<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD 2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="letter">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">EXCLI J</journal-id>
      <journal-title>EXCLI Journal</journal-title>
      <issn pub-type="epub">1611-2156</issn>
      <publisher>
        <publisher-name>Leibniz Research Centre for Working Environment and Human Factors</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">2021-4226</article-id>
      <article-id pub-id-type="doi">10.17179/excli2021-4226</article-id>
      <article-id pub-id-type="pii">Doc1610</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Letter to the editor</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>COVID-19 and obesity: a systematic review and meta-analysis on the pre-existing clinical conditions, COVID-19 symptoms, laboratory findings and clinical outcomes</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Ros&#xE1;rio Ferreira</surname>
            <given-names>Maria Edilaine</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0001-5612-684X</uri>
          <xref ref-type="corresp" rid="COR1">&#x0002a;</xref>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Santos de Andrade</surname>
            <given-names>Arthur Vin&#xED;cius</given-names>
          </name>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ferreira Queiroz</surname>
            <given-names>Alex Andr&#xE9;</given-names>
          </name>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Martins-Filho</surname>
            <given-names>Paulo Ricardo</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>de Aquino Neves</surname>
            <given-names>Eduardo Luis</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Oliveira de Carvalho</surname>
            <given-names>Fernanda</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>de Souza Araujo</surname>
            <given-names>Adriano Antunes</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ramos Silva</surname>
            <given-names>&#xC9;rika</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Santos Nunes</surname>
            <given-names>Paula</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>Health Sciences Graduate Program, Federal University of Sergipe, Aracaju, Sergipe, Brazil</aff>
      <aff id="A2">
        <label>2</label>Tiradentes University, Aracaju, Sergipe, Brazil</aff>
      <aff id="A3">
        <label>3</label>Professor Fernando Figueira Institute of Integral Medicine (IMIP), Recife, Pernambuco, Brazil</aff>
      <aff id="A4">
        <label>4</label>Federal University of Sergipe, University Hospital (HU-UFS&#x2F;EBSERH), Aracaju, Sergipe, Brazil</aff>
      <author-notes>
        <corresp id="COR1">*To whom correspondence should be addressed: Maria Edilaine Rosário Ferreira, Health Sciences Graduate Program. Federal University of Sergipe, Rua Claudio Batista s/n, Aracaju, Sergipe, Brazil, CEP: 49060-100, E-mail: <email>edilaine.rosario@hotmail.com</email></corresp>
      </author-notes>
      <pub-date pub-type="epub">
        <day>02</day>
        <month>12</month>
        <year>2021</year>
      </pub-date>
      <pub-date pub-type="collection">
        <year>2021</year>
      </pub-date>
      <volume>20</volume>
      <fpage>1610</fpage>
      <lpage>1614</lpage>
      <history>
        <date date-type="received">
          <day>21</day>
          <month>08</month>
          <year>2021</year>
        </date>
        <date date-type="accepted">
          <day>22</day>
          <month>11</month>
          <year>2021</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Copyright &#xA9; 2021 Ros&#xE1;rio Ferreira et al.</copyright-statement>
        <copyright-year>2021</copyright-year>
        <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
          <p>This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (http://creativecommons.org/licenses/by/4.0/) You are free to copy, distribute and transmit the work, provided the original author and source are credited.</p>
        </license>
      </permissions>
      <self-uri xlink:href="https://www.excli.de/vol20/excli2021-4226.pdf">This article is available from https://www.excli.de/vol20/excli2021-4226.pdf</self-uri>
    </article-meta>
  </front>
  <body>
    <sec>
      <title>⁯</title><p><bold><italic>Dear Editor,</italic></bold></p><p>Coronavirus disease 2019 (COVID-19) is a primarily respiratory disease caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), a highly infectious RNA virus transmitted especially person-to-person by close contact through respiratory droplets. SARS-CoV-2 can infect cells with angiotensin-converting enzyme 2 (ACE2) receptor leading to a wide range of clinical manifestations including fever, fatigue, dry cough and dyspnea, gastrointestinal disorders, acute cardiac and renal injuries, and neurological manifestations (Hu et al., 2021[<xref ref-type="bibr" rid="R13">13</xref>]).</p><p>For some patients, the binding of the SARS-CoV-2 spike protein to the ACE2 may lead to a dysregulated inflammatory response and a massive release of pro-inflammatory cytokines implicated in an increased risk of multi-organ injury and death (Martins-Filho et al., 2020[<xref ref-type="bibr" rid="R17">17</xref>]). In addition, there is strong evidence that older age and pre-existing medical conditions including hypertension, diabetes, heart failure, and chronic obstructive pulmonary disease (COPD) are clinical risk factors for COVID-19 severity and mortality (Dessie and Zewotir, 2021[<xref ref-type="bibr" rid="R6">6</xref>]; Treskova-Schwarzbach et al., 2021[<xref ref-type="bibr" rid="R27">27</xref>]). However, contrasting results were found in relation to other comorbidities such as obesity. In a recent meta-analysis, it was shown that patients with obesity were at a higher risk of severe symptoms of COVID-19 rather than mortality (Geng et al., 2021[<xref ref-type="bibr" rid="R9">9</xref>]). In addition, it has been found that higher body mass index (BMI) is not related to a different immunological response in critically ill COVID-19 patients (Kooistra et al., 2021[<xref ref-type="bibr" rid="R15">15</xref>]). Here, we systematically review the literature on the clinical and laboratory characteristics, associated comorbidities, and outcomes of obese patients with COVID-19. </p><p>This study followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guideline and was registered in the PROSPERO database (CRD42021228607). We performed a systematic search to identify relevant studies from PubMed, Web of Science, Scopus Embase, Google Scholar, bioRxiv and medRxiv. Searches were performed until April 1, 2021, with no language restriction, using the following terms: &#x201C;COVID-19&#x201D;, &#x201C;SARS-CoV-2&#x201D;, &#x201C;severe acute respiratory syndrome coronavirus 2&#x201D;, &#x201C;2019-nCoV&#x201D;, &#x201C;coronavirus&#x201D;, &#x201C;coronaviruses&#x201D;, &#x201C;obesity&#x201D;, &#x201C;obesity, morbid&#x201D; and &#x201C;severe obesity&#x201D;. We also conducted a hand search of cross-references from original articles and reviews to identify additional studies that could not be located in the electronic databases. </p><p>Eligibility criteria were defined based on the PPO (population, predictors, and outcomes) elements: (1) population: patients with obesity (as defined by the study) aged 18 years or older and diagnosed with SARS-CoV-2 infection by real-time reverse transcription polymerase chain reaction (RT-PCR) or by serological testing; (2) predictors: pre-existing medical conditions, hematological and biochemical results, inflammatory markers, and coagulation function; (3) outcomes: the primary outcome was mortality and the secondary outcomes were admission to the intensive care unit (ICU) and orotracheal intubation. We included articles that presented information on pre-existing medical conditions, at least one laboratory parameter (white blood cells &#x5B;WBC&#x5D;, neutrophils, lymphocytes, platelets, alanine transaminase &#x5B;ALT&#x5D;, aspartate transaminase &#x5B;AST&#x5D;, albumin, blood urea nitrogen, creatinine, lactate dehydrogenase &#x5B;LDH&#x5D;, C-reactive protein &#x5B;CRP&#x5D;, IL-6, serum ferritin, procalcitonin, and D-dimer) and mortality data. Two reviewers independently screened the search results and identified potentially relevant studies based on titles and abstracts. Relevant studies were read in full and included in the meta-analysis according to the eligibility criteria. </p><p>The odds ratio (OR) with 95 &#x25; confidence interval (CI) was used as effect size for dichotomous variables (pre-existing medical conditions, symptoms, and outcomes of interest &#x5B;death, ICU admission, and orotracheal intubation&#x5D;). In addition, we calculated the standardized mean difference (SMD) for laboratory findings. Heterogeneity was quantified using the I<sup>2</sup> index &#x5B;100 &#x25; x (Q-df)&#x2F;Q&#x5D;. In the case of heterogeneity, we used the random-effects model to pool the results of individual studies, otherwise, the fixed-effects model was used. Forest plots were used to present the effect sizes and the 95 &#x25; CI, and 2-tailed p &#x3C; 0.05 was used to determine significance. We conducted all analyses by using the Review Manager 5.4.1 (Cochrane IMS). </p><p>The initial search found 12,561 references, of which 2334 were duplicates. After screening titles and abstracts, 112 full-text articles were assessed for eligibility and 99 were excluded. Finally, 13 studies (Al Heialy et al., 2021[<xref ref-type="bibr" rid="R1">1</xref>]; Biscarini et al., 2020[<xref ref-type="bibr" rid="R3">3</xref>]; Czernichow et al., 2020[<xref ref-type="bibr" rid="R5">5</xref>]; Hajifathalian et al., 2020[<xref ref-type="bibr" rid="R11">11</xref>]; Kang et al., 2020[<xref ref-type="bibr" rid="R14">14</xref>]; Kooistra et al., 2021[<xref ref-type="bibr" rid="R15">15</xref>]; McNeill et al., 2021[<xref ref-type="bibr" rid="R18">18</xref>]; Mehanna et al., 2021[<xref ref-type="bibr" rid="R19">19</xref>]; Moriconi et al., 2020[<xref ref-type="bibr" rid="R20">20</xref>]; Palaiodimos et al., 2020[<xref ref-type="bibr" rid="R22">22</xref>]; Petersen et al., 2020[<xref ref-type="bibr" rid="R23">23</xref>]; Smati et al., 2021[<xref ref-type="bibr" rid="R25">25</xref>]; Wolf et al., 2021[<xref ref-type="bibr" rid="R28">28</xref>]) were included in this systematic review (Supplementary Figure 1 in the supplementary file). Ten studies used a BMI &#x2265; 30 Kg&#x2F;m&#xB2; as a cut-off point for obesity and three studies used a BMI &#x2265; 25 Kg&#x2F;m&#xB2;. A total of 9189 individuals were analyzed, 3421 obese (37.2 &#x25;) and 5768 (62.8 &#x25;) non-obese (Supplementary Table 1 in the supplementary file). Hypertension, diabetes, and pre-existing lung disease were more common in obese patients, as well as fever, dyspnea, and diarrhea as the first symptoms of COVID-19 (Supplementary Table 2 in the supplementary file). Increased levels of CRP (SMD &#x3D; 0.55; 95 &#x25; CI 0.22 to 0.88), serum ferritin (SMD &#x3D; 1.42; 95 &#x25; CI 0.61 to 2.22), and D-dimer (SMD &#x3D; 1.10; 95 &#x25; CI 0.50 to 1.69) were found among obese patients (Supplementary Table 3 in the supplementary file). In addition, we found an association between obesity and ICU admission (OR &#x3D; 1.52; 95 &#x25; CI 1.34 to 1.73) and orotracheal intubation (OR &#x3D; 1.60; 95 &#x25; CI 1.37 to 1.86). There was no association between obesity and death (OR &#x3D; 0.98; 95 &#x25; CI 0.75 to 1.28) (Supplementary Figure 2 in the supplementary file).</p><p>Obesity is a chronic disease associated with an increase in morbidity including hypertension, diabetes, and chronic kidney disease. Moreover, the impaired immunity in obese individuals has been considered a risk factor for severity in the presence of respiratory viral infections (Honce and Schultz-Cherry, 2019[<xref ref-type="bibr" rid="R12">12</xref>]). Excess adipose tissue may also favor the need for intubation in patients with respiratory infections due to biomechanical dysfunction with elastic impairment of the chest wall (pulmonary restriction and hypoventilation) and reduced airway caliber (Nakeshbandi et al., 2020[<xref ref-type="bibr" rid="R21">21</xref>]; Sattar et al., 2020[<xref ref-type="bibr" rid="R24">24</xref>]).  </p><p>There is evidence that obesity has a significant effect on lung function (Littleton, 2012[<xref ref-type="bibr" rid="R16">16</xref>]; Sattar et al., 2020[<xref ref-type="bibr" rid="R24">24</xref>]). Consistent with these findings, this study showed that obese patients with COVID-19 are more likely to have respiratory symptoms such as dyspnea compared to non-obese individuals. In addition, we found a higher frequency of fever and diarrhea as first symptoms of COVID-19 among obese patients. Our results are important because they indicate the need of monitoring and early management in obese patients presenting especially respiratory and gastrointestinal symptoms as the first symptoms of COVID-19.  </p><p>Despite the increased synthesis and release of pro-inflammatory cytokines in adipose tissue of the obese individuals (Coppack, 2001[<xref ref-type="bibr" rid="R4">4</xref>]) and the strong evidence of the association between &#x201C;cytokine storm&#x201D; and poor outcomes in patients with COVID-19 (Martins-Filho et al., 2020[<xref ref-type="bibr" rid="R17">17</xref>]), this study found no differences in the levels of IL-6 between obese and non-obese patients with SARS-CoV-2 infection. However, we found higher levels of CRP, serum ferritin, and D-dimer in obese patients, which indicates low-grade systemic inflammation and increased risk of hypercoagulation and thrombus formation (Eichinger, 2008[<xref ref-type="bibr" rid="R8">8</xref>]).</p><p>Interesting, the results of the present meta-analysis did not show an association between death and obesity for patients with COVID-19. This contradictory finding can be attributed to the &#x201C;obesity paradox&#x201D;, which postulates that obesity in older individuals or in patients with chronic clinical conditions can be protective and associated with decrease in mortality (Donini et al., 2020[<xref ref-type="bibr" rid="R7">7</xref>]). Despite the controversies regarding this &#x201C;paradox&#x201D; (Banack and Stokes, 2017[<xref ref-type="bibr" rid="R2">2</xref>]) and the limitations of crude anthropometric biomarkers such as BMI, it has been argued that nutritional status in obese elderly individuals and the health-deteriorating effect of undernutrition in non-overweight individuals probably contribute to this paradox (Hainer and Aldhoon-Hainerova, 2013[<xref ref-type="bibr" rid="R10">10</xref>]). However, we did not perform a meta-regression analyzing whether more severely obese individuals with COVID-19 are at high risk of death and a &#x22;U-shaped&#x22; outcome curve according to BMI should be further studied. Recently, a meta-analysis showed that association between BMI and obesity on composite poor outcomes (ICU admission, ARDS, severe COVID-19, use of mechanical ventilation, hospital admission, and mortality) was affected by age, gender, type 2 diabetes, and hypertension (Soeroto et al., 2020[<xref ref-type="bibr" rid="R26">26</xref>]).</p><p>In summary, this systematic review and meta-analysis showed that obese patients with COVID-19 are more likely to have hypertension, diabetes, and pre-existing lung disease; fever, dyspnea, and diarrhea as the first symptoms of SARS-CoV-2 infection; and higher levels of CRP, ferritin, and D-dimer than non-obese patients. Despite the association between obesity, ICU admission, and orotracheal intubation, no increased risk for mortality was found among obese patients with COVID-19. </p></sec>
    <sec>
      <title>Declaration</title><sec><title>Conflict of interest</title><p>There is no conflict of interest to declare. </p></sec><sec><title>Funding</title><p>There is no funding source. </p></sec></sec>
    <sec sec-type="supplementary-material">
      <title>Supplementary Material</title>
      <supplementary-material id="SD1" content-type="local-data">
        <caption>
          <title>Supplementary information</title>
        </caption>
        <media mimetype="application" mime-subtype="application/pdf" xlink:href="EXCLI-20-1610-s-001.pdf" />
      </supplementary-material>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="R1">
        <label>1</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Al Heialy</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Hachim</surname>
              <given-names>MY</given-names>
            </name>
            <name>
              <surname>Hachim</surname>
              <given-names>IY</given-names>
            </name>
            <name>
              <surname>Bin Naeem</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Hannawi</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Lakshmanan</surname>
              <given-names>J</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Combination of obesity and co-morbidities leads to unfavorable outcomes in COVID-19 patients</article-title>
          <source>Saudi J Biol Sci</source>
          <year>2021</year>
          <volume>28</volume>
          <fpage>1445–50</fpage>
        </citation>
      </ref>
      <ref id="R2">
        <label>2</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Banack</surname>
              <given-names>HR</given-names>
            </name>
            <name>
              <surname>Stokes</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>The &#x2018;obesity paradox&#x2019; may not be a paradox at all</article-title>
          <source>Int J Obes</source>
          <year>2017</year>
          <volume>41</volume>
          <fpage>1162–3</fpage>
        </citation>
      </ref>
      <ref id="R3">
        <label>3</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Biscarini</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Colaneri</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Ludovisi</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Seminari</surname>
              <given-names>E</given-names>
            </name>
            <name>
              <surname>Pieri</surname>
              <given-names>TC</given-names>
            </name>
            <name>
              <surname>Valsecchi</surname>
              <given-names>P</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>The obesity paradox: Analysis from the SMAtteo COvid-19 REgistry (SMACORE) cohort</article-title>
          <source>Nutr Metab Cardiovasc Dis</source>
          <year>2020</year>
          <volume>30</volume>
          <fpage>1920–5</fpage>
        </citation>
      </ref>
      <ref id="R4">
        <label>4</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Coppack</surname>
              <given-names>SW</given-names>
            </name>
          </person-group>
          <article-title>Pro-inflammatory cytokines and adipose tissue</article-title>
          <source>Proc Nutr Soc</source>
          <year>2001</year>
          <volume>60</volume>
          <fpage>349–56</fpage>
        </citation>
      </ref>
      <ref id="R5">
        <label>5</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Czernichow</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Beeker</surname>
              <given-names>N</given-names>
            </name>
            <name>
              <surname>Rives-Lange</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Guerot</surname>
              <given-names>E</given-names>
            </name>
            <name>
              <surname>Diehl</surname>
              <given-names>J-L</given-names>
            </name>
            <name>
              <surname>Katsahian</surname>
              <given-names>S</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Obesity doubles mortality in patients hospitalized for severe acute respiratory syndrome coronavirus 2 in Paris hospitals, France: A cohort study on 5,795 patients</article-title>
          <source>Obesity</source>
          <year>2020</year>
          <volume>28</volume>
          <fpage>2282–9</fpage>
        </citation>
      </ref>
      <ref id="R6">
        <label>6</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Dessie</surname>
              <given-names>ZG</given-names>
            </name>
            <name>
              <surname>Zewotir</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>Mortality-related risk factors of COVID-19: a systematic review and meta-analysis of 42 studies and 423,117 patients</article-title>
          <source>BMC Infect Dis</source>
          <year>2021</year>
          <volume>21</volume>
          <fpage>855</fpage>
        </citation>
      </ref>
      <ref id="R7">
        <label>7</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Donini</surname>
              <given-names>LM</given-names>
            </name>
            <name>
              <surname>Pinto</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Giusti</surname>
              <given-names>AM</given-names>
            </name>
            <name>
              <surname>Lenzi</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Poggiogalle</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Obesity or BMI paradox&#x3F; Beneath the tip of the iceberg</article-title>
          <source>Front Nutr</source>
          <year>2020</year>
          <volume>7</volume>
          <fpage>53</fpage>
        </citation>
      </ref>
      <ref id="R8">
        <label>8</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Eichinger</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Overweight, obesity, and the risk of recurrent venous thromboembolism</article-title>
          <source>Arch Intern Med</source>
          <year>2008</year>
          <volume>168</volume>
          <fpage>1678</fpage>
        </citation>
      </ref>
      <ref id="R9">
        <label>9</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Geng</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Yu</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Bao</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Feng</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Yuan</surname>
              <given-names>X</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>J</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Chronic diseases as a predictor for severity and mortality of COVID-19: a systematic review with cumulative meta-analysis</article-title>
          <source>Front Med</source>
          <year>2021</year>
          <volume>8</volume>
          <fpage>588013</fpage>
        </citation>
      </ref>
      <ref id="R10">
        <label>10</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Hainer</surname>
              <given-names>V</given-names>
            </name>
            <name>
              <surname>Aldhoon-Hainerova</surname>
              <given-names>I</given-names>
            </name>
          </person-group>
          <article-title>Obesity paradox does exist</article-title>
          <source>Diabetes Care</source>
          <year>2013</year>
          <volume>36</volume>
          <fpage>S276–81</fpage>
        </citation>
      </ref>
      <ref id="R11">
        <label>11</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Hajifathalian</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Kumar</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Newberry</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Shah</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Fortune</surname>
              <given-names>B</given-names>
            </name>
            <name>
              <surname>Krisko</surname>
              <given-names>T</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Obesity is associated with worse outcomes in COVID-19: analysis of early data from New York City</article-title>
          <source>Obesity</source>
          <year>2020</year>
          <volume>28</volume>
          <fpage>1606–12</fpage>
        </citation>
      </ref>
      <ref id="R12">
        <label>12</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Honce</surname>
              <given-names>R</given-names>
            </name>
            <name>
              <surname>Schultz-Cherry</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Impact of obesity on influenza A virus pathogenesis, immune response, and evolution</article-title>
          <source>Front Immunol</source>
          <year>2019</year>
          <volume>10</volume>
          <fpage>1071</fpage>
        </citation>
      </ref>
      <ref id="R13">
        <label>13</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Hu</surname>
              <given-names>B</given-names>
            </name>
            <name>
              <surname>Guo</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Zhou</surname>
              <given-names>P</given-names>
            </name>
            <name>
              <surname>Shi</surname>
              <given-names>Z-L</given-names>
            </name>
          </person-group>
          <article-title>Characteristics of SARS-CoV-2 and COVID-19</article-title>
          <source>Nat Rev Microbiol</source>
          <year>2021</year>
          <volume>19</volume>
          <fpage>141–54</fpage>
        </citation>
      </ref>
      <ref id="R14">
        <label>14</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Kang</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Luo</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Gui</surname>
              <given-names>Y</given-names>
            </name>
            <name>
              <surname>Zhou</surname>
              <given-names>H</given-names>
            </name>
            <name>
              <surname>Zhang</surname>
              <given-names>Z</given-names>
            </name>
            <name>
              <surname>Tian</surname>
              <given-names>C</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Obesity is a potential risk factor contributing to clinical manifestations of COVID-19</article-title>
          <source>Int J Obes</source>
          <year>2020</year>
          <volume>44</volume>
          <fpage>2479–85</fpage>
        </citation>
      </ref>
      <ref id="R15">
        <label>15</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Kooistra</surname>
              <given-names>EJ</given-names>
            </name>
            <name>
              <surname>de Nooijer</surname>
              <given-names>AH</given-names>
            </name>
            <name>
              <surname>Claassen</surname>
              <given-names>WJ</given-names>
            </name>
            <name>
              <surname>Grondman</surname>
              <given-names>I</given-names>
            </name>
            <name>
              <surname>Janssen</surname>
              <given-names>NAF</given-names>
            </name>
            <name>
              <surname>Netea</surname>
              <given-names>MG</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>A higher BMI is not associated with a different immune response and disease course in critically ill COVID-19 patients</article-title>
          <source>Int J Obes</source>
          <year>2021</year>
          <volume>45</volume>
          <fpage>687–94</fpage>
        </citation>
      </ref>
      <ref id="R16">
        <label>16</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Littleton</surname>
              <given-names>SW</given-names>
            </name>
          </person-group>
          <article-title>Impact of obesity on respiratory function</article-title>
          <source>Respirology</source>
          <year>2012</year>
          <volume>17</volume>
          <fpage>43–9</fpage>
        </citation>
      </ref>
      <ref id="R17">
        <label>17</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Martins-Filho</surname>
              <given-names>PR</given-names>
            </name>
            <name>
              <surname>Tavares</surname>
              <given-names>CSS</given-names>
            </name>
            <name>
              <surname>Santos</surname>
              <given-names>VS</given-names>
            </name>
          </person-group>
          <article-title>Factors associated with mortality in patients with COVID-19. A quantitative evidence synthesis of clinical and laboratory data</article-title>
          <source>Eur J Intern Med</source>
          <year>2020</year>
          <volume>76</volume>
          <fpage>97–9</fpage>
        </citation>
      </ref>
      <ref id="R18">
        <label>18</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>McNeill</surname>
              <given-names>JN</given-names>
            </name>
            <name>
              <surname>Lau</surname>
              <given-names>ES</given-names>
            </name>
            <name>
              <surname>Paniagua</surname>
              <given-names>SM</given-names>
            </name>
            <name>
              <surname>Liu</surname>
              <given-names>EE</given-names>
            </name>
            <name>
              <surname>Wang</surname>
              <given-names>JK</given-names>
            </name>
            <name>
              <surname>Bassett</surname>
              <given-names>IV</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>The role of obesity in inflammatory markers in COVID-19 patients</article-title>
          <source>Obes Res Clin Pract</source>
          <year>2021</year>
          <volume>15</volume>
          <fpage>96–9</fpage>
        </citation>
      </ref>
      <ref id="R19">
        <label>19</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Mehanna</surname>
              <given-names>O</given-names>
            </name>
            <name>
              <surname>El Askary</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Ali</surname>
              <given-names>E</given-names>
            </name>
            <name>
              <surname>El Esawy</surname>
              <given-names>B</given-names>
            </name>
            <name>
              <surname>FathAlla</surname>
              <given-names>T</given-names>
            </name>
            <name>
              <surname>Gharib</surname>
              <given-names>AF</given-names>
            </name>
          </person-group>
          <article-title>Impact of obesity and its associated comorbid conditions on COVID-19 presentation</article-title>
          <source>Diabetes, Metab Syndr Obes Targets Ther</source>
          <year>2021</year>
          <volume>14</volume>
          <fpage>409–15</fpage>
        </citation>
      </ref>
      <ref id="R20">
        <label>20</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Moriconi</surname>
              <given-names>D</given-names>
            </name>
            <name>
              <surname>Masi</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Rebelos</surname>
              <given-names>E</given-names>
            </name>
            <name>
              <surname>Virdis</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Manca</surname>
              <given-names>ML</given-names>
            </name>
            <name>
              <surname>De Marco</surname>
              <given-names>S</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Obesity prolongs the hospital stay in patients affected by COVID-19, and may impact on SARS-COV-2 shedding</article-title>
          <source>Obes Res Clin Pract</source>
          <year>2020</year>
          <volume>14</volume>
          <fpage>205–9</fpage>
        </citation>
      </ref>
      <ref id="R21">
        <label>21</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Nakeshbandi</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Maini</surname>
              <given-names>R</given-names>
            </name>
            <name>
              <surname>Daniel</surname>
              <given-names>P</given-names>
            </name>
            <name>
              <surname>Rosengarten</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Parmar</surname>
              <given-names>P</given-names>
            </name>
            <name>
              <surname>Wilson</surname>
              <given-names>C</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>The impact of obesity on COVID-19 complications: a retrospective cohort study</article-title>
          <source>Int J Obes</source>
          <year>2020</year>
          <volume>44</volume>
          <fpage>1832–7</fpage>
        </citation>
      </ref>
      <ref id="R22">
        <label>22</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Palaiodimos</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Kokkinidis</surname>
              <given-names>DG</given-names>
            </name>
            <name>
              <surname>Li</surname>
              <given-names>W</given-names>
            </name>
            <name>
              <surname>Karamanis</surname>
              <given-names>D</given-names>
            </name>
            <name>
              <surname>Ognibene</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Arora</surname>
              <given-names>S</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Severe obesity, increasing age and male sex are independently associated with worse in-hospital outcomes, and higher in-hospital mortality, in a cohort of patients with COVID-19 in the Bronx, New York</article-title>
          <source>Metabolism</source>
          <year>2020</year>
          <volume>108</volume>
          <fpage>154262</fpage>
        </citation>
      </ref>
      <ref id="R23">
        <label>23</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Petersen</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Bressem</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Albrecht</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Thie&#xDF;</surname>
              <given-names>H-M</given-names>
            </name>
            <name>
              <surname>Vahldiek</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Hamm</surname>
              <given-names>B</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>The role of visceral adiposity in the severity of COVID-19: Highlights from a unicenter cross-sectional pilot study in Germany</article-title>
          <source>Metabolism</source>
          <year>2020</year>
          <volume>110</volume>
          <fpage>154317</fpage>
        </citation>
      </ref>
      <ref id="R24">
        <label>24</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Sattar</surname>
              <given-names>N</given-names>
            </name>
            <name>
              <surname>McInnes</surname>
              <given-names>IB</given-names>
            </name>
            <name>
              <surname>McMurray</surname>
              <given-names>JJV</given-names>
            </name>
          </person-group>
          <article-title>Obesity is a risk factor for severe COVID-19 infection</article-title>
          <source>Circulation</source>
          <year>2020</year>
          <volume>142</volume>
          <fpage>4–6</fpage>
        </citation>
      </ref>
      <ref id="R25">
        <label>25</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Smati</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Tramunt</surname>
              <given-names>B</given-names>
            </name>
            <name>
              <surname>Wargny</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Caussy</surname>
              <given-names>C</given-names>
            </name>
            <name>
              <surname>Gaborit</surname>
              <given-names>B</given-names>
            </name>
            <name>
              <surname>Vatier</surname>
              <given-names>C</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Relationship between obesity and severe COVID&#x2010;19 outcomes in patients with type 2 diabetes: Results from the CORONADO study</article-title>
          <source>Diabetes, Obes Metab</source>
          <year>2021</year>
          <volume>23</volume>
          <fpage>391–403</fpage>
        </citation>
      </ref>
      <ref id="R26">
        <label>26</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Soeroto</surname>
              <given-names>AY</given-names>
            </name>
            <name>
              <surname>Soetedjo</surname>
              <given-names>NN</given-names>
            </name>
            <name>
              <surname>Purwiga</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Santoso</surname>
              <given-names>P</given-names>
            </name>
            <name>
              <surname>Kulsum</surname>
              <given-names>ID</given-names>
            </name>
            <name>
              <surname>Suryadinata</surname>
              <given-names>H</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Effect of increased BMI and obesity on the outcome of COVID-19 adult patients: A systematic review and meta-analysis</article-title>
          <source>Diabetes Metab Syndr Clin Res Rev</source>
          <year>2020</year>
          <volume>14</volume>
          <fpage>1897–904</fpage>
        </citation>
      </ref>
      <ref id="R27">
        <label>27</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Treskova-Schwarzbach</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Haas</surname>
              <given-names>L</given-names>
            </name>
            <name>
              <surname>Reda</surname>
              <given-names>S</given-names>
            </name>
            <name>
              <surname>Pilic</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Borodova</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Karimi</surname>
              <given-names>K</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Pre-existing health conditions and severe COVID-19 outcomes: an umbrella review approach and meta-analysis of global evidence</article-title>
          <source>BMC Med</source>
          <year>2021</year>
          <volume>19</volume>
          <fpage>212</fpage>
        </citation>
      </ref>
      <ref id="R28">
        <label>28</label>
        <citation citation-type="journal">
          <person-group>
            <name>
              <surname>Wolf</surname>
              <given-names>M</given-names>
            </name>
            <name>
              <surname>Alladina</surname>
              <given-names>J</given-names>
            </name>
            <name>
              <surname>Navarrete-Welton</surname>
              <given-names>A</given-names>
            </name>
            <name>
              <surname>Shoults</surname>
              <given-names>B</given-names>
            </name>
            <name>
              <surname>Brait</surname>
              <given-names>K</given-names>
            </name>
            <name>
              <surname>Ziehr</surname>
              <given-names>D</given-names>
            </name>
            <etal />
          </person-group>
          <article-title>Obesity and critical illness in COVID&#x2010;19: respiratory pathophysiology</article-title>
          <source>Obesity</source>
          <year>2021</year>
          <volume>29</volume>
          <fpage>870–8</fpage>
        </citation>
      </ref>
    </ref-list>
  </back>
</article>