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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JDERM</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Dermatol</journal-id>
      <journal-title>JMIR Dermatology</journal-title>
      <issn pub-type="epub">2562-0959</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v5i2e34594</article-id>
      <article-id pub-id-type="pmid">37632873</article-id>
      <article-id pub-id-type="doi">10.2196/34594</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Letter</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Research Letter</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Geospatial Heterogeneity of Hidradenitis Suppurativa Searches in the United States: Infodemiology Study of Google Search Data</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Dellavalle</surname>
            <given-names>Robert</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Brooks</surname>
            <given-names>Ian</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Alhusayen</surname>
            <given-names>Raed</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>Kulkarni</surname>
            <given-names>Vishnutheertha</given-names>
          </name>
          <degrees>MS</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3555-4401</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Okoye</surname>
            <given-names>Ginette A</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-1316-4023</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Garza</surname>
            <given-names>Luis A</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-6547-9695</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Wongvibulsin</surname>
            <given-names>Shannon</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <address>
            <institution>Department of Dermatology</institution>
            <institution>Johns Hopkins University School of Medicine</institution>
            <addr-line>1830 E Monument Street</addr-line>
            <addr-line>Suite 2-300</addr-line>
            <addr-line>Baltimore, MD, 21205</addr-line>
            <country>United States</country>
            <phone>1 410 955 8008</phone>
            <email>swongvi1@jhmi.edu</email>
          </address>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1390-7440</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>University of Queensland Medical School</institution>
        <addr-line>Brisbane</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Dermatology</institution>
        <institution>Howard University Hospital</institution>
        <addr-line>Washington DC, DC</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Dermatology</institution>
        <institution>Johns Hopkins University School of Medicine</institution>
        <addr-line>Baltimore, MD</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Biomedical Engineering</institution>
        <institution>Johns Hopkins University School of Medicine</institution>
        <addr-line>Baltimore, MD</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Shannon Wongvibulsin <email>swongvi1@jhmi.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <season>Apr-Jun</season>
        <year>2022</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>9</day>
        <month>6</month>
        <year>2022</year>
      </pub-date>
      <volume>5</volume>
      <issue>2</issue>
      <elocation-id>e34594</elocation-id>
      <history>
        <date date-type="received">
          <day>31</day>
          <month>10</month>
          <year>2021</year>
        </date>
        <date date-type="rev-request">
          <day>3</day>
          <month>1</month>
          <year>2022</year>
        </date>
        <date date-type="rev-recd">
          <day>23</day>
          <month>4</month>
          <year>2022</year>
        </date>
        <date date-type="accepted">
          <day>14</day>
          <month>5</month>
          <year>2022</year>
        </date>
      </history>
      <copyright-statement>©Vishnutheertha Kulkarni, Ginette A Okoye, Luis A Garza, Shannon Wongvibulsin. Originally published in JMIR Dermatology (http://derma.jmir.org), 09.06.2022.</copyright-statement>
      <copyright-year>2022</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Dermatology Research, is properly cited. The complete bibliographic information, a link to the original publication on http://derma.jmir.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://derma.jmir.org/2022/2/e34594" xlink:type="simple"/>
      <kwd-group>
        <kwd>hidradenitis suppurativa</kwd>
        <kwd>infodemiology</kwd>
        <kwd>internet</kwd>
        <kwd>digital dermatoepidemiology</kwd>
        <kwd>epidemiology</kwd>
        <kwd>big data</kwd>
        <kwd>dermatology</kwd>
      </kwd-group>
      
    </article-meta>
  </front>
  <body>
    <p>Although hidradenitis suppurativa (HS) is a debilitating skin disease, clear epidemiology of HS is incomplete due to difficulties in data collection [<xref ref-type="bibr" rid="ref1">1</xref>]. Infodemiology, the utilization of web-based data such as Google Trends for public health purposes, offers a potential solution [<xref ref-type="bibr" rid="ref2">2</xref>]. With the use of online searches for health information, Google Trends offers a rich data source to address the challenges of population-level HS research [<xref ref-type="bibr" rid="ref3">3</xref>]. Given that HS is a disorder of disparities [<xref ref-type="bibr" rid="ref4">4</xref>], we hypothesize that there would be nonuniform HS search interest across the United States.</p>
    <p>Relative search volume (RSV) data for Google searches using the keyword “hidradenitis suppurativa” were obtained with the following parameters: <italic>United States</italic>, <italic>January 1, 2016 - December 31, 2021</italic>, <italic>all categories</italic>, and <italic>web search</italic>. RSV data are scaled from 0 to 100, where 100 corresponds to the highest RSV. State-level RSV was normalized by search interest for “hidradenitis suppurativa” relative to all searches in that particular state during the time span of interest. The US geographic distribution of HS searches was visualized with a choropleth map. The heterogeneity of state-level RSV for “hidradenitis suppurativa” was compared with that of “skin” and “acne,” which are expected to have a more uniform distribution of searches. The Levene test was used to assess variance heterogeneity. R software (version 3.6.3; The R Foundation) was used for data analysis.</p>
    <p>The heterogeneity of “hidradenitis suppurativa” searches is shown in <xref rid="figure1" ref-type="fig">Figure 1</xref>. The corresponding SD for the state-level “hidradenitis suppurativa” RSV was 13.8. In contrast, the SD for the state-level “skin” and “acne” RSV were 6.1 and 7.3, respectively. There was significant heterogeneity in the variance of “hidradenitis suppurativa” searches compared with that of both “skin” <italic>(P</italic>&#60;.001) and “acne” (<italic>P</italic>&#60;.001) searches.</p>
    <p>We conclude that there are large geographic variations in HS searches that are not observed for skin or acne. Although a lack of population-level data on HS prevalence limits the ability to confirm whether “hidradenitis suppurativa” search heterogeneity is reflective of differences in the state-level prevalence of HS, prior work has demonstrated the correlation of Google search volume with cancer incidence [<xref ref-type="bibr" rid="ref5">5</xref>]. Given the difficulty of data collection for population-level HS research, further exploring publicly available, real-time data from Google can offer a convenient way to examine the disparities associated with HS. A limitation is that different portions of the population utilize Google to varying extents and may not provide representative estimates for HS interest.</p>
    <p>Our study presents insights into HS distribution and the potential for precision public health efforts to address areas with increased “hidradenitis suppurativa” searches that may be correlated with higher HS burden. This research provides the groundwork for using publicly available data as surveillance tools that can provide insights specific to populations of interest and offers a general methodological framework applicable to the investigation of dermatological diseases with challenging data collection. Overall, this big data digital dermatoepidemiological approach serves as an important foundation for further public health efforts and epidemiological studies on HS and health care disparities.</p>
    <fig id="figure1" position="float">
      <label>Figure 1</label>
      <caption>
        <p>Choropleth map displaying the geographic distribution of search interest for the search term “hidradenitis suppurativa” through state-level relative search volume (RSV) data from January 1, 2016, to December 31, 2021, where dark red corresponds to the highest RSV and light red corresponds to the lowest RSV.</p>
      </caption>
      <graphic xlink:href="derma_v5i2e34594_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
    </fig>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">HS</term>
          <def>
            <p>hidradenitis suppurativa</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">NIH</term>
          <def>
            <p>National Institutes of Health</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">RSV</term>
          <def>
            <p>relative search volume</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This work received funding through National Institutes of Health (NIH) grants F30HL142131 and 5T32GM007309, and the National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS) grant R01 AR074846 02. The funders were not involved in the study design, data collection, data analysis, manuscript preparation, and/or publication decisions. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>GAO is a consultant for Unilever; is on the advisory board for Pfizer, Janssen, Novartis, UCB, and Lilly; and receives grants from Pfizer and Janssen.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sabat</surname>
              <given-names>Robert</given-names>
            </name>
            <name name-style="western">
              <surname>Jemec</surname>
              <given-names>Gregor B E</given-names>
            </name>
            <name name-style="western">
              <surname>Matusiak</surname>
              <given-names>Łukasz</given-names>
            </name>
            <name name-style="western">
              <surname>Kimball</surname>
              <given-names>Alexa B</given-names>
            </name>
            <name name-style="western">
              <surname>Prens</surname>
              <given-names>Errol</given-names>
            </name>
            <name name-style="western">
              <surname>Wolk</surname>
              <given-names>Kerstin</given-names>
            </name>
          </person-group>
          <article-title>Hidradenitis suppurativa</article-title>
          <source>Nat Rev Dis Primers</source>
          <year>2020</year>
          <month>03</month>
          <day>12</day>
          <volume>6</volume>
          <issue>1</issue>
          <fpage>18</fpage>
          <pub-id pub-id-type="doi">10.1038/s41572-020-0149-1</pub-id>
          <pub-id pub-id-type="medline">32165620</pub-id>
          <pub-id pub-id-type="pii">10.1038/s41572-020-0149-1</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mavragani</surname>
              <given-names>Amaryllis</given-names>
            </name>
            <name name-style="western">
              <surname>Ochoa</surname>
              <given-names>Gabriela</given-names>
            </name>
            <name name-style="western">
              <surname>Tsagarakis</surname>
              <given-names>Konstantinos P</given-names>
            </name>
          </person-group>
          <article-title>Assessing the methods, tools, and statistical approaches in Google Trends research: systematic review</article-title>
          <source>J Med Internet Res</source>
          <year>2018</year>
          <month>11</month>
          <day>06</day>
          <volume>20</volume>
          <issue>11</issue>
          <fpage>e270</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.jmir.org/2018/11/e270/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/jmir.9366</pub-id>
          <pub-id pub-id-type="medline">30401664</pub-id>
          <pub-id pub-id-type="pii">v20i11e270</pub-id>
          <pub-id pub-id-type="pmcid">PMC6246971</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hessam</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Salem</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Bechara</surname>
              <given-names>FG</given-names>
            </name>
            <name name-style="western">
              <surname>Haferkamp</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Heidenreich</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Paffenholz</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Sand</surname>
              <given-names>Michael</given-names>
            </name>
            <name name-style="western">
              <surname>Tsaur</surname>
              <given-names>Igor</given-names>
            </name>
            <name name-style="western">
              <surname>Borgmann</surname>
              <given-names>Hendrik</given-names>
            </name>
          </person-group>
          <article-title>Hidradenitis suppurativa gains increasing interest on World Wide Web: a source for patient information?</article-title>
          <source>Int J Dermatol</source>
          <year>2017</year>
          <month>07</month>
          <volume>56</volume>
          <issue>7</issue>
          <fpage>726</fpage>
          <lpage>732</lpage>
          <pub-id pub-id-type="doi">10.1111/ijd.13601</pub-id>
          <pub-id pub-id-type="medline">28321845</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kirby</surname>
              <given-names>Joslyn S</given-names>
            </name>
            <name name-style="western">
              <surname>Zaenglein</surname>
              <given-names>Andrea L</given-names>
            </name>
          </person-group>
          <article-title>Recognizing the effects and disparities of pediatric hidradenitis suppurativa</article-title>
          <source>JAMA Dermatol</source>
          <year>2021</year>
          <month>04</month>
          <day>01</day>
          <volume>157</volume>
          <issue>4</issue>
          <fpage>379</fpage>
          <lpage>380</lpage>
          <pub-id pub-id-type="doi">10.1001/jamadermatol.2020.5434</pub-id>
          <pub-id pub-id-type="medline">33625471</pub-id>
          <pub-id pub-id-type="pii">2776778</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Phillips</surname>
              <given-names>Charles A</given-names>
            </name>
            <name name-style="western">
              <surname>Barz Leahy</surname>
              <given-names>Allison</given-names>
            </name>
            <name name-style="western">
              <surname>Li</surname>
              <given-names>Yimei</given-names>
            </name>
            <name name-style="western">
              <surname>Schapira</surname>
              <given-names>Marilyn M</given-names>
            </name>
            <name name-style="western">
              <surname>Bailey</surname>
              <given-names>L Charles</given-names>
            </name>
            <name name-style="western">
              <surname>Merchant</surname>
              <given-names>Raina M</given-names>
            </name>
          </person-group>
          <article-title>Relationship between state-level Google online search volume and cancer incidence in the United States: retrospective study</article-title>
          <source>J Med Internet Res</source>
          <year>2018</year>
          <month>01</month>
          <day>08</day>
          <volume>20</volume>
          <issue>1</issue>
          <fpage>e6</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.jmir.org/2018/1/e6/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/jmir.8870</pub-id>
          <pub-id pub-id-type="medline">29311051</pub-id>
          <pub-id pub-id-type="pii">v20i1e6</pub-id>
          <pub-id pub-id-type="pmcid">PMC5778251</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
