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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Arq Bras Cardiol</journal-id>
      <journal-id journal-id-type="publisher-id">abc</journal-id>
      <journal-title-group>
        <journal-title>Arquivos Brasileiros de Cardiologia</journal-title>
        <abbrev-journal-title abbrev-type="publisher">Arq. Bras. Cardiol.</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">0066-782X</issn>
      <issn pub-type="epub">1678-4170</issn>
      <publisher>
        <publisher-name>Sociedade Brasileira de Cardiologia - SBC</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id specific-use="scielo-v3" pub-id-type="publisher-id">885bsJfmYRMj8ThB4L7BMYx</article-id>
      <article-id specific-use="scielo-v2" pub-id-type="publisher-id">S0066-782X2021001200648</article-id>
      <article-id pub-id-type="publisher-id">abc.20200093</article-id>
      <article-id pub-id-type="doi">10.36660/abc.20200093</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Artigo Original</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Modula&#231;&#227;o Auton&#244;mica Card&#237;aca &#233; Fator Chave para Press&#227;o Alta em Adolescentes</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6474-4568</contrib-id>
          <name>
            <surname>Mac&#234;do</surname>
            <given-names>Sara Raquel Dutra</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-4707-9556</contrib-id>
          <name>
            <surname>Silva-Filho</surname>
            <given-names>Antonio Carlos</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="aff2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-1386-0486</contrib-id>
          <name>
            <surname>Vieira</surname>
            <given-names>Adeilson Serra Mendes</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6469-7562</contrib-id>
          <name>
            <surname>Soares</surname>
            <given-names>Nivaldo de Jesus</given-names>
            <suffix>Junior</suffix>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-0508-0308</contrib-id>
          <name>
            <surname>Dias</surname>
            <given-names>Carlos Jos&#233;</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-1181-6411</contrib-id>
          <name>
            <surname>Dias</surname>
            <given-names>Carlos Alberto Alves</given-names>
            <suffix>Filho</suffix>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-3188-0736</contrib-id>
          <name>
            <surname>Maciel</surname>
            <given-names>Antonio Woodson</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-9537-7518</contrib-id>
          <name>
            <surname>Rabelo</surname>
            <given-names>Lu&#237;s Gustavo Dias</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-9497-8928</contrib-id>
          <name>
            <surname>Pires</surname>
            <given-names>Flavio Oliveira</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ribeiro</surname>
            <given-names>Rachel Melo</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-4246-4703</contrib-id>
          <name>
            <surname>Rodrigues</surname>
            <given-names>Bruno</given-names>
          </name>
          <xref ref-type="aff" rid="aff3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-1305-1697</contrib-id>
          <name>
            <surname>Mostarda</surname>
            <given-names>Cristiano Teixeira</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution content-type="orgname">Universidade Federal do Maranh&#227;o</institution>
        <addr-line>
          <named-content content-type="city">S&#227;o Lu&#237;s</named-content>
          <named-content content-type="state">MA</named-content>
        </addr-line>
        <country country="BR">Brasil</country>
        <institution content-type="original">Universidade Federal do Maranh&#227;o, S&#227;o Lu&#237;s, MA - Brasil</institution>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution content-type="orgname">Faculdade Uninassau</institution>
        <addr-line>
          <named-content content-type="city">S&#227;o Lu&#237;s</named-content>
          <named-content content-type="state">MA</named-content>
        </addr-line>
        <country country="BR">Brasil</country>
        <institution content-type="original">Faculdade Uninassau, S&#227;o Lu&#237;s, MA - Brasil</institution>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution content-type="orgname">Universidade Estadual de Campinas</institution>
        <addr-line>
          <named-content content-type="city">Campinas</named-content>
          <named-content content-type="state">SP</named-content>
        </addr-line>
        <country country="BR">Brasil</country>
        <institution content-type="original">Universidade Estadual de Campinas, Campinas, SP - Brasil</institution>
      </aff>
      <author-notes>
        <corresp id="c01"> Correspond&#234;ncia: Cristiano Teixeira Mostarda &#8226; Universidade Federal do Maranh&#227;o - Educa&#231;&#227;o F&#237;sica - Av. dos Portugueses, 1966. CEP 65085-580, Vila Bacanga, S&#227;o Lu&#237;s, MA &#8211; Brasil E-mail: <email>cristiano.mostarda@gmail.com</email> </corresp>
        <fn fn-type="con">
          <p>Contribui&#231;&#227;o dos autores</p>
          <p>Concep&#231;&#227;o e desenho da pesquisa: Mac&#234;do SRD, SilvaFilho AC, Nivaldo Junior, Dias CJ, Dias Filho CAA, Maciel AW, Rab&#234;lo G, Rodrigues B, Mostarda CT; Obten&#231;&#227;o de dados: Silva-Filho AC, Vieira A, Nivaldo Junior, Dias CJ, Dias Filho CAA, Maciel AW, Pires FO, Ribeiro RM; An&#225;lise e interpreta&#231;&#227;o dos dados: Mac&#234;do SRD, Silva-Filho AC, Nivaldo Junior, Dias CJ, Maciel AW, Rab&#234;lo G, Pires FO, Ribeiro RM; An&#225;lise estat&#237;stica: Mac&#234;do SRD, Silva-Filho AC, Rab&#234;lo G, Rodrigues B, Mostarda CT; Obten&#231;&#227;o de financiamento: Dias Filho CAA, Rodrigues B, Mostarda CT; Reda&#231;&#227;o do manuscrito: Mac&#234;do SRD, Vieira A, Nivaldo Junior, Dias Filho CAA, Rodrigues B, Mostarda CT, Pires FO, Ribeiro RM; Revis&#227;o cr&#237;tica do manuscrito quanto ao conte&#250;do intelectual importante: Mac&#234;do SRD, Silva-Filho AC, Vieira A, Nivaldo Junior, Dias CJ, Maciel AW, Rodrigues B, Mostarda CT.</p>
        </fn>
        <fn fn-type="conflict">
          <p>Potencial conflito de interesse</p>
          <p>N&#227;o h&#225; conflito com o presente artigo</p>
        </fn>
      </author-notes>
      <pub-date date-type="pub" publication-format="electronic">
        <day>25</day>
        <month>10</month>
        <year>2021</year>
      </pub-date>
      <pub-date date-type="collection" publication-format="electronic">
        <month>10</month>
        <year>2021</year>
      </pub-date>
      <volume>117</volume>
      <issue>4</issue>
      <fpage>648</fpage>
      <lpage>654</lpage>
      <history>
        <date date-type="received">
          <day>05</day>
          <month>02</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>01</day>
          <month>10</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>04</day>
          <month>11</month>
          <year>2020</year>
        </date>
      </history>
      <permissions>
        <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/" xml:lang="en">
          <license-p> This is an Open Access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. </license-p>
        </license>
      </permissions>
      <abstract>
        <title>Resumo</title>
        <sec>
          <title>Fundamento</title>
          <p> O interesse pela hipertens&#227;o em crian&#231;as e adolescentes aumentou desde a atualiza&#231;&#227;o do sistema de classifica&#231;&#227;o da press&#227;o arterial para comparar com o sistema de classifica&#231;&#227;o dos adultos, alterando a terminologia de &#8220;normal alta&#8221; para &#8220;pr&#233;-hipertens&#227;o&#8221;.</p>
        </sec>
        <sec>
          <title>Objetivo</title>
          <p> O objetivo deste estudo foi analisar a associa&#231;&#227;o da modula&#231;&#227;o auton&#244;mica card&#237;aca com os n&#237;veis press&#243;ricos dos adolescentes.</p>
        </sec>
        <sec>
          <title>M&#233;todos</title>
          <p> 203 adolescentes foram agrupados de acordo com a press&#227;o arterial sist&#243;lica (PAS) e a press&#227;o arterial diast&#243;lica (PAD). Um grupo foi caracterizado como pr&#233;-hipertens&#227;o, e o outro como normotenso. Foram coletadas caracter&#237;sticas antropom&#233;tricas, cardiovasculares e de qualidade do sono. Inicialmente, os dados foram submetidos ao teste de normalidade <italic>Kolmogorov-Smirnov</italic> . As vari&#225;veis quantitativas cont&#237;nuas foram analisadas por meio do teste T de <italic>Student</italic> n&#227;o pareado. Para an&#225;lise das vari&#225;veis categ&#243;ricas, foi utilizado o teste qui-quadrado. Um modelo de regress&#227;o log&#237;stica foi realizado. O n&#237;vel de signific&#226;ncia estabelecido foi p&lt;0,05. Os dados foram expressos como m&#233;dia &#177; desvio padr&#227;o e intervalo de confian&#231;a. O <italic>software R</italic> foi utilizado para an&#225;lise dos dados. O tamanho do efeito foi calculado com a f&#243;rmula de Cohen.</p>
        </sec>
        <sec>
          <title>Resultados</title>
          <p> O grupo pr&#233;-hipertens&#227;o apresentou aumento da entropia de Shannon e diminui&#231;&#227;o da vari&#226;ncia total. Al&#233;m disso, no modelo de regress&#227;o log&#237;stica, os adolescentes deste grupo tiveram 1,03 mais chances de ter a entropia de Shannon afetada quando a PAS foi ajustada ao g&#234;nero, matura&#231;&#227;o sexual, tempo escolar, idade, circunfer&#234;ncia da cintura e qualidade do sono.</p>
        </sec>
        <sec>
          <title>Conclus&#227;o</title>
          <p> Nossos dados mostram que a modula&#231;&#227;o auton&#244;mica pode desempenhar um papel importante no desenvolvimento da press&#227;o arterial elevada em adolescentes ao controlar fatores como tempo escolar e qualidade do sono.</p>
        </sec>
      </abstract>
      <kwd-group xml:lang="pt">
        <kwd>Doen&#231;as Cardiovasculares</kwd>
        <kwd>Press&#227;o Arterial</kwd>
        <kwd>Hipertens&#227;o</kwd>
        <kwd>Pr&#233;-Hipertens&#227;o</kwd>
        <kwd>Obesidade</kwd>
        <kwd>Adolescente</kwd>
      </kwd-group>
      <funding-group>
        <award-group>
          <funding-source>Conselho Nacional de Desenvolvimento Cient&#237;fico e Tecnol&#243;gico</funding-source>
          <award-id>442374/2014&#8211;3</award-id>
        </award-group>
        <award-group>
          <funding-source>Funda&#231;&#227;o de Amparo &#224; Pesquisa do Estado do Maranh&#227;o</funding-source>
          <award-id>00358/15</award-id>
        </award-group>
        <award-group>
          <funding-source>Coordena&#231;&#227;o de Aperfei&#231;oamento de Pessoal de N&#237;vel Superior</funding-source>
          <award-id>21/2018</award-id>
        </award-group>
        <funding-statement>Fontes de financiamento: O presente estudo n&#227;o teve fontes de financiamento externas.</funding-statement>
      </funding-group>
      <counts>
        <fig-count count="0"/>
        <table-count count="8"/>
        <equation-count count="0"/>
        <ref-count count="35"/>
        <page-count count="7"/>
      </counts>
    </article-meta>
  </front>
  <body>
    <sec sec-type="intro">
      <title>Introdu&#231;&#227;o</title>
      <p>No mais recente relat&#243;rio sobre as causas globais de morte, as doen&#231;as cardiovasculares novamente lideraram a mortalidade por todas as causas para doen&#231;as n&#227;o transmiss&#237;veis,<sup><xref ref-type="bibr" rid="B1">1</xref></sup> sendo a hipertens&#227;o uma das principais causas nesta categoria. Devido ao aumento de mortes relacionadas &#224;s doen&#231;as cardiovasculares, a triagem para o desenvolvimento dessas doen&#231;as cresceu e est&#225; sendo direcionada &#224; popula&#231;&#227;o mais jovem.<sup><xref ref-type="bibr" rid="B2">2</xref></sup></p>
      <p>O interesse pelo tema da hipertens&#227;o em crian&#231;as aumentou desde a publica&#231;&#227;o, em 2004, do Grupo de Trabalho Nacional sobre Educa&#231;&#227;o em Press&#227;o Alta ( <italic>National High Blood Pressure Education Program Working Group),</italic> que atualizou o sistema de classifica&#231;&#227;o da press&#227;o arterial em crian&#231;as e adolescentes para que fosse compar&#225;vel ao sistema de classifica&#231;&#227;o de adultos, mudando a terminologia de &#8220;normal alta&#8221; para &#8220;pr&#233;-hipertens&#227;o&#8221;.<sup><xref ref-type="bibr" rid="B3">3</xref></sup></p>
      <p>A classifica&#231;&#227;o da pr&#233;-hipertens&#227;o foi criada para alertar os m&#233;dicos e justificar a introdu&#231;&#227;o de mudan&#231;as de estilo de vida entre aqueles que podem correr o risco de desenvolver hipertens&#227;o ainda jovens. Atualmente, sabe-se que crian&#231;as com press&#227;o alta t&#234;m mais chances de desenvolver hipertens&#227;o na vida adulta.<sup><xref ref-type="bibr" rid="B4">4</xref></sup> Al&#233;m disso, estudos recentes sugerem que crian&#231;as com pr&#233;-hipertens&#227;o podem desenvolver a hipertens&#227;o at&#233; antes de atingirem a vida adulta.<sup><xref ref-type="bibr" rid="B5">5</xref></sup></p>
      <p>Reconhecendo as lacunas e a necessidade de uma revis&#227;o de literatura atualizada e relevante, um estudo de 2020 enfatizou que o diagn&#243;stico da hipertens&#227;o em crian&#231;as e adolescentes &#8211; diferentemente dos adultos &#8211; baseia-se em suas curvas de idade e altura.<sup><xref ref-type="bibr" rid="B6">6</xref></sup> Assim, &#233; importante ressaltar que, em 2017, a Academia Americana de Pediatria (AAP) e seu Conselho de Desenvolvimento e Seguran&#231;a do Paciente criaram diretrizes pr&#225;ticas para fornecer informa&#231;&#245;es atuais sobre t&#243;picos relevantes para o diagn&#243;stico, avalia&#231;&#227;o e tratamento da hipertens&#227;o em crian&#231;as e adolescentes. Agora, para crian&#231;as com idade &#8805; 13 anos, a press&#227;o alta &#233; caracterizada de 120/80 at&#233; 129/80 mmHg; hipertens&#227;o est&#225;gio 1, 130/80 at&#233; 139/89; hipertens&#227;o est&#225;gio 2, &#8805;140 / 90 mmHg.<sup><xref ref-type="bibr" rid="B7">7</xref></sup></p>
      <p>O sistema nervoso aut&#244;nomo tem papel importante na r&#225;pida regula&#231;&#227;o da press&#227;o, e tem sido estudado em rela&#231;&#227;o &#224; sua fun&#231;&#227;o no desenvolvimento da hipertens&#227;o.<sup><xref ref-type="bibr" rid="B8">8</xref></sup> Um dos principais fatores correlacionados com a hipertens&#227;o &#233; o desequil&#237;brio auton&#244;mico, que tamb&#233;m est&#225; ligado ao risco cardiovascular.<sup><xref ref-type="bibr" rid="B8">8</xref> , <xref ref-type="bibr" rid="B9">9</xref></sup></p>
      <p>Uma das ferramentas mais comuns para avaliar a modula&#231;&#227;o auton&#244;mica &#233; a variabilidade da frequ&#234;ncia card&#237;aca (VFC), especialmente por conta de sua abordagem n&#227;o-invasiva e grande confiabilidade.<sup><xref ref-type="bibr" rid="B4">4</xref> - <xref ref-type="bibr" rid="B9">9</xref></sup> Entre as avalia&#231;&#245;es de VFC, as n&#227;o-lineares medem a complexidade do sinal do eletrocardiograma, que se destaca em rela&#231;&#227;o aos m&#233;todos mais comuns de VFC, como o dom&#237;nio da frequ&#234;ncia, que pode ser afetado por sons. A entropia de Shannon &#233; um indicador da complexidade do sinal, e est&#225; fortemente relacionada com a modula&#231;&#227;o auton&#244;mica. Por&#233;m, os adolescentes tamb&#233;m s&#227;o afetados por outros fatores de risco cardiovasculares, como obesidade<sup><xref ref-type="bibr" rid="B5">5</xref> - <xref ref-type="bibr" rid="B10">10</xref></sup> e baixa qualidade do sono devido &#224; rotina escolar.<sup><xref ref-type="bibr" rid="B11">11</xref> , <xref ref-type="bibr" rid="B12">12</xref></sup> Assim, &#233; importante determinar a contribui&#231;&#227;o real do desequil&#237;brio auton&#244;mico para o desenvolvimento de altos n&#237;veis de press&#227;o arterial. Este estudo teve como objetivo avaliar a associa&#231;&#227;o entre a modula&#231;&#227;o auton&#244;mica card&#237;aca e a press&#227;o alta em adolescentes.</p>
    </sec>
    <sec sec-type="methods">
      <title>M&#233;todos</title>
      <sec>
        <title>Amostra</title>
        <p>O tamanho da amostra deste estudo foi estabelecido com base em c&#225;lculos estat&#237;sticos, utilizando o software G*Power, considerando o teste t bicaudal, com tamanho do efeito (TE) de 0,30, intervalo de confian&#231;a de 95%, e probabilidade de erro de 5%. Para essas caracter&#237;sticas, foram encontrados tamanho de amostra de 134 participantes e poder de 0,95.</p>
        <p>O presente estudo, ent&#227;o, foi realizado com 203 adolescentes (70 meninos e 133 meninas), com idades entre 11 e 18 anos, agrupados de acordo com a press&#227;o arterial sist&#243;lica (PAS) e a press&#227;o arterial diast&#243;lica (PAD). Um grupo foi caracterizado como &#8220;pr&#233;-hipertens&#227;o&#8221; (44 adolescentes; PAS&gt; 120/80 mmHg), e o outro como &#8220;normotenso&#8221; (159 adolescentes; PAS&lt;120/80 mmHg). Todos os participantes foram selecionados em uma escola p&#250;blica do Estado (Centro Anil Rio Anil &#8211; CINTRA), em S&#227;o Lu&#237;s, Maranh&#227;o, Brasil. Todos os m&#233;todos utilizados neste estudo foram aprovados pelo comit&#234; institucional de &#233;tica e seguiram as diretrizes da Declara&#231;&#227;o de Helsinki.</p>
      </sec>
      <sec>
        <title>Medidas antropom&#233;tricas</title>
        <p>Inicialmente, as medidas de peso, altura e circunfer&#234;ncia da cintura foram feitas de acordo com o Instituto Nacional do Cora&#231;&#227;o, Pulm&#245;es e Sangue ( <italic>National Heart, Lung and Blood Institute</italic> ), como descrito previamente.<sup><xref ref-type="bibr" rid="B13">13</xref></sup> Escolhemos o m&#233;todo de Slaughter (1988), que utiliza somente as dobras cut&#226;neas tricipital e subescapular para estimar a gordura corporal em adolescentes.<sup><xref ref-type="bibr" rid="B14">14</xref></sup></p>
      </sec>
      <sec>
        <title>Matura&#231;&#227;o sexual</title>
        <p>Para determinar a idade biol&#243;gica da amostra, utilizamos a escala de Tanner autoaplicada, como descrito anteriormente.<sup><xref ref-type="bibr" rid="B15">15</xref> , <xref ref-type="bibr" rid="B16">16</xref></sup></p>
      </sec>
      <sec>
        <title>Qualidade do Sono</title>
        <p>A qualidade do sono e a presen&#231;a de dist&#250;rbios do sono foram avaliadas usando o &#205;ndice de Qualidade do Sono de Pittsburgh, como originalmente descrito por de Buysse.<sup><xref ref-type="bibr" rid="B17">17</xref></sup> A pontua&#231;&#227;o de cada componente foi inclu&#237;da para oferecer uma pontua&#231;&#227;o geral, variando de 0 a 21 pontos. Quanto maior o valor obtido, pior a qualidade do sono (escore global varia de seis a 21).</p>
      </sec>
      <sec>
        <title>Press&#227;o Arterial</title>
        <p>A press&#227;o arterial (PA) foi verificada por meio de um monitor autom&#225;tico de press&#227;o arterial (OMRON, HEM-7200, S&#227;o Paulo, Brasil), validado para medi&#231;&#227;o de press&#227;o arterial em adolescentes.<sup><xref ref-type="bibr" rid="B18">18</xref></sup> Os protocolos utilizados para an&#225;lise da PA se basearam na 7&#170; Diretriz Brasiliera de Press&#227;o Arterial<sup><xref ref-type="bibr" rid="B19">19</xref></sup> e no Quarto Relat&#243;rio sobre Diagn&#243;stico, Avalia&#231;&#227;o e Tratamento de Press&#227;o Arterial em Crian&#231;as e Adolescentes,<sup><xref ref-type="bibr" rid="B19">19</xref></sup> incluindo manguitos apropriados para a idade de acordo com os percentis de altura.<sup><xref ref-type="bibr" rid="B19">19</xref></sup></p>
        <p>Os adolescentes foram agrupados de acordo com n&#237;vel de PAS, seguindo as recomenda&#231;&#245;es do <italic>Clinical Practice Guideline for Screening and Management of High Blood Pressure in Children and Adolescents</italic> <sup><xref ref-type="bibr" rid="B7">7</xref></sup> e na Diretriz Brasileira de Press&#227;o Arterial.<sup><xref ref-type="bibr" rid="B19">19</xref></sup> Assim, os adolescentes foram divididos em dois grupos, de acordo com valores de PAS e PAD:</p>
        <p>Normotenso (n=159): adolescentes saud&#225;veis com PAS 100-119 mm Hg e PAD 60-79 mm Hg.</p>
        <p>Pr&#233;-hipertens&#227;o (n=44): adolescentes saud&#225;veis com PAS 120-139 mm Hg e PAD 80-89 mm Hg.</p>
      </sec>
      <sec>
        <title>Variabilidade da Frequ&#234;ncia Card&#237;aca</title>
        <p>A VFC foi analisada utilizando um eletrocardiograma de 12 leads desenvolvido para coletar dados de VFC (Micromed Biotecnologia, Wincardio). Os dados foram obtidos com os participantes na posi&#231;&#227;o supino por 10 minutos. Depois da coleta de dados, os intervalos R-R foram avaliados com o software Kubios (Kuopio, Finl&#226;ndia), usando a transformada r&#225;pida de Fourier, como descrito anteriormente.<sup><xref ref-type="bibr" rid="B20">20</xref></sup> Utilizamos tempo (frequ&#234;ncia card&#237;aca (bpm); m&#233;dia RR (ms); SDNN (ms); rMSSD (ms); pNN50 (%); vari&#226;ncia total (ms<sup>2</sup>) e dom&#237;nios n&#227;o-lineares (SD1 (ms); SD2 (ms); e a entropia de Shannon).</p>
      </sec>
      <sec>
        <title>An&#225;lise estat&#237;stica</title>
        <p>Inicialmente, os dados foram submetidos ao teste de Kolmogorov-Smirnov para avaliar a normalidade da sua distribui&#231;&#227;o. Depois, uma an&#225;lise descritiva foi realizada e os dados foram expressos em m&#233;dia, desvio padr&#227;o e intervalo de confian&#231;a para caracter&#237;sticas de base e vari&#225;veis cont&#237;nuas; e como frequ&#234;ncia absoluta e porcentagens para vari&#225;veis categ&#243;ricas. O teste T de Student n&#227;o pareado foi escolhido para analisar as vari&#225;veis quantitativas cont&#237;nuas com distribui&#231;&#227;o normal. As vari&#225;veis categ&#243;ricas foram analisadas com o teste qui-quadrado. A regress&#227;o log&#237;stica foi realizada para entender qual vari&#225;vel estaria mais associada &#224; press&#227;o arterial na amostra. As estimativas para tal associa&#231;&#227;o foram expressas em raz&#227;o de chances ( <italic>odds ratio</italic> &#8211; OR) e intervalos de confian&#231;a de 95% (IC95%). O software R foi usado para a an&#225;lise de dados. O tamanho de efeito foi calculado de acordo com a f&#243;rmula de Cohen.<sup><xref ref-type="bibr" rid="B21">21</xref></sup> O n&#237;vel de signific&#226;ncia estabelecido para este estudo foi p &lt;0,05.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Resultados</title>
      <p>O estudo foi realizado com 203 adolescentes agrupados de acordo com seus n&#237;veis de PAS e PAD. Um grupo se caracterizou como pr&#233;-hipertens&#227;o (44 adolescentes; PAS de 120/80 at&#233; 129/80 mmHg), e o outro como normotenso (159 adolescentes; PAS&lt;120/80 mmHg).</p>
      <p>A <xref ref-type="table" rid="t1">Tabela 1</xref> mostra a an&#225;lise das caracter&#237;sticas antropom&#233;tricas, cardiovasculares e de qualidade de sono dos adolescentes. N&#227;o houve diferen&#231;as estat&#237;sticas entre os grupos em rela&#231;&#227;o &#224; idade, altura, peso, qualidade do sono, circunfer&#234;ncia da cintura, percentual de gordura e escala de Tanner. Por&#233;m, houve diferen&#231;a estat&#237;stica e um tamanho de efeito significativo para PAS (TE = 0,83) e PAD (TE = 3,05) no grupo pr&#233;-hipertens&#227;o em compara&#231;&#227;o ao grupo normotenso ( <xref ref-type="table" rid="t1">Tabela 1</xref> ).</p>
      <p>
        <table-wrap id="t1">
          <label>Tabela 1</label>
          <caption>
            <title>&#8211; An&#225;lise de caracter&#237;sticas antropom&#233;tricas, cardiovasculares e qualidade do sono em grupos de adolescentes normotensos e com pr&#233;-hipertens&#227;o</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup>
              <col/>
              <col/>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead>
              <tr>
                <th align="left" style="font-weight:normal"> </th>
                <th>Normotenso (n= 159)</th>
                <th>Pr&#233;-hipertens&#227;o (n= 44)</th>
                <th>&#8710; (IC)</th>
                <th>Valor de p</th>
                <th>TE</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>Idade (anos)</td>
                <td align="center">16,00 &#177; 2,08</td>
                <td align="center">16,00 &#177; 1,71</td>
                <td align="center">0,00 (-0,67/0,67)</td>
                <td align="center">1,00</td>
                <td align="center">0,00</td>
              </tr>
              <tr>
                <td>Altura (cm)</td>
                <td align="center">161,38 &#177; 12,19</td>
                <td align="center">162,32 &#177; 9,90</td>
                <td align="center">0,94 (-3,00/4,88)</td>
                <td align="center">0,63</td>
                <td align="center">0,08</td>
              </tr>
              <tr>
                <td>Peso (kg)</td>
                <td align="center">58,09 &#177; 10,94</td>
                <td align="center">56,74 &#177; 12,07</td>
                <td align="center">-1,35 (-5,10/2,40)</td>
                <td align="center">0,47</td>
                <td align="center">0,11</td>
              </tr>
              <tr>
                <td>Circunfer&#234;ncia da cintura (cm)</td>
                <td align="center">68,60 &#177; 7,05</td>
                <td align="center">71,00 &#177; 9,46</td>
                <td align="center">2,40 (-0,16/4,96)</td>
                <td align="center">0,06</td>
                <td align="center">0,28</td>
              </tr>
              <tr>
                <td>Gordura corporal (%)</td>
                <td align="center">25,12 &#177; 8,35</td>
                <td align="center">25,10 &#177; 9,70</td>
                <td align="center">-0,02 (-2,92/2,88)</td>
                <td align="center">0,98</td>
                <td align="center">-0,002</td>
              </tr>
              <tr>
                <td>Press&#227;o Arterial Sist&#243;lica (mmHg)</td>
                <td align="center">107,00 &#177; 7,10</td>
                <td align="center">129,50 &#177; 7,60</td>
                <td align="center">20,08 (20,08/24,92)</td>
                <td align="center">0,0001*</td>
                <td align="center">3,05</td>
              </tr>
              <tr>
                <td>Press&#227;o Arterial Diast&#243;lica (mmHg)</td>
                <td align="center">64,00 &#177; 7,02</td>
                <td align="center">73,00 &#177; 7,33</td>
                <td align="center">9,00 (6,62/11,38)</td>
                <td align="center">0,0001*</td>
                <td align="center">1,25</td>
              </tr>
              <tr>
                <td>&#205;ndice de Qualidade do Sono de Pittsburgh</td>
                <td align="center">1,86 &#177; 1,19</td>
                <td align="center">2,04 &#177; 1,76</td>
                <td align="center">0,18 (-0,26/0,62)</td>
                <td align="center">0,42</td>
                <td align="center">0,11</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN1">
              <p>
                <italic>PA: press&#227;o arterial; *p&lt;0,05 vs normotenso; IC: intervalo de confian&#231;a; TE: tamanho do efeito.</italic>
              </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </p>
      <p>Em rela&#231;&#227;o &#224;s an&#225;lises das vari&#225;veis qualitativas do estudo, observamos que somente o sexo dos adolescentes apresentou diferen&#231;a estat&#237;stica significativa, considerando a maior preval&#234;ncia de meninos com pr&#233;-hipertens&#227;o, como demonstrado na <xref ref-type="table" rid="t2">Tabela 2</xref> .</p>
      <p>
        <table-wrap id="t2">
          <label>Tabela 2</label>
          <caption>
            <title>&#8211; An&#225;lise de fatores associados &#224; press&#227;o arterial</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead>
              <tr>
                <th align="left" style="font-weight:normal"> </th>
                <th>Normotenso n=159 (%)</th>
                <th>Pr&#233;-hipertens&#227;o n=44 (%)</th>
                <th style="font-weight:normal">&#967; <sup>2</sup></th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>
                  <bold>Sexo</bold>
                </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Masculino</td>
                <td align="center">44 (27,68)</td>
                <td align="center">26 (59,10)</td>
                <td align="center" rowspan="2">[15,0575] p= 0,0001</td>
              </tr>
              <tr>
                <td>Feminino</td>
                <td align="center">115 (72,32)</td>
                <td align="center">18 (40,90)</td>
              </tr>
              <tr>
                <td>
                  <bold>Hist&#243;rico familiar de hipertens&#227;o</bold>
                </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Pais hipertensos</td>
                <td align="center">39 (24,57)</td>
                <td align="center">17 (38,65)</td>
                <td align="center" rowspan="2">[3,4338] p= 0,6387</td>
              </tr>
              <tr>
                <td>Pais normotensos</td>
                <td align="center">120 (75,43)</td>
                <td align="center">27 (61,35)</td>
              </tr>
              <tr>
                <td>
                  <bold>Per&#237;odo escolar</bold>
                </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Manh&#227;</td>
                <td align="center">72 (45,29)</td>
                <td align="center">20 (45,46)</td>
                <td align="center" rowspan="2">[0,0004] p= 0,9838</td>
              </tr>
              <tr>
                <td>Tarde</td>
                <td align="center">87 (54,71)</td>
                <td align="center">24 (54,54)</td>
              </tr>
              <tr>
                <td>
                  <bold>Escala de Tanner</bold>
                </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>1</td>
                <td align="center">0 (0,00)</td>
                <td align="center">0 (0,00)</td>
                <td align="center" rowspan="4">[5,1891] p=0,1584</td>
              </tr>
              <tr>
                <td>2</td>
                <td align="center">17 (8,09)</td>
                <td align="center">6 (2,67)</td>
              </tr>
              <tr>
                <td>3</td>
                <td align="center">121 (59,32)</td>
                <td align="center">29 (14,00)</td>
              </tr>
              <tr>
                <td>4</td>
                <td align="center">14 (8,61)</td>
                <td align="center">9 (4,15)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN2">
              <p>
                <italic>&#967; <sup>2</sup> teste qui-quadrado; [valor qui-quadrado].</italic>
              </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </p>
      <p>Dados sobre a modula&#231;&#227;o auton&#244;mica card&#237;aca nos adolescentes s&#227;o demonstrados na <xref ref-type="table" rid="t3">Tabela 3</xref> . No dom&#237;nio tempo, foi poss&#237;vel observar que somente a vari&#226;ncia total (ms<sup>2</sup>) mostrou diferen&#231;a estat&#237;stica e um importante tamanho de efeito. Adolescentes com pr&#233;-hipertens&#227;o tinham vari&#226;ncia total menor (TE = 0,87) em compara&#231;&#227;o aos normotensos. No dom&#237;nio n&#227;o-linear, somente a entropia de Shannon demonstrou diferen&#231;a estatisticamente significativa e um importante tamanho de efeito (TE = 1,88).</p>
      <p>
        <table-wrap id="t3">
          <label>Tabela 3</label>
          <caption>
            <title>&#8211; Dados de modula&#231;&#227;o auton&#244;mica card&#237;aca em adolescentes com press&#227;o alta e normotensos</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup>
              <col/>
              <col/>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead>
              <tr>
                <th align="left" style="font-weight:normal"> </th>
                <th>Normotenso (n= 159)</th>
                <th>Pr&#233;-hipertens&#227;o (n= 44)</th>
                <th>&#8710; (IC)</th>
                <th>Valor de p</th>
                <th>TE</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td colspan="3">
                  <bold>Medidas de tempo para a variabilidade da frequ&#234;ncia card&#237;aca</bold>
                </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Frequ&#234;ncia card&#237;aca (bpm)</td>
                <td align="center">77,85 &#177; 12,74</td>
                <td align="center">79,91 &#177; 16,48</td>
                <td align="center">2,06 (-2,51/6,37)</td>
                <td align="center">0,37</td>
                <td align="center">0,14</td>
              </tr>
              <tr>
                <td>M&#233;dia RR (ms)</td>
                <td align="center">801,54 &#177; 110,51</td>
                <td align="center">806,99 &#177; 161,58</td>
                <td align="center">5,45 (-35,94/46,84)</td>
                <td align="center">0,79</td>
                <td align="center">0,03</td>
              </tr>
              <tr>
                <td>SDNN (ms)</td>
                <td align="center">55,72 &#177; 27,26</td>
                <td align="center">50,96 &#177; 18,84</td>
                <td align="center">-4,76 (-13,39/3,78)</td>
                <td align="center">0,27</td>
                <td align="center">0,20</td>
              </tr>
              <tr>
                <td>RMSSD (ms)</td>
                <td align="center">53,10 &#177; 27,01</td>
                <td align="center">48,06 &#177; 24,03</td>
                <td align="center">-5,04 (-13,90/3,82)</td>
                <td align="center">0,26</td>
                <td align="center">0,19</td>
              </tr>
              <tr>
                <td>pNN50 (%)</td>
                <td align="center">32,28 &#177; 20,99</td>
                <td align="center">28,47 &#177; 21,64</td>
                <td align="center">-3,81 (-10,90/3,28)</td>
                <td align="center">0,29</td>
                <td align="center">0,17</td>
              </tr>
              <tr>
                <td>Vari&#226;ncia total (ms<sup>2</sup>)</td>
                <td align="center">3104,71 &#177; 743,10</td>
                <td align="center">2596,92 &#177; 354,94</td>
                <td align="center">-507,79 (-735,85/-279,83)</td>
                <td align="center">0,0001*</td>
                <td align="center">0,87</td>
              </tr>
              <tr>
                <td>
                  <bold>An&#225;lise n&#227;o-linear</bold>
                </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>SD1 (ms)</td>
                <td align="center">35,52 &#177; 15,17</td>
                <td align="center">39,65 &#177; 28,51</td>
                <td align="center">4,64 (-26,63/35,91)</td>
                <td align="center">0,19</td>
                <td align="center">0,18</td>
              </tr>
              <tr>
                <td>SD2 (ms)</td>
                <td align="center">71,92 &#177; 100,62</td>
                <td align="center">76,56 &#177; 57,72</td>
                <td align="center">5,30 (-25,54/36,14)</td>
                <td align="center">0,77</td>
                <td align="center">0,05</td>
              </tr>
              <tr>
                <td>Entropia de Shannon</td>
                <td align="center">1,74 &#177; 0,27</td>
                <td align="center">2,68 &#177; 0,65</td>
                <td align="center">0,94 (0,81/1,06)</td>
                <td align="center">0,0001*</td>
                <td align="center">1,88</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN3">
              <p>
                <italic>SDNN: Desvio Padr&#227;o de todos os intervalor RR normais registrados em um intervalo de tempo; RMSSD: raiz quadrada m&#233;dia de diferen&#231;as sucessivas; pNN50 propor&#231;&#227;o de NN50 dividida pelo n&#250;mero total de NNs; SD1: a dispers&#227;o dos pontos perpendiculares &#224; linha de identidade &#233; uma escala de registro instant&#226;neo da variabilidade da frequ&#234;ncia card&#237;aca; SD2: dispers&#227;o dos pontos ao longo da linha de identidade; representa a VFC em registros de longo prazo; Valores s&#227;o apresentados como m&#233;dia &#177; erro padr&#227;o; *p&lt;0,05 vs normotenso; IC: intervalo de confian&#231;a; TE: Tamanho do efeito.</italic>
              </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </p>
      <p>Al&#233;m disso, por meio do modelo de regress&#227;o log&#237;stica, os adolescentes com pr&#233;-hipertens&#227;o tinham 1,03 mais chances de ter um impacto na entropia de Shannon quando a PAS foi ajustada por sexo, matura&#231;&#227;o sexual, per&#237;odo escolar, idade, circunfer&#234;ncia da cintura e qualidade do sono. Por&#233;m, as outras vari&#225;veis n&#227;o demonstraram associa&#231;&#227;o, como demonstrado na <xref ref-type="table" rid="t4">Tabela 4</xref> .</p>
      <p>
        <table-wrap id="t4">
          <label>Tabela 4</label>
          <caption>
            <title>&#8211; Modelo de regress&#227;o log&#237;stica da associa&#231;&#227;o entre press&#227;o arterial e modula&#231;&#227;o auton&#244;mica</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead>
              <tr>
                <th align="left" style="font-weight:normal"> </th>
                <th>Entropia de Shannon</th>
                <th>Vari&#226;ncia total</th>
                <th>GOF p</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>PAS<sup>a</sup> (OR, IC95%)</td>
                <td align="center">1,03 (1,02 &#8211; 1,04)</td>
                <td align="center">1,01 (0,98 &#8211; 1,03)</td>
                <td align="center">1,0000</td>
              </tr>
              <tr>
                <td>PAD<sup>a</sup> (OR, IC95%))</td>
                <td align="center">0,98 (0,97 &#8211; 1,00)</td>
                <td align="center">1,02 (0,99 &#8211; 1,02)</td>
                <td align="center">1,0000</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN4">
              <p>
                <italic>Press&#227;o arterial sist&#243;lica (PAS) e press&#227;o arterial diast&#243;lica (PAD) foram ajustadas para sexo, matura&#231;&#227;o sexual, per&#237;odo escolar, idade, circunfer&#234;ncia da cintura, qualidade do sono e hist&#243;rico familiar de hipertens&#227;o; GOF: teste de Hosmer-Lemeshow para avaliar a qualidade do teste; OR: raz&#227;o de chance; IC95%: intervalo de confian&#231;a.</italic>
              </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </p>
    </sec>
    <sec sec-type="discussion">
      <title>Discuss&#227;o</title>
      <p>O objetivo deste estudo foi analisar a associa&#231;&#227;o entre a modula&#231;&#227;o auton&#244;mica card&#237;aca e os n&#237;veis de press&#227;o arterial em adolescentes. Os principais achados deste estudo mostram que os adolescentes no grupo pr&#233;-hipertens&#227;o tiveram aumento na entropia de Shannon e redu&#231;&#227;o na vari&#226;ncia total. Al&#233;m disso, no modelo de regress&#227;o log&#237;stica, a entropia de Shannon foi a vari&#225;vel que mais esteve associada a mudan&#231;as no padr&#227;o da press&#227;o arterial, mostrando que adolescentes no grupo pr&#233;-hipertens&#227;o tinham 1,03 mais chances de ter a entropia de Shannon afetada quando a PAS era ajustada por sexo, matura&#231;&#227;o sexual, per&#237;odo escolar, idade, circunfer&#234;ncia da cintura e qualidade do sono.</p>
      <p>Nossos dados corroboram os achados de outros estudos,<sup><xref ref-type="bibr" rid="B22">22</xref> , <xref ref-type="bibr" rid="B23">23</xref></sup> trazendo mais evid&#234;ncias para demonstrar que o aumento da PA entre adolescentes est&#225; associado ao desequil&#237;brio auton&#244;mico observado pela vari&#226;ncia total menor e pela entropia de Shannon maior. Esses achados s&#227;o altamente relevantes clinicamente, pois explicam a fisiopatologia da hipertens&#227;o, j&#225; que mudan&#231;as no padr&#227;o da VFC promovem um indicador sens&#237;vel e precoce do dist&#250;rbio de sa&#250;de. Como descrito por McCraty et al., a VFC alta &#233; sinal de boa adapta&#231;&#227;o cardiovascular, caracterizando um indiv&#237;duo saud&#225;vel, com mecanismos auton&#244;micos eficientes. Por outro lado, a baixa VFC costuma ser indicativa de adapta&#231;&#227;o anormal e insuficiente do barorreflexo, o que pode indicar a presen&#231;a de disfun&#231;&#227;o auton&#244;mica.<sup><xref ref-type="bibr" rid="B24">24</xref></sup></p>
      <p>Al&#233;m disso, o estudo de Farah et al.<sup><xref ref-type="bibr" rid="B25">25</xref></sup> demonstrou que a VFC pode ser afetada por fatores como sexo, idade, circunfer&#234;ncia da cintura e qualidade do sono, o que corrobora outros achados pr&#233;-existentes na literatura.<sup><xref ref-type="bibr" rid="B26">26</xref> , <xref ref-type="bibr" rid="B27">27</xref></sup> Por&#233;m, de acordo com nosso estudo, o grupo pr&#233;-hipertens&#227;o n&#227;o mostrou nenhuma diferen&#231;a significativa na an&#225;lise das seguintes vari&#225;veis: idade, altura, peso, circunfer&#234;ncia da cintura, percentual de gordura e qualidade do sono, o que exclui a possibilidade de esses fatores, isoladamente, influenciarem a VFC. Por&#233;m, no modelo de regress&#227;o log&#237;stica, esses fatores associados estiveram relacionados a mais chances de afetar a entropia de Shannon.</p>
      <p>O estudo de Amara et al.<sup><xref ref-type="bibr" rid="B28">28</xref></sup> publicou mais evid&#234;ncias para apoiar o fato de que o hist&#243;rico familiar de hipertens&#227;o &#233; um importante fator que influencia a VFC, at&#233; 30%, e que a hipertens&#227;o &#233; duas vezes mais frequente em pessoas que tem um ou dois pais hipertensos. Neste estudo, o hist&#243;rico familiar de hipertens&#227;o provavelmente n&#227;o mostrou nenhuma rela&#231;&#227;o com as mudan&#231;as na VFC devido &#224; aus&#234;ncia de fatores como perfil gen&#233;tico dos adolescentes e a presen&#231;a de polimorfismos, o que pode influenciar a express&#227;o e a produ&#231;&#227;o de componentes regulat&#243;rios que est&#227;o presentes no sistema end&#243;crino, como o sistema renina-angiotensina-aldosterona.</p>
      <p>Ent&#227;o, embora os mecanismos exatos envolvidos no desenvolvimento da pr&#233;-hipertens&#227;o em adolescentes n&#227;o tenham sido plenamente elucidados, estudos recentes, como os de Pal et al. e Wu et al., demonstraram uma associa&#231;&#227;o entre o desequil&#237;brio auton&#244;mico e a menor modula&#231;&#227;o vagal card&#237;aca com a pr&#233;-hipertens&#227;o.<sup><xref ref-type="bibr" rid="B29">29</xref> , <xref ref-type="bibr" rid="B30">30</xref></sup> Outros estudos corroboram esses achados, reportando que a redu&#231;&#227;o na modula&#231;&#227;o vagal card&#237;aca e a VFC s&#227;o as principais causas do maior risco cardiovascular em adolescentes com pr&#233;-hipertens&#227;o; al&#233;m disso, obesidade, estresse psicossocial e dislipidemia foram reportados como importantes fatores de risco para pr&#233;-hipertens&#227;o e hipertens&#227;o.<sup><xref ref-type="bibr" rid="B29">29</xref> - <xref ref-type="bibr" rid="B31">31</xref></sup></p>
      <p>Atualmente, de acordo com v&#225;rios estudos,<sup><xref ref-type="bibr" rid="B2">2</xref> - <xref ref-type="bibr" rid="B8">8</xref></sup> o desequil&#237;brio auton&#244;mico tem sido considerado essencial para a etiologia da hipertens&#227;o. Em adolescentes, este desequil&#237;brio auton&#244;mico &#233; causado principalmente pela atividade aumentada do sistema nervoso simp&#225;tico, que tamb&#233;m esteve associada ao maior risco de eventos cardiovasculares, obesidade e disfun&#231;&#245;es do sono.<sup><xref ref-type="bibr" rid="B17">17</xref> - <xref ref-type="bibr" rid="B26">26</xref></sup> Por&#233;m, embora a hiperatividade simp&#225;tica esteja relacionada a outros fatores, como obesidade e problemas no sono, nossos dados n&#227;o mostraram diferen&#231;as na qualidade do sono entre os grupos.</p>
      <p>Com rela&#231;&#227;o ao sexo dos adolescentes, alguns estudos observaram que meninos t&#234;m maior preval&#234;ncia de PA alta do que meninas.<sup><xref ref-type="bibr" rid="B32">32</xref> , <xref ref-type="bibr" rid="B33">33</xref></sup> Nesse sentido, os estudos de Sztajzel et al. e Jackson et al., utilizando monitoriza&#231;&#227;o ambulatorial de press&#227;o arterial em crian&#231;as, mostraram que a idade traz um aumento na press&#227;o arterial tanto para meninos quanto meninas. Por&#233;m, depois do in&#237;cio da puberdade, a press&#227;o arterial em meninos &#233; maior do que em meninas da mesma idade. Isso se deve ao fato de jovens mulheres terem t&#244;nus vagal card&#237;aco maior durante o dia e a noite em rela&#231;&#227;o a homens da mesma faixa et&#225;ria.<sup><xref ref-type="bibr" rid="B34">34</xref> , <xref ref-type="bibr" rid="B35">35</xref></sup></p>
      <p>Nosso estudo teve limita&#231;&#245;es, como a aus&#234;ncia de uma medida direta da qualidade do sono (polissonografia) e um n&#250;mero limitado de participantes, j&#225; que &#233; a fase preliminar do estudo. Apesar dessas limita&#231;&#245;es, conseguimos avaliar a associa&#231;&#227;o da modula&#231;&#227;o auton&#244;mica card&#237;aca e os diferentes n&#237;veis de press&#227;o nos adolescentes.</p>
    </sec>
    <sec sec-type="conclusions">
      <title>Conclus&#227;o</title>
      <p>Nossos dados mostram que a modula&#231;&#227;o auton&#244;mica pode ter um papel no desenvolvimento da press&#227;o alta, quando controlada por outros fatores, como tempo escolar e qualidade do sono. Este achado tem uma aplica&#231;&#227;o importante, considerando que o desequil&#237;brio auton&#244;mico pode ser um sinal precoce do desenvolvimento de altos n&#237;veis de press&#227;o arterial em adolescentes.</p>
    </sec>
  </body>
  <back>
    <ack>
      <title>Agradecimentos</title>
      <p>Gostar&#237;amos de agradecer o Conselho Nacional de Desenvolvimento Cient&#237;fico e Tecnol&#243;gico &#8211; CNPq, por financiar o estudo (Universal 442374/2014&#8211;3), <italic>Funda&#231;&#227;o de Amparo &#224; Pesquisa do Estado do Maranh&#227;o</italic> - FAPEMA (Universal 00358/15), por conceder a bolsa de Produtividade em Pesquisa, e a <italic>Coordena&#231;&#227;o de Aperfei&#231;oamento de Pessoal de N&#237;vel Superior</italic> &#8211; CAPES, <italic>Programa Nacional de Coopera&#231;&#227;o Acad&#234;mica</italic> &#8211; PROCAD na Amaz&#244;nia (N&#186; 21/2018). Gostar&#237;amos de agradecer o Centro Integrado Rio Anil (CINTRA) por deixar o espa&#231;o aberto para a pesquisa.</p>
    </ack>
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          <fpage>387</fpage>
          <lpage>395</lpage>
        </element-citation>
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              <given-names>J</given-names>
            </name>
            <name>
              <surname>Jung</surname>
              <given-names>M</given-names>
            </name>
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              <surname>Bayes de Luna</surname>
              <given-names>A</given-names>
            </name>
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          <article-title>Reproducibility and gender-related differences of heart rate variability during all-day activity in young men and women</article-title>
          <source>Ann Noninvasive Electrocardiol</source>
          <year>2008</year>
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        <mixed-citation>35. Jackson L V., Thalange NKS, Cole TJ. Blood pressure centiles for Great Britain. Arch Dis Child. 2007;92(4):298&#8211;303.</mixed-citation>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name>
              <surname>Jackson</surname>
              <given-names>L V.</given-names>
            </name>
            <name>
              <surname>Thalange</surname>
              <given-names>NKS</given-names>
            </name>
            <name>
              <surname>Cole</surname>
              <given-names>TJ</given-names>
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      </ref>
    </ref-list>
    <fn-group>
      <fn fn-type="other">
        <p>Vincula&#231;&#227;o acad&#234;mica</p>
        <p>N&#227;o h&#225; vincula&#231;&#227;o deste estudo a programas de p&#243;s-gradua&#231;&#227;o.</p>
      </fn>
      <fn fn-type="other">
        <p>Aprova&#231;&#227;o &#233;tica e consentimento informado</p>
        <p>Este estudo foi aprovado pelo Comit&#234; de &#201;tica do Hospital das Cl&#237;nicas da Faculdade de Medicina da Universidade de S&#227;o Paulo sob o n&#250;mero de protocolo 2.795.564. Todos os procedimentos envolvidos nesse estudo est&#227;o de acordo com a Declara&#231;&#227;o de Helsinki de 1975, atualizada em 2013. O consentimento informado foi obtido de todos os participantes inclu&#237;dos no estudo.</p>
      </fn>
    </fn-group>
    <fn-group>
      <fn fn-type="financial-disclosure" id="fn6">
        <p>Fontes de financiamento: O presente estudo n&#227;o teve fontes de financiamento externas.</p>
      </fn>
    </fn-group>
  </back>
  <sub-article article-type="translation" id="TRen" xml:lang="en">
    <front-stub>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Cardiac Autonomic Modulation is a Key Factor for High Blood Pressure in Adolescentes</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6474-4568</contrib-id>
          <name>
            <surname>Mac&#234;do</surname>
            <given-names>Sara Raquel Dutra</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-4707-9556</contrib-id>
          <name>
            <surname>Silva-Filho</surname>
            <given-names>Antonio Carlos</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="aff2001">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-1386-0486</contrib-id>
          <name>
            <surname>Vieira</surname>
            <given-names>Adeilson Serra Mendes</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6469-7562</contrib-id>
          <name>
            <surname>Soares</surname>
            <given-names>Nivaldo de Jesus</given-names>
            <suffix>Junior</suffix>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-0508-0308</contrib-id>
          <name>
            <surname>Dias</surname>
            <given-names>Carlos Jos&#233;</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-1181-6411</contrib-id>
          <name>
            <surname>Dias</surname>
            <given-names>Carlos Alberto Alves</given-names>
            <suffix>Filho</suffix>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-3188-0736</contrib-id>
          <name>
            <surname>Maciel</surname>
            <given-names>Antonio Woodson</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-9537-7518</contrib-id>
          <name>
            <surname>Rabelo</surname>
            <given-names>Lu&#237;s Gustavo Dias</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-9497-8928</contrib-id>
          <name>
            <surname>Pires</surname>
            <given-names>Flavio Oliveira</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ribeiro</surname>
            <given-names>Rachel Melo</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-4246-4703</contrib-id>
          <name>
            <surname>Rodrigues</surname>
            <given-names>Bruno</given-names>
          </name>
          <xref ref-type="aff" rid="aff3001">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-1305-1697</contrib-id>
          <name>
            <surname>Mostarda</surname>
            <given-names>Cristiano Teixeira</given-names>
          </name>
          <xref ref-type="aff" rid="aff1001">
            <sup>1</sup>
          </xref>
        </contrib>
      </contrib-group>
      <aff id="aff1001">
        <label>1</label>
        <country country="BR">Brazil</country>
        <institution content-type="original">Universidade Federal do Maranh&#227;o, S&#227;o Lu&#237;s, MA - Brazil</institution>
      </aff>
      <aff id="aff2001">
        <label>2</label>
        <country country="BR">Brazil</country>
        <institution content-type="original">Faculdade Uninassau, S&#227;o Lu&#237;s, MA - Brazil</institution>
      </aff>
      <aff id="aff3001">
        <label>3</label>
        <country country="BR">Brazil</country>
        <institution content-type="original">Universidade Estadual de Campinas, Campinas, SP - Brazil</institution>
      </aff>
      <author-notes>
        <corresp id="c01001">Mailing Address: Cristiano Teixeira Mostarda &#8226; Universidade Federal do Maranh&#227;o - Educa&#231;&#227;o F&#237;sica - Av. dos Portugueses, 1966. Postal Code 65085-580, Vila Bacanga, S&#227;o Lu&#237;s, MA &#8211; Brazil E-mail: cristiano.mostarda@gmail.com</corresp>
        <fn fn-type="con">
          <p>Author Contributions</p>
          <p>Conception and design of the research: Mac&#234;do SRD, Silva-Filho AC, Nivaldo Junior, Dias CJ, Dias Filho CAA, Maciel AW, Rab&#234;lo G, Mostarda CT; Acquisition of data: Silva-Filho AC, Vieira A, Nivaldo Junior, Dias CJ, Dias Filho CAA, Maciel AW, Rodrigues B, Pires FO, Ribeiro RM; Analysis and interpretation of the data: Mac&#234;do SRD, Silva-Filho AC, Nivaldo Junior, Dias CJ, Maciel AW, Rab&#234;lo G, Pires FO, Ribeiro RM; Statistical analysis: Mac&#234;do SRD, Silva-Filho AC, Rab&#234;lo G, Rodrigues B, Mostarda CT; Obtaining financing: Dias Filho CAA, Rodrigues B, Mostarda CT; Writing of the manuscript: Mac&#234;do SRD, Vieira A, Nivaldo Junior, Dias Filho CAA, Rodrigues B, Mostarda CT, Pires FO, Ribeiro RM; Critical revision of the manuscript for intellectual content: Mac&#234;do SRD, Silva-Filho AC, Vieira A, Nivaldo Junior, Dias CJ, Maciel AW, Rodrigues B, Mostarda CT.</p>
        </fn>
        <fn fn-type="conflict">
          <p>Potential Conflict of Interest</p>
          <p>No potential conflict of interest relevant to this article was reported.</p>
        </fn>
      </author-notes>
      <abstract>
        <title>Abstract</title>
        <sec>
          <title>Background</title>
          <p>The interest regarding hypertension among children and adolescents has increased since the blood pressure rating system was updated to be compared with the adult rating system, changing the terminology from &#8220;normal high&#8221; to &#8220;prehypertension&#8221;.</p>
        </sec>
        <sec>
          <title>Objective</title>
          <p>This study aimed to analyze the association between cardiac autonomic modulation and pressure levels of adolescents.</p>
        </sec>
        <sec>
          <title>Methods</title>
          <p>203 adolescents were grouped according to systolic blood pressure (SBP) and diastolic blood pressure (DBP). One group was characterized as prehypertension, and the other as normotensive. Anthropometric, cardiovascular and sleep quality characteristics were collected. Initially, the data were submitted to the Kolmogorov-Smirnov normality test. Continuous quantitative variables were analyzed using the unpaired Student t-test. For the analysis of categorical variables, a chi-square test was used. A logistic regression model was performed. The level of significance was set at p&lt;0.05. The data were expressed as mean &#177; standard deviation and confidence interval. The R software was used for data analysis. The effect size was calculated using the Cohen&#8217;s formula.</p>
        </sec>
        <sec>
          <title>Results</title>
          <p>The prehypertension group showed an increase in Shannon entropy and a decrease in total variance. Also, in the logistic regression model, adolescents in this group were 1.03 times more likely to have Shannon entropy&#8217;s affected when SBP was adjusted for gender, sexual maturation, school time, age, waist circumference, and sleep quality.</p>
        </sec>
        <sec>
          <title>Conclusion</title>
          <p>Our data show that autonomic modulation may play an important role in the development of elevated blood pressure in adolescents, when controlling for other factors, such as school time and sleep quality.</p>
        </sec>
      </abstract>
      <kwd-group xml:lang="en">
        <kwd>Cardiovascular Diseases</kwd>
        <kwd>Blood Pressure</kwd>
        <kwd>Hypertension</kwd>
        <kwd>Pre-Hypertension</kwd>
        <kwd>Obesity</kwd>
        <kwd>Adolescent</kwd>
      </kwd-group>
    </front-stub>
    <body>
      <sec sec-type="intro">
        <title>Introduction</title>
        <p>In the most recent report on the global cause of deaths, cardiovascular diseases once again led the all-cause mortality for non-communicable diseases,<sup><xref ref-type="bibr" rid="B1">1</xref></sup> and hypertension was one of the leading causes in this category. Due to the rise of deaths related to cardiovascular diseases, the screening for the development of these diseases has grown and is being addressed to the younger part of the population.<sup><xref ref-type="bibr" rid="B2">2</xref></sup></p>
        <p>The interest in childhood hypertension has increased since the publication, in 2004, of the National High Blood Pressure Education Program Working Group, which updated the blood pressure classification system in children and adolescents to match the classification system of adults, changing the terminology from &#8220;normal high&#8221; to &#8220;prehypertension&#8221;.<sup><xref ref-type="bibr" rid="B3">3</xref></sup></p>
        <p>The &#8220;prehypertension&#8221; classification was created to warn physicians and justify the introduction of lifestyle changes in those who may be at risk for the development of hypertension at a young age. Currently, it is known that children with high blood pressure are more likely to develop hypertension in adulthood.<sup><xref ref-type="bibr" rid="B4">4</xref></sup> Also, recent evidence suggests that prehypertensive children may develop hypertension even before they reach adulthood.<sup><xref ref-type="bibr" rid="B5">5</xref></sup></p>
        <p>Recognizing the ongoing evidence gaps and the need for an updated and relevant literature review, a 2020 study highlighted that the diagnosis of hypertension in children and adolescents &#8211; in contrast with adulthood &#8211; is based on their age percentile curves and height.<sup><xref ref-type="bibr" rid="B6">6</xref></sup> Therefore, it is worth mentioning that in 2017 the American Academy of Pediatrics (AAP) and its Council on Quality Improvement and Patient Safety developed practical guidelines to provide updated information on topics that are relevant for the diagnosis, assessment, and treatment of hypertension in children and adolescents. Now, for children aged &#8805; 13 years, high blood pressure is characterized as 120/80 to 129/80 mmHg; stage 1 hypertension is 130/80 to 139/89 mmHg; and stage 2 hypertension is &#8805;140 / 90 mmHg.<sup><xref ref-type="bibr" rid="B7">7</xref></sup></p>
        <p>The autonomic nervous system plays an important role in the rapid regulation of blood pressure, and has been long investigated regarding its function in the development of hypertension.<sup><xref ref-type="bibr" rid="B8">8</xref></sup> One of the most important factors correlated with hypertension is autonomic imbalance, which is also correlated to cardiovascular risk.<sup><xref ref-type="bibr" rid="B8">8</xref> , <xref ref-type="bibr" rid="B9">9</xref></sup></p>
        <p>One of the most used tools for the assessment of autonomic modulation is the Heart Rate Variability (HRV), mainly due to its noninvasive approach and great reliability.<sup><xref ref-type="bibr" rid="B4">4</xref> - <xref ref-type="bibr" rid="B9">9</xref></sup> Among all HRV indexes, the nonlinear ones measure the complexity of the ECG signal, standing out from more common HRV methods, such as the Frequency domain, that can be affected by noise. Shannon entropy is an indicator of the complexity of the signal, being widely correlated with autonomic modulation. However, adolescents are also affected by other cardiovascular risk factors, such as obesity<sup><xref ref-type="bibr" rid="B5">5</xref> - <xref ref-type="bibr" rid="B10">10</xref></sup> and poor sleep quality due to school routine.<sup><xref ref-type="bibr" rid="B11">11</xref> , <xref ref-type="bibr" rid="B12">12</xref></sup> Therefore, it is important to determine the real contribution of autonomic imbalance for the development of high blood pressure levels. This study aimed to evaluate the association of cardiac autonomic modulation with blood pressure levels in adolescents.</p>
      </sec>
      <sec sec-type="methods">
        <title>Methods</title>
        <sec>
          <title>Sample</title>
          <p>The sample size of this study was established based on statistical calculations using the G*power software, taking into account the two-tailed t-test, with an effect size of 0.30, confidence interval of 95% and probability of error of 5%. For these characteristics, a sample size of 134 participants and power of 0.95 were found.</p>
          <p>Thus, the present study was conducted with 203 adolescents (70 boys and 133 girls). aged between 11 and 18 years, grouped according to SBP and DBP. One group was characterized as pre-hypertension (44 adolescents; SBP&gt; 120/80 mmHg), and the other was characterized as normotensive (159 adolescents; SBP &lt;120/80 mmHg). All subjects were selected from a state public school (Centro Anil Rio Anil - CINTRA) in S&#227;o Lu&#237;s, Maranh&#227;o, Brazil. All methods used in this study were approved by the institutional ethics committee and followed the guidelines from the Declaration of Helsinki.</p>
        </sec>
        <sec>
          <title>Anthropometric measurements</title>
          <p>At first, measurements of weight, height, and waist circumference were taken according to the National Heart, Lung and Blood Institute, as previously described.<sup><xref ref-type="bibr" rid="B13">13</xref></sup> We chose the Slaughter (1988) method, which uses only the tricipital and subscapular skinfolds for body fat estimation in adolescents.<sup><xref ref-type="bibr" rid="B14">14</xref></sup></p>
        </sec>
        <sec>
          <title>Sexual maturation</title>
          <p>To determine the biological age of the sample, we used the self-applied Tanner&#8217;s Sexual Maturation Scale, as described elsewhere.<sup><xref ref-type="bibr" rid="B15">15</xref> , <xref ref-type="bibr" rid="B16">16</xref></sup></p>
        </sec>
        <sec>
          <title>Sleep Quality</title>
          <p>Sleep quality and the presence of sleep disturbances were evaluated using the Pittsburgh Sleep Quality Index, as originally described by de Buysse.<sup><xref ref-type="bibr" rid="B17">17</xref></sup> The score of each component was added to provide an overall score, ranging from 0 to 21 points. The higher the value obtained, the worse the sleep quality (global score is between six and 21).</p>
        </sec>
        <sec>
          <title>Blood Pressure</title>
          <p>Blood pressure (BP) was verified using an automatic blood pressure monitor (OMRON, HEM-7200, S&#227;o Paulo, Brazil), validated for blood pressure measurements in adolescents.<sup><xref ref-type="bibr" rid="B18">18</xref></sup> The protocols used for the analysis of BP were based on the 7<sup>th</sup>Brazilian Guideline of Arterial Hypertension<sup><xref ref-type="bibr" rid="B19">19</xref></sup> and the Fourth Report on the Diagnosis, Evaluation, and Treatment of High Blood Pressure in Children and Adolescents,<sup><xref ref-type="bibr" rid="B19">19</xref></sup> including an age-appropriate cuff according to height percentiles.<sup><xref ref-type="bibr" rid="B19">19</xref></sup></p>
          <p>The adolescents were grouped according to their level of SBP, following the recommendations from the Clinical Practice Guideline for Screening and Management of High Blood Pressure in Children and Adolescents<sup><xref ref-type="bibr" rid="B7">7</xref></sup> and the Brazilian Guideline of Arterial Hypertension.<sup><xref ref-type="bibr" rid="B19">19</xref></sup> Thus, the adolescents were divided into two groups according to SBP and DBP values:</p>
          <p>Normotensive (n=159): healthy adolescents with SBP 100-119 mm Hg and DBP 60-79 mm Hg.</p>
          <p>Prehypertension (n=44): healthy adolescents with SBP 120-139 mm Hg and DBP 80-89 mm Hg.</p>
        </sec>
        <sec>
          <title>Heart Rate Variability</title>
          <p>The HRV was analyzed using a 12-lead electrocardiogram developed for HRV data collection (Micromed Biotecnologia, Wincardio). The data were collected with the subjects in the supine position during a 10-minute period. After data collection, the RR intervals were analyzed with the Kubios software (Kuopio, Finland), using the Fast Fourier Transform, as described earlier.<sup><xref ref-type="bibr" rid="B20">20</xref></sup> We used time (Heart rate (bpm); mean RR (ms); SDNN (ms); RMSSD (ms); pNN50 (%) and total variance (ms<sup>2</sup>) and nonlinear domains (SD1 (ms); SD2 (ms) and the Shannon entropy).</p>
        </sec>
        <sec>
          <title>Statistical analysis</title>
          <p>Initially, the data were submitted to the Kolmogorov-Smirnov test to assess the normality of its distribution. Then, a descriptive analysis was conducted and the data were expressed as mean, standard deviation and confidence interval for baseline characteristics and continuous variables, and as absolute frequencies and percentage rates for categorical variables. The unpaired Student t-test was chosen to analyze continuous quantitative variables with normal distribution. Categorical variables were analyzed using the chi-square test. Logistic regression was performed to understand which variable would be best associated with blood pressure in the sample. Point estimates for the associations were expressed as odds ratios (OR) and respective 95% confidence intervals (95%CI). The R software was used for data analysis. The effect size was calculated according to the Cohen&#8217;s formula.<sup><xref ref-type="bibr" rid="B21">21</xref></sup> The significance level established for this study was p &lt;0.05.</p>
        </sec>
      </sec>
      <sec sec-type="results">
        <title>Results</title>
        <p>The study was carried out with 203 adolescents grouped according to their SBP and DBP levels. One group was characterized as prehypertension (44 adolescents; SBP from 120/80 to 129/80 mmHg), and the other as normotensive (159 adolescents; SBP &lt;120/80 mmHg).</p>
        <p><xref ref-type="table" rid="t1001">Table 1</xref> shows the analysis of the baseline anthropometric, cardiovascular and sleeps quality characteristics of adolescents. No statistical differences were found between groups regarding age, height, weight, sleep quality index, waist circumference, fat percentage, and the Tanner scale. However, there was a statistical difference and a strong effect size for SBP (ES = 0.83) and DBP (ES = 3.05) in the prehypertensive group when compared to the normotensive group ( <xref ref-type="table" rid="t1001">Table 1</xref> ).</p>
        <p>
          <table-wrap id="t1001">
            <label>Table 1</label>
            <caption>
              <title>&#8211; Baseline analysis of anthropometric, cardiovascular characteristics and sleep quality in groups of normotensive and prehypertensive adolescents</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup>
                <col/>
                <col/>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead>
                <tr>
                  <th align="left" style="font-weight:normal"> </th>
                  <th>Normotensive (n= 159)</th>
                  <th>Prehypertensive (n= 44)</th>
                  <th>&#8710; (CI)</th>
                  <th>p value</th>
                  <th>ES</th>
                </tr>
              </thead>
              <tbody>
                <tr>
                  <td>Age (years)</td>
                  <td align="center">16.00 &#177; 2.08</td>
                  <td align="center">16.00 &#177; 1.71</td>
                  <td align="center">0.00 (-0.67/0.67)</td>
                  <td align="center">1.00</td>
                  <td align="center">0.00</td>
                </tr>
                <tr>
                  <td>Height (cm)</td>
                  <td align="center">161.38 &#177; 12.19</td>
                  <td align="center">162.32 &#177; 9.90</td>
                  <td align="center">0.94 (-3.00/4.88)</td>
                  <td align="center">0.63</td>
                  <td align="center">0.08</td>
                </tr>
                <tr>
                  <td>Weight (kg)</td>
                  <td align="center">58.09 &#177; 10.94</td>
                  <td align="center">56.74 &#177; 12.07</td>
                  <td align="center">-1.35 (-5.10/2.40)</td>
                  <td align="center">0.47</td>
                  <td align="center">0.11</td>
                </tr>
                <tr>
                  <td>Waist circumference (cm)</td>
                  <td align="center">68.60 &#177; 7.05</td>
                  <td align="center">71.00 &#177; 9.46</td>
                  <td align="center">2.40 (-0.16/4.96)</td>
                  <td align="center">0.06</td>
                  <td align="center">0.28</td>
                </tr>
                <tr>
                  <td>Body fat (%)</td>
                  <td align="center">25.12 &#177; 8.35</td>
                  <td align="center">25.10 &#177; 9.70</td>
                  <td align="center">-0.02 (-2.92/2.88)</td>
                  <td align="center">0.98</td>
                  <td align="center">-0.002</td>
                </tr>
                <tr>
                  <td>Systolic Blood Pressure (mmHg)</td>
                  <td align="center">107.00 &#177; 7.10</td>
                  <td align="center">129.50 &#177; 7.60</td>
                  <td align="center">20.08 (20.08/24.92)</td>
                  <td align="center">0.0001*</td>
                  <td align="center">3.05</td>
                </tr>
                <tr>
                  <td>Diastolic Blood Pressure (mmHg)</td>
                  <td align="center">64.00 &#177; 7.02</td>
                  <td align="center">73.00 &#177; 7.33</td>
                  <td align="center">9.00 (6.62/11.38)</td>
                  <td align="center">0.0001*</td>
                  <td align="center">1.25</td>
                </tr>
                <tr>
                  <td>Pittsburgh Sleep Quality Index</td>
                  <td align="center">1.86 &#177; 1.19</td>
                  <td align="center">2.04 &#177; 1.76</td>
                  <td align="center">0.18 (-0.26/0.62)</td>
                  <td align="center">0.42</td>
                  <td align="center">0.11</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN1001">
                <p>
                  <italic>BP: blood pressure; *p&lt;0.05 vs normotensive; CI: confidence interval; ES: effect size.</italic>
                </p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </p>
        <p>Regarding the analyses of qualitative variables in the study, we observed that only the sex of the adolescents presented statistical difference, considering the higher prevalence of prehypertensive boys, as shown in <xref ref-type="table" rid="t2001">Table 2</xref> .</p>
        <p>
          <table-wrap id="t2001">
            <label>Table 2</label>
            <caption>
              <title>&#8211; Analysis of factors associated with blood pressure</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead>
                <tr>
                  <th align="left" style="font-weight:normal"> </th>
                  <th>Normotensive n=159 (%)</th>
                  <th>Prehypertensive n=44 (%)</th>
                  <th style="font-weight:normal">&#967;<sup>2</sup></th>
                </tr>
              </thead>
              <tbody>
                <tr>
                  <td>
                    <bold>Sex</bold>
                  </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                </tr>
                <tr>
                  <td>Male</td>
                  <td align="center">44 (27.68)</td>
                  <td align="center">26 (59.10)</td>
                  <td align="center">[15.0575] p= 0.0001</td>
                </tr>
                <tr>
                  <td>Female</td>
                  <td align="center">115 (72.32)</td>
                  <td align="center">18 (40.90)</td>
                  <td> </td>
                </tr>
                <tr>
                  <td>
                    <bold>Family history of hypertension</bold>
                  </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                </tr>
                <tr>
                  <td>Hypertensive parents</td>
                  <td align="center">39 (24.57)</td>
                  <td align="center">17 (38.65)</td>
                  <td align="center">[3.4338] p= 0.6387</td>
                </tr>
                <tr>
                  <td>Normotensive parents</td>
                  <td align="center">120 (75.43)</td>
                  <td align="center">27 (61.35)</td>
                  <td> </td>
                </tr>
                <tr>
                  <td>
                    <bold>School time</bold>
                  </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                </tr>
                <tr>
                  <td>In the morning</td>
                  <td align="center">72 (45.29)</td>
                  <td align="center">20 (45.46)</td>
                  <td align="center">[0.0004] p= 0.9838</td>
                </tr>
                <tr>
                  <td>In the afternoon</td>
                  <td align="center">87 (54.71)</td>
                  <td align="center">24 (54.54)</td>
                  <td> </td>
                </tr>
                <tr>
                  <td>
                    <bold>Tanner&#8217;s sexual maturation index</bold>
                  </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                </tr>
                <tr>
                  <td>1</td>
                  <td align="center">0 (0.00)</td>
                  <td align="center">0 (0.00)</td>
                  <td align="center">[5.1891] p=0.1584</td>
                </tr>
                <tr>
                  <td>2</td>
                  <td align="center">17 (8.09)</td>
                  <td align="center">6 (2.67)</td>
                  <td> </td>
                </tr>
                <tr>
                  <td>3</td>
                  <td align="center">121 (59.32)</td>
                  <td align="center">29 (14.00)</td>
                  <td> </td>
                </tr>
                <tr>
                  <td>4</td>
                  <td align="center">14 (8.61)</td>
                  <td align="center">9 (4.15)</td>
                  <td> </td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN2001">
                <p>
                  <italic>&#967;<sup>2</sup>Chi square test; [chi square value].</italic>
                </p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </p>
        <p>The data on cardiac autonomic modulation of the adolescents are shown in <xref ref-type="table" rid="t3001">Table 3</xref> . In the time domain, it was possible to notice that only the total variance (ms<sup>2</sup>) showed statistical difference and a strong effect size. Adolescents with prehypertension had lower total variance (ES = 0.87) when compared to normotensive adolescents. In the non-linear domain, only Shannon entropy showed a statistical difference and a strong effect size (ES=1.88).</p>
        <p>
          <table-wrap id="t3001">
            <label>Table 3</label>
            <caption>
              <title>&#8211; Cardiac autonomic modulation data of adolescents with high blood pressure and normotensive</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup>
                <col/>
                <col/>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead>
                <tr>
                  <th align="left" style="font-weight:normal"> </th>
                  <th>Normotensive (n= 159)</th>
                  <th>Prehypertensive (n= 44)</th>
                  <th>&#8710; (CI)</th>
                  <th>p value</th>
                  <th>ES</th>
                </tr>
              </thead>
              <tbody>
                <tr>
                  <td colspan="4">
                    <bold>Time domain measures of heart rate variability</bold>
                  </td>
                  <td> </td>
                  <td> </td>
                </tr>
                <tr>
                  <td>Heart rate (bpm)</td>
                  <td align="center">77.85 &#177; 12.74</td>
                  <td align="center">79.91 &#177; 16.48</td>
                  <td align="center">2.06 (-2.51/6.37)</td>
                  <td align="center">0.37</td>
                  <td align="center">0.14</td>
                </tr>
                <tr>
                  <td>Mean RR (ms)</td>
                  <td align="center">801.54 &#177; 110.51</td>
                  <td align="center">806.99 &#177; 161.58</td>
                  <td align="center">5.45 (-35.94/46.84)</td>
                  <td align="center">0.79</td>
                  <td align="center">0.03</td>
                </tr>
                <tr>
                  <td>SDNN (ms)</td>
                  <td align="center">55.72 &#177; 27.26</td>
                  <td align="center">50.96 &#177; 18.84</td>
                  <td align="center">-4.76 (-13.39/3.78)</td>
                  <td align="center">0.27</td>
                  <td align="center">0.20</td>
                </tr>
                <tr>
                  <td>RMSSD (ms)</td>
                  <td align="center">53.10 &#177; 27.01</td>
                  <td align="center">48.06 &#177; 24.03</td>
                  <td align="center">-5.04 (-13.90/3.82)</td>
                  <td align="center">0.26</td>
                  <td align="center">0.19</td>
                </tr>
                <tr>
                  <td>pNN50 (%)</td>
                  <td align="center">32.28 &#177; 20.99</td>
                  <td align="center">28.47 &#177; 21.64</td>
                  <td align="center">-3.81 (-10.90/3.28)</td>
                  <td align="center">0.29</td>
                  <td align="center">0.17</td>
                </tr>
                <tr>
                  <td>Total variance (ms<sup>2</sup>)</td>
                  <td align="center">3104.71 &#177; 743.10</td>
                  <td align="center">2596.92 &#177; 354.94</td>
                  <td align="center">-507.79 (-735.85/-279.83)</td>
                  <td align="center">0.0001*</td>
                  <td align="center">0.87</td>
                </tr>
                <tr>
                  <td>
                    <bold>Nonlinear analysis</bold>
                  </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                  <td> </td>
                </tr>
                <tr>
                  <td>SD1 (ms)</td>
                  <td align="center">35.52 &#177; 15.17</td>
                  <td align="center">39.65 &#177; 28.51</td>
                  <td align="center">4.64 (-26.63/35.91)</td>
                  <td align="center">0.19</td>
                  <td align="center">0.18</td>
                </tr>
                <tr>
                  <td>SD2 (ms)</td>
                  <td align="center">71.92 &#177; 100.62</td>
                  <td align="center">76.56 &#177; 57.72</td>
                  <td align="center">5.30 (-25.54/36.14)</td>
                  <td align="center">0.77</td>
                  <td align="center">0.05</td>
                </tr>
                <tr>
                  <td>Shannon entropy</td>
                  <td align="center">1.74 &#177; 0.27</td>
                  <td align="center">2.68 &#177; 0.65</td>
                  <td align="center">0.94 (0.81/1.06)</td>
                  <td align="center">0.0001*</td>
                  <td align="center">1.88</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN3001">
                <p>
                  <italic>SDNN: Standard deviation of all normal RR intervals recorded in a time interval; RMSSD: root mean square of successive differences; pNN50 the proportion of NN50 divided by the total number of NNs; SD1: dispersion of the points perpendicular to the line of identity is an index of instantaneous recording of the variability of beat-to-beat; SD2: dispersion of points along the identity line; represents HRV in long-term records; Values are presented as mean&#177; standard error; *p&lt;0.05 vs normotensive; CI: confidence interval; ES: Effect size.</italic>
                </p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </p>
        <p>Also, through the logistic regression model, prehypertensive adolescents presented 1.03 more chances of having an impact on Shannon entropy when SBP was adjusted for gender, sexual maturation, school time, age, waist circumference, and sleep quality. However, the other variables showed no association, as shown in <xref ref-type="table" rid="t4001">Table 4</xref> .</p>
        <p>
          <table-wrap id="t4001">
            <label>Table 4</label>
            <caption>
              <title>&#8211; Logistic regression model of the association between blood pressure and autonomic modulation</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead>
                <tr>
                  <th align="left" style="font-weight:normal"> </th>
                  <th>Shannon entropy</th>
                  <th>Total variance</th>
                  <th>GOF p</th>
                </tr>
              </thead>
              <tbody>
                <tr>
                  <td>PAS<sup>a</sup>(OR, 95% CI)</td>
                  <td align="center">1.03 (1.02 &#8211; 1.04)</td>
                  <td align="center">1.01 (0.98 &#8211; 1.03)</td>
                  <td align="center">1.0000</td>
                </tr>
                <tr>
                  <td>PAD<sup>a</sup>(OR, 95% CI)</td>
                  <td align="center">0.98 (0.97 &#8211; 1.00)</td>
                  <td align="center">1.02 (0.99 &#8211; 1.02)</td>
                  <td align="center">1.0000</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN4001">
                <p>
                  <italic>Systolic blood pressure (SBP) and diastolic blood pressure (DBP) were adjusted (a) for sex, sexual maturation, school time, age, waist circumference, sleep quality and family history of hypertension; GOF: Hosmer and Lemeshow&#8217;s goodness of fit test; OR: odds ratio; 95% CI: confidence interval.</italic>
                </p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </p>
      </sec>
      <sec sec-type="discussion">
        <title>Discussion</title>
        <p>This study aimed to analyze the association between cardiac autonomic modulation and blood pressure levels in adolescents. The main findings of the present study show that adolescents in the prehypertension group showed increased Shannon entropy and decreased total variance. Also, in the logistic regression model, Shannon entropy was the variable that was mostly associated with changes in blood pressure pattern, showing that adolescents in the prehypertension group had 1.03 more chances of having Shannon entropy affected when the SBP was adjusted by gender, sexual maturation, school time, age, waist circumference and sleep quality.</p>
        <p>Our data corroborate the findings of other studies,<sup><xref ref-type="bibr" rid="B22">22</xref> , <xref ref-type="bibr" rid="B23">23</xref></sup> providing more evidence to show that an increase in BP levels among adolescents is associated with the autonomic imbalance observed by the lower total variance and higher Shannon entropy. These findings are highly clinically relevant for understanding the pathophysiology of hypertension, since changes in HRV patterns provide a sensitive and early indicator of health impairment. As described by McCraty et al., high HRV is a sign of good cardiovascular adaptation, characterizing a healthy individual with efficient autonomic mechanisms. On the other hand, low HRV is generally an indicator of abnormal and insufficient adaptation of the baroreflex, which may indicate the presence of autonomic dysfunction.<sup><xref ref-type="bibr" rid="B24">24</xref></sup></p>
        <p>In addition, the study by Farah et al.<sup><xref ref-type="bibr" rid="B25">25</xref></sup> showed that HRV can be affected by factors including sex, age, waist circumference and sleep quality, which corroborates other pre-existing findings in the literature.<sup><xref ref-type="bibr" rid="B26">26</xref> , <xref ref-type="bibr" rid="B27">27</xref></sup> However, according to our study, the prehypertension group did not show any significant differences in the analysis of the following variables: age, height, weight, waist circumference, fat percentage and sleep quality, which excluded the possibility of these isolated factors influencing HRV. However, in the logistic regression model, these associated factors were related to increased chances of affecting Shannon entropy.</p>
        <p>In the study by Amara et al.,<sup><xref ref-type="bibr" rid="B28">28</xref></sup> they published more evidence supporting that family history of hypertension is an important factor influencing HRV, up to 30%, and that hypertension is twice as common in individuals who have one or two hypertensive parents. In the present study, the family history of hypertension probably did not show any relationship with changes in HRV due to the absence of factors such as the genetic profile of adolescents and the presence of polymorphisms, which can influence the expression and production of regulatory components that are present in the endocrine system, such as the renin-angiotensin-aldosterone system.</p>
        <p>Thus, although the precise mechanisms involved in the development of prehypertension in adolescents have not yet been clearly explained, recent studies, such as the ones by Pal et al. and Wu et al., have demonstrated an association between autonomic imbalance and decreased vagal modulation with prehypertension.<sup><xref ref-type="bibr" rid="B29">29</xref> , <xref ref-type="bibr" rid="B30">30</xref></sup> Other studies corroborate these findings, reporting that the decrease in vagal modulation and HRV are the main causes of increased cardiovascular risk in adolescents with prehypertension; besides, obesity, psychosocial stress and dyslipidemia have been reported as important risk factors for prehypertension and hypertension.<sup><xref ref-type="bibr" rid="B29">29</xref> - <xref ref-type="bibr" rid="B31">31</xref></sup></p>
        <p>Currently, according to several studies,<sup><xref ref-type="bibr" rid="B2">2</xref> - <xref ref-type="bibr" rid="B8">8</xref></sup> autonomic imbalance has been widely accepted as being fundamental to the etiology of hypertension. In adolescents, this autonomic imbalance is mainly caused by increased activity of the sympathetic nervous system, which has also been associated with an increased risk of cardiovascular events, obesity and sleep disorders.<sup><xref ref-type="bibr" rid="B17">17</xref> - <xref ref-type="bibr" rid="B26">26</xref></sup> However, although sympathetic hyperactivity is linked to other factors, such as obesity and sleep disorders, our data did not show differences in sleep quality between groups.</p>
        <p>Regarding the gender of adolescents, some studies have observed that boys have higher prevalence of high BP than girls.<sup><xref ref-type="bibr" rid="B32">32</xref> , <xref ref-type="bibr" rid="B33">33</xref></sup> In this sense, the studies by Sztajzel et al. and Jackson et al., using ambulatory BP monitoring in children, revealed that with age there is an increase in blood pressure among boys and girls. However, after the onset of puberty, the blood pressure in boys is higher than that of girls at the same age. This is because young women have higher day and night vagal tone than men of similar age.<sup><xref ref-type="bibr" rid="B34">34</xref> , <xref ref-type="bibr" rid="B35">35</xref></sup></p>
        <p>Our study faced limitations such as the absence of a direct measure of sleep quality (polysomnography) and a limited number of subjects, as it is a preliminary phase of the study. Despite these limitations, we were able to assess the association of cardiac autonomic modulation with the different pressure levels of adolescents.</p>
      </sec>
      <sec sec-type="conclusions">
        <title>Conclusion</title>
        <p>In conclusion, our data show that autonomic modulation may play a role in the development of elevated blood pressure, when controlling for other factors, such as school time and sleep quality. This finding has an important application considering that autonomic imbalance can be an early sign for the development of high levels of blood pressure in adolescents.</p>
      </sec>
    </body>
    <back>
      <ack>
        <title>Acknowledgments</title>
        <p>We would like to thank <italic>Conselho Nacional de Desenvolvimento Cient&#237;fico e Tecnol&#243;gico</italic> &#8211; CNPq for funding the study (Universal 442374/2014&#8211;3), <italic>Funda&#231;&#227;o de Amparo &#224; Pesquisa do Estado do Maranh&#227;o</italic> - FAPEMA (Universal 00358/15) for granting the Research Productivity Scholarship, and <italic>Coordena&#231;&#227;o de Aperfei&#231;oamento de Pessoal de N&#237;vel Superior</italic> &#8211; CAPES, <italic>Programa Nacional de Coopera&#231;&#227;o Acad&#234;mica</italic> &#8211; PROCAD in the Amazon (N&#186; 21/2018). We would like to thank <italic>Centro Integrado Rio Anil</italic> (CINTRA), for its open-minded policy for research.</p>
      </ack>
      <fn-group>
        <fn fn-type="other">
          <p>Study Association</p>
          <p>This study is not associated with any thesis or dissertation work.</p>
        </fn>
        <fn fn-type="other">
          <p>Ethics approval and consent to participate</p>
          <p>This study was approved by the Ethics Committee of the Hospital das Cl&#237;nicas da Faculdade de Medicina da Universidade de S&#227;o Paulo under the protocol number 2.795.564. All the procedures in this study were in accordance with the 1975 Helsinki Declaration, updated in 2013. Informed consent was obtained from all participants included in the study.</p>
        </fn>
      </fn-group>
      <fn-group>
        <fn fn-type="financial-disclosure" id="fn6001">
          <p>Sources of Funding: There were no external funding sources for this study.</p>
        </fn>
      </fn-group>
    </back>
  </sub-article>
</article>
