">63</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 8</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">12.0</td>
<td valign="top" align="center">71.1</td>
<td valign="top" align="center">17<xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Bitter taste</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">59</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 9</td>
<td valign="top" align="center">6.0</td>
<td valign="top" align="center">6.0</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">79.5</td>
<td valign="top" align="center">12</td>
</tr>
<tr>
<td valign="top" align="left">Sour taste</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">66</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 10</td>
<td valign="top" align="center">21.7</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">68.7</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Piquant</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">57</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">ITEM 11</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3.6</td>
<td valign="top" align="center">94.0</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">Temperature</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">78</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>&#x0002A;</label><p><italic>One person reported hypersensitivity</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In the open question, 42 subjects (50.6%) reported no symptoms related to COVID-19, 27 (32.5%) declared some symptoms and 14 (16.9) answered &#x0201C;I don&#x00027;t know.&#x0201D;</p>
<p>Several items had 5 cases or less for the responses 0-1-2 (<xref ref-type="table" rid="T1">Table 1</xref>): 6 for response 0, 5 for response 1, and 4 for response 2. Due to the low frequencies, the responses were categorized in 2 classes namely, 0: No change compared to previous sensitivity, 1: Change compared to previous sensitivity (see <xref ref-type="table" rid="T1">Table 1</xref>, last column).</p>
<p>Cluster analysis showed that two main groups emerged from data, one composed of 53 subjects (63.8%) and the other of 30 subjects (36.2%). The relative dendrogram is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Dendrogram showing clustering emerged from cluster analysis. In white boxes, the branch containing mostly symptomatic patients, in orange the branch containing no swab-positive subject.</p></caption>
<graphic xlink:href="fneur-12-633574-g0002.tif"/>
</fig>
<p>Apparently, group 1 mostly collects asymptomatic subjects (92.5%), while 73% persons in group 2 received a diagnosis of COVID-19 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Material 2</xref>).</p>
<p><xref ref-type="supplementary-material" rid="SM1">Supplementary Material 3</xref> reports the distribution of subjects in the two groups emerged from the cluster analysis with respect to the absence or presence of modification in sensitivity: for items 1 to 10, the percentage of subjects reporting a change in sensitivity is significantly different in the two groups. Only for item 11, related to temperature perception, the reported change in sensitivity is not significantly different between the two groups (<xref ref-type="supplementary-material" rid="SM1">Supplementary Material 3</xref>).</p>
<p><xref ref-type="supplementary-material" rid="SM1">Supplementary Material 4</xref> reports the raw data for the cluster analysis.</p>
<p>The mean responses in the two groups are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>The two groups emerging from cluster analysis present a different response pattern.</p></caption>
<graphic xlink:href="fneur-12-633574-g0003.tif"/>
</fig>
<p>Concerning the last item, on the presence of COVID-19-related symptoms, 3 responses were analyzed: (1) Yes, (2) No, (3) I don&#x00027;t know. The two groups emerged from cluster analysis significantly differed between each other (Pearsons&#x00027; chi-squared = 42.344, df = 2, <italic>p</italic> &#x0003C; 0.0001). In group 1, 71.7% (38 subjects) reported no symptoms, 7.5% (<italic>n</italic> = 4) reported symptoms and 20.8% (<italic>n</italic> = 11) did not know, while in group 2 13.3% (<italic>n</italic> = 4) did not report symptoms, 76.7% reported symptoms (<italic>n</italic> = 23), and 10% (<italic>n</italic> = 3) did not know.</p></sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Often regarded as an ancillary sense, olfaction has a great role in our everyday life for its involvement in lifeguarding processes (e.g., avoiding dangerous chemicals) as well in food evaluation.</p>
<p>The COVID-19 pandemic brought to the attention of clinicians an astonishing number of persons infected with mild symptoms, the most intriguing being a sudden and complete loss of olfaction (<xref ref-type="bibr" rid="B6">6</xref>), which may last for a variable period of time, often accompanied by taste and chemesthesis impairment (<xref ref-type="bibr" rid="B14">14</xref>). While anecdotical self-reports are intriguing, to pose a diagnosis and follow the course of the disease, it is necessary to develop instruments that allow a reliable quantification of the functional impairment.</p>
<p>In the case of chemical senses, two main objective tests have been developed and used over the years in the clinic, namely the Sniffin&#x00027; Sticks (<xref ref-type="bibr" rid="B19">19</xref>) and the University of Pennsylvania Smell Inventory Test (UPSIT) (<xref ref-type="bibr" rid="B20">20</xref>), while others are being developed. Their use is mandatory to have an objective evaluation of the impairment, since the subjective report is often misleading (<xref ref-type="bibr" rid="B21">21</xref>). However, they both require the direct testing of the patient, which may be difficult or impossible in the case of COVID-19 infected persons. On the contrary, collecting data from patients may be of paramount importance to follow the disease. Sadly, the utility of self-reporting about chemical sensitivity has been repeatedly questioned (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Many questionnaires are available to test olfactory function and some of them are widely used (<xref ref-type="bibr" rid="B23">23</xref>&#x02013;<xref ref-type="bibr" rid="B25">25</xref>). However, in the case of COVID-19 disease some caution should be warranted. First, most of the currently available surveys are focused on either smell or taste and almost none take into consideration the trigeminal chemical sensitivity. However, one of the most intriguing feature of COVID-19-related chemical senses impairment is the involvement of multiple chemosensory modalities in the disease, as well as their sudden loss of function. Hence, the development of surveys specifically targeting all three chemical sensitivity is long needed. Another feature of COVID-19 disease is the wide range of age of affected persons, yet the diagnostic tools should be easily accessible to most of them: hence, we avoided the use of visual-analog scales, which may be more sensitive than other descriptors but less flexible in terms of accessibility.</p>
<p>Other tools have been developed, including the 40-items GCCR multi-lingual online questionnaire (<xref ref-type="bibr" rid="B14">14</xref>), however this requires the access to the web and a certain degree of confidence in using online surveys, which may prevent older persons to access it. Moreover, given the worldwide diffusion of the pandemic, it may be useful to create agile instruments that are easily administered using different tools, including self-administration, direct interviews or over the phone, besides online presentation. Lastly, while most available tools may be complete and hence rather long, we focused the questions on the three chemical modalities to have a glimpse of their relative degree of impairment. By keeping the questions tied to real objects that could be sensed and avoiding abstract terms, we tried to grasp the sensory experience in a more faithful way.</p>
<p>Present data show that mostly asymptomatic patients cluster together, while most patients experiencing chemosensory impairment, with particular involvement of olfaction, cluster together, suggesting that TaSCA survey may be a valuable tool in case of impossibility to administer more objective tests. It may also help in collecting critical information on the objective sensitivity in a fast and easy way.</p>
<p>The present work is limited to the initial collections of a case-series to test whether it could discriminate between symptomatic and non-symptomatic patients. Since it relied on the voluntary participation of subjects, we did not attempt to refine sampling, to stay closer to the real-life use: hence, the sex balance is skewed toward females, probably because females are more compliant and willing to take part in preliminary testing. Similarly, we did not take any action on age balance, leaving this for future investigations.</p>
<p>Some initial speculations are possible on the present data. Whether items concerning olfaction are the most discriminative indexes, compared to taste and trigeminal will be explored in future work. Also, with a larger sample it will be possible to fully assess the psychometric and statistical properties of the questionnaire, including for example case-control approaches and cutoff point determination. Interestingly, item 11 on thermal sensitivity does not appear to discriminate between the 2 groups that emerged from cluster analysis. This suggests that the trigeminus nerve may be differentially affected in its different sensory components. Chemical sensitivity in trigeminal afferents involves receptors which are also temperature-gated (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>), but cold receptors also exist (<xref ref-type="bibr" rid="B28">28</xref>&#x02013;<xref ref-type="bibr" rid="B30">30</xref>), and functional specializations have been reported for trigeminal receptors (<xref ref-type="bibr" rid="B31">31</xref>). It is worth to include item 11 because it may discriminate among persons experiencing true chemosensory deficit from deceitful answers.</p>
<p>While obtained in a limited number of subjects, these data show that TaSCA is a short survey available in the same form online, on paper or for oral interview that may be used to screen chemosensory deficits in COVID-19 patients. It remains to be determined its possible use in other conditions where these sensory systems may be involved.</p>
<p>In COVID-19 patients which are still positive, isolated at home or when direct objective testing is not feasible or recommendable, TaSCA could be easily administered. It is fast, yet complete in exploring all three chemosensory modalities and could be used also with patients still presenting annoying symptoms, which may prevent them from extensive sessions of online or live testing.</p>
<p>Possibly, it could be useful in the future for repeated self-checking with substances commonly available in most houses, given the necessity of long-term monitoring for possible adverse outcomes (<xref ref-type="bibr" rid="B32">32</xref>).</p></sec>
<sec sec-type="data-availability-statement" id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s8">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p></sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Comitato Etico per la Sperimentazione Clinica della Provincia di Padova (affiliation: Padova province). The patients/participants provided their written informed consent to participate in this study.</p></sec>
<sec id="s7">
<title>Author Contributions</title>
<p>CM-C conceived the questionnaire. CM-C and PB analyzed the data. GM prepared the online material. CM-C, GM, AC, and CP participated in data collection. AA provided financial support. All authors drafted the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
</body>
<back>
<ack><p>We thank Dr. Lucia Ronconi for assistance with cluster analysis. We thank all the persons that agreed to participate during the lockdown period.</p>
</ack>
<sec sec-type="supplementary-material" id="s8">
<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.2021.633574/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fneur.2021.633574/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>N</given-names></name> <name><surname>Zhang</surname> <given-names>D</given-names></name> <name><surname>Wang</surname> <given-names>W</given-names></name> <name><surname>Li</surname> <given-names>X</given-names></name> <name><surname>Yang</surname> <given-names>B</given-names></name> <name><surname>Song</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>A novel coronavirus from patients with pneumonia in China, 2019</article-title>. <source>N Engl J Med.</source> (<year>2020</year>) <volume>382</volume>:<fpage>727</fpage>&#x02013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa2001017</pub-id><pub-id pub-id-type="pmid">31978945</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Varga</surname> <given-names>Z</given-names></name> <name><surname>Flammer</surname> <given-names>AJ</given-names></name> <name><surname>Steiger</surname> <given-names>P</given-names></name> <name><surname>Haberecker</surname> <given-names>M</given-names></name> <name><surname>Andermatt</surname> <given-names>R</given-names></name> <name><surname>Zinkernagel</surname> <given-names>AS</given-names></name> <etal/></person-group>. <article-title>Endothelial cell infection and endotheliitis in COVID-19</article-title>. <source>Lancet.</source> (<year>2020</year>) <volume>395</volume>:<fpage>1417</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(20)30937-5</pub-id><pub-id pub-id-type="pmid">32325026</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lechien</surname> <given-names>JR</given-names></name> <name><surname>Chiesa-Estomba</surname> <given-names>CM</given-names></name> <name><surname>De Siati</surname> <given-names>DR</given-names></name> <name><surname>Horoi</surname> <given-names>M</given-names></name> <name><surname>Le Bon</surname> <given-names>SD</given-names></name> <name><surname>Rodriguez</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Olfactory and gustatory dysfunctions as a clinical presentation of mild-to-moderate forms of the coronavirus disease (COVID-19): a multicenter European study</article-title>. <source>Eur Arch Otorhinolaryngol.</source> (<year>2020</year>) <volume>277</volume>:<fpage>2251</fpage>&#x02013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1007/s00405-020-05965-1</pub-id><pub-id pub-id-type="pmid">32383095</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moein</surname> <given-names>ST</given-names></name> <name><surname>Hashemian</surname> <given-names>SM</given-names></name> <name><surname>Mansourafshar</surname> <given-names>B</given-names></name> <name><surname>Khorram-Tousi</surname> <given-names>A</given-names></name> <name><surname>Tabarsi</surname> <given-names>P</given-names></name> <name><surname>Doty</surname> <given-names>RL</given-names></name></person-group>. <article-title>Smell dysfunction: a biomarker for COVID-19</article-title>. <source>Int Forum Allergy Rhinol.</source> (<year>2020</year>) <volume>10</volume>:<fpage>944</fpage>-<lpage>950</lpage>. <pub-id pub-id-type="doi">10.1002/alr.22587</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hornuss</surname> <given-names>D</given-names></name> <name><surname>Lange</surname> <given-names>B</given-names></name> <name><surname>Schr&#x000F6;ter</surname> <given-names>N</given-names></name></person-group>. <article-title>Anosmia in COVID-19 patients</article-title>. <source>Clin Microbiol Infect.</source> (<year>2020</year>) <volume>26</volume>:<fpage>1426</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmi.2020.05.017</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gane</surname> <given-names>SB</given-names></name> <name><surname>Kelly</surname> <given-names>C</given-names></name> <name><surname>Hopkins</surname> <given-names>C</given-names></name></person-group>. <article-title>Isolated sudden onset anosmia in COVID-19 infection. a novel syndrome?</article-title> <source>Rhinology.</source> (<year>2020</year>) <volume>58</volume>:<fpage>299</fpage>&#x02013;<lpage>301</lpage>. <pub-id pub-id-type="doi">10.4193/Rhin20.114</pub-id></citation>
</ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Whitcroft</surname> <given-names>KL</given-names></name> <name><surname>Hummel</surname> <given-names>T</given-names></name></person-group>. <article-title>Olfactory dysfunction in COVID-19: diagnosis and management</article-title>. <source>JAMA.</source> (<year>2020</year>) <volume>323</volume>:<fpage>2512</fpage>&#x02013;<lpage>4</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2020.8391</pub-id><pub-id pub-id-type="pmid">32432682</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seiden</surname> <given-names>AM</given-names></name></person-group>. <article-title>Postviral olfactory loss</article-title>. <source>Otolaryngol Clin North Am.</source> (<year>2004</year>) <volume>37</volume>:<fpage>1159</fpage>&#x02013;<lpage>66</lpage>. <pub-id pub-id-type="doi">10.1016/j.otc.2004.06.007</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rebholz</surname> <given-names>H</given-names></name> <name><surname>Braun</surname> <given-names>RJ</given-names></name> <name><surname>Ladage</surname> <given-names>D</given-names></name> <name><surname>Knoll</surname> <given-names>W</given-names></name> <name><surname>Kleber</surname> <given-names>C</given-names></name> <name><surname>Hassel</surname> <given-names>AW</given-names></name></person-group>. <article-title>Loss of olfactory function-early indicator for Covid-19, other viral infections and neurodegenerative disorders</article-title>. <source>Front Neurol.</source> (<year>2020</year>) <volume>11</volume>:<fpage>569333</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2020.569333</pub-id><pub-id pub-id-type="pmid">33193009</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocke</surname> <given-names>J</given-names></name> <name><surname>Hopkins</surname> <given-names>C</given-names></name> <name><surname>Philpott</surname> <given-names>C</given-names></name> <name><surname>Kumar</surname> <given-names>N</given-names></name></person-group>. <article-title>Is loss of sense of smell a diagnostic marker in COVID-19: a systematic review and meta-analysis</article-title>. <source>Clin Otolaryngol.</source> (<year>2020</year>) <volume>1</volume>:<fpage>13620</fpage>. <pub-id pub-id-type="doi">10.1111/coa.13620</pub-id><pub-id pub-id-type="pmid">32741085</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Menni</surname> <given-names>C</given-names></name> <name><surname>Valdes</surname> <given-names>AM</given-names></name> <name><surname>Freidin</surname> <given-names>MB</given-names></name> <name><surname>Sudre</surname> <given-names>CH</given-names></name> <name><surname>Nguyen</surname> <given-names>LH</given-names></name> <name><surname>Drew</surname> <given-names>DA</given-names></name> <etal/></person-group>. <article-title>Real-time tracking of self-reported symptoms to predict potential COVID-19</article-title>. <source>Nat Med.</source> (<year>2020</year>) <volume>26</volume>:<fpage>1037</fpage>&#x02013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1038/s41591-020-0916-2</pub-id><pub-id pub-id-type="pmid">32393804</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seden</surname> <given-names>N</given-names></name> <name><surname>Yigit</surname> <given-names>E</given-names></name> <name><surname>Yigit</surname> <given-names>&#x000D6;</given-names></name> <name><surname>Kaygisiz</surname> <given-names>I</given-names></name></person-group>. <article-title>Objective evaluation of odor loss in COVID-19 and other suspected cases</article-title>. <source>Am J Otolaryngol.</source> (<year>2020</year>) <volume>42</volume>:<fpage>102761</fpage>. <pub-id pub-id-type="doi">10.1016/j.amjoto.2020.102761</pub-id><pub-id pub-id-type="pmid">33080550</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parma</surname> <given-names>V</given-names></name> <name><surname>Ohla</surname> <given-names>K</given-names></name> <name><surname>Veldhuizen</surname> <given-names>MG</given-names></name> <name><surname>Niv</surname> <given-names>MY</given-names></name> <name><surname>Kelly</surname> <given-names>CE</given-names></name> <name><surname>Bakke</surname> <given-names>AJ</given-names></name> <etal/></person-group>. <article-title>More than smell &#x02013; COVID-19 is associated with severe impairment of smell, taste, and chemesthesis</article-title>. <source>Chem Senses.</source> (<year>2020</year>) <volume>45</volume>:<fpage>609</fpage>&#x02013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1093/chemse/bjaa041</pub-id><pub-id pub-id-type="pmid">32564071</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gerkin</surname> <given-names>RC</given-names></name> <name><surname>Ohla</surname> <given-names>K</given-names></name> <name><surname>Veldhuizen</surname> <given-names>MG</given-names></name> <name><surname>Joseph</surname> <given-names>PV</given-names></name> <name><surname>Kelly</surname> <given-names>CE</given-names></name> <name><surname>Bakke</surname> <given-names>AJ</given-names></name> <etal/></person-group>. <article-title>Recent smell loss is the best predictor of COVID-19 among individuals with recent respiratory symptoms</article-title>. <source>Chem Senses</source>. (<year>2020</year>) <volume>25</volume>:<fpage>bjaa081</fpage>. <pub-id pub-id-type="doi">10.1093/chemse/bjaa081</pub-id><pub-id pub-id-type="pmid">33367502</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Viana</surname> <given-names>F</given-names></name></person-group>. <article-title>Chemosensory properties of the trigeminal system</article-title>. <source>ACS Chem Neurosci.</source> (<year>2011</year>) <volume>2</volume>:<fpage>38</fpage>&#x02013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1021/cn100102c</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cooper</surname> <given-names>KW</given-names></name> <name><surname>Brann</surname> <given-names>DH</given-names></name> <name><surname>Farruggia</surname> <given-names>MC</given-names></name> <name><surname>Bhutani</surname> <given-names>S</given-names></name> <name><surname>Pellegrino</surname> <given-names>R</given-names></name> <name><surname>Tsukahara</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>COVID-19 and the chemical senses: supporting players take center stage</article-title>. <source>Neuron.</source> (<year>2020</year>) <volume>107</volume>:<fpage>219</fpage>&#x02013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2020.06.032</pub-id><pub-id pub-id-type="pmid">32640192</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ward</surname> <given-names>JHJ</given-names></name></person-group>. <article-title>Hierarchical grouping to optimize an objective function</article-title>. <source>J Am Stat Ass.</source> (<year>1963</year>) <volume>58</volume>:<fpage>236</fpage>&#x02013;<lpage>44</lpage>.</citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Milligan</surname> <given-names>GW</given-names></name></person-group>. <article-title>A review of Monte Carlo tests of cluster analysis</article-title>. <source>Multivar Behav Res.</source> (<year>1981</year>) <volume>16</volume>:<fpage>379</fpage>&#x02013;<lpage>407</lpage>.<pub-id pub-id-type="pmid">26815599</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hummel</surname> <given-names>T</given-names></name> <name><surname>Sekinger</surname> <given-names>B</given-names></name> <name><surname>Wolf</surname> <given-names>SR</given-names></name></person-group>. <article-title>&#x02018;Sniffin&#x00027; Sticks&#x02019;: olfactory performance assessed by the combined testing of odor identification, odor discrimination and olfactory threshold</article-title>. <source>Chem Senses.</source> (<year>1997</year>) <volume>22</volume>:<fpage>39</fpage>&#x02013;<lpage>52</lpage>.<pub-id pub-id-type="pmid">9056084</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Doty</surname> <given-names>RL</given-names></name> <name><surname>Shaman</surname> <given-names>P</given-names></name> <name><surname>Kimmelman</surname> <given-names>CP</given-names></name> <name><surname>Dann</surname> <given-names>MS</given-names></name></person-group>. <article-title>University of Pennsylvania smell identification test: A rapid quantitative olfactory function test for the clinic</article-title>. <source>Laryngoscope.</source> (<year>1984</year>) <volume>94</volume>:<fpage>176</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="pmid">6694486</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hummel</surname> <given-names>T</given-names></name> <name><surname>Whitcroft</surname> <given-names>KL</given-names></name> <name><surname>Andrews</surname> <given-names>P</given-names></name> <name><surname>Altundag</surname> <given-names>A</given-names></name> <name><surname>Cinghi</surname> <given-names>C</given-names></name> <name><surname>Costanzo</surname> <given-names>RM</given-names></name> <etal/></person-group>. <article-title>Position paper on olfactory dysfunction</article-title>. <source>Rhinology.</source> (<year>2016</year>) <volume>56</volume>:<fpage>1</fpage>&#x02013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.4193/Rhin16.248</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x000F6;tsch</surname> <given-names>J</given-names></name> <name><surname>Hummel</surname> <given-names>T</given-names></name></person-group>. <article-title>Clinical usefulness of self-rated olfactory performance-a data science-based assessment of 6000 patients</article-title>. <source>Chem Senses.</source> (<year>2019</year>) <volume>44</volume>:<fpage>357</fpage>&#x02013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1093/chemse/bjz029</pub-id><pub-id pub-id-type="pmid">31077277</pub-id></citation></ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zou</surname> <given-names>LQ</given-names></name> <name><surname>Linden</surname> <given-names>L</given-names></name> <name><surname>Cuevas</surname> <given-names>M</given-names></name> <name><surname>Metasch</surname> <given-names>ML</given-names></name> <name><surname>Welge-L&#x000FC;ssen</surname> <given-names>A</given-names></name> <name><surname>H&#x000E4;hner</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Self-reported mini olfactory questionnaire (Self-MOQ): a simple and useful measurement for the screening of olfactory dysfunction</article-title>. <source>Laryngoscope.</source> (<year>2020</year>) <volume>130</volume>:<fpage>E786</fpage>&#x02013;<lpage>E90</lpage>. <pub-id pub-id-type="doi">10.1002/lary.28419</pub-id><pub-id pub-id-type="pmid">31747076</pub-id></citation></ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mullol</surname> <given-names>J</given-names></name> <name><surname>Alobid</surname> <given-names>I</given-names></name> <name><surname>Mari&#x000F1;o-S&#x000E1;nchez</surname> <given-names>F</given-names></name> <name><surname>Quint&#x000F3;</surname> <given-names>L</given-names></name> <name><surname>de Haro</surname> <given-names>J</given-names></name> <name><surname>Bernal-Sprekelsen</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Furthering the understanding of olfaction, prevalence of loss of smell and risk factors: a population-based survey (OLFACAT study)</article-title>. <source>BMJ Open.</source> (<year>2012</year>) <volume>2</volume>:<fpage>e001256</fpage>. <pub-id pub-id-type="doi">10.1136/bmjopen-2012-001256</pub-id><pub-id pub-id-type="pmid">23135536</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Langstaff</surname> <given-names>L</given-names></name> <name><surname>Pradhan</surname> <given-names>N</given-names></name> <name><surname>Clark</surname> <given-names>A</given-names></name> <name><surname>Boak</surname> <given-names>D</given-names></name> <name><surname>Salam</surname> <given-names>M</given-names></name> <name><surname>Hummel</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Validation of the olfactory disorders questionnaire for English- speaking patients with olfactory disorders</article-title>. <source>Clin Otolaryngol.</source> (<year>2019</year>) <volume>44</volume>:<fpage>715</fpage>&#x02013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1111/coa.13351</pub-id><pub-id pub-id-type="pmid">31038840</pub-id></citation></ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Silver</surname> <given-names>WL</given-names></name> <name><surname>Clapp</surname> <given-names>TR</given-names></name> <name><surname>Stone</surname> <given-names>LM</given-names></name> <name><surname>Kinnamon</surname> <given-names>SC</given-names></name></person-group>. <article-title>TRPV1 receptors and nasal trigeminal chemesthesis</article-title>. <source>Chem Senses.</source> (<year>2006</year>) <volume>31</volume>:<fpage>807</fpage>&#x02013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1093/chemse/bjl022</pub-id><pub-id pub-id-type="pmid">16908491</pub-id></citation></ref>
<ref id="B27">
<label>27.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Simon</surname> <given-names>SA</given-names></name> <name><surname>Gutierrez</surname> <given-names>R</given-names></name></person-group>. <article-title>Chapter 7: TRP channels at the periphery of the taste and trigeminal systems</article-title>. In: <person-group person-group-type="editor"><name><surname>Emir</surname> <given-names>TLR</given-names></name></person-group>, editor. <source>Neurobiology of TRP Channels</source>. <publisher-loc>Boca Raton, FL</publisher-loc>: <publisher-name>CRC Press; Taylor &#x00026; Francis;</publisher-name> (<year>2017</year>).<pub-id pub-id-type="pmid">29356478</pub-id></citation></ref>
<ref id="B28">
<label>28.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Babes</surname> <given-names>A</given-names></name></person-group>. <article-title>Ion channels involved in cold detection in mammals: TRP and non-TRP mechanisms</article-title>. <source>Biophys Rev.</source> (<year>2009</year>) <volume>1</volume>:<fpage>193</fpage>&#x02013;<lpage>200</lpage>. <pub-id pub-id-type="doi">10.1007/s12551-009-0020-9</pub-id><pub-id pub-id-type="pmid">28510025</pub-id></citation></ref>
<ref id="B29">
<label>29.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kichko</surname> <given-names>TI</given-names></name> <name><surname>Neuhuber</surname> <given-names>W</given-names></name> <name><surname>Kobal</surname> <given-names>G</given-names></name> <name><surname>Reeh</surname> <given-names>PW</given-names></name></person-group>. <article-title>The roles of TRPV1, TRPA1 and TRPM8 channels in chemical and thermal sensitivity of the mouse oral mucosa</article-title>. <source>Eur J Neurosci.</source> (<year>2018</year>) <volume>47</volume>:<fpage>201</fpage>&#x02013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1111/ejn.13799</pub-id><pub-id pub-id-type="pmid">29247491</pub-id></citation></ref>
<ref id="B30">
<label>30.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Iftinca</surname> <given-names>M</given-names></name> <name><surname>Altier</surname> <given-names>C</given-names></name></person-group>. <article-title>The cool things to know about TRPM8!</article-title>. <source>Channels.</source> (<year>2020</year>) <volume>14</volume>:<fpage>413</fpage>&#x02013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1080/19336950.2020.1841419</pub-id><pub-id pub-id-type="pmid">33147416</pub-id></citation></ref>
<ref id="B31">
<label>31.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lemon</surname> <given-names>CH</given-names></name> <name><surname>Kang</surname> <given-names>Y</given-names></name> <name><surname>Li</surname> <given-names>J</given-names></name></person-group>. <article-title>Separate functions for responses to oral temperature in thermo-gustatory and trigeminal neurons</article-title>. <source>Chem Senses</source>. (<year>2016</year>) <volume>41</volume>:<fpage>457</fpage>&#x02013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1093/chemse/bjw02</pub-id><pub-id pub-id-type="pmid">26976122</pub-id></citation></ref>
<ref id="B32">
<label>32.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bougakov</surname> <given-names>D</given-names></name> <name><surname>Podell</surname> <given-names>K</given-names></name> <name><surname>Goldberg</surname> <given-names>E</given-names></name></person-group>. <article-title>Multiple Neuroinvasive Pathways in COVID-19</article-title>. <source>Mol Neurobiol.</source> (<year>2020</year>) <volume>29</volume>:<fpage>1</fpage>&#x02013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1007/s12035-020-02152-5</pub-id></citation></ref>
</ref-list>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link ext-link-type="uri" xlink:href="https://www.cdc.gov/coronavirus/2019-ncov/symptoms-testing/symptoms.html">https://www.cdc.gov/coronavirus/2019-ncov/symptoms-testing/symptoms.html</ext-link> (accessed November 23, 2020).</p></fn>
</fn-group>
<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> This work was funded by Fondazione Cassa di Risparmio di Padova e Rovigo (CARIPARO) for a COVID-19 related call.</p>
</fn>
</fn-group>
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</article>