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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">tjywxVyLTpsPYh3qdzzzWDM</article-id>
      <article-id specific-use="scielo-v2" pub-id-type="publisher-id">S0066-782X2024001000301</article-id>
      <article-id pub-id-type="other">00301</article-id>
      <article-id pub-id-type="doi">10.36660/abc.20230453</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Artigo Original</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Fatores Preditores de Risco de Sangramento em Pacientes Submetidos a Cirurgia Valvar</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0007-8228-6493</contrib-id>
          <name>
            <surname>Vieira</surname>
            <given-names>Alef de Carvalho</given-names>
          </name>
          <role>Concep&#231;&#227;o e desenho da pesquisa</role>
          <role>Obten&#231;&#227;o de dados e Reda&#231;&#227;o do manuscrito</role>
          <role>An&#225;lise e interpreta&#231;&#227;o dos dados</role>
          <role>An&#225;lise estat&#237;stica</role>
          <role>Revis&#227;o cr&#237;tica do manuscrito quanto ao conte&#250;do</role>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
          <xref ref-type="corresp" rid="c1"/>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-4623-7834</contrib-id>
          <name>
            <surname>Arnoni</surname>
            <given-names>Renato Tambellini</given-names>
          </name>
          <role>Concep&#231;&#227;o e desenho da pesquisa</role>
          <role>An&#225;lise e interpreta&#231;&#227;o dos dados</role>
          <role>Revis&#227;o cr&#237;tica do manuscrito quanto ao conte&#250;do</role>
          <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">
          <name>
            <surname>Barbosa</surname>
            <given-names>Ana Beatriz Silva</given-names>
          </name>
          <role>Obten&#231;&#227;o de dados e Reda&#231;&#227;o do manuscrito</role>
          <role>Revis&#227;o cr&#237;tica do manuscrito quanto ao conte&#250;do</role>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Berriel</surname>
            <given-names>Attila Santos</given-names>
          </name>
          <role>Obten&#231;&#227;o de dados e Reda&#231;&#227;o do manuscrito</role>
          <role>An&#225;lise e interpreta&#231;&#227;o dos dados</role>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Vianna</surname>
            <given-names>Rafael Guimar&#227;es</given-names>
          </name>
          <role>Obten&#231;&#227;o de dados e Reda&#231;&#227;o do manuscrito</role>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Issa</surname>
            <given-names>Mario</given-names>
          </name>
          <role>An&#225;lise e interpreta&#231;&#227;o dos dados</role>
          <role>Revis&#227;o cr&#237;tica do manuscrito quanto ao conte&#250;do</role>
          <xref ref-type="aff" rid="aff1">
            <sup>1</sup>
          </xref>
        </contrib>
        <aff id="aff1">
          <label>1</label>
          <institution content-type="orgname">Instituto Dante Pazzanese de Cardiologia</institution>
          <addr-line>
            <named-content content-type="city">S&#227;o Paulo</named-content>
            <named-content content-type="state">SP</named-content>
          </addr-line>
          <country country="BR">Brasil</country>
          <institution content-type="original">Instituto Dante Pazzanese de Cardiologia, S&#227;o Paulo, SP &#8211; Brasil</institution>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution content-type="orgname">Hospital Edmundo Vasconcelos</institution>
          <addr-line>
            <named-content content-type="city">S&#227;o Paulo</named-content>
            <named-content content-type="state">SP</named-content>
          </addr-line>
          <country country="BR">Brasil</country>
          <institution content-type="original">Hospital Edmundo Vasconcelos, S&#227;o Paulo, SP &#8211; Brasil</institution>
        </aff>
      </contrib-group>
      <author-notes>
        <corresp id="c1"><label>Correspond&#234;ncia:</label><bold>Alef de Carvalho Vieira</bold> &#8226; Instituto Dante Pazzanese de Cardiologia &#8211; Cirurgia Cardiovascular &#8211; Av. Dr. Dante Pazzanese, 500. CEP <postal-code>04012-909</postal-code>, Vila Mariana, S&#227;o Paulo, SP &#8211; Brasil E-mail: <email>vieiraacv94@gmail.com</email> </corresp>
        <fn fn-type="edited-by">
          <label>Editor respons&#225;vel pela revis&#227;o:</label>
          <p>Alexandre Colafranceschi</p>
        </fn>
        <fn fn-type="conflict">
          <label>Potencial conflito de interesse</label>
          <p>N&#227;o h&#225; conflito com o presente artigo</p>
        </fn>
      </author-notes>
      <pub-date date-type="pub" publication-format="electronic">
        <day>18</day>
        <month>10</month>
        <year>2024</year>
      </pub-date>
      <pub-date date-type="collection" publication-format="electronic">
        <year>2024</year>
      </pub-date>
      <volume>121</volume>
      <issue>10</issue>
      <elocation-id>e20230453</elocation-id>
      <history>
        <date date-type="received">
          <day>07</day>
          <month>01</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd">
          <day>11</day>
          <month>05</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>12</day>
          <month>06</month>
          <year>2024</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</license-p>
        </license>
      </permissions>
      <abstract abstract-type="graphical">
        <p>
          <fig id="f4">
            <alternatives>
              <graphic xlink:href="https://minio.scielo.br/documentstore/1678-4170/tjywxVyLTpsPYh3qdzzzWDM/ce84ee962e8e6f878e830d9e243c915b064c8148.tif"/>
              <graphic xlink:href="https://minio.scielo.br/documentstore/1678-4170/tjywxVyLTpsPYh3qdzzzWDM/dee73fb584c0a57769b01b041007988043480018.png" specific-use="scielo-web"/>
              <graphic xlink:href="https://minio.scielo.br/documentstore/1678-4170/tjywxVyLTpsPYh3qdzzzWDM/06fefca85e82f0fbd9a3160400c2ea279f731d8f.jpg" specific-use="scielo-web" content-type="scielo-267x140"/>
            </alternatives>
          </fig>
        </p>
      </abstract>
      <abstract>
        <title>Resumo</title>
        <sec>
          <title>Fundamento:</title>
          <p>O p&#243;s-operat&#243;rio de cirurgia card&#237;aca valvar &#233; desafiador devido ao risco de sangramento, levando a complica&#231;&#245;es e aumento da morbimortalidade.</p>
        </sec>
        <sec>
          <title>Objetivo:</title>
          <p>Desenvolver um escore de risco para prever hemorragia em pacientes no p&#243;s-operat&#243;rio de cirurgia valvar.</p>
        </sec>
        <sec>
          <title>M&#233;todos:</title>
          <p>Estudo retrospectivo de pacientes submetidos a cirurgia valvar entre 2021 e 2022 no IDPC. Pacientes com sangramento maior foram selecionados com base nos crit&#233;rios de BARC e Bojar. Foi realizada uma an&#225;lise de regress&#227;o log&#237;stica para fatores relacionados ao sangramento e foi criado um nomograma. Para signific&#226;ncia estat&#237;stica, foram considerados p&lt;0,05 e um intervalo de confian&#231;a de 95%. O estudo foi aprovado pelo CEP.</p>
        </sec>
        <sec>
          <title>Resultados:</title>
          <p>Foram analisados 525 pacientes com idade m&#233;dia de 56 anos e predom&#237;nio do sexo feminino. A valvopatia mais comum foi a insufici&#234;ncia mitral, 8,8% apresentaram sangramento aumentado e houve 4,3% de reabordagens cir&#250;rgicas. As vari&#225;veis com signific&#226;ncia estat&#237;stica foram: insufici&#234;ncia tric&#250;spide (OR 3,31, p &lt; 0,001), doen&#231;a renal cr&#244;nica/les&#227;o renal aguda (OR 2,97, p = 0,006), hemoglobina pr&#233;-operat&#243;ria (OR 0,73, p &lt; 0,001), reopera&#231;&#245;es (OR 2,5, p = 0,003), tempo de circula&#231;&#227;o extracorp&#243;rea (CEC) (OR 1,12, p &lt; 0,001), abordagem de 2 valvas OR de 2,23 (p = 0,013), uso de concentrado de hem&#225;cias OR de 2,8 (p = 0,001). No modelo m&#250;ltiplo a insufici&#234;ncia tric&#250;spide, tempo de CEC e hemoglobina pr&#233;-operat&#243;ria alcan&#231;aram signific&#226;ncia estat&#237;stica.</p>
        </sec>
        <sec>
          <title>Conclus&#227;o:</title>
          <p>O tempo de CEC, hemoglobina pr&#233;-operat&#243;ria e insufici&#234;ncia tric&#250;spide associaram-se independentemente com hemorragia p&#243;s-operat&#243;ria. A escala proposta &#233; plaus&#237;vel, e pode auxiliar na predi&#231;&#227;o de risco de sangramento.</p>
        </sec>
      </abstract>
      <kwd-group xml:lang="pt">
        <title>Palavras-chave:</title>
        <kwd>Valvopatia A&#243;rtica</kwd>
        <kwd>Procedimentos Cir&#250;rgicos Cardiovasculares</kwd>
        <kwd>Complica&#231;&#245;es P&#243;s-Operat&#243;rias</kwd>
        <kwd>Fatores de Risco</kwd>
      </kwd-group>
      <counts>
        <fig-count count="8"/>
        <table-count count="10"/>
        <equation-count count="0"/>
        <ref-count count="30"/>
      </counts>
    </article-meta>
  </front>
  <body>
    <sec sec-type="intro">
      <title>Introdu&#231;&#227;o</title>
      <p>As doen&#231;as cardiovasculares (DCVs) representam uma das principais causas de morte em todo o mundo. O envelhecimento da popula&#231;&#227;o, a obesidade, o sedentarismo e as doen&#231;as cr&#244;nicas contribuem para o aumento da preval&#234;ncia das DCVs.<sup><xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B2">2</xref></sup></p>
      <p>O cora&#231;&#227;o humano possui quatro v&#225;lvulas: mitral, a&#243;rtica, tric&#250;spide e pulmonar. As doen&#231;as que afetam essas estruturas representam uma parcela significativa das DCVs e s&#227;o respons&#225;veis por cerca de um ter&#231;o das cirurgias card&#237;acas realizadas no Brasil.<sup><xref ref-type="bibr" rid="B3">3</xref></sup></p>
      <p>O tratamento cir&#250;rgico das valvopatias apresenta desafios, e um dos mais complexos &#233; o manejo p&#243;s-operat&#243;rio. Nessa fase, surgem in&#250;meras complica&#231;&#245;es, e o sangramento segue sendo uma das principais, ocorrendo em aproximadamente 20% dos casos.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B5">5</xref></sup> A utiliza&#231;&#227;o da circula&#231;&#227;o extracorp&#243;rea (CEC),<sup><xref ref-type="bibr" rid="B6">6</xref>&#8211;<xref ref-type="bibr" rid="B9">9</xref></sup> o estresse cir&#250;rgico, a hipotermia, a resposta inflamat&#243;ria e as les&#245;es de isquemia-reperfus&#227;o s&#227;o fatores que contribuem para altera&#231;&#227;o da cascata de coagula&#231;&#227;o.<sup><xref ref-type="bibr" rid="B6">6</xref>,<xref ref-type="bibr" rid="B10">10</xref></sup></p>
      <p>As reopera&#231;&#245;es enfrentam um risco ainda maior de complica&#231;&#245;es pois &#233; necess&#225;rio realizar descolamento de ader&#234;ncias, lidar com tecidos fri&#225;veis e prolongar o tempo de CEC. Esses fatores combinados contribuem para o aumento do sangramento durante o per&#237;odo perioperat&#243;rio.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B8">8</xref>,<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B11">11</xref></sup></p>
      <p>O crit&#233;rio para definir sangramento aumentado no p&#243;s-operat&#243;rio varia entre os autores.<sup><xref ref-type="bibr" rid="B5">5</xref>,<xref ref-type="bibr" rid="B12">12</xref></sup> O Bleeding Academic Research Consortium (BARC) estabelece crit&#233;rios espec&#237;ficos para classificar o sangramento, variando de 0 a 5, onde o grau 0 indica aus&#234;ncia de sangramento e o grau 5 representa um sangramento fatal (<xref ref-type="fig" rid="f1">Figura 1</xref>).<sup><xref ref-type="bibr" rid="B13">13</xref></sup> Outros crit&#233;rios mais detalhados s&#227;o apresentados por Bojar<sup><xref ref-type="bibr" rid="B14">14</xref></sup> que avalia o sangramento a cada hora nas primeiras horas do p&#243;s-operat&#243;rio (<xref ref-type="table" rid="t1">Tabela 1</xref>). Kouchoukos et al.,<sup><xref ref-type="bibr" rid="B15">15</xref></sup> por sua vez, fornecem indica&#231;&#245;es para o retorno ao centro cir&#250;rgico e reopera&#231;&#227;o do paciente, levando em considera&#231;&#227;o o volume de sangue drenado por hora e a ocorr&#234;ncia de drenagem s&#250;bita e maci&#231;a de sangue.<sup><xref ref-type="bibr" rid="B4">4</xref></sup></p>
      <fig id="f1">
        <label>Figura 1</label>
        <caption>
          <title>Classifica&#231;&#227;o do <italic>Bleeding Academic Reasearch Consortium</italic> (BARC).<sup><xref ref-type="bibr" rid="B13">13</xref></sup></title>
        </caption>
        <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf01.tif"/></fig>
      <table-wrap id="t1">
        <label>Tabela 1</label>
        <caption>
          <title>Diagn&#243;stico cl&#237;nico de sangramento importante segundo Bojar<sup><xref ref-type="bibr" rid="B14">14</xref></sup></title>
        </caption>
        <table frame="hsides" rules="groups">
          <colgroup width="50%">
            <col/>
            <col/>
          </colgroup>
          <tbody style="border-bottom: thin solid; border-color: #000000">
            <tr style="background-color:#C7DCEA">
              <td align="left" valign="middle">
                <bold>1.</bold>
              </td>
              <td align="left" valign="middle">1,5 ml/kg/h por seis horas consecutivas (ou &gt; 100-150ml/h);</td>
            </tr>
            <tr>
              <td align="left" valign="middle">
                <bold>2.</bold>
              </td>
              <td align="left" valign="middle">2,0 ml/kg/h por tr&#234;s horas consecutivas (ou &gt; 150-200 ml/h);</td>
            </tr>
            <tr style="background-color:#C7DCEA">
              <td align="left" valign="middle">
                <bold>3.</bold>
              </td>
              <td align="left" valign="middle">3,0 ml/kg/h por duas horas consecutivas (ou &gt; 250-300 ml/h).</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="TFN1">
            <p>Adaptado de Bojar.<sup><xref ref-type="bibr" rid="B14">14</xref></sup></p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <p>A administra&#231;&#227;o de hemoderivados &#233; uma das abordagens de tratamento adotadas. Estima-se que aproximadamente 20% de todos os produtos sangu&#237;neos sejam transfundidos no centro cir&#250;rgico.<sup><xref ref-type="bibr" rid="B16">16</xref></sup> A transfus&#227;o sangu&#237;nea pode acarretar danos ao paciente,<sup><xref ref-type="bibr" rid="B8">8</xref>,<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B11">11</xref>,<xref ref-type="bibr" rid="B16">16</xref>&#8211;<xref ref-type="bibr" rid="B18">18</xref></sup> incluindo o aumento da incid&#234;ncia de infec&#231;&#245;es, les&#245;es pulmonares, isquemia, disfun&#231;&#227;o de m&#250;ltiplos &#243;rg&#227;os e um aumento global na morbi-mortalidade.<sup><xref ref-type="bibr" rid="B19">19</xref>&#8211;<xref ref-type="bibr" rid="B22">22</xref></sup> O objetivo desse estudo foi desenvolver um escore de risco para identificar pacientes com maior probabilidade de sangramento aumentado no p&#243;s-operat&#243;rio de cirurgia valvar e avaliar os fatores de risco pr&#233;, intra e p&#243;s-operat&#243;rios para sangramento.</p>
    </sec>
    <sec sec-type="methods">
      <title>M&#233;todos</title>
      <sec>
        <title>Desenho do estudo</title>
        <p>Trata-se de um estudo de corte transversal, retrospectivo, anal&#237;tico dos pacientes valvares que foram submetidos &#224; cirurgia em um instituto de refer&#234;ncia em cardiologia, tendo o intuito de avaliar fatores de risco para sangramento no p&#243;s-operat&#243;rio desta popula&#231;&#227;o.</p>
        <p>O estudo foi realizado avaliando os pacientes operados no per&#237;odo de janeiro de 2021 a dezembro de 2022. O p&#243;s-operat&#243;rio imediato foi considerado as primeiras 12 horas ap&#243;s a entrada na UTI e precoce o per&#237;odo at&#233; 48 horas.</p>
      </sec>
      <sec>
        <title>Crit&#233;rio de inclus&#227;o e exclus&#227;o</title>
        <p>Os crit&#233;rios de inclus&#227;o foram: paciente com doen&#231;a valvar adquiridas ou cong&#234;nitas; Reopera&#231;&#245;es; Combina&#231;&#245;es de procedimentos envolvendo mais de uma v&#225;lvula; Pacientes &#8805;18 anos.</p>
        <p>Os crit&#233;rios de exclus&#227;o foram: cirurgia valvar combinada com revasculariza&#231;&#227;o do mioc&#225;rdio ou aorta; Pacientes com dados incompletos no banco de dados; Pacientes que se negaram a assinar TCLE ou que n&#227;o estavam no banco de dados.</p>
      </sec>
      <sec>
        <title>Vari&#225;veis</title>
        <p>De acordo com a literatura deste trabalho, foram definidas vari&#225;veis como preditores de risco para sangramento aumentado. Foram vari&#225;veis pr&#233;-operat&#243;rias: idade, peso, altura, &#225;rea de superf&#237;cie corp&#243;rea, g&#234;nero, reopera&#231;&#227;o, hipertens&#227;o arterial sist&#234;mica (HAS), Coagulopatia e trombocitopenia, diabetes <italic>mellitus</italic>, doen&#231;a renal cr&#244;nica ou les&#227;o renal aguda, uso de anti-agregante plaquet&#225;rio e anticoagulante, valor de hemoglobina s&#233;rico, valor de creatinina s&#233;rico. Vari&#225;veis intraoperat&#243;rias: tempo de cirurgia, tempo de CEC, tempo de anoxia, temperatura em CEC, tipo de cirurgia realizada e associa&#231;&#245;es, dose heparina, uso ou n&#227;o de concentrado de hem&#225;cias e hemocomponentes e a sua quantidade, tempo de coagula&#231;&#227;o ativado p&#243;s revers&#227;o com Sulfato de Protamina e uso de sistema de autotransfus&#227;o. Vari&#225;veis p&#243;s-operat&#243;rias: Reopera&#231;&#227;o para revis&#227;o de hemostasia, quantifica&#231;&#227;o de volume de sangue drenado por hor&#225;rio nas primeiras 6 horas, somat&#243;rio das 12, 24 e 48 horas; presen&#231;a de sangramento intracraniano p&#243;s-operat&#243;rio, uso de concentrado de hem&#225;cias e hemocomponentes e sua quantidade e uso de medica&#231;&#245;es antifibrinol&#237;ticas, presen&#231;a de acidose metab&#243;lica, &#243;bito e &#243;bito por sangramento.</p>
      </sec>
      <sec>
        <title>Extra&#231;&#227;o de dados</title>
        <p>A tabula&#231;&#227;o dos dados foi feita de maneira organizada no <italic>software</italic> do RedCap (<italic>Reasearch Eletronic Data Capture)</italic><sup><xref ref-type="bibr" rid="B23">23</xref></sup> a partir do banco de dados do setor de Valvopatias do instituto. A partir dos dados de fatores de risco foi feita a an&#225;lise com a finalidade de encontrar os que mais se associam ao desfecho sangramento aumentado no p&#243;s-operat&#243;rio. Para diferencia&#231;&#227;o dos grupos entre aqueles que tinham ou n&#227;o sangramento aumentado, foram utilizados os crit&#233;rios do BARC<sup><xref ref-type="bibr" rid="B13">13</xref></sup> e Bojar.<sup><xref ref-type="bibr" rid="B14">14</xref></sup> Na classifica&#231;&#227;o do BARC<sup><xref ref-type="bibr" rid="B13">13</xref></sup> foram utilizado os crit&#233;rios do item 1 para aus&#234;ncia de sangramento e item 4 da <xref ref-type="fig" rid="f1">Figura 1</xref>: Reopera&#231;&#227;o para revis&#227;o de hemostasia, sangramento intracraniano nas primeiras 48 horas, uso de 5 ou mais concentrados de hem&#225;cias em 48 horas, e drenagem de 2000ml de sangue nas primeiras 24 horas. Na classifica&#231;&#227;o de Bojar<sup><xref ref-type="bibr" rid="B14">14</xref></sup> foram avaliadoa os pacientes de acordo com o volume de sangue drenado a cada hor&#225;rio de p&#243;s-operat&#243;rio conforme <xref ref-type="table" rid="t1">Tabela 1</xref>.</p>
      </sec>
      <sec>
        <title>An&#225;lise estat&#237;stica</title>
        <p>A descri&#231;&#227;o da amostra coletada foi realizada a partir de medidas de frequ&#234;ncia absoluta e relativa para as vari&#225;veis categ&#243;ricas e apresentadas a partir de medidas de posi&#231;&#227;o (m&#233;dia, mediana) e dispers&#227;o (desvio padr&#227;o e intervalos interquartis) para as vari&#225;veis cont&#237;nuas. Os efeitos das vari&#225;veis demogr&#225;ficas, intraoperat&#243;rias e cir&#250;rgicas no sangramento maior foram analisados por meio de modelos de regress&#227;o log&#237;stica. Inicialmente, foram realizadas an&#225;lises univariadas. As vari&#225;veis com signific&#226;ncia estat&#237;stica foram inclu&#237;das no modelo m&#250;ltiplo, considerando-se a colinearidade entre as vari&#225;veis, a signific&#226;ncia estat&#237;stica e a plausibilidade para entrada no modelo. O n&#237;vel de signific&#226;ncia estat&#237;stica foi considerado p &lt; 5% e intervalo de confian&#231;a de 95%.</p>
        <p>Com base no modelo final, foi elaborado um nomograma utilizando o software R. Esse nomograma apresenta uma s&#233;rie de escalas com as caracter&#237;sticas dos pacientes (vari&#225;veis inclu&#237;das no modelo m&#250;ltiplo). Cada escala atribui uma pontua&#231;&#227;o, que, quando somada, fornece uma pontua&#231;&#227;o final para o paciente. Essa pontua&#231;&#227;o final &#233; utilizada para avaliar o risco de sangramento do paciente.</p>
        <p>Valida&#231;&#245;es externas (em outra base de dados) n&#227;o est&#227;o previstas para esse trabalho. As an&#225;lises foram realizadas com o software R, vers&#227;o 4.2.1.</p>
      </sec>
      <sec>
        <title>Quest&#245;es &#233;ticas</title>
        <p>O projeto foi aprovado pelo Comit&#234; de &#201;tica em Pesquisa do Instituto Dante Pazzanese de Cardiologia. N&#250;mero do CAAE: 59774422.9.0000.5462. N&#250;mero do Parecer: 5.497.323. N&#250;mero do CEP: 5268. O TCLE foi dispensado pelo comit&#234;.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Resultados</title>
      <sec>
        <title>Descri&#231;&#227;o da amostra</title>
        <p>De 590 pacientes operados por valvopatias, foram exclu&#237;dos 65, e inclu&#237;dos 525 pacientes na an&#225;lise. A idade m&#233;dia foi de 56 anos, e 57,3% eram do sexo feminino, com peso m&#233;dio de 73 kg, e ASC de 1,82 m&#178;. A patologia mais frequente foi a insufici&#234;ncia mitral (51,2%), seguida da estenose mitral (37,7%) e estenose a&#243;rtica (33,9%), e insufici&#234;ncia tric&#250;spide com 19,6% dos casos. Das opera&#231;&#245;es realizadas, 30,5% foram reopera&#231;&#245;es.</p>
        <p>Cerca de 51% tinham HAS, 16% eram diab&#233;ticos, 9,7% tinham doen&#231;a renal cr&#244;nica ou les&#227;o renal aguda e 18,7% apresentavam trombocitopenia pr&#233;via. 36,4% dos pacientes n&#227;o apresentavam nenhum hist&#243;rico m&#233;dico pr&#233;vio relevante. A m&#233;dia de creatinina foi de 1,11 g/dL, hemoglobina de 12,87 g/dL, tempo de tromboplastina parcial ativada de 28,04 segundos e fibrinog&#234;nio de 352 mg/dL. Dos pacientes, 5,5% usavam anticoagulantes orais n&#227;o dependentes de vitamina K e 24,6% usavam varfarina no per&#237;odo pr&#233;-operat&#243;rio.</p>
        <p>O tempo m&#233;dio de cirurgia foi de 309,5 minutos, de CEC 123,8 minutos, e de anoxia 86,91 minutos. A abordagem da valva mitral foi realizada em 67,4% dos pacientes, da valva a&#243;rtica em 43,9%, da valva tric&#250;spide em 15,3% e da valva pulmonar em 0,6%. Em 23,4% das cirurgias, mais de uma valva foi abordada. Durante a cirurgia, 42,3% dos pacientes receberam concentrado de hem&#225;cias, com uma m&#233;dia de 1,94 bolsas utilizadas. Cerca de 31,6% dos pacientes receberam algum tipo de hemocomponente e, do total, 33,3% dos pacientes utilizaram uma m&#225;quina de autotransfus&#227;o.</p>
        <p>Apenas 0,2% dos pacientes apresentaram hemorragia intracraniana nas primeiras 48 horas ap&#243;s a cirurgia, e 4,8% dos pacientes necessitaram de uma nova abordagem para controle do sangramento, sendo a causa mais comum o sangramento tor&#225;cico de origem cir&#250;rgica. Os pacientes apresentaram um volume de sangramento acumulado uma m&#233;dia de 257 ml em 12 horas, 380 ml em 24 horas e 475 ml em 48 horas. Cerca de 11,8% necessitaram de concentrados de hem&#225;cias no p&#243;s-operat&#243;rio, m&#233;dia de 2,56 bolsas utilizadas. Houve um total de 8,8% de &#243;bitos, sendo que 10,9% desses foram causados por sangramento.</p>
      </sec>
      <sec>
        <title>Vari&#225;veis relacionadas a sangramento aumentado</title>
        <p>Na defini&#231;&#227;o de BARC foi identificada uma preval&#234;ncia de 5,3% (n=28) de casos de sangramento maior, e na de Bojar de 7,6% (n = 40). Ambos os crit&#233;rios concordaram em 22 dos casos positivos identificados. A preval&#234;ncia geral de acordo com os dois crit&#233;rios foi de 8,8% (n=46). Destes, a classifica&#231;&#227;o de BARC foi respons&#225;vel por 61% e da de Bojar por 87% desses casos. A <xref ref-type="table" rid="t2">Tabela 2</xref> resume as vari&#225;veis de acordo com a presen&#231;a de sangramento maior.</p>
        <table-wrap id="t2">
          <label>Tabela 2</label>
          <caption>
            <title>Vari&#225;veis relacionadas ao sangramento maior</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup width="33%">
              <col width="1%"/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
              <tr style="background-color:#76B4CF">
                <th align="left" colspan="2" rowspan="2" valign="middle">Vari&#225;veis</th>
                <th align="center" colspan="2" valign="middle">Sangramento Maior</th>
              </tr>
              <tr style="background-color:#76B4CF">
                <th align="center" style="border-bottom: thin solid; border-top: thin solid; border-color: #000000" valign="middle">N&#227;o, N = 479</th>
                <th align="center" style="border-bottom: thin solid; border-top: thin solid; border-color: #000000" valign="middle">Sim, N = 46</th>
              </tr>
            </thead>
            <tbody style="border-bottom: thin solid; border-color: #000000">
              <tr>
                <td align="left" colspan="4" valign="middle">
                  <bold>BARC</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sem sangramento Maior</td>
                <td align="center" valign="middle">479 / 479 (100%)</td>
                <td align="center" valign="middle">18 / 46 (39%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sangramento Maior</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">28 / 46 (61%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="4" valign="middle">
                  <bold>Bojar</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sem sangramento Maior</td>
                <td align="center" valign="middle">479 / 479 (100%)</td>
                <td align="center" valign="middle">6 / 46 (13%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sangramento Maior</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">40 / 46 (87%)</td>
              </tr>
              <tr>
                <td align="left" colspan="2" valign="middle">
                  <bold>Volume Sangramento 1&#170; Hora</bold>
                </td>
                <td align="center" valign="middle">25 (0, 50)</td>
                <td align="center" valign="middle">212 (100, 344)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="2" valign="middle">
                  <bold>Volume Sangramento 48 horas</bold>
                </td>
                <td align="center" valign="middle">400 (250, 525)</td>
                <td align="center" valign="middle">1,200 (750, 1,475)</td>
              </tr>
              <tr>
                <td align="left" colspan="4" valign="middle">
                  <bold>Sangramento (BARC)</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sem sangramento significativo</td>
                <td align="center" valign="middle">479 / 479 (100%)</td>
                <td align="center" valign="middle">18 / 46 (39%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Tipo 4</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">1 / 46 (2,2%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Tipo 4a</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">1 / 46 (2,2%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Tipo 4b</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">24 / 46 (52%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Tipo 4c</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">1 / 46 (2,2%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Tipo 5b</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">1 / 46 (2,2%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="4" valign="middle">
                  <bold>Sangramento intracraniano (at&#233; 48h)</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">479 / 479 (100%)</td>
                <td align="center" valign="middle">45 / 46 (98%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">0 / 479 (0%)</td>
                <td align="center" valign="middle">1 / 46 (2,2%)</td>
              </tr>
              <tr>
                <td align="left" colspan="4" valign="middle">
                  <bold>Nova Abordagem Cir&#250;rgica</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">479 / 479 (100%)</td>
                <td align="center" valign="middle">22 / 46 (48%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">0 / 479 (0,0%)</td>
                <td align="center" valign="middle">24 / 46 (52%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="4" valign="middle">
                  <bold>CH (at&#233; 48h)</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">447 / 479 (93%)</td>
                <td align="center" valign="middle">16 / 46 (35%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">32 / 479 (6,7%)</td>
                <td align="center" valign="middle">30 / 46 (65%)</td>
              </tr>
              <tr>
                <td align="left" colspan="4" valign="middle">
                  <bold>Hemocomponentes (at&#233; 48h)</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">470 / 479 (98%)</td>
                <td align="center" valign="middle">16 / 46 (35%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">9 / 479 (1,9%)</td>
                <td align="center" valign="middle">30 / 46 (65%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="2" valign="middle">
                  <bold>Quantidade de Concentrado de Plaquetas</bold>
                </td>
                <td align="center" valign="middle">6,0 (5,0, 7,8)</td>
                <td align="center" valign="middle">8,0 (6,0, 10,0)</td>
              </tr>
              <tr>
                <td align="left" colspan="4" valign="middle">
                  <bold>Acidose Metab&#243;lica P&#243;s-operat&#243;ria Imediata</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">304 / 479 (63%)</td>
                <td align="center" valign="middle">22 / 46 (48%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">175 / 479 (37%)</td>
                <td align="center" valign="middle">24 / 46 (52%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="4" valign="middle">
                  <bold>&#211;bito</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">447 / 479 (93%)</td>
                <td align="center" valign="middle">32 / 46 (70%)</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">32 / 479 (6,7%)</td>
                <td align="center" valign="middle">14 / 46 (30%)</td>
              </tr>
              <tr>
                <td align="left" colspan="4" valign="middle">
                  <bold>&#211;bito por sangramento</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">32 / 32 (100%)</td>
                <td align="center" valign="middle">9 / 14 (64%)</td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">0 / 32 (0%)</td>
                <td align="center" valign="middle">5 / 14 (36%)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN2">
              <p>CH: Concentrado de Hem&#225;cias.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>An&#225;lise univariada de acordo com o per&#237;odo perioperat&#243;rio</title>
        <p>Das vari&#225;veis pr&#233;-operat&#243;rias analisadas, aquelas que alcan&#231;aram signific&#226;ncia estat&#237;stica foram insufici&#234;ncia tric&#250;spide com OR de 3,31 (IC 1,74 - 6,2, p &lt; 0,001), presen&#231;a de doen&#231;a renal cr&#244;nica ou les&#227;o renal aguda com OR 2,97 (IC 1,31 - 6,23, p = 0,006), hemoglobina pr&#233;-operat&#243;ria com OR 0,73 (IC 0,62 - 0,85, p &lt; 0,001) e reopera&#231;&#227;o com OR de 2,5 (IC 1,35 - 4,62, p = 0,003).</p>
        <p>As vari&#225;veis cir&#250;rgicas observadas foram tempos de cirurgia mediana de 327,5 minutos, com OR de 1,05 (IC 1,03 - 1,10, p &lt; 0,001), de CEC 130 minutos, com OR de 1,12 (IC 1,06 - 1,18, p &lt; 0,001) e de anoxia de 90 minutos, com OR de 1,13 (IC 1,05 - 1,21, p &lt; 0,001). Os efeitos foram avaliados considerando incrementos de 10 minutos em cada vari&#225;vel. Isso significa que, por exemplo, a cada aumento de 10 minutos no tempo de CEC, h&#225; um aumento de 12% na chance de sangramento maior.</p>
        <p>Na associa&#231;&#227;o da combina&#231;&#227;o de v&#225;lvulas abordadas durante a cirurgia observou-se que duas v&#225;lvulas est&#227;o associadas a um maior risco de sangramento significativo, com OR de 2,34 (IC 1,17 - 4,53, p = 0,013) e tr&#234;s v&#225;lvulas com OR de 3,7 (IC 1,00 - 11,1, p = 0,028). Al&#233;m disso, diferentes combina&#231;&#245;es de valvas tamb&#233;m apresentaram associa&#231;&#245;es relevantes, como a troca da v&#225;lvula mitral com plastia tric&#250;spide OR 3,4 (IC 1,33 - 8,66, p = 0,01) e a abordagem das valvas a&#243;rtica, mitral e tric&#250;spide OR 3,79 (IC 0,96 - 12,8, p = 0,04).</p>
        <p>O uso de concentrado de hem&#225;cias, tem associa&#231;&#227;o significativa com o sangramento maior, com OR de 2,8 (IC 1,51 - 5,4, p = 0,001), e, o uso de duas ou mais unidades teve maior risco de sangramento, com OR de 1,52 (IC 1,06 - 2,16, p = 0,021). A autotransfus&#227;o foi associada a uma maior taxa de sangramento, com OR de 2,61 (IC 1,42 - 4,85, p = 0,002).</p>
      </sec>
      <sec>
        <title>An&#225;lise multivariada</title>
        <p>As &#250;nicas vari&#225;veis que mantiveram algum grau de signific&#226;ncia no modelo multivariado foram a hemoglobina pr&#233;-operat&#243;ria, o tempo de CEC e a presen&#231;a de insufici&#234;ncia tric&#250;spide conforme a <xref ref-type="table" rid="t3">Tabela 3</xref>. As <xref ref-type="table" rid="t4">Tabelas 4</xref> e <xref ref-type="table" rid="t5">5</xref> foram destacadas avaliando-se vari&#225;veis importantes como doen&#231;a renal cr&#244;nica, reopera&#231;&#245;es e uso de concentrado de hem&#225;cias. Apesar de importantes, elas n&#227;o alcan&#231;aram signific&#226;ncia estat&#237;stica na an&#225;lise m&#250;ltipla.</p>
        <table-wrap id="t3">
          <label>Tabela 3</label>
          <caption>
            <title>Modelo de an&#225;lise multivariada considerando vari&#225;veis de hemoglobina, tempo de CEC e insufici&#234;ncia tric&#250;spide, medidas de efeito (OR), IC e medidas de p</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup width="24%">
              <col width="1%"/>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
              <tr style="background-color:#76B4CF">
                <th align="left" colspan="2" valign="middle">Vari&#225;veis</th>
                <th align="center" valign="middle">OR</th>
                <th align="center" valign="middle">IC 95%</th>
                <th align="center" valign="middle">Valor de p</th>
              </tr>
            </thead>
            <tbody style="border-bottom: thin solid; border-color: #000000">
              <tr>
                <td align="left" colspan="2" valign="middle">Hemoglobina Pr&#233;-operat&#243;ria</td>
                <td align="center" valign="middle">0,76</td>
                <td align="center" valign="middle">0,64; 0,89</td>
                <td align="center" valign="middle">0,001</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="2" valign="middle">Tempo de CEC (a cada 10 minutos)</td>
                <td align="center" valign="middle">1,09</td>
                <td align="center" valign="middle">1,03; 1,15</td>
                <td align="center" valign="middle">0,004</td>
              </tr>
              <tr>
                <td align="left" colspan="5" valign="middle">
                  <bold>Insufici&#234;ncia tric&#250;spide</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle"/>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">2,04</td>
                <td align="center" valign="middle">1,01; 4,06</td>
                <td align="center" valign="middle">0,043</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN3">
              <p>CEC: circula&#231;&#227;o extracorp&#243;rea; IC: intervalo de confian&#231;a.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap id="t4">
          <label>Tabela 4</label>
          <caption>
            <title>Modelo de an&#225;lise multivariada considerando vari&#225;veis de hemoglobina, tempo de CEC e insufici&#234;ncia tric&#250;spide, reopera&#231;&#227;o e concentrado de hem&#225;cias, medidas de efeito (OR), IC e medidas de p</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup width="24%">
              <col width="1%"/>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
              <tr style="background-color:#76B4CF">
                <th align="left" colspan="2" valign="middle">Vari&#225;veis</th>
                <th align="center" valign="middle">OR<sup><xref ref-type="bibr" rid="B1">1</xref></sup></th>
                <th align="center" valign="middle">IC 95%</th>
                <th align="center" valign="middle">Valor de p</th>
              </tr>
            </thead>
            <tbody style="border-bottom: thin solid; border-color: #000000">
              <tr>
                <td align="left" colspan="5" valign="middle">
                  <bold>CH intraoperat&#243;rio</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="left" valign="middle"/>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">1,17</td>
                <td align="center" valign="middle">0,54, 2,57</td>
                <td align="center" valign="middle">0,7</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="5" valign="middle">
                  <bold>Reopera&#231;&#227;o</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle"/>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">1,34</td>
                <td align="center" valign="middle">0,65, 2,72</td>
                <td align="center" valign="middle">0,4</td>
              </tr>
              <tr>
                <td align="left" colspan="2" valign="middle">Hemoglobina Pr&#233;-operat&#243;rio</td>
                <td align="center" valign="middle">0,79</td>
                <td align="center" valign="middle">0,65, 0,95</td>
                <td align="center" valign="middle">0,012</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="2" valign="middle">Tempo de CEC/10</td>
                <td align="center" valign="middle">1,08</td>
                <td align="center" valign="middle">1,01, 1,14</td>
                <td align="center" valign="middle">0,016</td>
              </tr>
              <tr>
                <td align="left" colspan="5" valign="middle">
                  <bold>Insufici&#234;ncia da Tric&#250;spide</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle"/>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">2,01</td>
                <td align="center" valign="middle">0,99, 3,99</td>
                <td align="center" valign="middle">0,049</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN4">
              <p>CH: concentrado de hem&#225;cias; CEC: circula&#231;&#227;o extracorp&#243;rea.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap id="t5">
          <label>Tabela 5</label>
          <caption>
            <title>Modelo de an&#225;lise multivariada considerando vari&#225;veis de hemoglobina, DRC/LRA, tempo de CEC e reopera&#231;&#227;o, medidas de efeito (OR), IC e medidas de p</title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup width="24%">
              <col width="1%"/>
              <col/>
              <col/>
              <col/>
              <col/>
            </colgroup>
            <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
              <tr style="background-color:#76B4CF">
                <th align="left" colspan="2" valign="middle">Vari&#225;veis</th>
                <th align="center" valign="middle">OR</th>
                <th align="center" valign="middle">IC 95%</th>
                <th align="center" valign="middle">Valor de p</th>
              </tr>
            </thead>
            <tbody style="border-bottom: thin solid; border-color: #000000">
              <tr>
                <td align="left" colspan="2" valign="middle">Hemoglobina pr&#233;-operat&#243;ria</td>
                <td align="center" valign="middle">0,79</td>
                <td align="center" valign="middle">0,66, 0,94</td>
                <td align="center" valign="middle">0,009</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="2" valign="middle">Tempo de CEC/10</td>
                <td align="center" valign="middle">1,09</td>
                <td align="center" valign="middle">1,03, 1,16</td>
                <td align="center" valign="middle">0,003</td>
              </tr>
              <tr>
                <td align="left" colspan="5" valign="middle">
                  <bold>Antecedente de DRC/IRA</bold>
                </td>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle"/>
              </tr>
              <tr>
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">2,14</td>
                <td align="center" valign="middle">0,86, 4,97</td>
                <td align="center" valign="middle">0,087</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" colspan="5" valign="middle">
                  <bold>Reopera&#231;&#227;o</bold>
                </td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">N&#227;o</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle">&#8212;</td>
                <td align="center" valign="middle"/>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle"/>
                <td align="left" valign="middle">Sim</td>
                <td align="center" valign="middle">1,54</td>
                <td align="center" valign="middle">0,75, 3,11</td>
                <td align="center" valign="middle">0,2</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN5">
              <p>CEC: circula&#231;&#227;o extracorp&#243;rea.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>Na <xref ref-type="fig" rid="f2">Figura 2</xref> e <xref ref-type="fig" rid="f3">3</xref> encontram-se os nomogramas referentes &#224;s an&#225;lises das <xref ref-type="table" rid="t3">Tabelas 3</xref> e <xref ref-type="table" rid="t5">5</xref>, os quais trazem consigo pontua&#231;&#245;es para determinar o risco de sangramento p&#243;s-operat&#243;rio.</p>
        <fig id="f2">
          <label>Figura 2</label>
          <caption>
            <title>Nomograma para risco de Sangramento para modelo apresentado na <xref ref-type="table" rid="t3">Tabela 3</xref>.</title>
          </caption>
          <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf02.tif"/></fig>
        <fig id="f3">
          <label>Figura 3</label>
          <caption>
            <title>Nomograma para risco de Sangramento para modelo apresentado na <xref ref-type="table" rid="t5">Tabela 5</xref>.</title>
          </caption>
          <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf03.tif"/></fig>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discuss&#227;o</title>
      <p>O sangramento clinicamente aumentado apresenta varia&#231;&#245;es em sua defini&#231;&#227;o, o que torna sua identifica&#231;&#227;o e manejo complexos. Tem causas multifatoriais e implica&#231;&#245;es no p&#243;s-operat&#243;rio levando a um aumento na morbidade e mortalidade.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B24">24</xref>,<xref ref-type="bibr" rid="B25">25</xref></sup></p>
      <p>Este estudo visou destacar as caracter&#237;sticas dos pacientes submetidos a cirurgia valvar e analisar sua rela&#231;&#227;o com o sangramento aumentado no p&#243;s-operat&#243;rio. Observou-se que os pacientes tinham uma m&#233;dia de 56 anos e 57,3% eram do sexo feminino. No entanto, apesar destes dados terem rela&#231;&#227;o com estudos pr&#233;vios, &#233; importante enfatizar a import&#226;ncia da idade acima de 75 anos, o IMC abaixo de 25 e a baixa superf&#237;cie corporal como risco de sangramento.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B26">26</xref>&#8211;<xref ref-type="bibr" rid="B29">29</xref></sup></p>
      <p>A insufici&#234;ncia mitral foi identificada como a valvopatia mais prevalente neste estudo (51,2%). No entanto, em estudos anteriores, como o de Vuylsteke et al.,<sup><xref ref-type="bibr" rid="B29">29</xref></sup> destacaram uma rela&#231;&#227;o significativa entre a estenose a&#243;rtica e o risco de sangramento, onde, observou-se que a estenose a&#243;rtica est&#225; associada &#224; quebra mec&#226;nica de elementos figurados e do fator de Von Willebrand, o que pode resultar em mais hemorragia. Al&#233;m disso, ressalta-se que a doen&#231;a mitral est&#225; frequentemente associada &#224; presen&#231;a de fibrila&#231;&#227;o atrial e ao uso de anticoagulantes cumar&#237;nicos, fatores que podem estar atrelados ao sangramento p&#243;s-operat&#243;rio.<sup><xref ref-type="bibr" rid="B29">29</xref></sup></p>
      <p>Aproximadamente 8,8% dos pacientes apresentaram sangramento aumentado, com uma m&#233;dia de drenagem de 380 ml em 24 horas e 475 ml em 48 horas, e 4,3% precisaram realizar nova interven&#231;&#227;o para revis&#227;o da hemostasia. Estes dados est&#227;o em conson&#226;ncia com estudos anteriores, o qual variou a taxa variou 6,4% a 12%, e de 2,4% e 9,5% para sangramento e reabordagens. No entanto, o volume de sangramento foi maior em outros estudos descrevendo drenagens entre 525ml e 1669ml em 24 horas.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B24">24</xref>&#8211;<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B28">28</xref>,<xref ref-type="bibr" rid="B29">29</xref></sup></p>
      <p>De acordo com Vuylsteke et al.,<sup><xref ref-type="bibr" rid="B29">29</xref></sup> as classifica&#231;&#245;es que consideram a contagem do sangramento por hora e por peso s&#227;o mais confi&#225;veis. Por&#233;m, a contabiliza&#231;&#227;o geral pode ser falha, porque o sangramento intraoperat&#243;rio n&#227;o &#233; considerado, al&#233;m das poss&#237;veis falhas humanas no momento da notifica&#231;&#227;o, tornando a estimativa do volume imprecisa. Al&#233;m disso, usar o n&#250;mero de concentrado de hem&#225;cias como marcador para definir o sangramento aumentado pode n&#227;o ser preciso, pois a decis&#227;o de transfundir depende do operador.<sup><xref ref-type="bibr" rid="B29">29</xref></sup></p>
      <p>Pacientes com doen&#231;a renal cr&#244;nica ou les&#227;o renal aguda apresentam piores desfechos de mortalidade em pacientes com doen&#231;as valvares.<sup><xref ref-type="bibr" rid="B30">30</xref></sup> E, neste estudo viu-se a associa&#231;&#227;o com sangramento aumentado, a que pode ser atribu&#237;da &#224; redu&#231;&#227;o na quantidade e qualidade das plaquetas, diminui&#231;&#227;o dos fatores de coagula&#231;&#227;o e &#224; anemia cr&#244;nica que contribui para a disfun&#231;&#227;o da coagula&#231;&#227;o.<sup><xref ref-type="bibr" rid="B30">30</xref></sup></p>
      <p>Houve uma associa&#231;&#227;o positiva entre os n&#237;veis de hemoglobina pr&#233;-operat&#243;ria e o sangramento p&#243;s-operat&#243;rio. Os resultados deste estudo s&#227;o consistentes com a m&#233;dia relatada por Bailly et al.,<sup><xref ref-type="bibr" rid="B28">28</xref></sup> que foi de 13,6 g/dL. De acordo com os resultados deste trabalho, verificou-se que a cada aumento de 1 ponto nos n&#237;veis de hemoglobina, houve uma redu&#231;&#227;o de 27% no risco de sangramento. Isso pode ser atribu&#237;do ao fato de que valores mais elevados de hemoglobina est&#227;o relacionados a um melhor transporte de substratos energ&#233;ticos, contribuindo para um funcionamento adequado das plaquetas e da cascata de coagula&#231;&#227;o, al&#233;m de uma menor probabilidade de necessidade de transfus&#227;o de concentrados de hem&#225;cias durante a cirurgia.</p>
      <p>A transfus&#227;o sangu&#237;nea pode ser necess&#225;ria em at&#233; 21% dos casos durante o procedimento cir&#250;rgico e em at&#233; 5% no per&#237;odo p&#243;s-operat&#243;rio<sup><xref ref-type="bibr" rid="B28">28</xref></sup> contra 42,3% e 2,56% no presente trabalho. Al&#233;m disso, o uso de duas ou mais unidades de sangue aumentou em 1,52 vezes a chance de sangramento. Essa descoberta &#233; relevante, uma vez que a transfus&#227;o excessiva de hem&#225;cias est&#225; associada a maior mortalidade e morbidade no p&#243;s-operat&#243;rio.</p>
      <p>Observou-se que o sangramento p&#243;s-operat&#243;rio em pacientes reoperados &#233; cerca de 2,5 vezes maior, o que &#233; concordante com outros estudos na &#225;rea. Esses pacientes geralmente t&#234;m tempos de cirurgia e CEC mais prolongados devido a t&#233;cnicas cir&#250;rgicas mais delicadas e complexas necess&#225;rias durante a interven&#231;&#227;o.<sup><xref ref-type="bibr" rid="B26">26</xref></sup></p>
      <p>O tempo de CEC est&#225; intimamente relacionado a maiores taxas de sangramento p&#243;s-operat&#243;rio. O tempo de CEC desempenha um papel crucial, influenciando outros aspectos temporais, como o de cirurgia e anoxia e fatores adicionais que contribuem para um aumento na ocorr&#234;ncia de hemorragias. Os tempos prolongados consomem mais fatores de coagula&#231;&#227;o, resultam em danos celulares, maior fibrin&#243;lise e hemodilui&#231;&#227;o, prejudicando a capacidade de hemostasia.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B25">25</xref></sup> Um tempo de CEC acima de 150 minutos tem um impacto significativo no sangramento p&#243;s-operat&#243;rio. Neste estudo, a cada acr&#233;scimo de 10 minutos nesse tempo, h&#225; um aumento de 12% no risco de sangramento.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B30">30</xref></sup></p>
      <p>H&#225; ainda um aumento no risco de sangramento &#224; medida que mais v&#225;lvulas s&#227;o abordadas para troca ou plastia, podendo chegar a um aumento de 2 a quase 3,7 vezes. Essa associa&#231;&#227;o &#233; claramente influenciada pelo tempo de CEC, uma vez que &#233; necess&#225;rio mais tempo para abordar cada uma das v&#225;lvulas.<sup><xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B29">29</xref>,<xref ref-type="bibr" rid="B30">30</xref></sup></p>
      <p>A insufici&#234;ncia tric&#250;spide, o tempo de CEC e a hemoglobina pr&#233;-operat&#243;ria foram os principais fatores associados ao sangramento pela an&#225;lise m&#250;ltipla. A presen&#231;a de insufici&#234;ncia tric&#250;spide como fator de risco independente difere de outros estudos que identificaram a estenose a&#243;rtica como a principal valvopatia associada ao sangramento. A raz&#227;o para essa discrep&#226;ncia ainda n&#227;o est&#225; claramente estabelecida, mas pode estar relacionada &#224; incid&#234;ncia da insufici&#234;ncia tric&#250;spide e &#224;s diferentes abordagens cir&#250;rgicas adotadas quando h&#225; outras valvopatias envolvidas.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B24">24</xref>,<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B29">29</xref></sup></p>
      <p>Vari&#225;veis como uso de concentrado de hem&#225;cias, reopera&#231;&#245;es e doen&#231;a renal cr&#244;nica desempenham um papel importante na determina&#231;&#227;o da taxa de sangramento p&#243;s-operat&#243;rio, embora n&#227;o de forma independente. Al&#233;m disso, a presen&#231;a de doen&#231;a renal cr&#244;nica &#233; conhecida por sua fisiopatologia que contribui para o aumento do risco de hemorragias, mas n&#227;o foi observada uma associa&#231;&#227;o independente neste estudo, nem foram considerados poss&#237;veis fatores confundidores.<sup><xref ref-type="bibr" rid="B30">30</xref></sup></p>
      <p>Outros autores tamb&#233;m destacaram diferentes fatores de risco importantes que devem ser levados em considera&#231;&#227;o como idade avan&#231;ada, cirurgias n&#227;o eletivas e a dose de heparina/protamina utilizada durante o procedimento cir&#250;rgico.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B29">29</xref></sup></p>
      <p>Dessa forma a cria&#231;&#227;o do nomograma pode ser &#250;til para estimar o risco de sangramentos dos pacientes. No entanto, &#233; necess&#225;rio realizar a valida&#231;&#227;o externa desse escore por meio de outros estudos na &#225;rea.</p>
    </sec>
    <sec sec-type="conclusions">
      <title>Conclus&#227;o</title>
      <p>Com base nas an&#225;lises realizadas, conclui-se que o tempo de CEC, a presen&#231;a de insufici&#234;ncia tric&#250;spide e a hemoglobina pr&#233;-operat&#243;ria est&#227;o independentemente associados ao sangramento p&#243;s-operat&#243;rio.</p>
      <p>Outras vari&#225;veis tamb&#233;m se mostraram importantes na associa&#231;&#227;o com o sangramento p&#243;s-operat&#243;rio, incluindo doen&#231;a renal cr&#244;nica, reopera&#231;&#227;o, n&#250;mero de procedimentos combinados (trocas ou plastias valvares m&#250;ltiplas), tipo de cirurgia e o uso de concentrado de hem&#225;cias e hemocomponentes.</p>
      <p>A escala proposta, considerando as principais vari&#225;veis do modelo m&#250;ltiplo, &#233; plaus&#237;vel e, quando combinada com outras vari&#225;veis dependentes, pode auxiliar na predi&#231;&#227;o do risco de sangramento p&#243;s-operat&#243;rio, permitindo a ado&#231;&#227;o de medidas cl&#237;nicas antecipadas e precisas.</p>
      <sec>
        <title>Limita&#231;&#245;es</title>
        <p>Este trabalho constitui um estudo unic&#234;ntrico, que por ser retrospectivo e baseado em banco de dados, n&#227;o teve uma popula&#231;&#227;o adequada. Al&#233;m disso n&#227;o houve valida&#231;&#227;o externa, por&#233;m esta est&#225; prevista para ser realizada num trabalho posteriormente.</p>
      </sec>
    </sec>
  </body>
  <back>
    <fn-group>
      <fn fn-type="financial-disclosure" id="fn1">
        <label>Fontes de financiamento</label>
        <p>O presente estudo n&#227;o teve fontes de financiamento externas.</p>
      </fn>
      <fn fn-type="other" id="fn2">
        <label>Vincula&#231;&#227;o acad&#234;mica</label>
        <p>Este artigo &#233; parte de disserta&#231;&#227;o de mestrado de Alef de Carvalho Vieira pelo Instituto Dante Pazzanese de Cardiologia.</p>
      </fn>
      <fn fn-type="other" id="fn3">
        <label>Aprova&#231;&#227;o &#233;tica e consentimento informado</label>
        <p>Este artigo n&#227;o cont&#233;m estudos com humanos ou animais realizados por nenhum dos autores.</p>
      </fn>
    </fn-group>
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  <sub-article article-type="translation" id="S1" xml:lang="en">
    <front-stub>
      <article-id pub-id-type="doi">10.36660/abc.20230453i</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Predictive Factors for Bleeding Risk in Patients Undergoing Valvular Surgery</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0007-8228-6493</contrib-id>
          <name>
            <surname>Vieira</surname>
            <given-names>Alef de Carvalho</given-names>
          </name>
          <role>Conception and design of the research</role>
          <role>Acquisition of data and Writing of the manuscript</role>
          <role>Analysis and interpretation of the data</role>
          <role>Statistical analysis</role>
          <role>Critical revision of the manuscript for content</role>
          <xref ref-type="aff" rid="aff3">
            <sup>1</sup>
          </xref>
          <xref ref-type="corresp" rid="c2"/>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-4623-7834</contrib-id>
          <name>
            <surname>Arnoni</surname>
            <given-names>Renato Tambellini</given-names>
          </name>
          <role>Conception and design of the research</role>
          <role>Analysis and interpretation of the data</role>
          <role>Critical revision of the manuscript for content</role>
          <xref ref-type="aff" rid="aff3">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="aff4">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Barbosa</surname>
            <given-names>Ana Beatriz Silva</given-names>
          </name>
          <role>Acquisition of data and Writing of the manuscript</role>
          <role>Critical revision of the manuscript for content</role>
          <xref ref-type="aff" rid="aff3">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Berriel</surname>
            <given-names>Attila Santos</given-names>
          </name>
          <role>Acquisition of data and Writing of the manuscript</role>
          <role>Analysis and interpretation of the data</role>
          <xref ref-type="aff" rid="aff3">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Vianna</surname>
            <given-names>Rafael Guimar&#227;es</given-names>
          </name>
          <role>Acquisition of data and Writing of the manuscript</role>
          <xref ref-type="aff" rid="aff3">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Issa</surname>
            <given-names>Mario</given-names>
          </name>
          <role>Analysis and interpretation of the data</role>
          <role>Critical revision of the manuscript for content</role>
          <xref ref-type="aff" rid="aff3">
            <sup>1</sup>
          </xref>
        </contrib>
        <aff id="aff3">
          <label>1</label>
          <addr-line>
            <named-content content-type="city">S&#227;o Paulo</named-content>
            <named-content content-type="state">SP</named-content>
          </addr-line>
          <country country="BR">Brazil</country>
          <institution content-type="original">Instituto Dante Pazzanese de Cardiologia, S&#227;o Paulo, SP &#8211; Brazil</institution>
        </aff>
        <aff id="aff4">
          <label>2</label>
          <addr-line>
            <named-content content-type="city">S&#227;o Paulo</named-content>
            <named-content content-type="state">SP</named-content>
          </addr-line>
          <country country="BR">Brazil</country>
          <institution content-type="original">Hospital Edmundo Vasconcelos, S&#227;o Paulo, SP &#8211; Brazil</institution>
        </aff>
      </contrib-group>
      <author-notes>
        <corresp id="c2"><label>Mailing Address:</label><bold>Alef de Carvalho Vieira</bold> &#8226; Instituto Dante Pazzanese de Cardiologia &#8211; Cirurgia Cardiovascular &#8211; Av. Dr. Dante Pazzanese, 500. Postal Code <postal-code>04012-909</postal-code>, Vila Mariana, S&#227;o Paulo, SP &#8211; Brazil E-mail: <email>vieiraacv94@gmail.com</email> </corresp>
        <fn fn-type="edited-by">
          <label>Editor responsible for the review:</label>
          <p>Alexandre Colafranceschi</p>
        </fn>
        <fn fn-type="conflict">
          <label>Potential conflict of interest</label>
          <p>No potential conflict of interest relevant to this article was reported.</p>
        </fn>
      </author-notes>
      <abstract abstract-type="graphical">
        <p>
          <fig id="f8">
            <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf01-en.tif"/></fig>
        </p>
      </abstract>
      <abstract>
        <title>Abstract</title>
        <sec>
          <title>Background:</title>
          <p>The postoperative period of heart valve surgery is challenging due to the risk of bleeding, leading to complications and increased morbidity and mortality.</p>
        </sec>
        <sec>
          <title>Objective:</title>
          <p>To develop a risk score to predict bleeding in patients after valve surgery.</p>
        </sec>
        <sec>
          <title>Methods:</title>
          <p>Retrospective study of patients operated on between 2021 and 2022. Patients with major bleeding were selected based on the BARC and Bojar criteria. A logistic regression analysis was performed for factors related to bleeding and a nomogram of scores was created. For statistical significance, p&lt;0.05 and a 95% confidence interval were considered. The study was approved by the CEP.</p>
        </sec>
        <sec>
          <title>Results:</title>
          <p>525 patients were analyzed, with a mean age of 56 years and a predominance of females. The most common valve disease was mitral insufficiency, 8.8% had increased bleeding and 4.3% had surgical reoperations. The variables with statistical significance were tricuspid insufficiency (OR 3.31, p &lt; 0.001), chronic kidney disease/acute kidney injury (OR 2.97, p = 0.006), preoperative hemoglobin (OR 0.73, p &lt; 0.001), reoperations (OR 2, 5, p = 0.003), cardiopulmonary bypass (CPB) time (OR 1.12, p &lt; 0.001), 2-valve approach OR of 2.23 (p = 0.013), use of packed red blood cells OR of 2.8 (p = 0.001). In the multiple model, tricuspid insufficiency, CPB time and preoperative hemoglobin reached statistical significance.</p>
        </sec>
        <sec>
          <title>Conclusion:</title>
          <p>CPB time, preoperative hemoglobin and tricuspid insufficiency were independently associated with postoperative bleeding. The proposed scale is plausible and can help predict the risk of bleeding.</p>
        </sec>
      </abstract>
      <kwd-group xml:lang="en">
        <title>Keywords:</title>
        <kwd>Valvular heart disease</kwd>
        <kwd>Cardiovascular Surgery</kwd>
        <kwd>Postoperative Bleeding</kwd>
        <kwd>Risk score</kwd>
      </kwd-group>
    </front-stub>
    <body>
      <sec sec-type="intro">
        <title>Introduction</title>
        <p>Cardiovascular diseases (CVDs) constitute one of the primary causes of mortality worldwide. Factors such as population aging, obesity, sedentary behavior, and chronic illnesses contribute significantly to the escalating prevalence of CVDs.<sup><xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B2">2</xref></sup></p>
        <p>The human heart is constituted of four valves: the mitral, aortic, tricuspid, and pulmonary valves. Conditions affecting these structures represent a significant share of CVDs and make for one-third of all cardiovascular surgery performed annually in Brazil.<sup><xref ref-type="bibr" rid="B3">3</xref></sup></p>
        <p>Surgical treatment of heart valve diseases presents its challenges, the post-operative management is a crucial one. A broad spectrum of complications can arise in this period and excessive bleeding remains a primary concern, occurring in approximately 20% of cases.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B5">5</xref></sup> The use of cardiopulmonary bypass,<sup><xref ref-type="bibr" rid="B6">6</xref>&#8211;<xref ref-type="bibr" rid="B9">9</xref></sup> hypothermia, exacerbated inflammatory response and reperfusion injury can contribute to disturbances of the coagulation cascade.<sup><xref ref-type="bibr" rid="B6">6</xref>,<xref ref-type="bibr" rid="B10">10</xref></sup></p>
        <p>Patients submitted to reoperations face a greater risk of complications due to the necessity of detachment of adherences, friable tissues, and longer cardiopulmonary bypass time. These combined factors contribute to increased perioperative bleeding.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B8">8</xref>,<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B11">11</xref></sup></p>
        <p>The defining criteria of postoperative major bleeding varies between authors.<sup><xref ref-type="bibr" rid="B5">5</xref>,<xref ref-type="bibr" rid="B12">12</xref></sup> The Bleeding Academic Research Consortium (BARC) has established specific criteria for grading hemorrhage, ranging from 0 to 5, in which zero indicates absence of bleeding, and five represents a fatal one (<xref ref-type="fig" rid="f5">Figure 1</xref>).<sup><xref ref-type="bibr" rid="B13">13</xref></sup> Bojar<sup><xref ref-type="bibr" rid="B14">14</xref></sup> presents more detailed criteria, that evaluates bleeding on an hourly basis during the early postoperative period (<xref ref-type="table" rid="t6">Table 1</xref>). Kouchoukos et al.<sup><xref ref-type="bibr" rid="B15">15</xref></sup> provide recommendations for a surgical hemostasis review, based on blood volume drained per hour and/or massive sudden drainage of blood.<sup><xref ref-type="bibr" rid="B4">4</xref></sup></p>
        <fig id="f5">
          <label>Figure 1</label>
          <caption>
            <title><italic>Bleeding Academic Research Consortium</italic> (BARC) definition.<sup><xref ref-type="bibr" rid="B13">13</xref></sup></title>
          </caption>
          <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf02-en.tif"/></fig>
        <table-wrap id="t6">
          <label>Table 1</label>
          <caption>
            <title>Clinical diagnosis of major bleeding according to Bojar<sup><xref ref-type="bibr" rid="B14">14</xref></sup></title>
          </caption>
          <table frame="hsides" rules="groups">
            <colgroup width="50%">
              <col/>
              <col/>
            </colgroup>
            <tbody style="border-bottom: thin solid; border-color: #000000">
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle">
                  <bold>1.</bold>
                </td>
                <td align="left" valign="middle">1.5 ml/kg/h per six consecutive hours (or &gt; 100-150ml/h);</td>
              </tr>
              <tr>
                <td align="left" valign="middle">
                  <bold>2.</bold>
                </td>
                <td align="left" valign="middle">2.0 ml/kg/h per three consecutive hours (or &gt; 150-200 ml/h);</td>
              </tr>
              <tr style="background-color:#C7DCEA">
                <td align="left" valign="middle">
                  <bold>3.</bold>
                </td>
                <td align="left" valign="middle">3.0 ml/kg/h per two consecutive hours (or &gt; 250-300 ml/h).</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="TFN6">
              <p>Adapted from Bojar.<sup><xref ref-type="bibr" rid="B14">14</xref></sup></p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>The use of blood derivatives is a valid management strategy for major bleeding in the postoperative period. It is estimated that 20% of all hemocomponents transfusions take place in the surgical setting.<sup><xref ref-type="bibr" rid="B16">16</xref></sup> Although blood transfusion is not absent of risk to the patient,<sup><xref ref-type="bibr" rid="B8">8</xref>,<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B11">11</xref>,<xref ref-type="bibr" rid="B16">16</xref>&#8211;<xref ref-type="bibr" rid="B18">18</xref></sup> as it increases the incidence of infection, pulmonary injuries, ischemic injuries, multi-organ dysfunction, and an overall increase in morbidity and mortality.<sup><xref ref-type="bibr" rid="B19">19</xref>&#8211;<xref ref-type="bibr" rid="B22">22</xref></sup> This study aims to develop a risk-scoring system to identify patients with a higher probability of major bleeding in the postoperative period of surgical heart valve procedures and evaluate associated risk factors.</p>
      </sec>
      <sec sec-type="methods">
        <title>Methods</title>
        <sec>
          <title>Study Design</title>
          <p>The present study is a cross-sectional, retrospective, analytical investigation of patients submitted to surgical treatment of heart valve diseases in a cardiology reference center, intending to evaluate risk factors associated with postoperative bleeding in this population.</p>
          <p>The population is constituted of patients submitted to heart valve surgery between January 2021 and December 2022. The immediate postoperative was defined as the first 12 hours after ICU admission, and early postoperative was defined as the period up to 48 hours.</p>
        </sec>
        <sec>
          <title>Inclusion and exclusion criteria</title>
          <p>Inclusion criteria were patients with acquired or congenital valve diseases; reoperations, combined procedures involving more than one valve; and patients aged equal to or above 18 years.</p>
          <p>Exclusion criteria were combined valve surgery with coronary artery bypass graft or aorta, patients with incomplete information from the database, and those who refused to sign the informed consent form or were not recorded in the database.</p>
        </sec>
        <sec>
          <title>Variables</title>
          <p>Predictors of increased bleeding risk were defined as variables, according to the literature. The preoperative variables considered were age, weight, height, body surface area, gender, reoperation, systemic hypertension, coagulopathy and thrombocytopenia, diabetes mellitus, chronic kidney disease or acute kidney injury, use of anticoagulants or antiplatelets drugs, serum hemoglobin, and creatine levels. Intraoperative variables were total surgery, cardiopulmonary bypass and aortic cross-clamp durations, temperature during CBP, nature of the procedure (combined or not type of surgery), heparin dosage, activated clotting time (ACT) after protamine sulfate infusion, and the use of hemocomponents and autotransfusion system. Postoperative variables included the necessity of surgical hemostasis review, volume of blood drained hourly through a mediastinal drain in the first 6 hours after ICU admission, cumulative volume in the first 12, 24, and 48 hours; occurrence of intracranial hemorrhage, use of blood derivatives and their quantity, administration of antifibrinolytics, presence of metabolic acidosis, death, and death due to bleeding.</p>
        </sec>
        <sec>
          <title>Data extraction</title>
          <p>The data were systematically tabulated using the RedCap (Research Electronic Data Capture) software,<sup><xref ref-type="bibr" rid="B23">23</xref></sup> utilizing the database from the institute's valvular heart disease sector. An analysis of the risk factors was conducted to identify those most significantly associated with increased postoperative bleeding. The BARC<sup><xref ref-type="bibr" rid="B13">13</xref></sup> and Bojar<sup><xref ref-type="bibr" rid="B14">14</xref></sup> classifications were applied to differentiate between groups. For the BARC<sup><xref ref-type="bibr" rid="B13">13</xref></sup> classification, criteria from item 1 were used to indicate the absence of bleeding, while item 04 from <xref ref-type="fig" rid="f5">Figure 1</xref> was used to identify cases of increased bleeding. This includes reoperation for hemostasis revision, intracranial hemorrhage within 48 hours, and blood drainage of 2000ml within the first 24 hours. In the Bojar classification,<sup><xref ref-type="bibr" rid="B14">14</xref></sup> patients were assessed based on the volume of blood drained at each postoperative time interval, as detailed in <xref ref-type="table" rid="t6">Table 1</xref>.</p>
        </sec>
        <sec>
          <title>Statistical analysis</title>
          <p>The sample description was performed using absolute and relative frequency measures for categorical variables, and central tendency measures (mean and median) as well as dispersion measures (standard deviation, interquartile ranges) for continuous variables. The impact of demographic, intraoperative, and surgical variables on major bleeding was assessed using logistic regression models. Initially, univariate analyses were conducted. Variables that demonstrated statistical significance were subsequently included in the multivariate analysis, considering collinearity among variables, statistical significance, and theoretical plausibility for inclusion in the model. Statistical significance was determined at a threshold of p &lt; 0.05, with a 95% confidence interval.</p>
          <p>Based on the final model, a nomogram was developed, using the R software. This nomogram features a series of scales that represent patient characteristics (variables included in the multivariate analysis). Each scale assigns a score, which, when summed, yields a final score for each patient. This final score is utilized to evaluate the patient's risk of bleeding.</p>
          <p>External validation using an alternative database is not within the scope of this study. The analyses were performed utilizing the R software, version 4.2.1.</p>
        </sec>
        <sec>
          <title>Ethical considerations</title>
          <p>The project was approved by the Research Ethics Committee of the Dante Pazzanese Institute of Cardiology. Number of CAAE: 59774422.9.0000.5462. Opinion number: 5.497.323. CEP number: 5268. The Informed Consent Form was waived by the committee.</p>
        </sec>
      </sec>
      <sec sec-type="results">
        <title>Results</title>
        <sec>
          <title>Sample description</title>
          <p>From a total of 590 patients submitted to surgical treatment of valvular heart disease, 65 were excluded, remaining a cohort of 525 patients to be included in the analyses. The mean age of the population was 56 years old, with 57.3% being female. The average weight was 73 kg and the mean body surface area was 1.82 m&#178;. The most prevalent valve pathology was mitral regurgitation (51.2%), followed by mitral (37.7%) and aortic (33.9%) stenosis, and tricuspid regurgitation present in 19.6% of all cases. Reoperations represented 30.5% of total procedures.</p>
          <p>Systemic arterial hypertension had a prevalence of 51%, while 16% of patients were diabetics, 9.7% had either chronic kidney disease or acute kidney injury and 18.7% had thrombocytopenia before surgery. Mean serum creatine and hemoglobin were 1.11g/dL and 12.87 g/dL, respectively, average activated partial thromboplastin time was 28.04 seconds, with a mean fibrinogen of 352 mg/dL. Out of the 525 patients, 5.5% used direct oral anticoagulants, and 24.6% used warfarin in the preoperative period.</p>
          <p>The average surgery duration was 309.5 minutes, 123.8, and 86.91 minutes of CBP and aortic cross-clamp time, respectively. The mitral valve was addressed in 67.4% of all procedures, the aortic valve in 43.9%, and the tricuspid and pulmonary valves were involved in 15.3% and 0.6% of surgeries. During the intraoperative period, 42.3% of patients received red blood cell concentrate (RBC), with a mean quantity of 1.94 units. Blood derivatives transfusion was necessary for 31.6% of procedures, and 33.3% required the use of an autotransfusion system.</p>
          <p>Intracranial hemorrhage in the first 48 hours had an occurrence of 0.2%, and 4.8% of patients required a surgical approach to the increased bleeding, being a thoracic diffuse unspecific hemorrhage as the cause. Patients presented a cumulative mean drained blood volume of 257 ml in 12 hours, 380 ml in 24 hours, and 475 ml in 48 hours. In the postoperative period, around 11.8% of patients required RBC concentrate transfusion, averaging 2.56 units of RBC concentrate per patient. With an overall mortality rate of 8.8%, 10.9% of those were attributable to bleeding.</p>
        </sec>
        <sec>
          <title>Variables related to increased bleeding</title>
          <p>Using the BARC definition, a prevalence of major bleeding was identified as 5.3% (n=28), whereas the Bojar classification identified 40 cases (7.6%). A total of 22 patients met both the Bojar and BARC criteria to qualify as postoperative increased bleeding. The overall prevalence according to both definitions was 8.8% (n=46), with the BARC classification accounting for 61% of patients, and the Bojar classification accounting for 87%. <xref ref-type="table" rid="t7">Table 2</xref> summarizes the variables according to the presence of major bleeding.</p>
          <table-wrap id="t7">
            <label>Table 2</label>
            <caption>
              <title>Variables related to major bleeding</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup width="33%">
                <col width="1%"/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
                <tr style="background-color:#76B4CF">
                  <th align="left" colspan="2" rowspan="2" valign="middle">Variable</th>
                  <th align="center" colspan="2" valign="middle">Major bleeding</th>
                </tr>
                <tr style="background-color:#76B4CF">
                  <th align="center" style="border-bottom: thin solid; border-top: thin solid; border-color: #000000" valign="middle">No, N = 479</th>
                  <th align="center" style="border-bottom: thin solid; border-top: thin solid; border-color: #000000" valign="middle">Yes, N = 46</th>
                </tr>
              </thead>
              <tbody style="border-bottom: thin solid; border-color: #000000">
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>BARC</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No Major Bleeding</td>
                  <td align="center" valign="middle">479 / 479 (100%)</td>
                  <td align="center" valign="middle">18 / 46 (39%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Major Bleeding</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">28 / 46 (61%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="4" valign="middle">
                    <bold>Bojar</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No Major Bleeding</td>
                  <td align="center" valign="middle">479 / 479 (100%)</td>
                  <td align="center" valign="middle">6 / 46 (13%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Major Bleeding</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">40 / 46 (87%)</td>
                </tr>
                <tr>
                  <td align="left" colspan="2" valign="middle">
                    <bold>Bleeding Volume (1<sup>st</sup> hour)</bold>
                  </td>
                  <td align="center" valign="middle">25 (0. 50)</td>
                  <td align="center" valign="middle">212 (100. 344)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="2" valign="middle">
                    <bold>Bleeding Volume (48 hours)</bold>
                  </td>
                  <td align="center" valign="middle">400 (250. 525)</td>
                  <td align="center" valign="middle">1.200 (750. 1.475)</td>
                </tr>
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>Bleeding (BARC)</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No major bleeding</td>
                  <td align="center" valign="middle">479 / 479 (100%)</td>
                  <td align="center" valign="middle">18 / 46 (39%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Type 4</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">1 / 46 (2.2%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Type 4a</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">1 / 46 (2.2%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Type 4b</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">24 / 46 (52%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Type 4c</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">1 / 46 (2.2%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Type 5b</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">1 / 46 (2.2%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="4" valign="middle">
                    <bold>Intracranial hemorrhage (up to 48h)</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">479 / 479 (100%)</td>
                  <td align="center" valign="middle">45 / 46 (98%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">0 / 479 (0%)</td>
                  <td align="center" valign="middle">1 / 46 (2.2%)</td>
                </tr>
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>Reoperation due to major bleeding</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">479 / 479 (100%)</td>
                  <td align="center" valign="middle">22 / 46 (48%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">0 / 479 (0.0%)</td>
                  <td align="center" valign="middle">24 / 46 (52%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="4" valign="middle">
                    <bold>RBC Concentrate (up to 48h)</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">447 / 479 (93%)</td>
                  <td align="center" valign="middle">16 / 46 (35%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">32 / 479 (6.7%)</td>
                  <td align="center" valign="middle">30 / 46 (65%)</td>
                </tr>
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>Blood Components Transfusion (up to 48h)</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">470 / 479 (98%)</td>
                  <td align="center" valign="middle">16 / 46 (35%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">9 / 479 (1.9%)</td>
                  <td align="center" valign="middle">30 / 46 (65%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="2" valign="middle">
                    <bold>Quantity of Platelets Concentrates</bold>
                  </td>
                  <td align="center" valign="middle">6.0 (5.0. 7.8)</td>
                  <td align="center" valign="middle">8.0 (6.0. 10.0)</td>
                </tr>
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>Imediate Postoperative Metabolic Acidosis</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">304 / 479 (63%)</td>
                  <td align="center" valign="middle">22 / 46 (48%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">175 / 479 (37%)</td>
                  <td align="center" valign="middle">24 / 46 (52%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="4" valign="middle">
                    <bold>Death</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">447 / 479 (93%)</td>
                  <td align="center" valign="middle">32 / 46 (70%)</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">32 / 479 (6.7%)</td>
                  <td align="center" valign="middle">14 / 46 (30%)</td>
                </tr>
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>Death Secondary to Bleeding</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">32 / 32 (100%)</td>
                  <td align="center" valign="middle">9 / 14 (64%)</td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">0 / 32 (0%)</td>
                  <td align="center" valign="middle">5 / 14 (36%)</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN7">
                <p>RBC: red blood cell.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </sec>
        <sec>
          <title>Univariate analysis according to the preoperative period</title>
          <p>Among the preoperative variables analyzed, those that achieved statistical significance were tricuspid insufficiency with an odds ratio (OR) of 3.31 (95% confidence interval [CI] 1.74 - 6.20, p &lt; 0.001), the presence of chronic kidney disease or acute kidney injury with an OR of 2.97 (95% CI 1.31 - 6.23, p = 0.006), preoperative hemoglobin with an OR of 0.73 (95% CI 0.62 - 0.85, p &lt; 0.001), and reoperation with an OR of 2.5 (95% CI 1.35 - 4.62, p = 0.003).</p>
          <p>The analyzed surgical variables included the median duration of the procedure, which was 327.5 minutes, with an OR of 1.05 (95% CI 1.03 - 1.10, p &lt; 0.001); CBP time of 130 minutes, OR 1.12 (95% CI 1.06 - 1.18, p &lt; 0.001); aortic cross-clamp of 90 minutes, OR 1.13 (95% CI 1.05 - 1.21, p &lt; 0.001. The effects were evaluated considering 10-minute increments for each variable. For example, each additional 10 minutes of cardiopulmonary bypass is associated with a 12% increase in the likelihood of major bleeding.</p>
          <p>The involvement of two valves requiring repair/replacement during the surgical procedure was significantly associated with an increased risk of bleeding, with an OR of 2.34 (95% CI 1.17 - 4.53, p = 0.013). A triple valve approach showed a heightened risk with an OR of 3.7 (95% CI 1.00 - 11.1, p &#8211; 0.028). Additionally, different valve combinations demonstrated significant risk increases, such as mitral valve replacement and tricuspid valve repair, OR 3.4 (95% CI 1.33 - 8.66, p = 0.01), and the combined approach of mitral, aortic, and tricuspid interventions, OR 3,79 (95% CI 0.96 0 12.8, p = 0.04).</p>
          <p>RBC concentrate transfusion demonstrated a statistically significant association with major bleeding, with an OR of 2.8 (95% CI 1.51 - 5.4, p = 0.001). Additionally, the administration of two or more units increased the likelihood of bleeding, OR 1.52 (CI 95% 1.06 - 2.16, p = 0.021). Furthermore, the use of an autotransfusion system was also associated with a higher risk of bleeding, OR 2.61 (95% CI 1.42 - 4.85, p = 0.002).</p>
        </sec>
        <sec>
          <title>Multivariate analysis</title>
          <p>The variables that retained statistical significance in the multivariate model were preoperative hemoglobin, cardiopulmonary bypass time, and the presence of tricuspid regurgitation, as detailed in <xref ref-type="table" rid="t8">Table 3</xref>. <xref ref-type="table" rid="t9">Tables 4</xref> and <xref ref-type="table" rid="t10">5</xref> evaluate other relevant variables, such as chronic kidney disease, reoperation, and the use of RBC concentrate. Despite their clinical relevance, these variables did not achieve statistical significance in the multivariate analysis.</p>
          <table-wrap id="t8">
            <label>Table 3</label>
            <caption>
              <title>Multivariate analysis considering preoperative hemoglobin, CPB time, and tricuspid regurgitation</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup width="24%">
                <col width="1%"/>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
                <tr style="background-color:#76B4CF">
                  <th align="left" colspan="2" valign="middle">Variable</th>
                  <th align="center" valign="middle">OR</th>
                  <th align="center" valign="middle">95% IC</th>
                  <th align="center" valign="middle">p Value</th>
                </tr>
              </thead>
              <tbody style="border-bottom: thin solid; border-color: #000000">
                <tr>
                  <td align="left" colspan="2" valign="middle">Preoperative Hemoglobin</td>
                  <td align="center" valign="middle">0.76</td>
                  <td align="center" valign="middle">0.64; 0.89</td>
                  <td align="center" valign="middle">0.001</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="2" valign="middle">CPB Time (each additional 10 minutes)</td>
                  <td align="center" valign="middle">1.09</td>
                  <td align="center" valign="middle">1.03; 1.15</td>
                  <td align="center" valign="middle">0.004</td>
                </tr>
                <tr>
                  <td align="left" colspan="5" valign="middle">
                    <bold>Tricuspid Regurgitation</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle"/>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">2.04</td>
                  <td align="center" valign="middle">1.01; 4.06</td>
                  <td align="center" valign="middle">0.043</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN8">
                <p>CPB: cardiopulmonary bypass.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          <table-wrap id="t9">
            <label>Table 4</label>
            <caption>
              <title>Multivariate analysis considering preoperative hemoglobin, CPB time, tricuspid regurgitation, red blood cell concentrate transfusion, and reoperation</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup width="24%">
                <col width="1%"/>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
                <tr style="background-color:#76B4CF">
                  <th align="left" colspan="2" valign="middle">Variable</th>
                  <th align="center" valign="middle">OR<sup><xref ref-type="bibr" rid="B1">1</xref></sup></th>
                  <th align="center" valign="middle">95% IC</th>
                  <th align="center" valign="middle">p Value</th>
                </tr>
              </thead>
              <tbody style="border-bottom: thin solid; border-color: #000000">
                <tr>
                  <td align="left" colspan="5" valign="middle">
                    <bold>Intraoperative RBC transfusion</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="left" valign="middle"/>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">1.17</td>
                  <td align="center" valign="middle">0.54; 2.57</td>
                  <td align="center" valign="middle">0.7</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="5" valign="middle">
                    <bold>Reoperation</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle"/>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">1.34</td>
                  <td align="center" valign="middle">0.65; 2.72</td>
                  <td align="center" valign="middle">0.4</td>
                </tr>
                <tr>
                  <td align="left" colspan="2" valign="middle">Preoperative Hemoglobin</td>
                  <td align="center" valign="middle">0.79</td>
                  <td align="center" valign="middle">0.65; 0.95</td>
                  <td align="center" valign="middle">0.012</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="2" valign="middle">CPB Time/10</td>
                  <td align="center" valign="middle">1.08</td>
                  <td align="center" valign="middle">1.01; 1.14</td>
                  <td align="center" valign="middle">0.016</td>
                </tr>
                <tr>
                  <td align="left" colspan="4" valign="middle">
                    <bold>Tricuspid regurgitation</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle"/>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">2.01</td>
                  <td align="center" valign="middle">0.99; 3.99</td>
                  <td align="center" valign="middle">0.049</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN9">
                <p>CPB: cardiopulmonary bypass.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          <table-wrap id="t10">
            <label>Table 5</label>
            <caption>
              <title>Multivariate analysis considering preoperative hemoglobin, chronic kidney failure or acute kidney injury, CPB time, and reoperation</title>
            </caption>
            <table frame="hsides" rules="groups">
              <colgroup width="24%">
                <col width="1%"/>
                <col/>
                <col/>
                <col/>
                <col/>
              </colgroup>
              <thead style="border-top: thin solid; border-bottom: thin solid; border-color: #000000">
                <tr style="background-color:#76B4CF">
                  <th align="left" colspan="2" valign="middle">Variable</th>
                  <th align="center" valign="middle">OR</th>
                  <th align="center" valign="middle">95% CI</th>
                  <th align="center" valign="middle">p Value</th>
                </tr>
              </thead>
              <tbody style="border-bottom: thin solid; border-color: #000000">
                <tr>
                  <td align="left" colspan="2" valign="middle">Preoperative Hemoglobin</td>
                  <td align="center" valign="middle">0.79</td>
                  <td align="center" valign="middle">0.66; 0.94</td>
                  <td align="center" valign="middle">0.009</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="2" valign="middle">CPB Time /10</td>
                  <td align="center" valign="middle">1.09</td>
                  <td align="center" valign="middle">1.03; 1.16</td>
                  <td align="center" valign="middle">0.003</td>
                </tr>
                <tr>
                  <td align="left" colspan="5" valign="middle">
                    <bold>Previous kidney lesion (Chronic/acute)</bold>
                  </td>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle"/>
                </tr>
                <tr>
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">2.14</td>
                  <td align="center" valign="middle">0.86; 4.97</td>
                  <td align="center" valign="middle">0.087</td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" colspan="5" valign="middle">
                    <bold>Reoperation</bold>
                  </td>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">No</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle">&#8212;</td>
                  <td align="center" valign="middle"/>
                </tr>
                <tr style="background-color:#C7DCEA">
                  <td align="left" valign="middle"/>
                  <td align="left" valign="middle">Yes</td>
                  <td align="center" valign="middle">1.54</td>
                  <td align="center" valign="middle">0.75; 3.11</td>
                  <td align="center" valign="middle">0.2</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="TFN10">
                <p>CPB: cardiopulmonary bypass.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          <p><xref ref-type="fig" rid="f6">Figures 2</xref> and <xref ref-type="fig" rid="f7">3</xref> present the nomograms related to the analyses shown in <xref ref-type="table" rid="t8">Tables 3</xref> and <xref ref-type="table" rid="t10">5</xref>, which provide a scoring system to estimate the risk of postoperative bleeding.</p>
          <fig id="f6">
            <label>Figure 2</label>
            <caption>
              <title>Bleeding risk nomogram related to the model presented in <xref ref-type="table" rid="t8">Table 3</xref>.</title>
            </caption>
            <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf03-en.tif"/></fig>
          <fig id="f7">
            <label>Figure 3</label>
            <caption>
              <title>Bleeding risk nomogram related to the model presented in <xref ref-type="table" rid="t10">Table 5</xref>.</title>
            </caption>
            <graphic xlink:href="1678-4170-abc-121-10-e20230453-30453-gf04-en.tif"/></fig>
        </sec>
      </sec>
      <sec sec-type="discussion">
        <title>Discussion</title>
        <p>Postoperative increased bleeding lacks a uniform definition, which renders its identification and management more complex. It involves a wide variety of factors that contribute to its presentation and lead to an increase in morbidity and mortality.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B24">24</xref>,<xref ref-type="bibr" rid="B25">25</xref></sup></p>
        <p>This study aimed to emphasize the characteristics of patients undergoing heart valve surgery and to examine their association with increased postoperative bleeding. The population had a mean age of 56 years and 57.3% were female. While these findings are consistent with previous studies, it is crucial to underscore the correlation between age over 75 years, body mass index below 25 kg/m&#178;, and reduced body surface area as significant risk factors for bleeding.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B26">26</xref>&#8211;<xref ref-type="bibr" rid="B29">29</xref></sup></p>
        <p>Mitral regurgitation was identified as the most prevalent valvular pathology in this cohort (51.2%). Previous studies, such as those by Vuylsteke et al.,<sup><xref ref-type="bibr" rid="B29">29</xref></sup> have highlighted a significant correlation between aortic stenosis and the risk of bleeding, attributed to the impairment of the Von Willebrand factor and other components of the coagulation cascade. Additionally, mitral valve disease is often associated with atrial fibrillation and the use of anticoagulants such as warfarin, which may contribute to postoperative bleeding.<sup><xref ref-type="bibr" rid="B29">29</xref></sup></p>
        <p>Approximately 8.8% of patients experienced increased bleeding, with an average drainage of 380 ml at 24 hours and 475 ml at 48 hours. Moreover, 4.3% required reintervention for hemostasis control. The findings are consistent with previous literature, where the rates ranged from 6.4% to 12%, and from 2.4% to 9.5% for bleedings and reinterventions, respectively. However, other studies reported higher bleeding volumes, with drainage ranging from 525 ml to 1669 ml at 24 hours.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B24">24</xref>&#8211;<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B28">28</xref>,<xref ref-type="bibr" rid="B29">29</xref></sup></p>
        <p>According to Vuylsteke et al.,<sup><xref ref-type="bibr" rid="B29">29</xref></sup> definitions that consider bleeding rated concerning hour and weight are more reliable. Nonetheless, overall accounting may not be accurate, as intraoperative bleeding is not included, and potential human errors in reporting can lead to inaccurate volume estimations. In addition, using the number of blood derivative units as a marker for defining major bleeding may lack precision, as the decision to transfuse is subject to the judgment of the attending physician.<sup><xref ref-type="bibr" rid="B29">29</xref></sup></p>
        <p>Patients with chronic kidney disease or acute kidney injury exhibit poorer mortality outcomes in the context of valvular heart disease.<sup><xref ref-type="bibr" rid="B30">30</xref></sup> Furthermore, this study identified an association with increased bleeding, which can be attributed to reductions in both platelet quantity and quality, decreased levels of coagulation factors, and chronic anemia &#8211; each contributing to compromised coagulation function.<sup><xref ref-type="bibr" rid="B30">30</xref></sup></p>
        <p>A positive association was observed between preoperative hemoglobin levels and postoperative bleeding. The findings of this study align with reports by Bailly et al.,<sup><xref ref-type="bibr" rid="B28">28</xref></sup> which was 13.6 g/dL. This study demonstrated that each 1g/dL increase in hemoglobin levels was associated with a 27% reduction in the risk of bleeding. This effect is likely due to higher hemoglobin levels improving the transport of energetic substrates, which enhances platelet function and coagulation cascade activity and reduces the likelihood of requiring RBC transfusions during surgery.</p>
        <p>Blood transfusion may be required in up to 21% of cases during surgery and up to 5% in the postoperative period, as reported in previous studies.<sup><xref ref-type="bibr" rid="B28">28</xref></sup> In contrast, the present study observed rates of 42.3% during the procedure and 2.56% postoperatively. Furthermore, the administration of two or more units of RBC concentrate was associated with a 1.52-fold increase in the risk of bleeding. This finding is particularly noteworthy as excessive RBC transfusion is linked to increased morbidity and mortality in the postoperative period.</p>
        <p>It was observed that postoperative bleeding in patients undergoing reoperation is 2.5 times greater, which is consistent with findings from other studies in the field. These patients typically experience longer surgical and CPB times due to the more delicate and complex surgical techniques required.<sup><xref ref-type="bibr" rid="B26">26</xref></sup></p>
        <p>The duration of CPB is closely linked to increased rates of postoperative bleeding. CPB time plays a crucial role, affecting other temporal factors such as surgical duration and aortic cross-clamping, as well as contributing to additional factors that heighten the risk of bleeding. Extended CPB times lead to greater consumption of coagulation factors, cellular damage, increased fibrinolysis, and hemodilution, all of which compromise hemostatic function.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B25">25</xref></sup> A CPB time exceeding 150 minutes has a significant impact on postoperative bleeding. In this study, each additional 10 minutes of CPB was associated with a 12% increased risk of bleeding.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B30">30</xref></sup></p>
        <p>There is an increased risk of bleeding as additional valves are addressed for replacement or repair, with the risk rising by up to 2 to 3.7 times. The association is clearly influenced by the duration of CPB, as additional time is required to address each valve.<sup><xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B29">29</xref>,<xref ref-type="bibr" rid="B30">30</xref></sup></p>
        <p>In the multivariate analysis, tricuspid regurgitation, duration of CPB, and preoperative hemoglobin levels were identified as the primary factors associated with bleeding. This finding contrasts with previous literature, which has predominantly associated aortic stenosis with bleeding complications. The reasons for this discrepancy are not yet fully understood but may be related to the differing incidence of tricuspid regurgitation and variations in surgical approaches when multiple valvular pathologies are present.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B24">24</xref>,<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B29">29</xref></sup></p>
        <p>Several variables, including the use of RBC concentrates, reoperations, and chronic kidney disease, significantly influence postoperative bleeding rates, although they do not do so independently. Notably, while chronic kidney disease is recognized for its pathophysiological role in increasing bleeding risk, this study did not find an independent association with bleeding outcomes. Furthermore, potential confounding factors were not evaluated, which may affect the interpretation of these findings.<sup><xref ref-type="bibr" rid="B30">30</xref></sup></p>
        <p>Previous research has identified several additional significant risk factors that should be considered, including advanced age, non-elective surgeries, and the dosage of heparin and protamine administered during the procedure.<sup><xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B12">12</xref>,<xref ref-type="bibr" rid="B26">26</xref>,<xref ref-type="bibr" rid="B29">29</xref></sup></p>
        <p>Therefore, the development of the nomogram may be useful for estimating a patient's bleeding risk. However, external validation of this scoring system through further studies is necessary.</p>
        <sec>
          <title>Limitations</title>
          <p>This study is a single-center, retrospective analysis based on a database, which may limit the representativeness of the population. Additionally, external validation was not conducted, though plans for such validation are anticipated in future research.</p>
        </sec>
      </sec>
      <sec sec-type="conclusions">
        <title>Conclusion</title>
        <p>Based on the analyses conducted, it is concluded that cardiopulmonary bypass time, the presence of tricuspid regurgitation, and preoperative hemoglobin levels are independently associated with postoperative bleeding.</p>
        <p>Furthermore, additional variables have shown significant associations with postoperative bleeding. These include chronic kidney disease, reoperation, the number of combined procedures (such as a multiple valve approach), the type of surgery performed, and the use of RBC concentrate and blood derivatives.</p>
        <p>The proposed scale, which integrates the primary variables from the multivariate model, demonstrates theoretical plausibility. When used in conjunction with other dependent variables, it has the potential to enhance the prediction of postoperative bleeding risk. This could facilitate the adoption of timely and precise clinical interventions.</p>
      </sec>
    </body>
    <back>
      <fn-group>
        <fn fn-type="financial-disclosure" id="fn4">
          <label>Sources of funding</label>
          <p>There were no external funding sources for this study.</p>
        </fn>
        <fn fn-type="other" id="fn5">
          <label>Study association</label>
          <p>This article is part of the thesis of master submitted by Alef de Carvalho Vieira, from Instituto Dante Pazzanese de Cardiologia.</p>
        </fn>
        <fn fn-type="other" id="fn6">
          <label>Ethics approval and consent to participate</label>
          <p>This article does not contain any studies with human participants or animals performed by any of the authors.</p>
        </fn>
      </fn-group>
    </back>
  </sub-article>
</article>
