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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">89</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:CCBBD2E1-BDAF-5702-AE4B-0E4910A4C7D6</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Pharmacia</journal-title>
        <abbrev-journal-title xml:lang="en">PHAR</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">0428-0296</issn>
      <issn pub-type="epub">2603-557X</issn>
      <publisher>
        <publisher-name>Bulgarian Pharmaceutical Scientific Society</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/pharmacia.72.e166690</article-id>
      <article-id pub-id-type="publisher-id">166690</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>Clinical pharmacology</subject>
          <subject>Pharmacology</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>﻿Cardiometabolic improvements, sleep apnea reduction, and biomarker modulation under dual GLP-1RA and SGLT2i therapy: a prospective study</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kalaydzhiev</surname>
            <given-names>Petar</given-names>
          </name>
          <email xlink:type="simple">pkalaidjiev@gmail.com</email>
          <uri content-type="orcid">https://orcid.org/0000-0002-9173-483X</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Velikova</surname>
            <given-names>Tsvetelina</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-0593-1272</uri>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Voynova</surname>
            <given-names>Gergana</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0009-0000-8741-2005</uri>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Ilieva</surname>
            <given-names>Radostina</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-1420-6822</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Spasova</surname>
            <given-names>Natalia</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0009-0005-5566-0297</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Yakov</surname>
            <given-names>Slavi</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0009-0003-5944-1708</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Kinova</surname>
            <given-names>Elena</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0001-9935-720X</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Vasilev</surname>
            <given-names>Georgi H.</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-6314-6889</uri>
          <xref ref-type="aff" rid="A3">3</xref>
          <xref ref-type="aff" rid="A4">4</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Wells</surname>
            <given-names>Radosveta</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0009-0004-7984-2450</uri>
          <xref ref-type="aff" rid="A5">5</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Goudev</surname>
            <given-names>Assen</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-2014-1885</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">Department of Emergency Medicine, Medical University of Sofia, Byalo more 8, 1000 Sofia, Bulgaria</addr-line>
        <institution>Medical University of Sofia</institution>
        <addr-line content-type="city">Sofia</addr-line>
        <country>Bulgaria</country>
      </aff>
      <aff id="A2">
        <label>2</label>
        <addr-line content-type="verbatim">Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, Byalo more 8, 1000 Sofia, Bulgaria</addr-line>
        <institution>University Hospital “Tsaritsa Yoanna—ISUL”</institution>
        <addr-line content-type="city">Sofia</addr-line>
        <country>Bulgaria</country>
      </aff>
      <aff id="A3">
        <label>3</label>
        <addr-line content-type="verbatim">Medical Faculty, Sofia University “St. Kliment Ohridski”, Kozyak 1 str., 1407 Sofia, Bulgaria</addr-line>
        <institution>Sofia University “St. Kliment Ohridski”</institution>
        <addr-line content-type="city">Sofia</addr-line>
        <country>Bulgaria</country>
      </aff>
      <aff id="A4">
        <label>4</label>
        <addr-line content-type="verbatim">Laboratory of Hematopathology and Immunology, National Specialized Hospital for Active Treatment of Hematological Diseases, “Plovdivsko pole “str. № 6, 1756 Sofia, Bulgaria</addr-line>
        <institution>National Specialized Hospital for Active Treatment of Hematological Diseases</institution>
        <addr-line content-type="city">Sofia</addr-line>
        <country>Bulgaria</country>
      </aff>
      <aff id="A5">
        <label>5</label>
        <addr-line content-type="verbatim">Department of Emergency Medicine, Texas Tech Health El Paso, 4801 Alberta Avenue, Suite B3200, El Paso, Texas 79905, USA</addr-line>
        <institution>Texas Tech Health El Paso</institution>
        <addr-line content-type="city">Texas</addr-line>
        <country>United States of America</country>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding author: Petar Kalaydzhiev (<email xlink:type="simple">pkalaidjiev@gmail.com</email>)</p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2025</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>16</day>
        <month>09</month>
        <year>2025</year>
      </pub-date>
      <volume>72</volume>
      <fpage>1</fpage>
      <lpage>11</lpage>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/F83B633D-8AED-5426-B95F-0B4F8C741A90">F83B633D-8AED-5426-B95F-0B4F8C741A90</uri>
      <uri content-type="zenodo_dep_id" xlink:href="https://zenodo.org/record/17150658">17150658</uri>
      <history>
        <date date-type="received">
          <day>25</day>
          <month>07</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>12</day>
          <month>08</month>
          <year>2025</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Petar Kalaydzhiev, Tsvetelina Velikova, Gergana Voynova, Radostina Ilieva, Natalia Spasova, Slavi Yakov, Elena Kinova, Georgi H. Vasilev, Radosveta Wells, Assen Goudev</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>﻿Abstract</label>
        <p>This prospective cohort study explored the cardiometabolic, sleep-related, and biomarker effects of glucagon-like peptide-1 receptor agonists (<abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E5G">GLP-1RA</abbrev>), sodium–glucose cotransporter-2 inhibitors (<abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0ECH">SGLT2i</abbrev>), and their combination in patients with heart failure with preserved ejection fraction (<abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EGH">HFpEF</abbrev>), type 2 diabetes mellitus (<abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0EKH">T2DM</abbrev>), obesity, and obstructive sleep apnea (<abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EOH">OSA</abbrev>). The findings revealed that therapies including <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ESH">GLP-1RA</abbrev> – either alone or in combination – consistently improved sleep apnea severity, inflammatory and glycemic biomarkers, and right ventricular–pulmonary arterial coupling. In contrast, <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EWH">SGLT2i</abbrev> monotherapy had modest effects in these domains. Notably, the addition of <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E1H">SGLT2i</abbrev> to <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E5H">GLP-1RA</abbrev> did not yield substantial additive benefits regarding sleep-related or inflammatory parameters, suggesting a dominant role of <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EDAAC">GLP-1RA</abbrev>. These results underscore the clinical relevance of <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EHAAC">GLP-1RA</abbrev>-based therapies in patients with multimorbid cardiometabolic conditions, particularly in targeting systemic inflammation and obstructive sleep apnea, both of which are critical yet often overlooked contributors to adverse outcomes in <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0ELAAC">HFpEF</abbrev>.</p>
      </abstract>
      <kwd-group>
        <label>Keywords</label>
        <kwd>cardiometabolic syndrome</kwd>
        <kwd>obstructive sleep apnea</kwd>
        <kwd>GLP-1 receptor agonist</kwd>
      </kwd-group>
      <funding-group>
        <funding-statement>This study is financed by the European Union-NextGenerationEU, through the National Recovery and Resilience Plan of the Republic of Bulgaria, project BG-RRP-2.004-0004-C01 “Strategic research and innovation program for development of Medical University—Sofia”. Dr. Tsvetelina Velikova and dr. Georgi Vasilev are grantees of the European Union-NextGenerationEU, through the National Recovery and Resilience Plan of the Republic of Bulgaria, project No BG-RRP-2.004-0008, which funded the APC associated with this paper.</funding-statement>
      </funding-group>
    </article-meta>
    <notes>
      <sec sec-type="Citation" id="SECID0EVAAC">
        <title>Citation</title>
        <p>Kalaydzhiev P, Velikova T, Voynova G, Ilieva R, Spasova N, Yakov S, Kinova E, Vasilev GH, Wells R, Goudev A (2025) Cardiometabolic improvements, sleep apnea reduction, and biomarker modulation under dual <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E2AAC">GLP-1RA</abbrev> and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E6AAC">SGLT2i</abbrev> therapy: a prospective study. Pharmacia 72: 1–11. <ext-link xlink:href="10.3897/pharmacia.72.e166690" ext-link-type="doi" xlink:type="simple">https://doi.org/10.3897/pharmacia.72.e166690</ext-link></p>
      </sec>
    </notes>
  </front>
  <body>
    <sec sec-type="﻿Introduction" id="SECID0EIBAC">
      <title>﻿Introduction</title>
      <p>Heart failure with preserved ejection fraction (<abbrev xlink:title="Heart failure with preserved ejection fraction" id="ABBRID0EOBAC">HFpEF</abbrev>) accounts for over half of all heart failure cases and is marked by heterogeneity in pathophysiology and clinical presentation. Among its most common comorbidities are type 2 diabetes mellitus (<abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0ESBAC">T2DM</abbrev>), obesity, and obstructive sleep apnea (<abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EWBAC">OSA</abbrev>), which together form a distinct cardiometabolic phenotype (<xref ref-type="bibr" rid="B27">McDonagh et al. 2023</xref>; Monda et al. 2022; <xref ref-type="bibr" rid="B21">Jordan et al. 2014</xref>). This phenotype is characterized by insulin resistance, inflammation, heightened sympathetic activity, endothelial dysfunction, and myocardial stiffness – mechanisms that collectively worsen <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0ECCAC">HFpEF</abbrev> progression (<xref ref-type="bibr" rid="B30">Pandey et al. 2023</xref>; <xref ref-type="bibr" rid="B1">Altobaishat et al. 2025</xref>).</p>
      <p>The updated 2023 ESC guidelines advocate for a patient-centered, comorbidity-based approach to <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EQCAC">HFpEF</abbrev>, acknowledging the absence of a unified pathophysiological model or universally effective therapy. Nevertheless, <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EUCAC">OSA</abbrev> remains largely underdiagnosed and insufficiently treated in <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EYCAC">HFpEF</abbrev> populations, despite its association with elevated pulmonary pressures, right ventricular dysfunction, and impaired exercise capacity (<xref ref-type="bibr" rid="B17">Javaheri et al. 2020</xref>; <xref ref-type="bibr" rid="B5">Borlaug et al. 2023</xref>). The interrelation between <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EEDAC">OSA</abbrev>, obesity, and <abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0EIDAC">T2DM</abbrev> amplifies cardiovascular risk via chronic neurohumoral and metabolic dysregulation.</p>
      <p>Although pharmacological options are expanding, they remain limited for this multimorbid population. Sodium–glucose cotransporter-2 inhibitors (<abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EODAC">SGLT2i</abbrev>) have shown significant benefits in <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0ESDAC">HFpEF</abbrev>, including reduced hospitalizations and improvements in volume and inflammatory status (<xref ref-type="bibr" rid="B25">Lopaschuk and Verma 2020</xref>; <xref ref-type="bibr" rid="B30">Pandey et al. 2023</xref>). Meanwhile, glucagon-like peptide-1 receptor agonists (<abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E5DAC">GLP-1RA</abbrev>) offer complementary benefits – weight reduction, endothelial protection, and cardiometabolic modulation (<xref ref-type="bibr" rid="B24">Li et al. 2025</xref>; <xref ref-type="bibr" rid="B34">Yin et al. 2025</xref>). Both drug classes extend their impact beyond glycemic control, showing promise in broader metabolic syndromes.</p>
      <p>Recent evidence suggests that <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EMEAC">GLP-1RA</abbrev> may also reduce <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EQEAC">OSA</abbrev> severity, with meta-analyses confirming reductions in apnea–hypopnea index (<abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EUEAC">AHI</abbrev>), even in patients without diabetes (<xref ref-type="bibr" rid="B22">Kow et al. 2025</xref>; <xref ref-type="bibr" rid="B1">Altobaishat et al. 2025</xref>). However, their use in <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EAFAC">HFpEF</abbrev> with coexisting <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EEFAC">OSA</abbrev> remains off-label and insufficiently supported by clinical data. Likewise, while <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EIFAC">SGLT2i</abbrev> may alleviate right-sided volume overload, evidence on their influence on sleep-disordered breathing or pulmonary hemodynamics is sparse (<xref ref-type="bibr" rid="B5">Borlaug et al. 2023</xref>).</p>
      <p>Importantly, few studies have investigated the potential additive or synergistic effects of combining <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ESFAC">GLP-1RA</abbrev> and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EWFAC">SGLT2i</abbrev> in patients who simultaneously exhibit <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0E1FAC">HFpEF</abbrev>, <abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0E5FAC">T2DM</abbrev>, obesity, and <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0ECGAC">OSA</abbrev>. Most cardiovascular outcome trials exclude patients with sleep disorders or omit sleep-related endpoints. Even when considered, surrogate measures such as <abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0EGGAC">hsCRP</abbrev>, <abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EKGAC">AHI</abbrev>, or right ventricular performance are often lacking. Despite their growing importance, clinical guidelines from both the American Diabetes Association (<xref ref-type="bibr" rid="B2">ADA 2024</xref>) and the ESC (<xref ref-type="bibr" rid="B27">McDonagh et al. 2023</xref>) do not offer clear strategies for dual therapy in patients with this complex constellation of conditions. As a result, there remains a lack of mechanistically grounded and outcome-oriented evidence to guide personalized treatment in this subgroup.</p>
      <p>The present prospective cohort study seeks to evaluate the effects of <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EYGAC">GLP-1RA</abbrev>, <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E3GAC">SGLT2i</abbrev>, and their combination on key cardiometabolic and respiratory endpoints in patients with <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EAHAC">HFpEF</abbrev>, <abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0EEHAC">T2DM</abbrev>, obesity, and <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EIHAC">OSA</abbrev>. Specifically, the study aims to assess changes in <abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EMHAC">AHI</abbrev>, <abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0EQHAC">hsCRP</abbrev>, natriuretic peptides, and right heart–pulmonary vascular coupling (<abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0EUHAC">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0EYHAC">sPAP</abbrev>), thereby addressing current therapeutic uncertainties and exploring the integrated value of dual pharmacological modulation in this high-risk phenotype.</p>
    </sec>
    <sec sec-type="materials|methods" id="SECID0E3HAC">
      <title>﻿Materials and methods</title>
      <sec sec-type="﻿Study design and population" id="SECID0EAIAC">
        <title>﻿Study design and population</title>
        <p>This was a prospective, multicenter cohort study conducted from January 2022 to June 2024 across three specialized cardiometabolic outpatient centers in Bulgaria. The objective was to evaluate the clinical, biomarker, and functional effects of treatment with glucagon-like peptide-1 receptor agonists (<abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EGIAC">GLP-1RA</abbrev>), sodium–glucose cotransporter-2 inhibitors (<abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EKIAC">SGLT2i</abbrev>), or their combination in patients with a cardiometabolic profile characterized by heart failure with preserved ejection fraction (<abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EOIAC">HFpEF</abbrev>), type 2 diabetes mellitus (<abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0ESIAC">T2DM</abbrev>), obesity, and obstructive sleep apnea (<abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EWIAC">OSA</abbrev>).</p>
        <p>A total of 435 patients were screened for eligibility. Of these, 162 met inclusion criteria. Sixteen declined participation, and 12 were lost to follow-up before baseline, resulting in 134 patients for final analysis. Patients were stratified into three therapeutic arms: <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E3IAC">GLP-1RA</abbrev> + <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EAJAC">SGLT2i</abbrev> (n = 54), <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EEJAC">GLP-1RA</abbrev> monotherapy (n = 31), and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EIJAC">SGLT2i</abbrev> monotherapy (n = 49) (Fig. <xref ref-type="fig" rid="F1">1</xref>).</p>
        <fig id="F1" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/pharmacia.555.e166690.figure1</object-id>
          <object-id content-type="arpha">A8B206F9-66E3-5A80-9CEE-B759597669A0</object-id>
          <label>Figure 1.</label>
          <caption>
            <p>Flowchart of patient selection and treatment allocation. Of the 435 patients screened, 273 were excluded (65% had no <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EYJAC">HFpEF</abbrev>, 35% had no <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0E3JAC">OSA</abbrev>). A total of 134 patients were enrolled and stratified into three treatment groups: dual <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EAKAC">GLP-1RA</abbrev> + <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EEKAC">SGLT2i</abbrev> (n = 54), <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EIKAC">GLP-1RA</abbrev> monotherapy (n = 31), and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EMKAC">SGLT2i</abbrev> monotherapy (n = 49). <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EQKAC">HFpEF</abbrev> – heart failure with preserved ejection fraction; <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EUKAC">OSA</abbrev> – obstructive sleep apnea; <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EYKAC">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E3KAC">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor.</p>
          </caption>
          <graphic xlink:href="pharmacia-72-e166690-g001.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_1417567.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1417567</uri>
          </graphic>
        </fig>
      </sec>
      <sec sec-type="﻿Eligibility criteria" id="SECID0EFLAC">
        <title>﻿Eligibility criteria</title>
        <p>Inclusion criteria were:</p>
        <list list-type="bullet">
          <list-item>
            <p>Age ≥18 years;
</p>
          </list-item>
          <list-item>
            <p>Confirmed HFpEF (LVEF ≥50%) and NT-proBNP &gt;125 pg/mL;
</p>
          </list-item>
          <list-item>
            <p>Diagnosed with T2DM according to ADA guidelines (American Diabetes Association 2024);
</p>
          </list-item>
          <list-item>
            <p>Obesity (BMI ≥30 kg/m²);
</p>
          </list-item>
          <list-item>
            <p>Obstructive sleep apnea with apnea–hypopnea index (<abbrev xlink:title="apnea–hypopnea index" id="ABBRID0ESLAC">AHI</abbrev>) &gt;30 events/hour assessed by home polygraphy;
</p>
          </list-item>
          <list-item>
            <p>Initiation of GLP-1RA or SGLT2i therapy within 14 days prior to enrollment;
</p>
          </list-item>
          <list-item>
            <p>Written informed consent.
</p>
          </list-item>
        </list>
        <p>Exclusion criteria included:</p>
        <list list-type="bullet">
          <list-item>
            <p>Recent initiation of continuous positive airway pressure (CPAP) therapy (≤3 months);
</p>
          </list-item>
          <list-item>
            <p>NYHA class IV heart failure;
</p>
          </list-item>
          <list-item>
            <p>Advanced renal disease (eGFR &lt;30 mL/min/1.73 m² or dialysis);
</p>
          </list-item>
          <list-item>
            <p>Severe pulmonary disease (e.g., GOLD IV COPD, pulmonary fibrosis);
</p>
          </list-item>
          <list-item>
            <p>Acute cardiovascular event (e.g., myocardial infarction, stroke) within the last 3 months;
</p>
          </list-item>
          <list-item>
            <p>Participation in another ongoing clinical trial.
</p>
          </list-item>
        </list>
      </sec>
      <sec sec-type="﻿Sleep apnea and clinical assessments" id="SECID0EBMAC">
        <title>﻿Sleep apnea and clinical assessments</title>
        <p>Obstructive sleep apnea was assessed using ApneaLink™ (ResMed, San Diego, CA, USA), a validated portable type III monitoring device that measures nasal airflow, respiratory effort, pulse oximetry, and heart rate. The following parameters were analyzed: apnea–hypopnea index (<abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EHMAC">AHI</abbrev>), oxygen desaturation index (<abbrev xlink:title="oxygen desaturation index" id="ABBRID0ELMAC">ODI</abbrev>), minimum and mean SpO₂, and total recording time. The diagnostic accuracy of ApneaLink has been validated against polysomnography, demonstrating high sensitivity and specificity in detecting moderate-to-severe <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EPMAC">OSA</abbrev> (<xref ref-type="bibr" rid="B29">Ng et al. 2009</xref>).</p>
        <p>Subjective daytime sleepiness was assessed using the Epworth Sleepiness Scale (<abbrev xlink:title="Epworth Sleepiness Scale" id="ABBRID0EZMAC">ESS</abbrev>), a validated 8-item self-report questionnaire widely used in sleep research globally. A score ≥10 was considered indicative of excessive daytime sleepiness (<xref ref-type="bibr" rid="B20">Johns 1991</xref>).</p>
        <p>Cardiac function was evaluated by transthoracic echocardiography at baseline and after 6 months of follow-up. Measured parameters included left ventricular ejection fraction (<abbrev xlink:title="left ventricular ejection fraction" id="ABBRID0EDNAC">LVEF</abbrev>), E/eʹ ratio, indexed left atrial volume (<abbrev xlink:title="indexed left atrial volume" id="ABBRID0EHNAC">LAVi</abbrev>), mitral inflow velocities, tricuspid annular plane systolic excursion (<abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0ELNAC">TAPSE</abbrev>), systolic pulmonary artery pressure (<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0EPNAC">sPAP</abbrev>), and the right ventricular–pulmonary arterial coupling ratio (<abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0ETNAC">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0EXNAC">sPAP</abbrev>).</p>
        <p>Laboratory assessments included <abbrev xlink:title="N-terminal pro-B-type natriuretic peptide" id="ABBRID0E4NAC">NT-proBNP</abbrev>, <abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0EBOAC">hsCRP</abbrev>, <abbrev xlink:title="glycated hemoglobin" id="ABBRID0EFOAC">HbA1c</abbrev>, lipid profile, and renal function markers. Clinical data, including weight, <abbrev xlink:title="body mass index" id="ABBRID0EJOAC">BMI</abbrev>, systolic and diastolic blood pressure, and NYHA functional class, were recorded at each visit.</p>
      </sec>
      <sec sec-type="﻿Statistical analysis" id="SECID0ENOAC">
        <title>﻿Statistical analysis</title>
        <p>Statistical analyses were performed using IBM SPSS Statistics v26.0. Data normality was tested using the Shapiro–Wilk test. Continuous variables were expressed as mean ± standard deviation (<abbrev xlink:title="standard deviation" id="ABBRID0ETOAC">SD</abbrev>) or median and interquartile range (<abbrev xlink:title="interquartile range" id="ABBRID0EXOAC">IQR</abbrev>), as appropriate. Categorical variables were presented as frequencies and percentages. Comparisons between the three groups were performed using one-way ANOVA or the Kruskal–Wallis test for continuous variables and the chi-square test or Fisher’s exact test for categorical variables. Paired t-tests and Wilcoxon signed-rank tests were used for within-group comparisons. Correlations between clinical, echocardiographic, and laboratory variables were explored using Pearson or Spearman correlation coefficients. Time-to-event analyses for predefined outcomes (cardiovascular death) were performed using Kaplan–Meier survival analysis, with differences between survival curves evaluated by the log-rank test. Patients lost to follow-up were censored at the last known contact. A two-tailed p-value &lt; 0.05 was considered statistically significant. Missing data were managed via multiple imputation. All analyses were conducted on an intention-to-treat basis.</p>
      </sec>
      <sec sec-type="﻿Ethics statement" id="SECID0E2OAC">
        <title>﻿Ethics statement</title>
        <p>The study protocol was approved by the Ethics Committee of the Medical University of Sofia (Protocol No. 1316, approval date: December 13, 2021). All procedures were conducted in accordance with the principles of the Declaration of Helsinki, and all participants provided written informed consent prior to enrollment.</p>
      </sec>
    </sec>
    <sec sec-type="﻿Results" id="SECID0EAPAC">
      <title>﻿Results</title>
      <sec sec-type="﻿Baseline characteristics" id="SECID0EEPAC">
        <title>﻿Baseline characteristics</title>
        <p>A total of 134 patients were included in the final analysis following stratification into three treatment groups: dual therapy with <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EKPAC">GLP-1RA</abbrev> and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EOPAC">SGLT2i</abbrev>, <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ESPAC">GLP-1RA</abbrev> monotherapy, and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EWPAC">SGLT2i</abbrev> monotherapy. There was a predominance of male participants across all groups, with no significant difference in sex distribution. Most anthropometric measures, such as <abbrev xlink:title="body mass index" id="ABBRID0E1PAC">BMI</abbrev> and waist circumference, did not differ significantly at baseline. Measures related to breathing during sleep – such as the frequency of apneas and hypopneas, oxygen desaturation episodes, and daytime sleepiness – also did not differ significantly between the groups. Similarly, patient-reported quality of life scores and most echocardiographic parameters showed no substantial variation at baseline.</p>
        <p>Nevertheless, some important differences were observed. Levels of <abbrev xlink:title="N-terminal pro-B-type natriuretic peptide" id="ABBRID0EBAAE">NT-proBNP</abbrev>, a marker of cardiac strain, were significantly different among the groups at baseline. Differences were also noted in diastolic function (E/eʹ ratio) and left ventricular volume. Certain blood lipid values, including <abbrev xlink:title="high-density lipoprotein cholesterol" id="ABBRID0EFAAE">HDL</abbrev>, triglycerides, and total cholesterol, as well as resting heart rate, also showed variation. Overall, despite these few variations, most baseline characteristics were well balanced across the groups, ensuring a comparable starting point for further evaluation (Table <xref ref-type="table" rid="T1">1</xref>).</p>
        <table-wrap id="T1" position="float" orientation="portrait">
          <label>Table 1.</label>
          <caption>
            <p>Baseline clinical, echocardiographic, respiratory, and laboratory characteristics of patients stratified by treatment group.</p>
          </caption>
          <table id="TID0EVNAE" rules="all">
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">Parameter</th>
                <th rowspan="1" colspan="1">Dual therapy</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="glucagon-like peptide-1 receptor agonist" id="ABBRID0EEBAE">GLP-1RA</abbrev> monotherapy</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="sodium–glucose cotransporter-2 inhibitor" id="ABBRID0EMBAE">SGLT2i</abbrev> monotherapy</th>
                <th rowspan="1" colspan="1">p-value</th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Sex(f/m)</td>
                <td rowspan="1" colspan="1">14/40</td>
                <td rowspan="1" colspan="1">13/18</td>
                <td rowspan="1" colspan="1">16/33</td>
                <td rowspan="1" colspan="1">0.312</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Age (years)</td>
                <td rowspan="1" colspan="1">66.48 ± 8.86</td>
                <td rowspan="1" colspan="1">65.87 ± 9.32</td>
                <td rowspan="1" colspan="1">58.35 ± 9.52</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Waist Circumference (cm)</td>
                <td rowspan="1" colspan="1">118.60 ± 10.09</td>
                <td rowspan="1" colspan="1">115.37 ± 10.81</td>
                <td rowspan="1" colspan="1">116.70 ± 10.35</td>
                <td rowspan="1" colspan="1">0.359</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="body mass index" id="ABBRID0EIDAE">BMI</abbrev> (kg/m2)</td>
                <td rowspan="1" colspan="1">38.45 ± 5.34</td>
                <td rowspan="1" colspan="1">37.09 ± 5.91</td>
                <td rowspan="1" colspan="1">39.56 ± 6.25</td>
                <td rowspan="1" colspan="1">0.183</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Kansas City Cardiomyopathy Questionnaire" id="ABBRID0E4DAE">KCCQ</abbrev> score</td>
                <td rowspan="1" colspan="1">61.31 ± 5.98</td>
                <td rowspan="1" colspan="1">63.81 ± 6.04</td>
                <td rowspan="1" colspan="1">63.63 ± 5.57</td>
                <td rowspan="1" colspan="1">0.70</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Epworth Sleepiness Scale</td>
                <td rowspan="1" colspan="1">13.58 ± 1.89</td>
                <td rowspan="1" colspan="1">13.09 ± 2.09</td>
                <td rowspan="1" colspan="1">13.90 ± 1.85</td>
                <td rowspan="1" colspan="1">0.193</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <abbrev xlink:title="apnea–hypopnea index" id="ABBRID0ECFAE">AHI</abbrev>
                </td>
                <td rowspan="1" colspan="1">47.79 ± 11.86</td>
                <td rowspan="1" colspan="1">49.11 ± 13.13</td>
                <td rowspan="1" colspan="1">52.42 ± 11.81</td>
                <td rowspan="1" colspan="1">0.148</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Oxygen Desaturation Index</td>
                <td rowspan="1" colspan="1">32.56 ± 7.12</td>
                <td rowspan="1" colspan="1">30.74 ± 7.88</td>
                <td rowspan="1" colspan="1">31.94 ± 7.17</td>
                <td rowspan="1" colspan="1">0.545</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Average SpO2(%)</td>
                <td rowspan="1" colspan="1">88.67 ± 2.60</td>
                <td rowspan="1" colspan="1">88.16 ± 2.92</td>
                <td rowspan="1" colspan="1">87.35 ± 2.41</td>
                <td rowspan="1" colspan="1">0.040*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Lowest desaturation (%)</td>
                <td rowspan="1" colspan="1">78.37 ± 6.33</td>
                <td rowspan="1" colspan="1">77.06 ± 6.49</td>
                <td rowspan="1" colspan="1">75.53 ± 5.86</td>
                <td rowspan="1" colspan="1">0.071</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Time &lt;90% SpO2 (min)</td>
                <td rowspan="1" colspan="1">15.83 ± 2.94</td>
                <td rowspan="1" colspan="1">14.71 ± 3.27</td>
                <td rowspan="1" colspan="1">13.18 ± 4.61</td>
                <td rowspan="1" colspan="1">0.002*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="left ventricular ejection fraction" id="ABBRID0EXHAE">LVEF</abbrev> (%)</td>
                <td rowspan="1" colspan="1">61.84 ± 6.32</td>
                <td rowspan="1" colspan="1">60.51 ± 5.56</td>
                <td rowspan="1" colspan="1">60.26 ± 6.36</td>
                <td rowspan="1" colspan="1">0.39</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="N-terminal pro-B-type natriuretic peptide" id="ABBRID0EMIAE">NT-proBNP</abbrev> (pg/mL)</td>
                <td rowspan="1" colspan="1">906.06 ± 416.04</td>
                <td rowspan="1" colspan="1">1071.19 ± 497.35</td>
                <td rowspan="1" colspan="1">1230.41 ± 476.71</td>
                <td rowspan="1" colspan="1">0.002*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">E/eʹ ratio mean</td>
                <td rowspan="1" colspan="1">15.13 ± 1.69</td>
                <td rowspan="1" colspan="1">15.87 ± 2.03</td>
                <td rowspan="1" colspan="1">16.44 ± 1.58</td>
                <td rowspan="1" colspan="1">0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="left ventricular end-diastolic volume" id="ABBRID0ERJAE">LVEDV</abbrev> (mL)</td>
                <td rowspan="1" colspan="1">80.97 ± 4.54</td>
                <td rowspan="1" colspan="1">83.80 ± 3.95</td>
                <td rowspan="1" colspan="1">83.17 ± 5.16</td>
                <td rowspan="1" colspan="1">0.012*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="left atrial volume index" id="ABBRID0EGKAE">LAVi</abbrev> (mL/m2)</td>
                <td rowspan="1" colspan="1">47.30 ± 6.08</td>
                <td rowspan="1" colspan="1">50.01 ± 6.41</td>
                <td rowspan="1" colspan="1">49.18 ± 5.05</td>
                <td rowspan="1" colspan="1">0.085</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0E2KAE">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0E6KAE">sPAP</abbrev></td>
                <td rowspan="1" colspan="1">0.50 ± 0.11</td>
                <td rowspan="1" colspan="1">0.49 ± 0.12</td>
                <td rowspan="1" colspan="1">0.47 ± 0.10</td>
                <td rowspan="1" colspan="1">0.334</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="estimated glomerular filtration rate" id="ABBRID0ETLAE">eGFR</abbrev> (ml/min/1.73m2)</td>
                <td rowspan="1" colspan="1">69.66 ± 10.60</td>
                <td rowspan="1" colspan="1">65.46 ± 12.67</td>
                <td rowspan="1" colspan="1">66.23 ± 8.82</td>
                <td rowspan="1" colspan="1">0.13</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="glycated hemoglobin" id="ABBRID0EIMAE">HbA1c</abbrev> (%)</td>
                <td rowspan="1" colspan="1">8.72 ± 1.61</td>
                <td rowspan="1" colspan="1">9.02 ± 1.43</td>
                <td rowspan="1" colspan="1">8.97 ± 1.60</td>
                <td rowspan="1" colspan="1">0.604</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0E4MAE">hsCRP</abbrev> (mg/L)</td>
                <td rowspan="1" colspan="1">5.72 ± 1.18</td>
                <td rowspan="1" colspan="1">5.47 ± 1.07</td>
                <td rowspan="1" colspan="1">5.88 ± 1.08</td>
                <td rowspan="1" colspan="1">0.33</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Total Cholesterol (mmol/L)</td>
                <td rowspan="1" colspan="1">5.17 ± 0.97</td>
                <td rowspan="1" colspan="1">5.11 ± 0.89</td>
                <td rowspan="1" colspan="1">5.55 ± 0.69</td>
                <td rowspan="1" colspan="1">0.036*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="low-density lipoprotein cholesterol" id="ABBRID0ECOAE">LDL</abbrev> (mmol/L)</td>
                <td rowspan="1" colspan="1">3.31 ± 1.37</td>
                <td rowspan="1" colspan="1">3.27 ± 1.26</td>
                <td rowspan="1" colspan="1">3.54 ± 1.24</td>
                <td rowspan="1" colspan="1">0.574</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="high-density lipoprotein cholesterol" id="ABBRID0EXOAE">HDL</abbrev> (mmol/L)</td>
                <td rowspan="1" colspan="1">1.20 ± 0.11</td>
                <td rowspan="1" colspan="1">1.21 ± 0.11</td>
                <td rowspan="1" colspan="1">1.28 ± 0.11</td>
                <td rowspan="1" colspan="1">0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Triglycerides (mmol/L)</td>
                <td rowspan="1" colspan="1">2.09 ± 0.26</td>
                <td rowspan="1" colspan="1">2.01 ± 0.28</td>
                <td rowspan="1" colspan="1">1.90 ± 0.22</td>
                <td rowspan="1" colspan="1">0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="systolic blood pressure" id="ABBRID0E3PAE">SBP</abbrev> (mmHg)</td>
                <td rowspan="1" colspan="1">128.41 ± 18.99</td>
                <td rowspan="1" colspan="1">131.26 ± 22.77</td>
                <td rowspan="1" colspan="1">129.49 ± 12.06</td>
                <td rowspan="1" colspan="1">0.778</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="diastolic blood pressure" id="ABBRID0ERQAE">DBP</abbrev> (mmHg)</td>
                <td rowspan="1" colspan="1">79.35 ± 7.57</td>
                <td rowspan="1" colspan="1">79.90 ± 9.40</td>
                <td rowspan="1" colspan="1">77.37 ± 6.67</td>
                <td rowspan="1" colspan="1">0.278</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Pulse (bpm)</td>
                <td rowspan="1" colspan="1">69.43 ± 8.79</td>
                <td rowspan="1" colspan="1">74.00 ± 7.17</td>
                <td rowspan="1" colspan="1">72.22 ± 7.43</td>
                <td rowspan="1" colspan="1">0.031*</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EVRAE">AHI</abbrev> – apnea–hypopnea index; <abbrev xlink:title="body mass index" id="ABBRID0EZRAE">BMI</abbrev> – body mass index; <abbrev xlink:title="diastolic blood pressure" id="ABBRID0E4RAE">DBP</abbrev> – diastolic blood pressure; <abbrev xlink:title="estimated glomerular filtration rate" id="ABBRID0EBSAE">eGFR</abbrev> – estimated glomerular filtration rate; <abbrev xlink:title="Epworth Sleepiness Scale" id="ABBRID0EFSAE">ESS</abbrev> – Epworth Sleepiness Scale; <abbrev xlink:title="glucagon-like peptide-1 receptor agonist" id="ABBRID0EJSAE">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="glycated hemoglobin" id="ABBRID0ENSAE">HbA1c</abbrev> – glycated hemoglobin; <abbrev xlink:title="high-density lipoprotein cholesterol" id="ABBRID0ERSAE">HDL</abbrev> – high-density lipoprotein cholesterol; <abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0EVSAE">hsCRP</abbrev> – high-sensitivity C-reactive protein; <abbrev xlink:title="Kansas City Cardiomyopathy Questionnaire" id="ABBRID0EZSAE">KCCQ</abbrev> – Kansas City Cardiomyopathy Questionnaire; <abbrev xlink:title="left atrial volume index" id="ABBRID0E4SAE">LAVi</abbrev> – left atrial volume index; <abbrev xlink:title="low-density lipoprotein cholesterol" id="ABBRID0EBTAE">LDL</abbrev> – low-density lipoprotein cholesterol; <abbrev xlink:title="left ventricular ejection fraction" id="ABBRID0EFTAE">LVEF</abbrev> – left ventricular ejection fraction; <abbrev xlink:title="left ventricular end-diastolic volume" id="ABBRID0EJTAE">LVEDV</abbrev> – left ventricular end-diastolic volume; <abbrev xlink:title="N-terminal pro-B-type natriuretic peptide" id="ABBRID0ENTAE">NT-proBNP</abbrev> – N-terminal pro-B-type natriuretic peptide; <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0ERTAE">OSA</abbrev> – obstructive sleep apnea; <abbrev xlink:title="systolic blood pressure" id="ABBRID0EVTAE">SBP</abbrev> – systolic blood pressure; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitor" id="ABBRID0EZTAE">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor; SpO₂ – peripheral oxygen saturation; <abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0E4TAE">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0EBUAE">sPAP</abbrev> – ratio of tricuspid annular plane systolic excursion to systolic pulmonary arterial pressure. *A p-value &lt; 0.05 was considered statistically significant. <abbrev xlink:title="standard deviation" id="ABBRID0EFUAE">SD</abbrev> – standard deviation.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>In addition to baseline clinical and physiological profiles, the distribution of comorbidities and background pharmacotherapies was systematically recorded for all three treatment groups. The collected data included key cardiovascular conditions and commonly prescribed drug classes relevant to the management of heart failure and diabetes. An overview of these characteristics is provided in Table <xref ref-type="table" rid="T2">2</xref>.</p>
        <table-wrap id="T2" position="float" orientation="portrait">
          <label>Table 2.</label>
          <caption>
            <p>Baseline comorbidities and background pharmacotherapies of patients stratified by treatment group.</p>
          </caption>
          <table id="TID0EKMBG" rules="all">
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">Parameter</th>
                <th rowspan="1" colspan="1">Dual therapy (%)/n</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EGVAE">GLP-1RA</abbrev> monotherapy (%)/n</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EOVAE">SGLT2i</abbrev> monotherapy (%)/n</th>
                <th rowspan="1" colspan="1">p-value</th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Chronic kidney disease</td>
                <td rowspan="1" colspan="1">22.2% (n = 12)</td>
                <td rowspan="1" colspan="1">38.7% (n = 12)</td>
                <td rowspan="1" colspan="1">20.4% (n=10)</td>
                <td rowspan="1" colspan="1">0.147</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Atrial fibrillation</td>
                <td rowspan="1" colspan="1">37.0% (n = 20)</td>
                <td rowspan="1" colspan="1">35.5% (n = 11)</td>
                <td rowspan="1" colspan="1">44.9% (n = 22)</td>
                <td rowspan="1" colspan="1">0.662</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Hypertension</td>
                <td rowspan="1" colspan="1">87.0% (n = 47)</td>
                <td rowspan="1" colspan="1">77.4% (n = 24)</td>
                <td rowspan="1" colspan="1">77.6% (n = 38)</td>
                <td rowspan="1" colspan="1">0.381</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Dyslipidemia</td>
                <td rowspan="1" colspan="1">74.1% (n = 40)</td>
                <td rowspan="1" colspan="1">64.5% (n = 20)</td>
                <td rowspan="1" colspan="1">71.4% (n = 35)</td>
                <td rowspan="1" colspan="1">0.643</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Coronary artery disease</td>
                <td rowspan="1" colspan="1">20.4% (n = 11)</td>
                <td rowspan="1" colspan="1">32.3% (n = 10)</td>
                <td rowspan="1" colspan="1">26.5% (n = 13)</td>
                <td rowspan="1" colspan="1">0.467</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Beta blockers</td>
                <td rowspan="1" colspan="1">92.6% (n = 50)</td>
                <td rowspan="1" colspan="1">71.0% (n = 22)</td>
                <td rowspan="1" colspan="1">79.6% (n = 39)</td>
                <td rowspan="1" colspan="1">0.029</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ACE/ARB</td>
                <td rowspan="1" colspan="1">98.1% (n = 53)</td>
                <td rowspan="1" colspan="1">41.9% (n = 13)</td>
                <td rowspan="1" colspan="1">77.6% (n = 38)</td>
                <td rowspan="1" colspan="1">&lt;0.001</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Mineralocorticoid receptor antagonist</td>
                <td rowspan="1" colspan="1">35.2% (n = 19)</td>
                <td rowspan="1" colspan="1">32.3% (n = 10)</td>
                <td rowspan="1" colspan="1">30.6% (n = 15)</td>
                <td rowspan="1" colspan="1">0.883</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Loop diuretics</td>
                <td rowspan="1" colspan="1">31.5% (n = 17)</td>
                <td rowspan="1" colspan="1">25.8% (n = 8)</td>
                <td rowspan="1" colspan="1">28.6% (n = 14)</td>
                <td rowspan="1" colspan="1">0.853</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Statins</td>
                <td rowspan="1" colspan="1">70.4% (n = 38)</td>
                <td rowspan="1" colspan="1">35.5% (n = 11)</td>
                <td rowspan="1" colspan="1">57.1% (n = 28)</td>
                <td rowspan="1" colspan="1">0.007</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Metformin</td>
                <td rowspan="1" colspan="1">61.1% (n = 33)</td>
                <td rowspan="1" colspan="1">83.9% (n = 26)</td>
                <td rowspan="1" colspan="1">71.4% (n = 35)</td>
                <td rowspan="1" colspan="1">0.085</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Insulins</td>
                <td rowspan="1" colspan="1">13.0% (n = 7)</td>
                <td rowspan="1" colspan="1">19.4% (n = 6)</td>
                <td rowspan="1" colspan="1">6.1% (n = 3)</td>
                <td rowspan="1" colspan="1">0.197</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">DPP4 inhibitors</td>
                <td rowspan="1" colspan="1">5.6% (n = 3)</td>
                <td rowspan="1" colspan="1">9.7% (n = 3)</td>
                <td rowspan="1" colspan="1">2.0% (n = 1)</td>
                <td rowspan="1" colspan="1">0.324</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Sulfonylureas</td>
                <td rowspan="1" colspan="1">11.1% (n = 6)</td>
                <td rowspan="1" colspan="1">32.3% (n = 10)</td>
                <td rowspan="1" colspan="1">2.0% (n = 1)</td>
                <td rowspan="1" colspan="1">&lt;0.001</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EZ3AE">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E43AE">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor; DPP4i – dipeptidyl peptidase-4 inhibitor; ACE/ARB – angiotensin-converting enzyme inhibitor/angiotensin II receptor blocker. A p-value &lt; 0.05 was considered statistically significant.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec sec-type="﻿Changes in anthropometric, clinical, and respiratory parameters at 6 months" id="SECID0EB4AE">
        <title>﻿Changes in anthropometric, clinical, and respiratory parameters at 6 months</title>
        <p>At the 6-month follow-up, noticeable improvements in anthropometric measures were observed. Participants receiving combination therapy showed the most pronounced reductions in body mass index, followed by those on <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EH4AE">GLP-1RA</abbrev> alone, while individuals treated with <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EL4AE">SGLT2i</abbrev> exhibited minimal change. A comparable pattern was seen for waist circumference, with the greatest reductions noted in the dual therapy group.</p>
        <p>Respiratory outcomes also reflected significant progress over time. Reductions in both the apnea–hypopnea index and the oxygen desaturation index were most evident among patients treated with <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ER4AE">GLP-1RA</abbrev>-containing regimens. Furthermore, a modest but significant improvement in average nocturnal oxygen saturation was detected. In contrast, changes in the lowest oxygen saturation and time spent below 90% saturation remained similar across groups. A comprehensive overview of these findings is presented in Table <xref ref-type="table" rid="T3">3</xref>.</p>
        <table-wrap id="T3" position="float" orientation="portrait">
          <label>Table 3.</label>
          <caption>
            <p>Changes in anthropometric and respiratory parameters at 6-month follow-up across treatment groups.</p>
          </caption>
          <table id="TID0ENYBG" rules="all">
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">Parameter</th>
                <th rowspan="1" colspan="1">Dual therapy</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EQ5AE">GLP-1RA</abbrev> monotherapy</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EY5AE">SGLT2i</abbrev> monotherapy</th>
                <th rowspan="1" colspan="1">p-value</th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔWaist Circumference (cm)</td>
                <td rowspan="1" colspan="1">-4.81 ± 7.60</td>
                <td rowspan="1" colspan="1">-3.35 ± 6.25</td>
                <td rowspan="1" colspan="1">-0.16 ± 0.83</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔBMI (kg/m²)</td>
                <td rowspan="1" colspan="1">-2.99 ± 1.02</td>
                <td rowspan="1" colspan="1">-2.56 ± 1.19</td>
                <td rowspan="1" colspan="1">0.04 ± 0.20</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔESS</td>
                <td rowspan="1" colspan="1">4.20 ± 0.86</td>
                <td rowspan="1" colspan="1">4.10 ± 0.83</td>
                <td rowspan="1" colspan="1">0.43 ± 0.91</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔAHI</td>
                <td rowspan="1" colspan="1">-11.34 ± 3.17</td>
                <td rowspan="1" colspan="1">-12.05 ± 2.99</td>
                <td rowspan="1" colspan="1">-3.86 ± 4.80</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔODI</td>
                <td rowspan="1" colspan="1">-5.36 ± 0.90</td>
                <td rowspan="1" colspan="1">-2.96 ± 0.63</td>
                <td rowspan="1" colspan="1">-0.03 ± 0.58</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔAvg. SpO2 (%)</td>
                <td rowspan="1" colspan="1">1.55 ± 0.94</td>
                <td rowspan="1" colspan="1">1.16 ± 1.07</td>
                <td rowspan="1" colspan="1">0.83 ± 0.93</td>
                <td rowspan="1" colspan="1">0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔLowest SpO2 (%)</td>
                <td rowspan="1" colspan="1">2.73 ± 1.29</td>
                <td rowspan="1" colspan="1">3.02 ± 1.58</td>
                <td rowspan="1" colspan="1">2.94 ± 1.35</td>
                <td rowspan="1" colspan="1">0.599</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔTime &lt;90% SpO2 (min)</td>
                <td rowspan="1" colspan="1">-3.80 ± 1.01</td>
                <td rowspan="1" colspan="1">-4.04 ± 1.22</td>
                <td rowspan="1" colspan="1">-3.98 ± 1.11</td>
                <td rowspan="1" colspan="1">0.56</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><abbrev xlink:title="body mass index" id="ABBRID0EEDAG">BMI</abbrev> – body mass index; <abbrev xlink:title="Epworth Sleepiness Scale" id="ABBRID0EIDAG">ESS</abbrev> – Epworth Sleepiness Scale; <abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EMDAG">AHI</abbrev> – apnea–hypopnea index; <abbrev xlink:title="oxygen desaturation index" id="ABBRID0EQDAG">ODI</abbrev> – oxygen desaturation index; Avg. SpO₂ – average nocturnal oxygen saturation; Lowest SpO₂ – lowest nocturnal oxygen saturation; Time &lt;90% SpO₂ – time spent with oxygen saturation below 90%; <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EUDAG">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EYDAG">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor. A p-value &lt; 0.05 was considered statistically significant. <abbrev xlink:title="standard deviation" id="ABBRID0E3DAG">SD</abbrev> ± standard deviation.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec sec-type="﻿Changes in echocardiographic and cardiometabolic parameters" id="SECID0EAEAG">
        <title>﻿Changes in echocardiographic and cardiometabolic parameters</title>
        <p>At six months, significant improvements were observed in several cardiac markers. Ejection fraction increased notably in the dual therapy (+3.25 ± 0.50%) and <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EGEAG">GLP-1RA</abbrev> groups (+3.38 ± 0.43%), while the <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EKEAG">SGLT2i</abbrev> group showed only a minor change (+0.35 ± 0.45%; <italic>p</italic> &lt; 0.001). <abbrev xlink:title="N-terminal pro-B-type natriuretic peptide" id="ABBRID0EQEAG">NT-proBNP</abbrev> levels decreased in all groups, with the largest reduction seen in the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EUEAG">GLP-1RA</abbrev> arm (−333 ± 736 pg/mL), followed by <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EYEAG">SGLT2i</abbrev> (−250 ± 791 pg/mL), although these differences did not reach statistical significance (<italic>p</italic> = 0.094). A modest drop in the E/eʹ ratio was observed, most evident in the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E5EAG">GLP-1RA</abbrev> group (−1.95 ± 1.98), compared to dual therapy (−1.25 ± 1.64) and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0ECFAG">SGLT2i</abbrev> (−1.13 ± 0.22; <italic>p</italic> = 0.035). Changes in <abbrev xlink:title="left ventricular end-diastolic volume" id="ABBRID0EIFAG">LVEDV</abbrev> and <abbrev xlink:title="indexed left atrial volume" id="ABBRID0EMFAG">LAVi</abbrev> were minimal and did not differ significantly between groups. The <abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0EQFAG">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0EUFAG">sPAP</abbrev> ratio improved slightly with dual therapy (+0.08 ± 0.09), remained stable in <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EYFAG">GLP-1RA</abbrev> (+0.04 ± 0.05), and showed no meaningful change in <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E3FAG">SGLT2i</abbrev> (−0.003 ± 0.07; <italic>p</italic> &lt; 0.001), as illustrated in Fig. <xref ref-type="fig" rid="F2">2</xref>.</p>
        <fig id="F2" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/pharmacia.555.e166690.figure2</object-id>
          <object-id content-type="arpha">7784ED65-6B7D-5D43-B6C9-3CAFE18E864F</object-id>
          <label>Figure 2.</label>
          <caption>
            <p>Mean change in <abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0EOGAG">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0ESGAG">sPAP</abbrev> ratio at six months across treatment groups. The greatest improvement in right ventricular–pulmonary arterial coupling, as reflected by the <abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0EWGAG">TAPSE</abbrev>/<abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0E1GAG">sPAP</abbrev> ratio, was observed in the dual therapy group (Δ = 0.080 ± 0.090), followed by the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E5GAG">GLP-1RA</abbrev> monotherapy group (Δ = 0.038 ± 0.055), while patients on <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0ECHAG">SGLT2i</abbrev> monotherapy showed virtually no change (Δ = −0.003 ± 0.066). Error bars represent 95% confidence intervals. <abbrev xlink:title="tricuspid annular plane systolic excursion" id="ABBRID0EGHAG">TAPSE</abbrev> – tricuspid annular plane systolic excursion; <abbrev xlink:title="systolic pulmonary artery pressure" id="ABBRID0EKHAG">sPAP</abbrev> – systolic pulmonary arterial pressure; <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EOHAG">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0ESHAG">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor.</p>
          </caption>
          <graphic xlink:href="pharmacia-72-e166690-g002.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_1417568.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1417568</uri>
          </graphic>
        </fig>
        <p>Patient-reported outcomes, as assessed by the <abbrev xlink:title="Kansas City Cardiomyopathy Questionnaire" id="ABBRID0E4HAG">KCCQ</abbrev>, demonstrated a significant overall improvement at six months, with the most notable change observed in the dual therapy group (Δ = 10.85 ± 7.78). This was significantly greater than in the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EBIAG">GLP-1RA</abbrev> monotherapy group (Δ = 5.36 ± 8.58) and the <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EFIAG">SGLT2i</abbrev> monotherapy group (Δ = 2.92 ± 5.03; <italic>p</italic> &lt; 0.001).</p>
        <p>At six months, participants across all groups exhibited measurable improvements in several key metabolic indicators. A significant reduction in <abbrev xlink:title="glycated hemoglobin" id="ABBRID0ENIAG">HbA1c</abbrev> was observed, with the greatest decrease in the dual therapy group (−1.23 ± 0.56), followed by <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ERIAG">GLP-1RA</abbrev> monotherapy (−1.26 ± 0.47) and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EVIAG">SGLT2i</abbrev> monotherapy (−0.93 ± 0.48; <italic>p</italic> = 0.004). Renal function, as assessed by <abbrev xlink:title="estimated glomerular filtration rate" id="ABBRID0E2IAG">eGFR</abbrev>, improved most notably in the <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E6IAG">SGLT2i</abbrev> group (+8.96 ± 3.95), while changes were more modest in the dual (+2.67 ± 3.23) and <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EDJAG">GLP-1RA</abbrev> (+1.76 ± 3.76) groups (<italic>p</italic> &lt; 0.001). Inflammatory status, reflected by <abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0EJJAG">hsCRP</abbrev> levels, showed a marked reduction in both <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ENJAG">GLP-1RA</abbrev>-based groups (−1.19 ± 0.54 in dual therapy; −1.10 ± 0.47 in monotherapy), compared to a smaller decline in the <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0ERJAG">SGLT2i</abbrev> group (−0.32 ± 0.48; <italic>p</italic> &lt; 0.001).</p>
        <p>Lipid profile improvements were also more pronounced in the dual and <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EZJAG">GLP-1RA</abbrev> groups, including greater reductions in total cholesterol, <abbrev xlink:title="low-density lipoprotein cholesterol" id="ABBRID0E4JAG">LDL</abbrev>, and triglycerides, as well as increases in <abbrev xlink:title="high-density lipoprotein cholesterol" id="ABBRID0EBKAG">HDL</abbrev>. Systolic and diastolic blood pressure decreased significantly in the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EFKAG">GLP-1RA</abbrev> and dual therapy groups, while changes in pulse were minimal and not statistically significant (Table <xref ref-type="table" rid="T4">4</xref>).</p>
        <table-wrap id="T4" position="float" orientation="portrait">
          <label>Table 4.</label>
          <caption>
            <p>Metabolic and hemodynamic changes from baseline to 6-month follow-up across treatment groups.</p>
          </caption>
          <table id="TID0EZAAI" rules="all">
            <tbody>
              <tr>
                <th rowspan="1" colspan="1">Parameter</th>
                <th rowspan="1" colspan="1">Dual therapy</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EELAG">GLP-1RA</abbrev> monotherapy</th>
                <th rowspan="1" colspan="1"><abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EMLAG">SGLT2i</abbrev> monotherapy</th>
                <th rowspan="1" colspan="1">p-value</th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔeGFR (ml/min/1.73m²)</td>
                <td rowspan="1" colspan="1">2.67 ± 3.23</td>
                <td rowspan="1" colspan="1">1.76 ± 3.76</td>
                <td rowspan="1" colspan="1">8.96 ± 3.95</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔHbA1c (%)</td>
                <td rowspan="1" colspan="1">-1.23 ± 0.56</td>
                <td rowspan="1" colspan="1">-1.26 ± 0.47</td>
                <td rowspan="1" colspan="1">-0.93 ± 0.48</td>
                <td rowspan="1" colspan="1">0.004*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔhsCRP (mg/L)</td>
                <td rowspan="1" colspan="1">-1.19 ± 0.54</td>
                <td rowspan="1" colspan="1">-1.10 ± 0.47</td>
                <td rowspan="1" colspan="1">-0.32 ± 0.48</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔTotal Cholesterol (mmol/L)</td>
                <td rowspan="1" colspan="1">-0.44 ± 0.06</td>
                <td rowspan="1" colspan="1">-0.41 ± 0.05</td>
                <td rowspan="1" colspan="1">-0.27 ± 0.10</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔLDL (mmol/L)</td>
                <td rowspan="1" colspan="1">-0.41 ± 0.37</td>
                <td rowspan="1" colspan="1">-0.38 ± 0.28</td>
                <td rowspan="1" colspan="1">-0.17 ± 0.38</td>
                <td rowspan="1" colspan="1">0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔHDL (mmol/L)</td>
                <td rowspan="1" colspan="1">0.06 ± 0.02</td>
                <td rowspan="1" colspan="1">0.06 ± 0.01</td>
                <td rowspan="1" colspan="1">0.01 ± 0.05</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔTriglycerides (mmol/L)</td>
                <td rowspan="1" colspan="1">-0.51 ± 0.13</td>
                <td rowspan="1" colspan="1">-0.37 ± 0.10</td>
                <td rowspan="1" colspan="1">-0.18 ± 0.08</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔSBP (mmHg)</td>
                <td rowspan="1" colspan="1">-5.98 ± 1.16</td>
                <td rowspan="1" colspan="1">-6.03 ± 1.30</td>
                <td rowspan="1" colspan="1">-0.10 ± 2.07</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ΔDBP (mmHg)</td>
                <td rowspan="1" colspan="1">-4.13 ± 0.52</td>
                <td rowspan="1" colspan="1">-4.23 ± 0.62</td>
                <td rowspan="1" colspan="1">-0.82 ± 1.59</td>
                <td rowspan="1" colspan="1">&lt; 0.001*</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><abbrev xlink:title="estimated glomerular filtration rate" id="ABBRID0EHQAG">eGFR</abbrev> – glomerular filtration rate (mL/min/1.73 m²); <abbrev xlink:title="glycated hemoglobin" id="ABBRID0ELQAG">HbA1c</abbrev> – glycated hemoglobin (%); <abbrev xlink:title="high-sensitivity C-reactive protein" id="ABBRID0EPQAG">hsCRP</abbrev> – high-sensitivity C-reactive protein (mg/L); total cholesterol – change in total cholesterol (mmol/L); <abbrev xlink:title="low-density lipoprotein cholesterol" id="ABBRID0ETQAG">LDL</abbrev> – change in low-density lipoprotein cholesterol (mmol/L); <abbrev xlink:title="high-density lipoprotein cholesterol" id="ABBRID0EXQAG">HDL</abbrev> – change in high-density lipoprotein cholesterol (mmol/L); triglycerides – change in triglyceride levels (mmol/L); <abbrev xlink:title="systolic blood pressure" id="ABBRID0E2QAG">SBP</abbrev> – change in systolic blood pressure (mmHg); <abbrev xlink:title="diastolic blood pressure" id="ABBRID0E6QAG">DBP</abbrev> – change in diastolic blood pressure (mmHg); <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EDRAG">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EHRAG">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor. A p-value &lt; 0.05 was considered statistically significant; <abbrev xlink:title="standard deviation" id="ABBRID0ELRAG">SD</abbrev> ± standard deviation.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec sec-type="﻿Survival outcomes" id="SECID0EPRAG">
        <title>﻿Survival outcomes</title>
        <p>Survival analysis over the 6-month follow-up period revealed differences among the treatment groups. Patients receiving combination therapy exhibited the highest survival rate (92.6%), followed by those on <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EVRAG">GLP-1RA</abbrev> monotherapy (83.9%). The <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EZRAG">SGLT2i</abbrev> group had the lowest survival rate (75.5%). The mean survival times were 5.92 months for the combination group, 5.63 months for <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E4RAG">GLP-1RA</abbrev>, and 5.35 months for <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EBSAG">SGLT2i</abbrev>. The log-rank test showed a statistically significant difference between the survival distributions (χ² = 6.23; <italic>p</italic> = 0.044), favoring the combination approach (Fig. <xref ref-type="fig" rid="F3">3</xref>).</p>
        <fig id="F3" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/pharmacia.555.e166690.figure3</object-id>
          <object-id content-type="arpha">CE379786-D015-5503-8231-1C229BE6487A</object-id>
          <label>Figure 3.</label>
          <caption>
            <p>Kaplan–Meier survival curves for the three treatment groups over the 6-month follow-up period. <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0ETSAG">GLP-1RA</abbrev> – glucagon-like peptide-1 receptor agonist; <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EXSAG">SGLT2i</abbrev> – sodium–glucose cotransporter-2 inhibitor.</p>
          </caption>
          <graphic xlink:href="pharmacia-72-e166690-g003.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_1417569.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1417569</uri>
          </graphic>
        </fig>
      </sec>
    </sec>
    <sec sec-type="﻿Discussion" id="SECID0EATAG">
      <title>﻿Discussion</title>
      <p>At baseline, participants in all treatment arms presented with a constellation of cardiometabolic comorbidities, with the majority being male – an observation that reflects the real-world demographic of patients suffering from <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EGTAG">HFpEF</abbrev>, <abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0EKTAG">T2DM</abbrev>, <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EOTAG">OSA</abbrev>, and obesity (<xref ref-type="bibr" rid="B33">Shah and Pfeffer 2012</xref>; <xref ref-type="bibr" rid="B7">Cohen et al. 2020</xref>). While sex was not statistically associated with treatment response, this male predominance may have implications for both the pathophysiology and responsiveness to interventions, warranting further investigation in sex-stratified analyses (Hamo et al. 2020; <xref ref-type="bibr" rid="B23">Kuvat et al. 2020</xref>).</p>
      <p>One of the most notable and immediate findings in this study concerns the improvement in sleep-disordered breathing parameters. Indices such as <abbrev xlink:title="apnea–hypopnea index" id="ABBRID0EAUAG">AHI</abbrev>, <abbrev xlink:title="oxygen desaturation index" id="ABBRID0EEUAG">ODI</abbrev>, and <abbrev xlink:title="Epworth Sleepiness Scale" id="ABBRID0EIUAG">ESS</abbrev> showed clinically meaningful reductions, particularly in the dual therapy and <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EMUAG">GLP-1RA</abbrev> monotherapy groups. These changes likely reflect not only pharmacologic effects but also the profound impact of weight loss on upper airway mechanics, ventilatory control, and systemic inflammation (<xref ref-type="bibr" rid="B11">Dragonieri et al. 2024</xref>). The improvement in subjective daytime sleepiness (<abbrev xlink:title="Epworth Sleepiness Scale" id="ABBRID0EUUAG">ESS</abbrev>) further supports the hypothesis that these therapies extend benefit beyond glycemic control and cardiovascular function. In this light, the role of <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EYUAG">GLP-1RA</abbrev> as a modulator of sleep apnea has recently gained significant attention, culminating in the FDA approval of <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E3UAG">GLP-1RA</abbrev>-based agents for the treatment of moderate-to-severe <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EAVAG">OSA</abbrev> in patients unable or unwilling to use CPAP (<xref ref-type="bibr" rid="B26">Malhotra et al. 2024</xref>; <xref ref-type="bibr" rid="B32">Sánchez-de-la-Torre et al. 2023</xref>). Our findings resonate with this shift in the therapeutic paradigm, particularly in high-risk, multimorbid individuals (<xref ref-type="bibr" rid="B24">Li et al. 2025</xref>).</p>
      <p>These respiratory improvements paralleled a consistent and significant reduction in <abbrev xlink:title="body mass index" id="ABBRID0ESVAG">BMI</abbrev> in the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EWVAG">GLP-1RA</abbrev> and combination therapy groups. The magnitude of weight loss observed – almost 3 kg/m² over 6 months in the dual therapy group – was accompanied by reductions in waist circumference and improved blood pressure profiles (<xref ref-type="bibr" rid="B18">Jensterle and Janež 2023</xref>). Given the strong correlation between obesity and the severity of <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0E5VAG">OSA</abbrev>, it is plausible that weight reduction served as the central trigger for the cascade of functional and biochemical improvements reported in our cohort (<xref ref-type="bibr" rid="B19">Jiang et al. 2023</xref>). While our data do not directly refute this concept, they support the notion that intentional and pharmacologically induced weight loss in metabolically unhealthy individuals leads to functional gains, especially in sleep and cardiovascular performance, without detrimental effects (<xref ref-type="bibr" rid="B4">Blackman et al. 2016</xref>).</p>
      <p>In contrast to the marked functional improvements, structural cardiac parameters, such as left ventricular end-diastolic volume and left atrial volume, showed no significant change over the 6-month period. However, baseline left atrial volumes were increased across groups, consistent with subclinical atrial cardiomyopathy – a well-documented yet underappreciated contributor to <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EMWAG">HFpEF</abbrev>, particularly in patients with long-standing hypertension, <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0EQWAG">OSA</abbrev>, and obesity (<xref ref-type="bibr" rid="B16">Ilieva et al. 2025</xref>). The absence of remodeling in these structural measures may reflect the short duration of follow-up, as atrial and ventricular geometric adaptation generally occurs over longer timeframes. It is also possible that early improvements in filling pressures, natriuretic peptide dynamics, and pulmonary pressures precede anatomical reverse remodeling (<xref ref-type="bibr" rid="B8">Cohn et al. 2000</xref>).</p>
      <p>The interpretation of <abbrev xlink:title="N-terminal pro-B-type natriuretic peptide" id="ABBRID0E5WAG">NT-proBNP</abbrev> levels warrants particular nuance. Although a trend toward reduction was noted, changes were not statistically significant. This could be due to several factors: biological variability, the short duration of follow-up, or the influence of high baseline adiposity on peptide clearance and production. Indeed, natriuretic peptide levels are known to be suppressed in obese individuals, which may limit their sensitivity as markers of therapeutic response in this population. The obesity paradox once again emerges as a potential explanatory framework, complicating straightforward interpretation of biomarker changes in the context of advanced metabolic disease (<xref ref-type="bibr" rid="B13">Guglin et al. 2014</xref>; <xref ref-type="bibr" rid="B14">Ha Manh et al. 2023</xref>).</p>
      <p>Blood pressure reductions, particularly in systolic and diastolic values, were observed primarily in the <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EMXAG">GLP-1RA</abbrev> and dual therapy groups, supporting prior evidence that these agents have a favorable effect on vascular tone and autonomic regulation. Given the near-ubiquitous presence of hypertension in this population, such changes may be of considerable clinical importance. Indeed, hypertension remains a key driver of both left atrial and ventricular dysfunction, and its control is an essential element in the multifaceted management of <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EQXAG">HFpEF</abbrev> (<xref ref-type="bibr" rid="B6">Bykova et al. 2024</xref>).</p>
      <p>These findings emphasize the necessity of a personalized, integrated therapeutic approach in managing complex cardiometabolic patients. The data suggest that <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0E1XAG">GLP-1RA</abbrev>, particularly when combined with <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0E5XAG">SGLT2i</abbrev>, can exert meaningful improvements in sleep-disordered breathing, metabolic parameters, and cardiovascular function—possibly through a synergistic mechanism grounded in weight loss, hemodynamic unloading, and neurohormonal modulation (<xref ref-type="bibr" rid="B3">Belli et al. 2022</xref>). While structural cardiac changes may require longer exposure or additional interventions, early functional and symptomatic gains may pave the way for downstream remodeling (<xref ref-type="bibr" rid="B31">Rolek et al. 2023</xref>). The consistency of <abbrev xlink:title="body mass index" id="ABBRID0EKYAG">BMI</abbrev> reduction across functional domains underlines weight loss as a therapeutic axis around which these improvements converge and reinforces its role as both a target and a mediator of benefit.</p>
      <p>Survival outcomes observed at 6 months further contextualize these physiological improvements. Patients receiving dual therapy experienced the highest survival rate, with a mean survival time approaching 6 months and only a limited number of adverse events. Although survival analysis does not establish causality, this divergence in event-free survival between groups may reflect the cumulative effect of the observed improvements in sleep apnea severity, glycemic control, hemodynamics, and inflammation (<xref ref-type="bibr" rid="B28">Neuen et al. 2024</xref>). The <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EUYAG">GLP-1RA</abbrev> component, with its consistent association with <abbrev xlink:title="body mass index" id="ABBRID0EYYAG">BMI</abbrev> reduction and amelioration of both metabolic and cardiovascular markers, appears to be the key driver of these benefits. This survival signal, emerging over a relatively short timeframe, supports the hypothesis that functional improvements – particularly those rooted in weight reduction – may translate into tangible clinical benefits when appropriately targeted in multimorbid populations (<xref ref-type="bibr" rid="B12">Gourdy et al. 2023</xref>).</p>
      <sec sec-type="﻿Limitations of the study" id="SECID0EAZAG">
        <title>﻿Limitations of the study</title>
        <p>This study has several limitations that warrant consideration. First, the absence of patient randomization may introduce selection bias. Additional bias is possible due to the lack of a control group. However, from an ethical standpoint, random assignment to treatment or no-treatment arms in patients already indicated for <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EGZAG">GLP-1RA</abbrev> or <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EKZAG">SGLT2i</abbrev> therapy would not have been feasible. Instead, the study aimed to reflect real-world clinical practice and therapeutic decision-making, thereby enhancing external validity. Second, sleep-disordered breathing was assessed using a home-based ApneaLink device rather than a full polysomnography study. While this may reduce diagnostic precision, the home-monitoring approach offers significant advantages in terms of accessibility, patient comfort, and cost-effectiveness. It also enabled the inclusion of a larger cohort, which would have been more challenging with resource-intensive in-lab diagnostics. Third, the statistical power of the study is influenced by group size. Although meaningful differences were observed across key parameters, certain comparisons may be underpowered, particularly for biomarker-based outcomes. Future studies with larger sample sizes are needed to confirm and expand upon these findings. Lastly, the duration of follow-up was relatively short. While six months is sufficient to detect functional and metabolic changes, it may not be long enough to capture structural cardiac remodeling or long-term clinical outcomes. Extended observation periods will be essential to establish the durability and prognostic implications of the observed improvements.</p>
      </sec>
    </sec>
    <sec sec-type="﻿Conclusion" id="SECID0EOZAG">
      <title>﻿Conclusion</title>
      <p>In this prospective study of patients with <abbrev xlink:title="heart failure with preserved ejection fraction" id="ABBRID0EUZAG">HFpEF</abbrev>, <abbrev xlink:title="type 2 diabetes mellitus" id="ABBRID0EYZAG">T2DM</abbrev>, obesity, and <abbrev xlink:title="obstructive sleep apnea" id="ABBRID0E3ZAG">OSA</abbrev>, dual therapy with <abbrev xlink:title="glucagon-like peptide-1 receptor agonists" id="ABBRID0EA1AG">GLP-1RA</abbrev> and <abbrev xlink:title="sodium–glucose cotransporter-2 inhibitors" id="ABBRID0EE1AG">SGLT2i</abbrev> demonstrated significant improvements across cardiometabolic, respiratory, and functional domains. Weight loss appeared to be a key driver of these favorable changes, particularly regarding sleep parameters and echocardiographic function. While structural cardiac remodeling was not evident within the 6-month follow-up, early functional and biomarker shifts suggest a promising therapeutic impact. These findings highlight the potential of integrated pharmacological strategies in complex, multimorbid populations.</p>
    </sec>
  </body>
  <back>
    <sec sec-type="﻿Additional information" id="SECID0EJ1AG">
      <title>﻿Additional information</title>
      <p>
        <bold>Conflict of interest</bold>
      </p>
      <p>The authors have declared that no competing interests exist.</p>
      <p>
        <bold>Ethical statements</bold>
      </p>
      <p>The authors declared that no clinical trials were used in the present study.</p>
      <p>The authors declared that no experiments on humans or human tissues were performed for the present study.</p>
      <p>Informed consent from the humans, donors or donors’ representatives: The study protocol was approved by the Ethics Committee of the Medical University of Sofia (Protocol No. 1316, approval date: December 13, 2021). All procedures were conducted in accordance with the principles of the Declaration of Helsinki, and all participants provided written informed consent prior to enrollment.</p>
      <p>The authors declared that no experiments on animals were performed for the present study.</p>
      <p>The authors declared that no commercially available immortalised human and animal cell lines were used in the present study.</p>
      <p>The authors declared that no commercially available immortalised human and animal cell lines were used in the present study.</p>
      <p>
        <bold>Use of AI</bold>
      </p>
      <p>No use of AI was reported.</p>
      <p>
        <bold>Funding</bold>
      </p>
      <p>This study is financed by the European Union-NextGenerationEU, through the National Recovery and Resilience Plan of the Republic of Bulgaria, project BG-RRP-2.004-0004-C01 “Strategic research and innovation program for development of Medical University – Sofia”. Dr. Tsvetelina Velikova and dr. Georgi Vasilev are grantees of the European UnionNextGenerationEU, through the National Recovery and Resilience Plan of the Republic of Bulgaria, project No BG-RRP-2.004-0008, which funded the APC associated with this paper.</p>
      <p>
        <bold>Author contributions</bold>
      </p>
      <p>All authors have contributed equally.</p>
      <p>
        <bold>Author ORCIDs</bold>
      </p>
      <p>Petar Kalaydzhiev <ext-link xlink:href="https://orcid.org/0000-0002-9173-483X" ext-link-type="uri" xlink:type="simple">https://orcid.org/0000-0002-9173-483X</ext-link></p>
      <p>Tsvetelina Velikova <ext-link xlink:href="https://orcid.org/0000-0002-0593-1272" ext-link-type="uri" xlink:type="simple">https://orcid.org/0000-0002-0593-1272</ext-link></p>
      <p>Gergana Voynova <ext-link xlink:href="https://orcid.org/0009-0000-8741-2005" ext-link-type="uri" xlink:type="simple">https://orcid.org/0009-0000-8741-2005</ext-link></p>
      <p>Radostina Ilieva <ext-link xlink:href="https://orcid.org/0000-0002-1420-6822" ext-link-type="uri" xlink:type="simple">https://orcid.org/0000-0002-1420-6822</ext-link></p>
      <p>Natalia Spasova <ext-link xlink:href="https://orcid.org/0009-0005-5566-0297" ext-link-type="uri" xlink:type="simple">https://orcid.org/0009-0005-5566-0297</ext-link></p>
      <p>Slavi Yakov <ext-link xlink:href="https://orcid.org/0009-0003-5944-1708" ext-link-type="uri" xlink:type="simple">https://orcid.org/0009-0003-5944-1708</ext-link></p>
      <p>Elena Kinova <ext-link xlink:href="https://orcid.org/0000-0001-9935-720X" ext-link-type="uri" xlink:type="simple">https://orcid.org/0000-0001-9935-720X</ext-link></p>
      <p>Georgi H. Vasilev <ext-link xlink:href="https://orcid.org/0000-0002-6314-6889" ext-link-type="uri" xlink:type="simple">https://orcid.org/0000-0002-6314-6889</ext-link></p>
      <p>Radosveta Wells <ext-link xlink:href="https://orcid.org/0009-0004-7984-2450" ext-link-type="uri" xlink:type="simple">https://orcid.org/0009-0004-7984-2450</ext-link></p>
      <p>Assen Goudev <ext-link xlink:href="https://orcid.org/0000-0002-2014-1885" ext-link-type="uri" xlink:type="simple">https://orcid.org/0000-0002-2014-1885</ext-link></p>
      <p>
        <bold>Data availability</bold>
      </p>
      <p>All of the data that support the findings of this study are available in the main text.</p>
    </sec>
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