<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Public Health Surveill</journal-id><journal-id journal-id-type="publisher-id">publichealth</journal-id><journal-id journal-id-type="index">9</journal-id><journal-title>JMIR Public Health and Surveillance</journal-title><abbrev-journal-title>JMIR Public Health Surveill</abbrev-journal-title><issn pub-type="epub">2369-2960</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">v10i1e49648</article-id><article-id pub-id-type="doi">10.2196/49648</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Kawasaki Disease and Respiratory Viruses: Ecological Spatiotemporal Analysis</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Sawires</surname><given-names>Rana</given-names></name><degrees>BMedSci, MD, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Clothier</surname><given-names>Hazel J</given-names></name><degrees>MAE, PhD</degrees><xref ref-type="aff" rid="aff2">2</xref><xref ref-type="aff" rid="aff3">3</xref><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Burgner</surname><given-names>David</given-names></name><degrees>BSc, MBChB, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff5">5</xref><xref ref-type="aff" rid="aff6">6</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Fahey</surname><given-names>Michael Collingwood</given-names></name><degrees>MBBS, PhD</degrees><xref ref-type="aff" rid="aff7">7</xref><xref ref-type="aff" rid="aff8">8</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Buttery</surname><given-names>Jim</given-names></name><degrees>MBBS, MSc, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref><xref ref-type="aff" rid="aff3">3</xref><xref ref-type="aff" rid="aff5">5</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Paediatrics, Monash University</institution>, <addr-line>Wellington Road</addr-line><addr-line>Clayton</addr-line>, <country>Australia</country></aff><aff id="aff2"><institution>Centre for Health Analytics, Murdoch Children&#x2019;s Research Institute</institution>, <addr-line>Parkville</addr-line>, <country>Australia</country></aff><aff id="aff3"><institution>Surveillance of Adverse Events Following Vaccination in the Community, Murdoch Children&#x2019;s Research Institute</institution>, <addr-line>Parkville</addr-line>, <country>Australia</country></aff><aff id="aff4"><institution>Melbourne School of Population and Global Health, University of Melbourne</institution>, <addr-line>Melbourne</addr-line>, <country>Australia</country></aff><aff id="aff5"><institution>Department of Paediatrics, University of Melbourne</institution>, <addr-line>Melbourne</addr-line>, <country>Australia</country></aff><aff id="aff6"><institution>Inflammatory Origins, Murdoch Children&#x2019;s Research Institute</institution>, <addr-line>Parkville</addr-line>, <country>Australia</country></aff><aff id="aff7"><institution>Department of Neurology, Monash Children&#x2019;s Hospital</institution>, <addr-line>Clayton</addr-line>, <country>Australia</country></aff><aff id="aff8"><institution>Neurogenetics Department, Monash Paediatrics, Monash University</institution>, <addr-line>Clayton</addr-line>, <country>Australia</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Mavragani</surname><given-names>Amaryllis</given-names></name></contrib><contrib contrib-type="editor"><name name-style="western"><surname>Sanchez</surname><given-names>Travis</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Chen</surname><given-names>Haitao</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Schwermer</surname><given-names>Heinzpeter</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Rana Sawires, BMedSci, MD, PhD, Department of Paediatrics, Monash University, Wellington Road, Clayton, 3800, Australia, 61 411717227; <email>rana.sawires@monash.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>25</day><month>7</month><year>2024</year></pub-date><volume>10</volume><elocation-id>e49648</elocation-id><history><date date-type="received"><day>04</day><month>06</month><year>2023</year></date><date date-type="rev-recd"><day>11</day><month>02</month><year>2024</year></date><date date-type="accepted"><day>05</day><month>04</month><year>2024</year></date></history><copyright-statement>&#x00A9; Rana Sawires, Hazel J Clothier, David Burgner, Michael Collingwood Fahey, Jim Buttery. Originally published in JMIR Public Health and Surveillance (<ext-link ext-link-type="uri" xlink:href="https://publichealth.jmir.org">https://publichealth.jmir.org</ext-link>), 25.7.2024. </copyright-statement><copyright-year>2024</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 (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Public Health and Surveillance, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://publichealth.jmir.org">https://publichealth.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://publichealth.jmir.org/2024/1/e49648"/><abstract><sec><title>Background</title><p>Kawasaki disease is an uncommon vasculitis affecting young children. Its etiology is not completely understood, although infections have been frequently postulated as the triggers. Respiratory viruses, specifically, have often been implicated as causative agents for Kawasaki disease presentations.</p></sec><sec><title>Objective</title><p>We aimed to conduct an ecological spatiotemporal analysis to determine whether Kawasaki disease incidence was related to community respiratory virus circulation in a shared region and population, and to describe viral associations before and during the COVID-19 pandemic.</p></sec><sec sec-type="methods"><title>Methods</title><p>We obtained independent statewide data sets of hospital admissions of Kawasaki disease and respiratory multiplex polymerase chain reaction tests performed at two large hospital networks in Victoria, Australia, from July 2011 to November 2021. We studied spatiotemporal relationships by negative binomial regression analysis of the monthly incidence of Kawasaki disease and the rate of positive respiratory polymerase chain reaction tests in different regions of Victoria. Peak viral seasons (95th percentile incidence) were compared to median viral circulation (50th percentile incidence) to calculate peak season increased rate ratios.</p></sec><sec sec-type="results"><title>Results</title><p>While no seasonal trend in Kawasaki disease incidence was identified throughout the study period, we found a 1.52 (99% CI 1.27&#x2010;1.82) and a 1.43 (99% CI 1.17&#x2010;1.73) increased rate ratio of Kawasaki disease presentations in association with human metapneumovirus and respiratory syncytial virus circulation, respectively, before the COVID-19 pandemic. No respiratory viral associations with Kawasaki disease were observed during the COVID-19 pandemic.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Our large ecological analysis demonstrates novel spatiotemporal relationships between human metapneumovirus and respiratory syncytial virus circulation with Kawasaki disease. The disappearance of these associations in the COVID-19 pandemic may reflect the reduced circulation of non&#x2013;SARS-CoV-2 viruses during this period, supporting the prepandemic associations identified in this study. The roles of human metapneumovirus and respiratory syncytial virus in Kawasaki disease etiology warrant further investigation.</p></sec></abstract><kwd-group><kwd>Kawasaki disease</kwd><kwd>pediatric</kwd><kwd>infection</kwd><kwd>RSV</kwd><kwd>human metapneumovirus</kwd><kwd>respiratory virus</kwd><kwd>virology</kwd><kwd>community</kwd><kwd>viral infection</kwd><kwd>respiratory disease</kwd><kwd>respiratory diseases</kwd><kwd>children</kwd><kwd>epidemiology</kwd><kwd>respiratory syncytial virus</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Kawasaki disease is an uncommon acute systemic vasculitis, predominantly affecting children younger than 5 years [<xref ref-type="bibr" rid="ref1">1</xref>]. Its defining features are fever lasting more than 5 days, bilateral nonpurulent conjunctivitis, changes to oropharyngeal mucous membranes, palmar and/or plantar erythema, polymorphous exanthema, and cervical lymphadenopathy [<xref ref-type="bibr" rid="ref2">2</xref>]. It has been described with varying incidence worldwide [<xref ref-type="bibr" rid="ref3">3</xref>]. In Australia, the annual Kawasaki disease incidence in children ages 0&#x2010;4 years is 14.31/100,000, as measured by the rate of intravenous immunoglobulin treatment [<xref ref-type="bibr" rid="ref4">4</xref>]. The etiology is poorly understood, with many putative causes proposed, investigated, and excluded [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref5">5</xref>]. However, one or more preceding infective causes are widely suggested as the trigger for the disease and fit with epidemiology [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>]. Local outbreaks in two cities in the United States in 1979 and 1980 showed that the only difference between patients and controls was a history of respiratory illness, which may imply concurrent circulation of a viral infectious trigger [<xref ref-type="bibr" rid="ref8">8</xref>]. Since then, seasonal patterns of Kawasaki disease have been observed in Japan, Korea, and France, with annual peaks occurring in winter and an additional peak in summer in Japan [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>]. In Victoria, Australia, Kawasaki disease historically peaks in late winter and early spring, which has also been described in studies from the northern hemisphere [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref9">9</xref>]. The co-occurrence of respiratory viral infections in conjunction with Kawasaki disease has been variously reported [<xref ref-type="bibr" rid="ref12">12</xref>]. A prospective study in Taiwan found that, in addition to a greater prevalence of respiratory symptoms among children with Kawasaki disease, there was a higher rate of polymerase chain reaction (PCR) viral detection in patients with Kawasaki disease compared to controls, including enteroviruses (16.8% vs 4.4%), rhinoviruses (26.5% vs 9.7%), adenoviruses (8% vs 1.8%) and non&#x2013;SARS-CoV-2 coronaviruses (7.1% vs 0.9%) [<xref ref-type="bibr" rid="ref13">13</xref>]. Observational studies have reported an association between Kawasaki disease and adenovirus [<xref ref-type="bibr" rid="ref14">14</xref>], human rhinovirus [<xref ref-type="bibr" rid="ref15">15</xref>], and non&#x2013;SARS-CoV-2 coronavirus [<xref ref-type="bibr" rid="ref16">16</xref>]. An ecologic study in South Korea of over 53,000 Kawasaki disease cases recently identified temporal correlations between rhinovirus, respiratory syncytial virus (RSV), and varicella peaks 1&#x2010;3 months preceding Kawasaki disease outbreaks [<xref ref-type="bibr" rid="ref17">17</xref>]. Reductions in Kawasaki disease presentations in the United States during the COVID-19 pandemic further support the role of respiratory viruses in this disease [<xref ref-type="bibr" rid="ref18">18</xref>], given that its decline was coincident with reduced respiratory virus circulation throughout the pandemic. Conversely, the appearance of pediatric inflammatory multisystem syndrome temporally associated with SARS-CoV-2 (PIMS-TS) throughout the COVID-19 pandemic has compounded the complexity of a Kawasaki disease diagnosis, as PIMS-TS clinically resembles Kawasaki disease [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref21">21</xref>].</p><p>Given the variability of viral associations with Kawasaki disease that have been identified to date and the methodological limitations of some previous studies, we aimed to investigate spatiotemporal associations of Kawasaki disease incidence with respiratory virus circulation in Victoria, Australia over 10 years.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design and Cohort</title><p>We conducted a retrospective ecologic cohort analysis from July 2011 through November 2021 using independent, unlinked data sets from Victorian hospitals to define associations between Kawasaki disease and respiratory virus circulation.</p><p>Kawasaki disease admissions data were obtained from the Victorian Agency for Health Information (VAHI), a state government organization that collates, analyzes, and shares health data from public hospitals across the Australian state of Victoria (population 6.5 million) [<xref ref-type="bibr" rid="ref22">22</xref>]. VAHI collates data from the Victorian Admitted Episodes Dataset (VAED), which contains data from Victorian public hospital admissions. Data are recorded according to the <italic>International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Australian Modification</italic> (<italic>ICD-10-AM</italic>). <italic>ICD-10-AM</italic> code M303 was used to extract any presentation for which the primary diagnosis was Kawasaki disease. We extracted fields related to date of presentation; patient area of residence, aggregated to Statistical Area Level 3 (SA3); and duration of stay. SA3s are regional breakdowns of Australia, with populations ranging from 30,000 to 130,000 people [<xref ref-type="bibr" rid="ref23">23</xref>]. Kawasaki disease presentations in children ages 0&#x2010;9 years were included in this analysis. VAHI ethics restrictions preclude the use of narrower age bands (eg, 0&#x2010;4 and 5&#x2010;9 years), as this may breach patient confidentiality due to the low incidence of Kawasaki disease once restricted to month and SA3. We were unable to account for interhospital transfers or repeat presentations for the same episode as individual patients cannot be identified from these data. Kawasaki disease presentations were aggregated by month of presentation and patient area of residence (SA3).</p><p>We obtained PCR results for common respiratory viruses from two large tertiary hospitals in Victoria, Australia. Monash Health (MH), based in southeast Melbourne, is the largest health network in Victoria, with almost 40,000 annual pediatric admissions across three emergency departments [<xref ref-type="bibr" rid="ref24">24</xref>]. The Royal Children&#x2019;s Hospital Melbourne (RCH) is the largest children&#x2019;s hospital in Australia, with care extending to children from Tasmania, New South Wales, and other Australian states. RCH has almost 55,000 admissions annually, with various other nonadmission services [<xref ref-type="bibr" rid="ref25">25</xref>]. From these two tertiary hospitals, respiratory multiplex PCR assays reported results for the following viruses: adenovirus; influenza A and B; parainfluenza 1, 2, 3, and 4; SARS-CoV-2 (from March 2020 onward); human metapneumovirus (HMPV), RSV, parechovirus, and picornavirus. Data for all reported viruses were included in this study. Data included date of test, patient area of residence aggregated to SA3, and PCR test result. Respiratory PCR data were aggregated by month of presentation and patient area of residence (SA3).</p><p>Our inclusion criteria were all respiratory multiplex PCR assays performed at MH and RCH for patients of any age, both children and adults, with a Victorian residential SA3. All Kawasaki disease presentations recorded for children younger than 10 years were included from the VAED (ie, all Victorian hospitals) between July 1, 2011, and November 30, 2021. Individual patient records were not available for analysis to ensure patient deidentification. However, a previous study of Kawasaki disease epidemiology in Australia using linked total population data has been verified against patient records [<xref ref-type="bibr" rid="ref26">26</xref>].</p></sec><sec id="s2-2"><title>Statistical Analysis</title><p>The coding program R (version 4.0.2; The R Foundation for Statistical Computing) [<xref ref-type="bibr" rid="ref27">27</xref>] was applied through RStudio (version 1.2.5; Posit PBC) [<xref ref-type="bibr" rid="ref28">28</xref>] for statistical analysis of temporal data. To account for the significant increase in total PCR tests performed each year at RCH and MH, viral incidence data were converted into a monthly rate per number of positive PCR tests.</p><p>We modified a statistical approach developed under the Snotwatch framework, which has been previously used to address viral associations with febrile seizures and chilblain presentations [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. We created four models for our data sets, applying a negative binomial regression technique. Two models assessed the spatiotemporal trends of Kawasaki disease from 2011 to 2019 (pre&#x2013;COVID-19 pandemic), and two assessed the spatiotemporal trends of Kawasaki disease during the COVID-19 pandemic (2020&#x2010;2021). For each period, we created a model that used the month of the year as an independent predictor of Kawasaki disease, allowing us to determine the trend in Kawasaki disease presentations throughout the year. All increased rate ratios in the month-of-the-year model were relative to the average number of Kawasaki disease presentations in April, which was selected as the mid-autumn reference month to allow comparison with seasonal variations in winter and summer.</p><p>We also created a multivariate model that used all positive respiratory virus PCR tests as separate predictors of Kawasaki disease. This model enabled us to ascertain which viruses were related to Kawasaki disease presentations in space and time over the study period. For each virus, the number of positive tests in any given month was divided by the total number of PCR tests performed during that month.</p><p>We compared the association of peak virus circulation on Kawasaki disease presentations with the median expected virus circulation. Specifically, we compared the risk of Kawasaki disease when viruses were present at or above the 95th percentile of their maximum rate to the 50th percentile of their maximum rate.</p></sec><sec id="s2-3"><title>Ethics Approval</title><p>An informed consent waiver and ethical approval through our primary human research ethics committee was obtained from MH on July 24, 2019 (NMA/ERM reference RES-19&#x2010;0000333L-53611).</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Overview</title><p>From July 2011 to November 2021, there were 1081 presentations of Kawasaki disease in children younger than 10 years, of which 873 (80.8%) resided in metropolitan Melbourne. Kawasaki disease incidence in the 2 years 2020 and 2021 represented 160 (14.8%) of all presentations over the total study period. We obtained 153,153 positive respiratory multiplex PCR tests from MH and RCH conducted between July 2011 and November 2021, of which 14,032 (9.4%) included SARS-CoV-2 detections from January 2020 to November 2021. Kawasaki disease&#x2019;s average monthly incidence decreased by 39% in 2020 and 7.7% in 2021 compared to the prepandemic monthly average. <xref ref-type="fig" rid="figure1">Figure 1</xref> demonstrates the temporal incidence of Kawasaki disease and the HMPV and RSV incidence rates throughout the study period.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Number of Kawasaki disease presentations and HMPV and RSV monthly incidences in Victoria, Australia, from 2011 to 2021. HMPV: human metapneumovirus; RSV: respiratory syncytial virus.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="publichealth_v10i1e49648_fig01.png"/></fig></sec><sec id="s3-2"><title>Temporal Associations</title><p>In our analyses of temporal trends of Kawasaki disease, we found no associations between the month of year and Kawasaki disease incidence both before and during the COVID-19 pandemic years.</p></sec><sec id="s3-3"><title>Spatiotemporal Associations Between Viral and Kawasaki Disease Incidence</title><p>Negative binomial regression analysis demonstrated two viral associations with presentations of Kawasaki disease in Victoria before the COVID-19 pandemic. We found a 1.52 (99% CI 1.27&#x2010;1.82) increased risk of Kawasaki disease presentations in peak seasons of HMPV and a 1.43 increased rate ratio (99% CI 1.17&#x2010;1.73) in peak RSV seasons. During the pandemic (2020 onward), no associations between viral incidence and statewide Kawasaki disease presentations were observed (<xref ref-type="table" rid="table1">Table 1</xref>).</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Spatiotemporal viral associations with Kawasaki disease in Victoria, Australia, from 2011 to 2021.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Virus</td><td align="left" valign="bottom">2011&#x2010;2019 IRR<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup> (99% CI)</td><td align="left" valign="bottom"><italic>P</italic> value</td><td align="left" valign="bottom">2020&#x2010;2021 IRR (99% CI)</td><td align="left" valign="bottom"><italic>P</italic> value</td></tr></thead><tbody><tr><td align="left" valign="top">Adenovirus</td><td align="left" valign="top">1.06 (0.87&#x2010;1.30)</td><td align="left" valign="top">.45</td><td align="left" valign="top">0.96 (0.45&#x2010;2.07)</td><td align="left" valign="top">.89</td></tr><tr><td align="left" valign="top">COVID-19</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup></td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1.00 (1.00&#x2010;1.00)</td><td align="left" valign="top">.15</td></tr><tr><td align="left" valign="top">Human metapneumovirus</td><td align="left" valign="top">1.52 (1.27&#x2010;1.82)</td><td align="left" valign="top">&#x003C;.001</td><td align="left" valign="top">0.99 (0.92&#x2010;1.07)</td><td align="left" valign="top">.78</td></tr><tr><td align="left" valign="top">Influenza A</td><td align="left" valign="top">1.12 (0.99&#x2010;1.26)</td><td align="left" valign="top">.02</td><td align="left" valign="top">1.03 (0.91&#x2010;1.18)</td><td align="left" valign="top">.49</td></tr><tr><td align="left" valign="top">Influenza B</td><td align="left" valign="top">1.02 (0.91&#x2010;1.13)</td><td align="left" valign="top">.71</td><td align="left" valign="top">1.00 (1.00&#x2010;1.00)</td><td align="left" valign="top">.37</td></tr><tr><td align="left" valign="top">Parechovirus</td><td align="left" valign="top">1.00 (1.00&#x2010;1.00)</td><td align="left" valign="top">.20</td><td align="left" valign="top">1.00 (1.00&#x2010;1.00)</td><td align="left" valign="top">.55</td></tr><tr><td align="left" valign="top">Picornavirus</td><td align="left" valign="top">0.91 (0.70&#x2010;1.18)</td><td align="left" valign="top">.34</td><td align="left" valign="top">1.21 (0.70&#x2010;2.10)</td><td align="left" valign="top">.38</td></tr><tr><td align="left" valign="top">Parainfluenza</td><td align="left" valign="top">1.01 (0.93&#x2010;1.10)</td><td align="left" valign="top">.76</td><td align="left" valign="top">1.01 (0.78&#x2010;1.32)</td><td align="left" valign="top">.92</td></tr><tr><td align="left" valign="top">Respiratory syncytial virus</td><td align="left" valign="top">1.43 (1.17&#x2010;1.73)</td><td align="left" valign="top">&#x003C;.001</td><td align="left" valign="top">1.16 (1.00&#x2010;1.35)</td><td align="left" valign="top">.01</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>IRR: increased rate ratio.</p></fn><fn id="table1fn2"><p><sup>b</sup>Not applicable.</p></fn></table-wrap-foot></table-wrap></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><p>This is a large-scale population-based ecological spatiotemporal analysis of Kawasaki disease in conjunction with respiratory viral circulation over 10 years. We found a novel association between Kawasaki disease and HMPV and (separately) with RSV. The RSV association is similar to the findings of Kang et al [<xref ref-type="bibr" rid="ref17">17</xref>] using a different temporal ecologic analysis, although our spatiotemporal association was contemporaneous, while their temporal association supported a 1&#x2010; to 3-month lag between outbreaks and Kawasaki disease peaks. Despite being associated with HMPV and RSV, viruses that commonly peak in the winter of each year, there were no independent associations between Kawasaki disease incidence and seasons. This adds credence to the association between Kawasaki disease and these two viruses, suggesting a closely related temporal co-occurrence that cannot be generalized to the month of incidence [<xref ref-type="bibr" rid="ref9">9</xref>]. The spatial distribution of the data sets is as expected and suggests the relatively equal likelihood of Kawasaki disease presentations across the state of Victoria.</p><p>In contrast with our study, Kang et al [<xref ref-type="bibr" rid="ref17">17</xref>] also identified associations with varicella and rhinovirus. Our laboratory assays identified picornavirus circulation, which includes both rhinovirus and enteroviruses&#x2014;two viruses that have contrasting seasonal trends and consequently may not have been able to be associated with Kawasaki disease by our model, potentially accounting for the discrepant findings [<xref ref-type="bibr" rid="ref31">31</xref>]. Varicella was not included in our analysis, and the childhood varicella vaccine has been implemented in Australia since 2005, with rare outbreaks [<xref ref-type="bibr" rid="ref32">32</xref>].</p><p>We did not observe any viral associations with Kawasaki disease incidence throughout the pandemic, which may, in part, have reflected the lockdown restrictions in Victoria from 2020 to 2021 that altered viral circulation in the community [<xref ref-type="bibr" rid="ref33">33</xref>] and quantifiably reduced infection-related hospitalization in children by 65% [<xref ref-type="bibr" rid="ref34">34</xref>-<xref ref-type="bibr" rid="ref36">36</xref>]. The reduction in monthly presentations of Kawasaki disease throughout the pandemic years has been reported internationally, supporting a putative role for transmissible viruses in Kawasaki disease etiology [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref37">37</xref>-<xref ref-type="bibr" rid="ref41">41</xref>] but not supporting the suggestion that SARS-CoV-2 infections may cause Kawasaki disease [<xref ref-type="bibr" rid="ref42">42</xref>]. Nevertheless, the fact that there were ongoing presentations of Kawasaki disease despite the limited viral transmission in this period also suggests that Kawasaki disease etiology is more complex [<xref ref-type="bibr" rid="ref43">43</xref>]. Pitzer et al [<xref ref-type="bibr" rid="ref7">7</xref>] have suggested that Kawasaki disease onset may be triggered by two concurrent infections; an acute infectious agent (such as a respiratory virus) and an infection with a longer duration (such as a superantigen elaborating colonizing bacteria). A plausible alternative interpretation is that one or more infectious agents that are not included in our multiplex PCR assay and for which transmission was not substantially reduced by the lockdowns are also responsible for Kawasaki disease cases [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>]. The lack of association between SARS-CoV-2 and Kawasaki disease in our study suggests that Kawasaki disease is not related to PIMS-TS as was initially suggested [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref21">21</xref>]. Our ecologic association findings may inform future investigations of the possible mechanistic roles of respiratory viruses in Kawasaki disease etiology.</p><p>We acknowledge some limitations in this study. An important limitation of our study was the skewed geographical distribution of the respiratory PCR test data. These two hospitals had broad coverage of respiratory PCR test data, with virus assay results demonstrated for patients residing in all SA3s in Victoria. However, virus circulation data predominated in the eastern, inner, and inner western suburbs of Melbourne, where these hospital networks are located. MH also provides pathology services for eastern and southern Victoria, including respiratory PCR assays. As such, this introduced potential bias into the analysis. The associations identified in this study may be an over- or underrepresentation of the actual viral associations with Kawasaki disease due to insufficient viral data representation in some parts of the state. An additional limitation was that Kawasaki disease presentation data were obtained from statewide administrative hospital admissions records. Admissions data for Kawasaki disease may overestimate true disease episodes, as was demonstrated in a comparison of emergency department and hospital admission diagnoses in 2015, with clinicians possibly overdiagnosing Kawasaki disease to avoid missing this important diagnosis [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>]. However, hospitalization data and intravenous immunoglobulin use for Kawasaki disease correlate highly in Australia [<xref ref-type="bibr" rid="ref4">4</xref>].</p><p>An important consideration is that this study used viral infections in Victoria as predictors of Kawasaki disease, irrespective of the host age. We chose this approach because all-population viral infections were used as a surrogate of potential exposure to all circulating microorganisms, in contrast to true infection. We also recognized that restricting the age group of patients with positive respiratory PCR tests would give us a representation of viral infections in children severe enough to lead to hospitalization rather than any virus exposure or mild infection. Notably, PCR data obtained from RCH would represent viral infections in children predominantly (with the occasional adult test conducted on site for parents or guardians). We recognize that this would skew test results toward respiratory viruses that are more common in children due to a sampling bias. Consequently, PCR data used in this analysis may not accurately represent potential exposure to all circulating microorganisms. However, the larger sample size in itself may improve the accuracy of the results, and this has been demonstrated in reviews of nonhealth data [<xref ref-type="bibr" rid="ref48">48</xref>]. Additionally, data completeness is only one of several dimensions of data quality, and other features including amount of data, consistency, geographic coverage, usability, and maintainability are other important features that these PCR data possess [<xref ref-type="bibr" rid="ref49">49</xref>].</p><p>We have identified potential viral triggers of Kawasaki disease and demonstrated the application of our novel statistical approach. While ecologic studies can only inform association rather than causation, these findings may be used to inform alternate etiological methodologies. We have therefore demonstrated the utility of the Snotwatch ecological data platform to investigate an uncommon disease and to identify novel associations with common viral pathogens. If these findings are validated, with the rapid clinical development of RSV vaccines and the recent revolution in vaccine technologies, we look forward to a time when Kawasaki disease may become (at least partially) a vaccine-preventable disease.</p><p>This spatiotemporal analysis of Kawasaki disease identified two potential associations between Kawasaki disease and HMPV and RSV before the COVID-19 pandemic in Victoria, Australia. We used a novel statistical technique to investigate an uncommon disorder at a population level. The additional granularity of the spatial component of our analysis adds accuracy to our findings by exploring associations within each region&#x2019;s cohort, while the large sample size adds power. Future investigation of respiratory virus associations with Kawasaki disease may confirm that RSV and HMPV have etiological roles in Kawasaki disease and are important targets for intervention.</p></sec></body><back><ack><p>The Royal Children&#x2019;s Hospital Foundation provided funding for this project (to JB). DB is supported by a National Health and Medical Research Council Investigator Grant (GTN1175744). Research at Murdoch Children&#x2019;s Research Institute is supported by the Victorian Government&#x2019;s Operational Infrastructure Support Program. No funding body had input into the design, preparation, or publication of this manuscript.</p></ack><notes><sec><title>Data Availability</title><p>Data requests compliant with our ethics permissions can be made to the corresponding author.</p></sec></notes><fn-group><fn fn-type="con"><p>RS contributed to the conceptualization of the study, wrote the main manuscript of the text, prepared all figures and tables in the text, developed and conducted all statistical analyses, and reviewed and edited the final manuscript. DB, MCF, HJC, and JB contributed to the conceptualization of the study and reviewed and edited the final manuscript. MCF, HJC, and JB supervised the project.</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">HMPV</term><def><p>human metapneumovirus</p></def></def-item><def-item><term id="abb2"><italic>ICD-10-AM</italic></term><def><p><italic>International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, Australian Modification</italic></p></def></def-item><def-item><term id="abb3">MH</term><def><p>Monash Health</p></def></def-item><def-item><term id="abb4">PCR</term><def><p>polymerase chain reaction</p></def></def-item><def-item><term id="abb5">PIMS-TS</term><def><p>pediatric inflammatory multisystem syndrome temporally associated with SARS-CoV-2</p></def></def-item><def-item><term id="abb6">RCH</term><def><p>Royal Children&#x2019;s Hospital Melbourne</p></def></def-item><def-item><term id="abb7">RSV</term><def><p>respiratory syncytial virus</p></def></def-item><def-item><term id="abb8">SA3</term><def><p>Statistical Area Level 3</p></def></def-item><def-item><term id="abb9">VAED</term><def><p>Victorian Admitted Episodes Dataset</p></def></def-item><def-item><term id="abb10">VAHI</term><def><p>Victorian Agency for Health Information</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>McCrindle</surname><given-names>BW</given-names> </name><name name-style="western"><surname>Rowley</surname><given-names>AH</given-names> </name><name name-style="western"><surname>Newburger</surname><given-names>JW</given-names> </name><etal/></person-group><article-title>Diagnosis, treatment, and long-term management of Kawasaki disease: a scientific statement for health professionals from the American Heart Association</article-title><source>Circulation</source><year>2017</year><month>04</month><day>25</day><volume>135</volume><issue>17</issue><fpage>e927</fpage><lpage>e999</lpage><pub-id pub-id-type="doi">10.1161/CIR.0000000000000484</pub-id><pub-id pub-id-type="medline">28356445</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>Rigante</surname><given-names>D</given-names> </name></person-group><article-title>Kawasaki disease as the immune-mediated echo of a viral infection</article-title><source>Mediterr J Hematol Infect Dis</source><year>2020</year><month>07</month><day>1</day><volume>12</volume><issue>1</issue><fpage>e2020039</fpage><pub-id pub-id-type="doi">10.4084/MJHID.2020.039</pub-id><pub-id pub-id-type="medline">32670517</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>Ramphul</surname><given-names>K</given-names> </name><name name-style="western"><surname>Mejias</surname><given-names>SG</given-names> </name></person-group><article-title>Kawasaki disease: a comprehensive review</article-title><source>Arch Med Sci Atheroscler Dis</source><year>2018</year><month>03</month><day>21</day><volume>3</volume><fpage>e41</fpage><lpage>e45</lpage><pub-id pub-id-type="doi">10.5114/amsad.2018.74522</pub-id><pub-id pub-id-type="medline">30775588</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>Lucas</surname><given-names>R</given-names> </name><name name-style="western"><surname>Dennington</surname><given-names>P</given-names> </name><name name-style="western"><surname>Wood</surname><given-names>E</given-names> </name><etal/></person-group><article-title>Epidemiology of Kawasaki disease in Australia using two nationally complete datasets</article-title><source>J Paediatr Child Health</source><year>2022</year><month>04</month><volume>58</volume><issue>4</issue><fpage>674</fpage><lpage>682</lpage><pub-id pub-id-type="doi">10.1111/jpc.15816</pub-id><pub-id pub-id-type="medline">34716731</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>McCrindle</surname><given-names>BW</given-names> </name><name name-style="western"><surname>Cifra</surname><given-names>B</given-names> </name></person-group><article-title>The role of echocardiography in Kawasaki disease</article-title><source>Int J Rheum Dis</source><year>2018</year><month>01</month><volume>21</volume><issue>1</issue><fpage>50</fpage><lpage>55</lpage><pub-id pub-id-type="doi">10.1111/1756-185X.13216</pub-id><pub-id pub-id-type="medline">29152929</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Burgner</surname><given-names>D</given-names> </name><name name-style="western"><surname>Harnden</surname><given-names>A</given-names> </name></person-group><article-title>Kawasaki disease: what is the epidemiology telling us about the etiology?</article-title><source>Int J Infect Dis</source><year>2005</year><month>07</month><volume>9</volume><issue>4</issue><fpage>185</fpage><lpage>194</lpage><pub-id pub-id-type="doi">10.1016/j.ijid.2005.03.002</pub-id><pub-id pub-id-type="medline">15936970</pub-id></nlm-citation></ref><ref id="ref7"><label>7</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pitzer</surname><given-names>VE</given-names> </name><name name-style="western"><surname>Burgner</surname><given-names>D</given-names> </name><name name-style="western"><surname>Viboud</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Modelling seasonal variations in the age and incidence of Kawasaki disease to explore possible infectious aetiologies</article-title><source>Proc Biol Sci</source><year>2012</year><month>07</month><day>22</day><volume>279</volume><issue>1739</issue><fpage>2736</fpage><lpage>2743</lpage><pub-id pub-id-type="doi">10.1098/rspb.2011.2464</pub-id><pub-id pub-id-type="medline">22398170</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bell</surname><given-names>DM</given-names> </name><name name-style="western"><surname>Brink</surname><given-names>EW</given-names> </name><name name-style="western"><surname>Nitzkin</surname><given-names>JL</given-names> </name><etal/></person-group><article-title>Kawasaki syndrome: description of two outbreaks in the United States</article-title><source>N Engl J Med</source><year>1981</year><month>06</month><day>25</day><volume>304</volume><issue>26</issue><fpage>1568</fpage><lpage>1575</lpage><pub-id pub-id-type="doi">10.1056/NEJM198106253042603</pub-id><pub-id pub-id-type="medline">7231502</pub-id></nlm-citation></ref><ref id="ref9"><label>9</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Burns</surname><given-names>JC</given-names> </name><name name-style="western"><surname>Cayan</surname><given-names>DR</given-names> </name><name name-style="western"><surname>Tong</surname><given-names>G</given-names> </name><etal/></person-group><article-title>Seasonality and temporal clustering of Kawasaki syndrome</article-title><source>Epidemiology</source><year>2005</year><month>03</month><volume>16</volume><issue>2</issue><fpage>220</fpage><lpage>225</lpage><pub-id pub-id-type="doi">10.1097/01.ede.0000152901.06689.d4</pub-id><pub-id pub-id-type="medline">15703537</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Valtuille</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Lefevre-Utile</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ouldali</surname><given-names>N</given-names> </name><etal/></person-group><article-title>Calculating the fraction of Kawasaki disease potentially attributable to seasonal pathogens: a time series analysis</article-title><source>EClinicalMedicine</source><year>2023</year><month>07</month><day>6</day><volume>61</volume><fpage>102078</fpage><pub-id pub-id-type="doi">10.1016/j.eclinm.2023.102078</pub-id><pub-id pub-id-type="medline">37483549</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lim</surname><given-names>JH</given-names> </name><name name-style="western"><surname>Kim</surname><given-names>YK</given-names> </name><name name-style="western"><surname>Min</surname><given-names>SH</given-names> </name><name name-style="western"><surname>Kim</surname><given-names>SW</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>YH</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>JM</given-names> </name></person-group><article-title>Seasonal trends of viral prevalence and incidence of Kawasaki disease: a Korea public health data analysis</article-title><source>J Clin Med</source><year>2021</year><month>07</month><day>27</day><volume>10</volume><issue>15</issue><fpage>3301</fpage><pub-id pub-id-type="doi">10.3390/jcm10153301</pub-id><pub-id pub-id-type="medline">34362085</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Jordan-Villegas</surname><given-names>A</given-names> </name><name name-style="western"><surname>Chang</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Ramilo</surname><given-names>O</given-names> </name><name name-style="western"><surname>Mej&#x00ED;as</surname><given-names>A</given-names> </name></person-group><article-title>Concomitant respiratory viral infections in children with Kawasaki disease</article-title><source>Pediatr Infect Dis J</source><year>2010</year><month>08</month><volume>29</volume><issue>8</issue><fpage>770</fpage><lpage>772</lpage><pub-id pub-id-type="doi">10.1097/INF.0b013e3181dba70b</pub-id><pub-id pub-id-type="medline">20354462</pub-id></nlm-citation></ref><ref id="ref13"><label>13</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Chang</surname><given-names>LY</given-names> </name><name name-style="western"><surname>Lu</surname><given-names>CY</given-names> </name><name name-style="western"><surname>Shao</surname><given-names>PL</given-names> </name><etal/></person-group><article-title>Viral infections associated with Kawasaki disease</article-title><source>J Formos Med Assoc</source><year>2014</year><month>03</month><volume>113</volume><issue>3</issue><fpage>148</fpage><lpage>154</lpage><pub-id pub-id-type="doi">10.1016/j.jfma.2013.12.008</pub-id><pub-id pub-id-type="medline">24495555</pub-id></nlm-citation></ref><ref id="ref14"><label>14</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Huang</surname><given-names>SH</given-names> </name><name name-style="western"><surname>Chen</surname><given-names>CY</given-names> </name><name name-style="western"><surname>Weng</surname><given-names>KP</given-names> </name><etal/></person-group><article-title>Adenovirus infection and subsequent risk of Kawasaki disease: a population-based cohort study</article-title><source>J Chin Med Assoc</source><year>2020</year><month>03</month><volume>83</volume><issue>3</issue><fpage>302</fpage><lpage>306</lpage><pub-id pub-id-type="doi">10.1097/JCMA.0000000000000266</pub-id><pub-id pub-id-type="medline">31990817</pub-id></nlm-citation></ref><ref id="ref15"><label>15</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Li</surname><given-names>YW</given-names> </name><name name-style="western"><surname>Wan</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Cheng</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Hu</surname><given-names>HB</given-names> </name></person-group><article-title>Possible involvement of infection with human rhinoviruses in children with Kawasaki disease</article-title><source>Mediterr J Hematol Infect Dis</source><year>2023</year><month>09</month><day>1</day><volume>15</volume><issue>1</issue><fpage>e2023049</fpage><pub-id pub-id-type="doi">10.4084/MJHID.2023.049</pub-id><pub-id pub-id-type="medline">37705520</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Esper</surname><given-names>F</given-names> </name><name name-style="western"><surname>Shapiro</surname><given-names>ED</given-names> </name><name name-style="western"><surname>Weibel</surname><given-names>C</given-names> </name><name name-style="western"><surname>Ferguson</surname><given-names>D</given-names> </name><name name-style="western"><surname>Landry</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Kahn</surname><given-names>JS</given-names> </name></person-group><article-title>Association between a novel human coronavirus and Kawasaki disease</article-title><source>J Infect Dis</source><year>2005</year><month>02</month><day>15</day><volume>191</volume><issue>4</issue><fpage>499</fpage><lpage>502</lpage><pub-id pub-id-type="doi">10.1086/428291</pub-id><pub-id pub-id-type="medline">15655771</pub-id></nlm-citation></ref><ref id="ref17"><label>17</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kang</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Jung</surname><given-names>J</given-names> </name><name name-style="western"><surname>Kim</surname><given-names>YE</given-names> </name><etal/></person-group><article-title>Temporal correlation between Kawasaki disease and infectious diseases in South Korea</article-title><source>JAMA Netw Open</source><year>2022</year><month>02</month><day>1</day><volume>5</volume><issue>2</issue><fpage>e2147363</fpage><pub-id pub-id-type="doi">10.1001/jamanetworkopen.2021.47363</pub-id><pub-id pub-id-type="medline">35129593</pub-id></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Burney</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Roberts</surname><given-names>SC</given-names> </name><name name-style="western"><surname>DeHaan</surname><given-names>LL</given-names> </name><etal/></person-group><article-title>Epidemiological and clinical features of Kawasaki disease during the COVID-19 pandemic in the United States</article-title><source>JAMA Netw Open</source><year>2022</year><month>06</month><day>1</day><volume>5</volume><issue>6</issue><fpage>e2217436</fpage><pub-id pub-id-type="doi">10.1001/jamanetworkopen.2022.17436</pub-id><pub-id pub-id-type="medline">35713905</pub-id></nlm-citation></ref><ref id="ref19"><label>19</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cattalini</surname><given-names>M</given-names> </name><name name-style="western"><surname>Della Paolera</surname><given-names>S</given-names> </name><name name-style="western"><surname>Zunica</surname><given-names>F</given-names> </name><etal/></person-group><article-title>Defining Kawasaki disease and pediatric inflammatory multisystem syndrome-temporally associated to SARS-CoV-2 infection during SARS-CoV-2 epidemic in Italy: results from a national, multicenter survey</article-title><source>Pediatr Rheumatol Online J</source><year>2021</year><month>03</month><day>16</day><volume>19</volume><issue>1</issue><fpage>29</fpage><pub-id pub-id-type="doi">10.1186/s12969-021-00511-7</pub-id><pub-id pub-id-type="medline">33726806</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lutchman</surname><given-names>D</given-names> </name></person-group><article-title>PIMS-TS and Kawasaki disease: the mystery deepens</article-title><source>Pediatr Infect Dis J</source><year>2020</year><month>08</month><volume>39</volume><issue>8</issue><fpage>e215</fpage><lpage>e216</lpage><pub-id pub-id-type="doi">10.1097/INF.0000000000002801</pub-id><pub-id pub-id-type="medline">32675759</pub-id></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="web"><article-title>COVID-19, Kawasaki disease (KD) and PIMS-TS in children</article-title><source>Paediatric Enhanced Active Disease Surveillance</source><year>2020</year><month>05</month><day>15</day><access-date>2024-07-12</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://paeds.org.au/covid-19-kawasaki-disease-kd-and-pims-ts-children">https://paeds.org.au/covid-19-kawasaki-disease-kd-and-pims-ts-children</ext-link></comment></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="web"><source>Victorian Agency for Health Information</source><access-date>2024-07-12</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://vahi.vic.gov.au">https://vahi.vic.gov.au</ext-link></comment></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="web"><article-title>1270.0.55.001 - Australian Statistical Geography Standard (ASGS): volume 1 - main structure and greater capital city statistical areas, July 2016</article-title><source>Australian Bureau of Statistics</source><year>2021</year><month>07</month><day>12</day><access-date>2024-07-12</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.abs.gov.au/ausstats/abs@.nsf/Lookup/by%20Subject/1270.0.55.001~July%202016~Main%20Features~Statistical%20Area%20Level%203%20(SA3)~10015">https://www.abs.gov.au/ausstats/abs@.nsf/Lookup/by%20Subject/1270.0.55.001~July%202016~Main%20Features~Statistical%20Area%20Level%203%20(SA3)~10015</ext-link></comment></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="web"><article-title>Annual report 2018-19</article-title><source>Monash Health</source><access-date>2024-07-18</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://monashhealth.org/wp-content/uploads/2019/10/MH_AnnualReport2019_digital.pdf">https://monashhealth.org/wp-content/uploads/2019/10/MH_AnnualReport2019_digital.pdf</ext-link></comment></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="web"><article-title>Annual financial report: 2020-21</article-title><source>The Royal Children&#x2019;s Hospital</source><comment><ext-link ext-link-type="uri" xlink:href="https://www.rch.org.au/uploadedFiles/Main/Content/rch/210135-ERREY-RCH-AFR-20-21-FA.pdf">https://www.rch.org.au/uploadedFiles/Main/Content/rch/210135-ERREY-RCH-AFR-20-21-FA.pdf</ext-link></comment></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Saundankar</surname><given-names>J</given-names> </name><name name-style="western"><surname>Yim</surname><given-names>D</given-names> </name><name name-style="western"><surname>Itotoh</surname><given-names>B</given-names> </name><etal/></person-group><article-title>The epidemiology and clinical features of Kawasaki disease in Australia</article-title><source>Pediatrics</source><year>2014</year><month>04</month><volume>133</volume><issue>4</issue><fpage>e1009</fpage><lpage>e1014</lpage><pub-id pub-id-type="doi">10.1542/peds.2013-2936</pub-id><pub-id pub-id-type="medline">24685950</pub-id></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="web"><person-group person-group-type="author"><collab>The R Development Core Team</collab></person-group><article-title>R: a language and environment for statistical computing: reference index</article-title><source>Rizzo Lab Wiki</source><year>2008</year><month>04</month><day>22</day><access-date>2024-07-18</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://ringo.ams.stonybrook.edu/images/2/2b/Refman.pdf">https://ringo.ams.stonybrook.edu/images/2/2b/Refman.pdf</ext-link></comment></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Allaire</surname><given-names>JJ</given-names> </name></person-group><article-title>RStudio: integrated development environment for R</article-title><source>The R Project for Statistical Computing</source><access-date>2024-07-18</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.r-project.org/conferences/useR-2011/abstracts/180111-allairejj.pdf">https://www.r-project.org/conferences/useR-2011/abstracts/180111-allairejj.pdf</ext-link></comment></nlm-citation></ref><ref id="ref29"><label>29</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sawires</surname><given-names>R</given-names> </name><name name-style="western"><surname>Kuldorff</surname><given-names>M</given-names> </name><name name-style="western"><surname>Fahey</surname><given-names>M</given-names> </name><name name-style="western"><surname>Clothier</surname><given-names>H</given-names> </name><name name-style="western"><surname>Buttery</surname><given-names>J</given-names> </name></person-group><article-title>Snotwatch: an ecological analysis of the relationship between febrile seizures and respiratory virus activity</article-title><source>BMC Pediatr</source><year>2022</year><month>06</month><day>22</day><volume>22</volume><issue>1</issue><fpage>359</fpage><pub-id pub-id-type="doi">10.1186/s12887-022-03222-4</pub-id><pub-id pub-id-type="medline">35733118</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sawires</surname><given-names>R</given-names> </name><name name-style="western"><surname>Pearce</surname><given-names>C</given-names> </name><name name-style="western"><surname>Fahey</surname><given-names>M</given-names> </name><name name-style="western"><surname>Clothier</surname><given-names>H</given-names> </name><name name-style="western"><surname>Gardner</surname><given-names>K</given-names> </name><name name-style="western"><surname>Buttery</surname><given-names>J</given-names> </name></person-group><article-title>Snotwatch COVID-toes: an ecological study of chilblains and COVID-19 diagnoses in Victoria, Australia</article-title><source>PLOS Glob Public Health</source><year>2022</year><month>10</month><day>19</day><volume>2</volume><issue>10</issue><fpage>e0000488</fpage><pub-id pub-id-type="doi">10.1371/journal.pgph.0000488</pub-id><pub-id pub-id-type="medline">36962522</pub-id></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Moriyama</surname><given-names>M</given-names> </name><name name-style="western"><surname>Hugentobler</surname><given-names>WJ</given-names> </name><name name-style="western"><surname>Iwasaki</surname><given-names>A</given-names> </name></person-group><article-title>Seasonality of respiratory viral infections</article-title><source>Annu Rev Virol</source><year>2020</year><month>09</month><day>29</day><volume>7</volume><issue>1</issue><fpage>83</fpage><lpage>101</lpage><pub-id pub-id-type="doi">10.1146/annurev-virology-012420-022445</pub-id><pub-id pub-id-type="medline">32196426</pub-id></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Macartney</surname><given-names>KK</given-names> </name><name name-style="western"><surname>Beutels</surname><given-names>P</given-names> </name><name name-style="western"><surname>McIntyre</surname><given-names>P</given-names> </name><name name-style="western"><surname>Burgess</surname><given-names>MA</given-names> </name></person-group><article-title>Varicella vaccination in Australia</article-title><source>J Paediatr Child Health</source><year>2005</year><month>11</month><volume>41</volume><issue>11</issue><fpage>544</fpage><lpage>552</lpage><pub-id pub-id-type="doi">10.1111/j.1440-1754.2005.00717.x</pub-id><pub-id pub-id-type="medline">16398834</pub-id></nlm-citation></ref><ref id="ref33"><label>33</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Eden</surname><given-names>JS</given-names> </name><name name-style="western"><surname>Sikazwe</surname><given-names>C</given-names> </name><name name-style="western"><surname>Xie</surname><given-names>R</given-names> </name><etal/></person-group><article-title>Off-season RSV epidemics in Australia after easing of COVID-19 restrictions</article-title><source>Nat Commun</source><year>2022</year><month>05</month><day>24</day><volume>13</volume><issue>1</issue><fpage>2884</fpage><pub-id pub-id-type="doi">10.1038/s41467-022-30485-3</pub-id><pub-id pub-id-type="medline">35610217</pub-id></nlm-citation></ref><ref id="ref34"><label>34</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Munawar</surname><given-names>HS</given-names> </name><name name-style="western"><surname>Khan</surname><given-names>SI</given-names> </name><name name-style="western"><surname>Qadir</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Kiani</surname><given-names>YS</given-names> </name><name name-style="western"><surname>Kouzani</surname><given-names>AZ</given-names> </name><name name-style="western"><surname>Mahmud</surname><given-names>MAP</given-names> </name></person-group><article-title>Insights into the mobility pattern of Australians during COVID-19</article-title><source>Sustainability</source><year>2021</year><month>08</month><day>26</day><volume>13</volume><issue>17</issue><fpage>9611</fpage><pub-id pub-id-type="doi">10.3390/su13179611</pub-id></nlm-citation></ref><ref id="ref35"><label>35</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Storen</surname><given-names>R</given-names> </name><name name-style="western"><surname>Corrigan</surname><given-names>N</given-names> </name></person-group><article-title>COVID-19: a chronology of state and territory government announcements (up until 30 June 2020)</article-title><source>Parliament of Australia</source><year>2020</year><month>10</month><day>22</day><access-date>2024-07-12</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.aph.gov.au/About_Parliament/Parliamentary_departments/Parliamentary_Library/pubs/rp/rp2021/Chronologies/COVID-19StateTerritoryGovernmentAnnouncements">https://www.aph.gov.au/About_Parliament/Parliamentary_departments/Parliamentary_Library/pubs/rp/rp2021/Chronologies/COVID-19StateTerritoryGovernmentAnnouncements</ext-link></comment></nlm-citation></ref><ref id="ref36"><label>36</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Todd</surname><given-names>IMF</given-names> </name><name name-style="western"><surname>Miller</surname><given-names>JE</given-names> </name><name name-style="western"><surname>Rowe</surname><given-names>SL</given-names> </name><name name-style="western"><surname>Burgner</surname><given-names>DP</given-names> </name><name name-style="western"><surname>Sullivan</surname><given-names>SG</given-names> </name></person-group><article-title>Changes in infection-related hospitalizations in children following pandemic restrictions: an interrupted time-series analysis of total population data</article-title><source>Int J Epidemiol</source><year>2021</year><month>11</month><day>10</day><volume>50</volume><issue>5</issue><fpage>1435</fpage><lpage>1443</lpage><pub-id pub-id-type="doi">10.1093/ije/dyab101</pub-id><pub-id pub-id-type="medline">34056664</pub-id></nlm-citation></ref><ref id="ref37"><label>37</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Embil</surname><given-names>JA</given-names> </name><name name-style="western"><surname>McFarlane</surname><given-names>ES</given-names> </name><name name-style="western"><surname>Murphy</surname><given-names>DM</given-names> </name><name name-style="western"><surname>Krause</surname><given-names>VW</given-names> </name><name name-style="western"><surname>Stewart</surname><given-names>HB</given-names> </name></person-group><article-title>Adenovirus type 2 isolated from a patient with fatal Kawasaki disease</article-title><source>Can Med Assoc J</source><year>1985</year><month>06</month><day>15</day><volume>132</volume><issue>12</issue><fpage>1400</fpage><pub-id pub-id-type="medline">4005729</pub-id></nlm-citation></ref><ref id="ref38"><label>38</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Jaggi</surname><given-names>P</given-names> </name><name name-style="western"><surname>Kajon</surname><given-names>AE</given-names> </name><name name-style="western"><surname>Mejias</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ramilo</surname><given-names>O</given-names> </name><name name-style="western"><surname>Leber</surname><given-names>A</given-names> </name></person-group><article-title>Human adenovirus infection in Kawasaki disease: a confounding bystander?</article-title><source>Clin Infect Dis</source><year>2013</year><month>01</month><volume>56</volume><issue>1</issue><fpage>58</fpage><lpage>64</lpage><pub-id pub-id-type="doi">10.1093/cid/cis807</pub-id><pub-id pub-id-type="medline">23011145</pub-id></nlm-citation></ref><ref id="ref39"><label>39</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wang</surname><given-names>J</given-names> </name><name name-style="western"><surname>Sun</surname><given-names>F</given-names> </name><name name-style="western"><surname>Deng</surname><given-names>HL</given-names> </name><name name-style="western"><surname>Liu</surname><given-names>RQ</given-names> </name></person-group><article-title>Influenza A (H1N1) pdm09 virus infection in a patient with incomplete Kawasaki disease: a case report</article-title><source>Medicine (Baltimore)</source><year>2019</year><month>04</month><volume>98</volume><issue>15</issue><fpage>e15009</fpage><pub-id pub-id-type="doi">10.1097/MD.0000000000015009</pub-id><pub-id pub-id-type="medline">30985646</pub-id></nlm-citation></ref><ref id="ref40"><label>40</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Huang</surname><given-names>X</given-names> </name><name name-style="western"><surname>Huang</surname><given-names>P</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>L</given-names> </name><etal/></person-group><article-title>Influenza infection and Kawasaki disease</article-title><source>Rev Soc Bras Med Trop</source><year>2015</year><volume>48</volume><issue>3</issue><fpage>243</fpage><lpage>248</lpage><pub-id pub-id-type="doi">10.1590/0037-8682-0091-2015</pub-id><pub-id pub-id-type="medline">26108000</pub-id></nlm-citation></ref><ref id="ref41"><label>41</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Turnier</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Anderson</surname><given-names>MS</given-names> </name><name name-style="western"><surname>Heizer</surname><given-names>HR</given-names> </name><name name-style="western"><surname>Jone</surname><given-names>PN</given-names> </name><name name-style="western"><surname>Glod&#x00E9;</surname><given-names>MP</given-names> </name><name name-style="western"><surname>Dominguez</surname><given-names>SR</given-names> </name></person-group><article-title>Concurrent respiratory viruses and Kawasaki disease</article-title><source>Pediatrics</source><year>2015</year><month>09</month><volume>136</volume><issue>3</issue><fpage>e609</fpage><lpage>e614</lpage><pub-id pub-id-type="doi">10.1542/peds.2015-0950</pub-id><pub-id pub-id-type="medline">26304824</pub-id></nlm-citation></ref><ref id="ref42"><label>42</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Toubiana</surname><given-names>J</given-names> </name><name name-style="western"><surname>Levy</surname><given-names>C</given-names> </name><name name-style="western"><surname>Allali</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Association between SARS-CoV-2 infection and Kawasaki-like multisystem inflammatory syndrome: a retrospective matched case-control study, Paris, France, April to May 2020</article-title><source>Euro Surveill</source><year>2020</year><month>12</month><volume>25</volume><issue>48</issue><fpage>2001813</fpage><pub-id pub-id-type="doi">10.2807/1560-7917.ES.2020.25.48.2001813</pub-id><pub-id pub-id-type="medline">33272357</pub-id></nlm-citation></ref><ref id="ref43"><label>43</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rowley</surname><given-names>AH</given-names> </name><name name-style="western"><surname>Baker</surname><given-names>SC</given-names> </name><name name-style="western"><surname>Orenstein</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Shulman</surname><given-names>ST</given-names> </name></person-group><article-title>Searching for the cause of Kawasaki disease--cytoplasmic inclusion bodies provide new insight</article-title><source>Nat Rev Microbiol</source><year>2008</year><month>05</month><volume>6</volume><issue>5</issue><fpage>394</fpage><lpage>401</lpage><pub-id pub-id-type="doi">10.1038/nrmicro1853</pub-id><pub-id pub-id-type="medline">18364728</pub-id></nlm-citation></ref><ref id="ref44"><label>44</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rosenfeld</surname><given-names>N</given-names> </name><name name-style="western"><surname>Tasher</surname><given-names>D</given-names> </name><name name-style="western"><surname>Ovadia</surname><given-names>A</given-names> </name><name name-style="western"><surname>Abiri</surname><given-names>S</given-names> </name><name name-style="western"><surname>Dalal</surname><given-names>I</given-names> </name></person-group><article-title>Kawasaki disease with a concomitant primary Epstein - Barr virus infection</article-title><source>Pediatr Rheumatol Online J</source><year>2020</year><month>08</month><day>12</day><volume>18</volume><issue>1</issue><fpage>65</fpage><pub-id pub-id-type="doi">10.1186/s12969-020-00459-0</pub-id><pub-id pub-id-type="medline">32787862</pub-id></nlm-citation></ref><ref id="ref45"><label>45</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Usta Guc</surname><given-names>B</given-names> </name><name name-style="western"><surname>Cengiz</surname><given-names>N</given-names> </name><name name-style="western"><surname>Yildirim</surname><given-names>SV</given-names> </name><name name-style="western"><surname>Uslu</surname><given-names>Y</given-names> </name></person-group><article-title>Cytomegalovirus infection in a patient with atypical Kawasaki disease</article-title><source>Rheumatol Int</source><year>2008</year><month>02</month><volume>28</volume><issue>4</issue><fpage>387</fpage><lpage>389</lpage><pub-id pub-id-type="doi">10.1007/s00296-007-0440-4</pub-id><pub-id pub-id-type="medline">17717671</pub-id></nlm-citation></ref><ref id="ref46"><label>46</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kua</surname><given-names>J</given-names> </name><name name-style="western"><surname>Choo</surname><given-names>J</given-names> </name><name name-style="western"><surname>Lin</surname><given-names>W</given-names> </name><name name-style="western"><surname>Loh</surname><given-names>A</given-names> </name><name name-style="western"><surname>Tan</surname><given-names>ZL</given-names> </name><name name-style="western"><surname>Tan</surname><given-names>TH</given-names> </name></person-group><article-title>Abstract 89: reducing overdiagnosis and miss rates of Kawasaki disease at first contact setting</article-title><source>Circulation</source><year>2015</year><month>04</month><day>28</day><volume>131</volume><issue>suppl_2</issue><fpage>A89</fpage><pub-id pub-id-type="doi">10.1161/circ.131.suppl_2.89</pub-id></nlm-citation></ref><ref id="ref47"><label>47</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Witt</surname><given-names>MT</given-names> </name><name name-style="western"><surname>Minich</surname><given-names>LL</given-names> </name><name name-style="western"><surname>Bohnsack</surname><given-names>JF</given-names> </name><name name-style="western"><surname>Young</surname><given-names>PC</given-names> </name></person-group><article-title>Kawasaki disease: more patients are being diagnosed who do not meet American Heart Association criteria</article-title><source>Pediatrics</source><year>1999</year><month>07</month><volume>104</volume><issue>1</issue><fpage>e10</fpage><pub-id pub-id-type="doi">10.1542/peds.104.1.e10</pub-id><pub-id pub-id-type="medline">10390296</pub-id></nlm-citation></ref><ref id="ref48"><label>48</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Woodall</surname><given-names>P</given-names> </name><name name-style="western"><surname>Trzcinski</surname><given-names>M</given-names> </name></person-group><article-title>Balancing big data with data quality in industrial decision-making</article-title><access-date>2024-07-18</access-date><conf-name>International Data and Information Management Conference (IDIMC 2014)</conf-name><conf-date>Sep 17, 2014</conf-date><conf-loc>Loughborough, UK</conf-loc><comment><ext-link ext-link-type="uri" xlink:href="https://www.researchgate.net/publication/267450929_Balancing_Big_Data_with_Data_Quality_in_Industrial_Decision-_Making">https://www.researchgate.net/publication/267450929_Balancing_Big_Data_with_Data_Quality_in_Industrial_Decision-_Making</ext-link></comment></nlm-citation></ref><ref id="ref49"><label>49</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Sidi</surname><given-names>F</given-names> </name><name name-style="western"><surname>Shariat Panahy</surname><given-names>PH</given-names> </name><name name-style="western"><surname>Affendey</surname><given-names>LS</given-names> </name><name name-style="western"><surname>Jabar</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Ibrahim</surname><given-names>H</given-names> </name><name name-style="western"><surname>Mustapha</surname><given-names>A</given-names> </name></person-group><article-title>Data quality: a survey of data quality dimensions</article-title><conf-name>2012 International Conference on Information Retrieval &#x0026; Knowledge Management</conf-name><conf-date>Mar 13 to 15, 2012</conf-date><conf-loc>Kuala Lumpur, Malaysia</conf-loc><pub-id pub-id-type="doi">10.1109/InfRKM.2012.6204995</pub-id></nlm-citation></ref></ref-list></back></article>