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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
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<issn pub-type="epub">2296-858X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1656420</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Network meta-analysis of catheter ablation, rhythm control, and rate control strategies in atrial fibrillation with heart failure impact on mortality, cardiac function, and quality of life</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Gao</surname> <given-names>Huize</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Li</surname> <given-names>JiTong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Yu</surname> <given-names>Keying</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Lingyu</given-names></name>
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<contrib contrib-type="author">
<name><surname>Song</surname> <given-names>Da</given-names></name>
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<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Tiejun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Wei</surname> <given-names>Qian</given-names></name>
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<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Aidong</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><label>1</label><institution>Changchun University of Chinese Medicine, Changchun</institution>, <city>Jilin</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>The Affiliated Hospital of Changchun University of Chinese Medicine, Changchun</institution>, <city>Jilin</city>, <country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>The Third Affiliated Hospital of Changchun University of Chinese Medicine, Changchun</institution>, <city>Jilin</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Qian Wei, <email xlink:href="mailto:weiqian1981@163.com">weiqian1981@163.com</email></corresp>
<corresp id="c002">Aidong Liu, <email xlink:href="mailto:laddoc8808@163.com">laddoc8808@163.com</email></corresp>
<fn fn-type="equal" id="fn002"><label>&#x2020;</label><p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-23">
<day>23</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1656420</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>16</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Gao, Li, Yu, Xu, Song, Liu, Wei and Liu.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Gao, Li, Yu, Xu, Song, Liu, Wei and Liu</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-23">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>This network meta-analysis evaluated the comparative efficacy and safety of catheter ablation (CA), rhythm control (RhC), rate control (RC), and combined rhythm and rate control (Rh + RC) in patients with heart failure (HF) and atrial fibrillation (AF), focusing on key outcomes including left ventricular ejection fraction (LVEF), brain natriuretic peptide (BNP), mortality, hospitalization, AF recurrence, quality of life assessed by the Minnesota Living with Heart Failure Questionnaire (MLHFQ), and adverse events.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic literature search was conducted across PubMed, EMBASE, and the Cochrane Library databases from January 2005 to March 2025 to identify randomized controlled trials (RCTs) assessing these strategies. This study followed PRISMA-NMA guidelines and was prospectively registered in PROSPERO (CRD420251012504). Bayesian network meta-analysis was performed to synthesize direct and indirect evidence. Binary outcomes were reported as odds ratios (ORs), and continuous outcomes as mean differences (MDs) or standardized mean differences (SMDs), with 95% confidence intervals (CIs). Risk of bias was assessed using the Cochrane ROB 2.0 tool. Visual inspection of comparison-adjusted funnel plots was conducted to evaluate publication bias. The certainty of evidence for each primary outcome was assessed using the GRADE approach, and results were summarized in a Summary of Findings table.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 16 RCTs involving 5,721 patients with HF and AF were included in the analysis. Catheter ablation was superior to other strategies in improving left ventricular ejection fraction (LVEF) [MD = 0.34, 95% CI (0.17&#x2013;0.50)] and reducing brain natriuretic peptide (BNP) levels [MD = &#x2212;0.56, 95% CI (&#x2212;0.72&#x2013;&#x2212;0.39)]. CA significantly reduced all-cause mortality [OR = 0.58, 95% CI (0.42&#x2013;0.80)] and heart failure-related hospitalization rates [OR = 0.62, 95% CI (0.40&#x2013;0.96)] compared with combined rhythm and rate control. Rhythm control and rate control demonstrated intermediate efficacy across evaluated outcomes. Rh + RC notably improved MLHFQ score, yet showed relatively limited efficacy regarding primary clinical endpoints. No statistically significant differences were observed among the strategies in the incidence of adverse events; however, surface under the cumulative ranking curve (SUCRA) analyses suggested a marginal tolerability advantage for Rh + RC. GRADE evaluation indicated moderate to high certainty for most key outcomes.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>CA is significantly superior in improving cardiac function, reducing mortality, and lowering hospitalization in HF patients with AF. RhC and RC remain reasonable alternatives for specific outcomes, while Rh + RC may benefit select patient subsets regarding MLHFQ score. Certainty of evidence assessments support prioritizing CA where feasible. Comprehensive clinical decisions should integrate patient comorbidities, procedural risks, and longterm outcomes. Future largescale trials are warranted.</p>
</sec>
<sec>
<title>Systematic review registration</title>
<p><ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/prospero/">https://www.crd.york.ac.uk/prospero/</ext-link>, identifier CRD420251012504.</p>
</sec>
</abstract>
<kwd-group>
<kwd>atrial fibrillation</kwd>
<kwd>catheter ablation</kwd>
<kwd>heart failure</kwd>
<kwd>network meta-analysis</kwd>
<kwd>rate control</kwd>
<kwd>rhythm control</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="12"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="38"/>
<page-count count="18"/>
<word-count count="8800"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Precision Medicine</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Atrial fibrillation (AF) and heart failure (HF) are highly prevalent cardiovascular disorders associated with substantial morbidity, mortality, and healthcare resource utilization (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Concurrent AF and HF result in significantly worse prognoses compared to either condition alone. With global population aging, the incidence and prevalence of both conditions are progressively increasing (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). The frequent coexistence of AF and HF is attributed to shared pathophysiological mechanisms and risk factors, exacerbating clinical outcomes when they overlap (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). Clinical management complexity markedly increases among patients diagnosed simultaneously with HF and AF (HF + AF). On one hand, HF patients exhibit heightened sensitivity to fluctuations in heart rate and hemodynamics (<xref ref-type="bibr" rid="B7">7</xref>); on the other hand, persistent or recurrent AF exacerbates cardiac dysfunction, establishing a detrimental cycle of disease progression (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). Consequently, optimization of therapeutic approaches for this high-risk cohort remains a significant clinical challenge.</p>
<p>Currently, therapeutic strategies available for managing HF + AF primarily encompass catheter ablation, rhythm control (RhC), rate control (RC), and combined rhythm and rate control (Rh + RC). CA frequently utilizes irrigated-tip radiofrequency ablation catheters, designed to cool the catheter-tissue interface to achieve deeper, well-demarcated lesions and to allow the application of higher energy, thus minimizing thromboembolic complications during left atrial procedures (<xref ref-type="bibr" rid="B10">10</xref>). CA seeks to restore and maintain sinus rhythm, demonstrating significant symptomatic improvement and enhanced exercise capacity (<xref ref-type="bibr" rid="B11">11</xref>). Although AF notably increases stroke risk and mortality, the capacity of CA to mitigate these risks and improve long-term survival remains inconclusive. Nonetheless, large observational series have reported notably low post-ablation stroke incidences (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>RhC principally involves antiarrhythmic drugs (AADs) (such as amiodarone or sotalol) to achieve and maintain sinus rhythm. However, this strategy frequently yields suboptimal efficacy, as pharmacological interventions alone do not fully address the underlying electrophysiological substrate initiating and perpetuating AF (<xref ref-type="bibr" rid="B13">13</xref>). Additionally, AADs are associated with significant proarrhythmic potential and high discontinuation rates driven by adverse events (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>RC, primarily utilizing beta-blockers, calcium channel blockers, or digoxin, targets ventricular rate reduction to alleviate the cardiac load of HF. Previous evidence from major trials indicated that pharmacological rhythm control alone offered no clear survival advantage over rate control in patients with AF (<xref ref-type="bibr" rid="B16">16</xref>). Conversely, Rh + RC strategies have emerged as supplementary or alternative therapeutic options when monotherapies are insufficient (<xref ref-type="bibr" rid="B17">17</xref>). Nevertheless, the comparative effectiveness and appropriate patient selection criteria for these therapies remain unclear: while some data favor CA or RhC for enhanced cardiac functional outcomes, other evidence suggests RC or combined modalities provide similar efficacy in specific patient subpopulations. Consequently, balancing therapeutic efficacy, safety profiles, procedural complexity, and patient tolerance remains a critical yet unresolved clinical issue (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Currently available randomized controlled trials (RCTs) and traditional meta-analyses typically offer limited or direct pairwise comparisons (e.g., CA vs. medical therapy for short-term endpoints, or RhC vs. RC strategies for rhythm maintenance and ventricular rate control), resulting in narrow evidence bases that limit comprehensive comparative assessment across CA, RhC, RC, and Rh + RC strategies within an integrated analytical framework.</p>
<p>Addressing this knowledge gap, the present investigation employs a comprehensive network meta-analysis (NMA) to systematically evaluate and comparatively assess the efficacy and safety profiles of CA, RhC, RC, and Rh + RC interventions in patients with HF complicated by AF. Leveraging robust direct and indirect comparisons among high-quality RCT data, our analysis aims to provide clinicians with an evidence-based, detailed framework for therapeutic decision-making. Ultimately, this study endeavors to advance personalized clinical management of HF + AF patients, promoting optimal and evidence-driven selection of therapeutic interventions tailored to specific patient populations.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="S2.SS1">
<label>2.1</label>
<title>Data sources and search strategy</title>
<p>This network meta-analysis (NMA) was performed following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension statement for network meta-analysis (PRISMA-NMA) guidelines. Given the limited availability of RCTs directly comparing different treatment modalities, we utilized a Bayesian network meta-analysis approach to rank therapeutic interventions based on indirect evidence, considering efficacy and safety outcomes such as adverse event incidences. To enhance transparency, reproducibility, and methodological rigor, the protocol was prospectively registered with the Prospective Register of Systematic Reviews (PROSPERO) (registration number: CRD420251012504). Systematic literature searches were conducted across PubMed, EMBASE, and the Cochrane Library databases from January 1, 2005, to March 1, 2025. Search terms incorporated MeSH and free-text keywords, including &#x201C;catheter ablation,&#x201D; &#x201C;radiofrequency,&#x201D; &#x201C;CA,&#x201D; &#x201C;ablation,&#x201D; &#x201C;atrial fibrillation,&#x201D; &#x201C;auricular fibrillation,&#x201D; &#x201C;atrium fibrillation,&#x201D; &#x201C;AF,&#x201D; &#x201C;heart failure,&#x201D; &#x201C;cardiac failure,&#x201D; &#x201C;myocardial failure,&#x201D; &#x201C;heart decompensation,&#x201D; &#x201C;left ventricular systolic dysfunction,&#x201D; and &#x201C;left ventricular diastolic dysfunction.&#x201D; The search code was used for all analyses in the review as presented in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 2</xref>.</p>
</sec>
<sec id="S2.SS2">
<label>2.2</label>
<title>Selection criteria</title>
<sec id="S2.SS2.SSS1">
<label>2.2.1</label>
<title>Inclusion criteria</title>
<p>(1) RCTs enrolling adult patients explicitly diagnosed with HF complicated by AF. (2) Trials examining at least one of the following therapeutic strategies: CA, RhC, RC, Rh + RC (3) Comparator groups could include placebo, standard medical therapy, or any aforementioned intervention. Direct comparisons between multiple therapeutic strategies within a single RCT were not mandatory. (4) Studies reporting clearly on at least one predefined outcome measure: All-cause mortality, Hospitalization for HF, AF recurrence rate, Changes in LVEF, Changes in BNP or NT-proBNP levels, MLHFQ score, Incidence of adverse events.</p>
</sec>
<sec id="S2.SS2.SSS2">
<label>2.2.2</label>
<title>Exclusion criteria</title>
<p>(1) Non-randomized study designs (e.g., observational, cohort, or case-control studies). (2) RCTs not explicitly recruiting patients with concurrent HF and AF diagnoses. (3) Interventions not aligning clearly within the defined four therapeutic modalities. (4) RCTs failing to provide clear outcome data on at least one required parameter as specified above. (5) Reviews, case reports, animal studies, or non-original research articles.</p>
<p>The categorization of combined rhythm and rate control (Rh + RC) was determined based on intervention descriptions in the original RCTs. In studies where patients received both antiarrhythmic drugs and rate-controlling agents concurrently as part of the experimental protocol, we classified them into the Rh + RC group. This classification was pre-specified in our protocol and applied consistently across included studies.</p>
<p>Eligible trials underwent initial screening based on titles and abstracts, followed by independent verification by two reviewers to ensure accurate inclusion of the most recent data.</p>
</sec>
</sec>
<sec id="S2.SS3">
<label>2.3</label>
<title>Data extraction and quality assessment</title>
<p>Two independent reviewers (HG and JL) systematically evaluated the eligibility of the studies and performed data extraction using a standardized data collection form. Extracted information included the first author&#x2019;s name, year of publication, sample size, randomization method, median age and sex distribution in both intervention and control groups, and detailed descriptions of therapeutic interventions. Any disagreements encountered during study selection or data extraction were resolved through discussion or consultation with a third investigator (AL).</p>
<p>Study quality and methodological rigor were independently assessed by two additional reviewers (LX and DS) using the revised Cochrane Risk of Bias tool (ROB 2.0). This tool evaluates the risk of bias across five key domains: randomization process, deviations from intended interventions, missing outcome data, measurement of outcomes, and selective reporting of results. Each domain was rated as &#x201C;low risk,&#x201D; &#x201C;some concerns,&#x201D; or &#x201C;high risk.&#x201D; Discrepancies in quality ratings were discussed thoroughly, and a consensus was reached following consultation with a senior investigator (QW). Data extracted from the included studies and used for all analyses in the review are presented in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>PRISMA (preferred reporting items for systematic reviews and meta-analyses) flow diagram for selection and inclusion of the studies via databases. Latest search date: Mar, 2025. Process followed PRISMA-NMA guidelines; final inclusion of 16 RCTs after screening.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g001.tif">
<alt-text content-type="machine-generated">Flowchart outlining study identification via databases and registers. Initially, 1,630 records were identified from PubMed, Embase, and Cochrane Library. After removing 273 duplicates, 1,357 records were screened. Of these, 519 were excluded due to irrelevance, being reviews, case reports, or animal experiments. From 838 remaining, 659 not being randomized controlled trials (RCTs) were excluded. 179 reports were assessed for eligibility, with 163 excluded for not evaluating desired outcomes. Ultimately, 16 RCTs were included in the review.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S2.SS4">
<label>2.4</label>
<title>Statistical analysis</title>
<p>All Bayesian network meta-analyses were performed using Stata software (Version 17.0, StataCorp) following PRISMA-NMA guidance. Binary outcomes were summarized using RRs with 95% CIs, while continuous outcomes were expressed as MDs with 95% CIs. SMDs were utilized when outcome measures were reported with differing measurement units among studies.</p>
<p>Network geometry plots were constructed, with node sizes proportional to sample sizes per intervention, and connecting line thicknesses representing the number of direct comparisons between treatment pairs. For networks lacking closed loops, consistency models were directly applied. For networks with closed loops, inconsistency tests were performed. If <italic>P</italic> &#x003E; 0.05, the consistency model was retained; otherwise, subgroup and meta-regression analyses were conducted. SUCRA values were calculated to rank interventions.</p>
<p>Quantitative heterogeneity metrics (such as &#x03C4;<sup>2</sup> or I<sup>2</sup>) and MCMC convergence diagnostics were not performed due to limitations in the modeling framework implemented in Stata. Nevertheless, model stability and consistency were evaluated based on predefined thresholds for inconsistency testing, and no evidence of major instability was observed.</p>
<p>Loop-specific inconsistency was also assessed using inconsistency factors and corresponding 95% CIs. If the CI included zero, direct and indirect evidence were considered consistent. Finally, comparison-adjusted funnel plots were used to assess publication bias and small-study effects.</p>
<p>The risk of bias of included RCTs was assessed using the Cochrane Risk of Bias 2.0 tool across five domains: randomization process, deviations from intended interventions, missing outcome data, measurement of outcomes, and selection of reported results. Publication bias and small-study effects were evaluated through visual inspection of comparison-adjusted funnel plots across all major outcomes.</p>
<p>To assess the certainty of evidence for each primary outcome (LVEF, BNP, MLHFQ, all-cause mortality, HF hospitalization, AF recurrence, and adverse events), we applied the GRADE approach, considering risk of bias, inconsistency, indirectness, imprecision, and publication bias. The quality of evidence was rated as high, moderate, low, or very low, and summarized using a Summary of Findings (SoF) table generated via GRADEpro GDT. The complete table is presented in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 3</xref>.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="S3.SS1">
<label>3.1</label>
<title>Systematic review and characteristics of the included studies</title>
<p>The search initially yielded 1,357 records. After screening and deduplication, 179 full-text articles were assessed, and 16 RCTs met the inclusion criteria. Eventually, 16 RCTs met our predefined inclusion criteria and were thus incorporated into this NMA (<xref ref-type="fig" rid="F1">Figure 1</xref>). These selected trials collectively enrolled a total of 5,721 patients randomly allocated to one of the following intervention groups: CA, RhC, RC, Rh + RC, or other conventional therapies. <xref ref-type="table" rid="T1">Table 1</xref> summarizes the detailed baseline characteristics and intervention details for all included studies. Baseline AF type and comorbidity profiles are summarized in <xref ref-type="table" rid="T1">Table 1</xref> to contextualize treatment heterogeneity.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Characteristics of the included studies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">First author</th>
<th valign="top" align="center">Intervention group sample size</th>
<th valign="top" align="center">Control group sample size</th>
<th valign="top" align="center">Year</th>
<th valign="top" align="center">Follow-up duration, months</th>
<th valign="top" align="center">Median age (experimental group)</th>
<th valign="top" align="center">Median age (control group)</th>
<th valign="top" align="center">Male/<break/> female (experimental group)</th>
<th valign="top" align="center">Male/<break/> female (control group)</th>
<th valign="top" align="center">Intervention arm</th>
<th valign="top" align="center">Control arm</th>
<th valign="top" align="center">Control strategy</th>
<th valign="top" align="center">AF type</th>
<th valign="top" align="center">Country</th>
<th valign="top" align="center">Comorbidities</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Nassir F. Marrouche (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="center">179</td>
<td valign="top" align="center">184</td>
<td valign="top" align="center">2018</td>
<td valign="top" align="center">37.8</td>
<td valign="top" align="center">63.67 &#x00B1; 11.11</td>
<td valign="top" align="center">64.5 &#x00B1; 12.96</td>
<td valign="top" align="center">156/23</td>
<td valign="top" align="center">155/29</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control +<break/> rhythm control</td>
<td valign="top" align="center">AADS +<break/> &#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">Paroxysmal 48.6%<break/> Persistent 51.4%</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">HTN: 65%, DM: 25%, CAD: 18%</td>
</tr>
<tr>
<td valign="top" align="left">Douglas L. Packer (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="center">378</td>
<td valign="top" align="center">400</td>
<td valign="top" align="center">2021</td>
<td valign="top" align="center">48.5</td>
<td valign="top" align="center">68 &#x00B1; 6.4</td>
<td valign="top" align="center">67 &#x00B1; 6.2</td>
<td valign="top" align="center">207/171</td>
<td valign="top" align="center">226/174</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control +<break/> rhythm control</td>
<td valign="top" align="center">AADS +<break/> &#x03B2;-blockers</td>
<td valign="top" align="center">Predominantly persistent</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">HTN: 71%, DM: 28%, CAD: 20%</td>
</tr>
<tr>
<td valign="top" align="left">Ratika Parkash (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="center">214</td>
<td valign="top" align="center">197</td>
<td valign="top" align="center">2022</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">66.33 &#x00B1; 9.63</td>
<td valign="top" align="center">67.33 &#x00B1; 9.63</td>
<td valign="top" align="center">157/57</td>
<td valign="top" align="center">148/49</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">36% paroxysmal, 64% persistent</td>
<td valign="top" align="center">Canada</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Karl-Heinz Kuck (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">72</td>
<td valign="top" align="center">2019</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">65 &#x00B1; 8</td>
<td valign="top" align="center">65 &#x00B1; 8</td>
<td valign="top" align="center">60/8</td>
<td valign="top" align="center">66/6</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control +<break/> rhythm control</td>
<td valign="top" align="center">AADS +<break/> &#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">36.9% paroxysmal, 63.1% persistent</td>
<td valign="top" align="center">Germany</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Ross J. Hunter (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">2014</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">59.0 &#x00B1; 10.0</td>
<td valign="top" align="center">61.0 &#x00B1; 9.0</td>
<td valign="top" align="center">23/3</td>
<td valign="top" align="center">21/3</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">UK</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Luigi Di Biase (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">101</td>
<td valign="top" align="center">2016</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">62 &#x00B1; 10</td>
<td valign="top" align="center">60 &#x00B1; 11</td>
<td valign="top" align="center">77/25</td>
<td valign="top" align="center">74/27</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rhythm control</td>
<td valign="top" align="center">AADS</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">HTN: 67%, DM: 24%</td>
</tr>
<tr>
<td valign="top" align="left">David G. Jones (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">2013</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">64 &#x00B1; 10</td>
<td valign="top" align="center">62 &#x00B1; 9</td>
<td valign="top" align="center">21/5</td>
<td valign="top" align="center">24/2</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers/<break/> digoxin</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">UK</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Michael R. MacDonald (<xref ref-type="bibr" rid="B26">26</xref>)</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">2011</td>
<td valign="top" align="center">6.9 &#x00B1; 0.9</td>
<td valign="top" align="center">62.3 &#x00B1; 6.7</td>
<td valign="top" align="center">64.4 &#x00B1; 8.3</td>
<td valign="top" align="center">17/5</td>
<td valign="top" align="center">15/4</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers/<break/> digoxin</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">UK</td>
<td valign="top" align="center">HTN: 48%, Stroke/TIA: 11%</td>
</tr>
<tr>
<td valign="top" align="left">Christian Sohns (<xref ref-type="bibr" rid="B27">27</xref>)</td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">2023</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">62 &#x00B1; 12</td>
<td valign="top" align="center">65 &#x00B1; 10</td>
<td valign="top" align="center">85/12</td>
<td valign="top" align="center">72/25</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control +<break/> rhythm control</td>
<td valign="top" align="center">AADS +<break/> &#x03B2;-blockers</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">Germany</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">R J Shelton (<xref ref-type="bibr" rid="B28">28</xref>)</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">2009</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">74.2 &#x00B1; 8.0</td>
<td valign="top" align="center">75.9 &#x00B1; 11.8</td>
<td valign="top" align="center">26/4</td>
<td valign="top" align="center">25/6</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">Not reported</td>
<td valign="top" align="center">UK</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Chieng D (<xref ref-type="bibr" rid="B29">29</xref>)</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">2023</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">65.5 &#x00B1; 7.6</td>
<td valign="top" align="center">66.7 &#x00B1; 7.9</td>
<td valign="top" align="center">8/8</td>
<td valign="top" align="center">7/8</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control +<break/> rhythm control</td>
<td valign="top" align="center">AADS +<break/> &#x03B2;-blockers</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">Australia</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Ronald S. Freudenberger (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="center">1661</td>
<td valign="top" align="center">1650</td>
<td valign="top" align="center">2007</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">69.0 &#x00B1; 9.0</td>
<td valign="top" align="center">69.0 &#x00B1; 9.0</td>
<td valign="top" align="center">1230/431</td>
<td valign="top" align="center">1221/429</td>
<td valign="top" align="center">Rhythm control</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">29.2% paroxysmal, 70.8% persistent</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Rosita Zakeri (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">2022</td>
<td valign="top" align="center">94</td>
<td valign="top" align="center">60 &#x00B1; 11</td>
<td valign="top" align="center">63 &#x00B1; 11</td>
<td valign="top" align="center">46/6</td>
<td valign="top" align="center">47/3</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">12% paroxysmal, 88% persistent</td>
<td valign="top" align="center">UK</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Akira Fukui (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">2020</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">70 &#x00B1; 8</td>
<td valign="top" align="center">71 &#x00B1; 13</td>
<td valign="top" align="center">23/12</td>
<td valign="top" align="center">32/18</td>
<td valign="top" align="center">Catheter ablation</td>
<td valign="top" align="center">Rate control +<break/> rhythm control</td>
<td valign="top" align="center">AADS +<break/> &#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">Japan</td>
<td valign="top" align="center">NR</td>
</tr>
<tr>
<td valign="top" align="left">Vincent E. Hagens (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="center">131</td>
<td valign="top" align="center">130</td>
<td valign="top" align="center">2005</td>
<td valign="top" align="center">27.6</td>
<td valign="top" align="center">69 &#x00B1; 8</td>
<td valign="top" align="center">69 &#x00B1; 9</td>
<td valign="top" align="center">85/46</td>
<td valign="top" align="center">85/45</td>
<td valign="top" align="center">Rhythm control</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">100% persistent</td>
<td valign="top" align="center">Netherlands</td>
<td valign="top" align="center">HTN: 54%, DM: 15%, LVH: 20%</td>
</tr>
<tr>
<td valign="top" align="left">Denis Roy (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="center">682</td>
<td valign="top" align="center">694</td>
<td valign="top" align="center">2008</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">66 &#x00B1; 11</td>
<td valign="top" align="center">67 &#x00B1; 11</td>
<td valign="top" align="center">532/150</td>
<td valign="top" align="center">590/104</td>
<td valign="top" align="center">Rhythm control</td>
<td valign="top" align="center">Rate control</td>
<td valign="top" align="center">&#x03B2;-blockers +<break/> digoxin</td>
<td valign="top" align="center">not reported</td>
<td valign="top" align="center">Canada</td>
<td valign="top" align="center">HTN: 63%, DM: 18%, CAD: 32%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control; HTN, Hypertension; DM, Diabetes Mellitus; CAD, Coronary Artery Disease; LVH, Left Ventricular Hypertrophy; TIA, Transient Ischemic Attack; NR, Not reported. Percentages indicate the proportion of patients within each study arm.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Methodological quality evaluation utilizing the revised Cochrane Risk of Bias (ROB 2.0) tool indicated some variability among the 16 included RCTs. Seven studies demonstrated an overall low risk of bias, indicating robust methodological rigor and credible results. However, eight studies exhibited &#x201C;some concerns,&#x201D; predominantly stemming from ambiguity or insufficient details regarding the randomization process, deviations from intended interventions, or selective outcome reporting. Additionally, one study was assessed as high risk due to significant concerns in the randomization methodology and selective reporting of outcomes. Although the overall bias level was acceptable, these findings underscore the importance of interpreting the synthesized evidence cautiously, acknowledging potential methodological variability. <xref ref-type="fig" rid="F2">Figure 2</xref> provides detailed visual summaries of each study&#x2019;s risk-of-bias assessment.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Detailed quality assessment results. Cochrane ROB 2.0 tool was used; green = low risk, yellow = partial risk, red = high risk.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g002.tif">
<alt-text content-type="machine-generated">Risk of bias assessment table for various studies, showing categories like randomization, interventions, and outcomes. Each study is rated as low risk (green plus), some concerns (yellow question mark), or high risk (red question mark). The table includes studies from 2005 to 2023, with overall ratings on the rightmost column.</alt-text>
</graphic>
</fig>
<p>Notably, critical outcomes were inconsistently reported: All-cause mortality: 100% of studies (16/16); HF hospitalization: 87% of studies (14/16); Cardiovascular death: 31% (5/16); Stroke: 19% (3/16) (for details, see <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 4</xref>: End-of-study reports). This precluded subgroup NMA for underreported outcomes.</p>
</sec>
<sec id="S3.SS2">
<label>3.2</label>
<title>Network meta-analyses</title>
<sec id="S3.SS2.SSS1">
<label>3.2.1</label>
<title>LVEF outcome</title>
<p>Ten RCTs involving four intervention strategies (CA, RhC, RC, Rh + RC) reported outcomes related to LVEF improvement. The corresponding network diagram depicting intervention relationships is shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>. As no closed loops existed within this specific network, inconsistency evaluation was not feasible, and a consistency model was directly employed.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Network diagrams illustrating different drug interventions for the included subjects. <bold>(A)</bold> LVEF network diagram. <bold>(B)</bold> BNP network diagram. <bold>(C)</bold> MLHFQ network diagram. <bold>(D)</bold> All-cause Mortality network diagram. <bold>(E)</bold> Hospitalization for HF network diagram. <bold>(F)</bold> AF Recurrence Rate network diagram. <bold>(G)</bold> Adverse Events network diagram. Node size is proportional to the total sample size for each intervention. Line thickness represents the number of direct comparisons between interventions. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g003.tif">
<alt-text content-type="machine-generated">Seven parallel mechanism diagrams labeled A to G illustrate different configurations. Each diagram features three nodes connected by lines: RC, Rh+RC, and CA. The variations involve different arrangements of line connections between these nodes, forming various triangular and linear structures.</alt-text>
</graphic>
</fig>
<p>Network meta-analysis revealed significant LVEF improvement with CA compared to RC (MD = 0.34, 95% CI: 0.17&#x2013;0.50) and Rh + RC (MD = 0.62, 95% CI: 0.47&#x2013;0.77). Additionally, CA displayed a non-significant trend toward superior outcomes relative to RhC (MD = 0.28, 95% CI: 0.00&#x2013;0.56). RhC showed significant superiority over Rh + RC (MD = 0.34, 95% CI: 0.02&#x2013;0.65), whereas no notable difference emerged between RhC and RC (MD = 0.06, 95% CI: &#x2013;0.26&#x2013;0.38). Finally, RC resulted in a significantly greater LVEF improvement compared to Rh + RC (MD = 0.28, 95% CI: 0.06&#x2013;0.50) (<xref ref-type="fig" rid="F4">Figure 4A</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Rankograms illustrating comparative efficacy and safety of therapeutic strategies across various clinical outcomes based on Bayesian network meta-analysis. <bold>(A)</bold> Standardized mean differences (SMD) with 95% confidence intervals (CI) for brain natriuretic peptide (BNP) levels (blue upper triangle region) and left ventricular ejection fraction (LVEF) (yellow lower triangle region). An SMD &#x003C; 0.00 for BNP indicates superior treatment efficacy, whereas an SMD &#x003E; 0.00 for LVEF indicates improved cardiac function. <bold>(B)</bold> SMD and 95% CI for Minnesota Living with Heart Failure Questionnaire (MLHFQ) quality-of-life scores. An SMD &#x003C; 0.00 indicates a more favorable improvement in quality of life. <bold>(C)</bold> Odds ratios (OR) with 95% CI for heart failure-related hospitalization rates (blue upper triangle region) and all-cause mortality rates (yellow lower triangle region). An OR &#x003C; 1.00 indicates reduced risk for both hospitalization and mortality, representing better clinical outcomes. <bold>(D)</bold> OR and 95% CI for adverse events (blue upper triangle region) and atrial fibrillation (AF) recurrence rates (yellow lower triangle region). An OR &#x003C; 1.00 indicates lower risk of adverse events or AF recurrence, representing improved safety and efficacy profiles. OR, Odds ratio; SMD, Standardized mean difference; CI, Confidence interval; SUCRA, Surface under the cumulative ranking curve, a probability-based ranking (0&#x2013;100%) for efficacy. Interpretation: OR &#x003C; 1.00 indicates reduced risk; SMD &#x003E; 0 favors treatment benefit. SUCRA (Surface Under the Cumulative Ranking Curve) represents the probability (%) that a given intervention is the most effective among all compared strategies.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g004.tif">
<alt-text content-type="machine-generated">Five-panel diagram comparing different treatments across metrics. Panel A (BNP) ranks CA first, Rh+RC second, and RC third. Panel B (MLHFQ) shows CA as first, RhC second. Panel C (Heart Failure Hospitalization) has Rh+RC first, CA second. Panel D (Serious Adverse Events) places Rh+RC first, RC second. Final panel (Atrial Fibrillation Recurrence Rate) ranks CA first, RC second. Each panel includes numerical ranges and ranks indicated by colored circles.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS2.SSS2">
<label>3.2.2</label>
<title>BNP outcome</title>
<p>Six RCTs evaluating three interventions (CA, RC, Rh + RC) provided data on BNP reduction. Network topology is illustrated in <xref ref-type="fig" rid="F3">Figure 3B</xref>. Given the absence of closed loops, the consistency model was directly applied without further inconsistency assessment.</p>
<p>The pooled analysis indicated CA markedly reduced BNP levels compared with RC (MD = &#x2013;0.56, 95% CI: &#x2013;0.72 to &#x2013;0.39) and Rh + RC (MD = &#x2013;0.35, 95% CI: &#x2013;0.65 to &#x2013;0.04). No statistically significant difference in BNP reduction was observed between Rh + RC and RC (MD = &#x2013;0.21, 95% CI: &#x2013;0.56 to 0.14) (<xref ref-type="fig" rid="F4">Figure 4A</xref>).</p>
</sec>
<sec id="S3.SS2.SSS3">
<label>3.2.3</label>
<title>MLHFQ score outcome</title>
<p>Six RCTs including CA, RhC, RC, and Rh + RC interventions reported quality-of-life outcomes; the associated network structure appears in <xref ref-type="fig" rid="F3">Figure 3C</xref>. Without closed loops, a consistency model was directly employed.</p>
<p>Compared to Rh + RC (MD = &#x2013;0.60, 95% CI: &#x2013;0.78 to &#x2013;0.43) and RC (MD = &#x2013;0.24, 95% CI: &#x2013;0.42 to &#x2013;0.05), CA significantly improved patient quality-of-life scores. Similarly, RhC was superior to Rh + RC (MD = &#x2013;0.61, 95% CI: &#x2013;1.18 to &#x2013;0.05). However, no statistically significant differences emerged in pairwise comparisons between RhC and CA (MD = 0.01, 95% CI: &#x2013;0.53&#x2013;0.55) or RhC and RC (MD = &#x2013;0.25, 95% CI: &#x2013;0.75&#x2013;0.26). Additionally, RC led to significant quality-of-life improvements relative to Rh + RC (MD = &#x2013;0.37, 95% CI: &#x2013;0.62 to &#x2013;0.11) (<xref ref-type="fig" rid="F4">Figure 4B</xref>).</p>
</sec>
<sec id="S3.SS2.SSS4">
<label>3.2.4</label>
<title>All-cause mortality outcome</title>
<p>Eleven RCTs reporting all four intervention strategies (CA, RhC, RC, Rh + RC) were analyzed. The resulting network comprised closed loops, thus enabling inconsistency assessment; the associated network structure appears in <xref ref-type="fig" rid="F3">Figure 3D</xref>. Global inconsistency testing yielded non-significant results (<italic>P</italic> &#x2265; 0.05), supporting the appropriateness of the consistency model. Loop-specific inconsistency factors were minimal, and their respective 95% CIs included zero, affirming consistency.</p>
<p>In the analysis, CA significantly reduced all-cause mortality compared with Rh + RC (OR = 0.58, 95% CI: 0.42&#x2013;0.80). Pairwise comparisons among the other interventions&#x2014;CA vs. RC (OR = 0.81, 95% CI: 0.60&#x2013;1.10), CA vs. RhC (OR = 0.76, 95% CI: 0.52&#x2013;1.12), RC vs. RhC (OR = 0.94, 95% CI: 0.74&#x2013;1.19), RC vs. Rh + RC (OR = 0.71, 95% CI: 0.46&#x2013;1.11), and RhC vs. Rh + RC (OR = 0.76, 95% CI: 0.46&#x2013;1.26)&#x2014;did not demonstrate statistically significant differences (<xref ref-type="fig" rid="F4">Figure 4C</xref>).</p>
<p>Kaplan-Meier survival curves from the CABANA-HF (<xref ref-type="bibr" rid="B20">20</xref>) subgroup demonstrated superior long-term survival with catheter ablation versus medical therapy in <xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>. At 48.5-month follow-up: All-cause mortality: HR = 0.82, 95% CI: 0.74&#x2013;0.91, log-rank (<italic>P</italic> = 0.003). Cardiovascular mortality: HR = 0.79, 95% CI: 0.70&#x2013;0.89.</p>
</sec>
<sec id="S3.SS2.SSS5">
<label>3.2.5</label>
<title>Hospitalization for HF outcome</title>
<p>Nine RCTs reporting CA, RhC, RC, and Rh + RC formed a network with closed loops (<xref ref-type="fig" rid="F3">Figure 3E</xref>). Inconsistency assessment confirmed acceptable consistency (<italic>P</italic> &#x2265; 0.05), and loop-specific inconsistency analyses revealed no significant concerns.</p>
<p>Network meta-analysis results indicated CA significantly lowered the risk of hospitalization due to HF compared to Rh + RC (OR = 0.62, 95% CI: 0.40&#x2013;0.96). Other comparisons&#x2014;CA vs. RC (OR = 0.75, 95% CI: 0.51&#x2013;1.10), CA vs. RhC (OR = 0.71, 95% CI: 0.47&#x2013;1.09), RC vs. RhC (OR = 0.95, 95% CI: 0.68&#x2013;1.33), RC vs. Rh + RC (OR = 0.82, 95% CI: 0.45&#x2013;1.49), and RhC vs. Rh + RC (OR = 0.86, 95% CI: 0.47&#x2013;1.60)&#x2014;were not statistically significant (<xref ref-type="fig" rid="F4">Figure 4C</xref>).</p>
</sec>
<sec id="S3.SS2.SSS6">
<label>3.2.6</label>
<title>AF recurrence rate outcome</title>
<p>Six RCTs incorporating CA, RhC, RC, and Rh + RC allowed closed-loop analysis in <xref ref-type="fig" rid="F3">Figure 3F</xref>, with inconsistency testing confirming consistency (P &#x2265; 0.05).</p>
<p>Although numerical trends favored CA (OR = 0.51, 95% CI: 0.17&#x2013;1.51) and RhC (OR = 0.81, 95% CI: 0.22&#x2013;3.01) in reducing AF recurrence, none reached statistical significance (<xref ref-type="fig" rid="F4">Figure 4D</xref>).</p>
</sec>
<sec id="S3.SS2.SSS7">
<label>3.2.7</label>
<title>Adverse events outcome</title>
<p>Six RCTs involving CA, RhC, RC, and Rh + RC reported adverse event outcomes. As no closed loops were formed, inconsistency testing was unnecessary, and a direct consistency model was utilized (<xref ref-type="fig" rid="F3">Figure 3G</xref>).</p>
<p>Despite minor numerical variations in adverse event incidences, statistical analyses revealed no significant differences in safety profiles across CA, RhC, RC, and Rh + RC treatment strategies (<xref ref-type="fig" rid="F4">Figure 4D</xref>).</p>
</sec>
</sec>
<sec id="S3.SS3">
<label>3.3</label>
<title>Rank analysis</title>
<sec id="S3.SS3.SSS1">
<label>3.3.1</label>
<title>LVEF outcome</title>
<p>Bayesian ranking analysis (<xref ref-type="fig" rid="F5">Figure 5</xref>) revealed that catheter ablation (CA) had the highest probability (97.7%) of ranking first in improving LVEF, thus demonstrating superior efficacy among evaluated strategies. Rhythm control (RhC) followed with a cumulative probability of 2.3%, whereas rate control (RC) and combined rhythm and rate control (Rh + RC) showed minimal likelihood (0.0%) of achieving the highest position.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Bayesian rankogram illustrating the efficacy of different therapeutic strategies on LVEF levels in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g005.tif">
<alt-text content-type="machine-generated">Four line graphs showing cumulative probabilities against rank for different treatments: CA, RC, Rh+RC, and RhC. CA remains near horizontal at high probabilities, while RC and RhC show a gradual increase. Rh+RC is mostly horizontal at low values. Each graph is titled with the treatment name.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS3.SSS2">
<label>3.3.2</label>
<title>BNP outcome</title>
<p>CA exhibited the greatest probability (98.8%) of being ranked first in BNP reduction, signifying superior treatment effectiveness. Rh + RC was ranked second with a 1.2% probability, whereas RC had the lowest probability (0.0%), indicating the least favorable outcome (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Bayesian rankogram illustrating the efficacy of different therapeutic strategies on BNP levels in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g006.tif">
<alt-text content-type="machine-generated">Three line graphs display cumulative probabilities by treatment across ranks one to three. The top left graph labeled &#x201C;CA&#x201D; shows a flat line near one. The top right graph labeled &#x201C;RC&#x201D; has a gradual increase ending near one. The bottom graph labeled &#x201C;Rh+RC&#x201D; shows a steady diagonal increase to one.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS3.SSS3">
<label>3.3.3</label>
<title>Quality of life scores outcome</title>
<p>Bayesian ranking analysis indicated that rhythm control (RhC) was most likely to achieve the highest rank in reducing MLHFQ scores (implying greater improvement in quality of life), with a cumulative probability of 51.3%. CA closely followed at 48.5%, while RC ranked third with only a 0.2% likelihood. Conversely, Rh + RC performed poorest in terms of MLHFQ improvement, showing a 0.0% probability of securing the highest ranking (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Bayesian rankogram illustrating the efficacy of different therapeutic strategies on quality of life scores in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g007.tif">
<alt-text content-type="machine-generated">Four line graphs labeled A, B, C, and D show cumulative probabilities versus rank. Graphs A and D depict similar trends with steep increases between ranks 2 and 3. Graph B shows a significant increase from rank 3 to 4. Graph C remains mostly flat, indicating minimal change across ranks.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS3.SSS4">
<label>3.3.4</label>
<title>All-cause mortality outcome</title>
<p>Regarding reduction in all-cause mortality, CA had the highest probability (89.4%) of ranking first, followed by RC at 5.8% and RhC at 4.8%. Rh + RC exhibited the lowest probability (0.0%), reflecting least favorable performance for this clinical endpoint (<xref ref-type="fig" rid="F8">Figure 8</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Bayesian rankogram illustrating the efficacy of different therapeutic strategies on all-cause mortality in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g008.tif">
<alt-text content-type="machine-generated">Four line graphs display cumulative probabilities versus rank for different treatments: CA, RC, Rh+RC, and RhC. Each graph shows varying trends, with RC and RhC having steep increases, while CA and Rh+RC show gradual rises. Graphs are labeled by treatment.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS3.SSS5">
<label>3.3.5</label>
<title>Heart failure hospitalization outcome</title>
<p>CA emerged as the optimal strategy, with the highest cumulative probability (99.5%) of being ranked first in minimizing hospitalization rates. RhC (0.3%) and RC (0.1%) were moderately effective, whereas Rh + RC showed the lowest mean rank and probability (0.1%), indicating the least desirable outcome (<xref ref-type="fig" rid="F9">Figure 9</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption><p>Bayesian rankogram illustrating the efficacy of different therapeutic strategies on heart failure hospitalization in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g009.tif">
<alt-text content-type="machine-generated">Four line graphs compare cumulative probabilities against rank for different treatments: CA, RC, Rh+RC, and RhC. Each graph shows an upward trend with varied patterns of increase.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS3.SSS6">
<label>3.3.6</label>
<title>Atrial fibrillation recurrence outcome</title>
<p>CA demonstrated clear superiority in reducing AF recurrence, exhibiting a dominant probability of 99.7% of ranking first. RhC followed with a 0.3% probability. RC and Rh + RC had negligible probabilities (0.0%) of achieving the highest rank, denoting minimal effectiveness for this outcome (<xref ref-type="fig" rid="F10">Figure 10</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption><p>Bayesian rankogram illustrating the efficacy of different therapeutic strategies on atrial fibrillation recurrence in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC, Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g010.tif">
<alt-text content-type="machine-generated">Four line graphs show cumulative probabilities by rank for different treatments: CA, RC, Rh+RC, and RhC. Each graph demonstrates an increase in cumulative probabilities from rank one to four, with varying slopes. All graphs have the same axes labeled &#x201C;Cumulative Probabilities&#x201D; and &#x201C;Rank.&#x201D;</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS3.SSS7">
<label>3.3.7</label>
<title>Adverse events outcome</title>
<p>Safety analysis demonstrated no statistically significant differences among evaluated interventions concerning adverse event incidence. However, surface under the cumulative ranking curve (SUCRA) analysis suggested a slight numerical advantage in tolerability for Rh + RC. This trend did not reach statistical significance, likely attributable to limited sample sizes and inherent heterogeneity among the included studies. Given the clinical complexity in HF patients complicated by AF, therapeutic decisions should carefully consider individual patient profiles, procedural risks, and long-term outcome data. Future large-scale, multicenter randomized controlled trials are warranted to further clarify subtle differences in safety profiles among treatment strategies (<xref ref-type="fig" rid="F11">Figure 11</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption><p>Bayesian rankogram illustrating the safety of different therapeutic strategies used in patients. SUCRA (Surface Under the Cumulative Ranking Curve) values range from 0 to 100%, with higher values indicating greater probability of being the most effective strategy for the outcome. CA, Catheter ablation; RhC, Rhythm control; RC, Rate control; Rh + RC = Combined rhythm and rate control.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g011.tif">
<alt-text content-type="machine-generated">Four line graphs display cumulative probabilities versus rank for various treatments labeled CA, RC, Rh+RC, and RhC. CA and RC show a steep upward trend, while Rh+RC and RhC display a more gradual and stable trend.</alt-text>
</graphic>
</fig>
<p>Among the studies included, seven trials explicitly reported safety outcomes related to major bleeding and/or stroke. For instance, in the CABANA trial (<xref ref-type="bibr" rid="B19">19</xref>), the incidence of major bleeding was 3.2% in the catheter ablation group and 4.0% in the drug therapy group, while stroke occurred in 0.3% and 0.6% of patients, respectively. Similar patterns were observed in other studies such as Di Biase et al. (<xref ref-type="bibr" rid="B24">24</xref>) (2.5% bleeding, 1.2% stroke), Roy (<xref ref-type="bibr" rid="B34">34</xref>) (4.2% vs. 2.8% bleeding; 1.4% vs. 1.2% stroke), and Jones et al. (<xref ref-type="bibr" rid="B25">25</xref>) (5% bleeding in the ablation group). A quantitative summary is provided in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 5</xref>.</p>
</sec>
<sec id="S3.SS3.SSS8">
<label>3.3.8</label>
<title>Publication bias</title>
<p>Funnel plots were constructed for all key outcome measures&#x2014;LVEF, BNP, MLHFQ scores, all-cause mortality, hospitalization for heart failure, atrial fibrillation recurrence, and adverse events&#x2014;to visually inspect potential publication bias (<xref ref-type="fig" rid="F12">Figure 12</xref>).</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption><p>Funnel plots for clinical outcomes among patients undergoing different therapeutic strategies. <bold>(A)</bold> Funnel plot for LVEF; <bold>(B)</bold> funnel plot for BNP; <bold>(C)</bold> funnel plot for MLHFQ scores; <bold>(D)</bold> funnel plot for all-cause mortality; <bold>(E)</bold> funnel plot for heart failure-related hospitalization; <bold>(F)</bold> funnel plot for atrial fibrillation recurrence; <bold>(G)</bold> funnel plot for adverse events. Points represent individual studies; X-axis: Effect size (log OR for binary outcomes; SMD for continuous outcomes); Y-axis: Standard error (precision metric).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1656420-g012.tif">
<alt-text content-type="machine-generated">Seven funnel plots labeled A to G display the standard error of effect size against the effect size centered at comparison-specific pooled effect. Different colored points represent various comparisons, including CA vs RC, CA vs Rh + RC, CA vs RhC, and RC vs RhC. Solid lines indicate effect size, and dashed lines form a funnel shape in each plot, indicating graphical representation of meta-analysis heterogeneity.</alt-text>
</graphic>
</fig>
<p>Visual inspection revealed generally symmetric funnel plots for LVEF, BNP, MLHFQ scores, all-cause mortality, HF hospitalization, AF recurrence, and adverse events, with no obvious asymmetry or significant scattered outliers detected. This symmetric distribution pattern suggests a low likelihood of publication bias among the included randomized controlled trials, supporting the reliability and robustness of our meta-analysis findings.</p>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This Bayesian network meta-analysis, encompassing 19 RCTs and 3,471 patients, comprehensively compared the efficacy and safety of four therapeutic strategies&#x2014;Rh, CA, RC, and RhC&#x2014;in the treatment of AF with concurrent HF. Among these, RhC consistently demonstrated favorable outcomes, ranking highest for improving LVEF and reducing all-cause mortality. RC produced the greatest reduction in BNP, with RhC also performing well in this domain. Although the absolute improvement in LVEF with RhC was modest, even small gains have been associated with better NYHA class and exercise tolerance, indicating clinically meaningful benefits. RhC also showed the lowest incidence of adverse events, followed by Rh, suggesting good tolerability. These findings support the hypothesis that combining Rh and RC may yield synergistic effects, enhancing both cardiac function and patient survival.</p>
<p>Although the improvement in LVEF with CA was statistically significant, the absolute change&#x2014;ranging from 0.28 to 0.62&#x2014;remained modest. Nevertheless, such improvements have been linked to enhanced functional capacity, improved NYHA class, and better long-term prognosis in HF patients. Reductions in BNP observed with CA, particularly when compared to rate control and Rh + RC strategies, suggest improved myocardial stress profiles and potential reductions in the risk of decompensation and hospitalization. Thus, CA appears to confer both biomarker and clinical stability benefits.</p>
<p>CA demonstrated consistent superiority across multiple outcomes, including LVEF improvement, BNP reduction, and decreased rates of all-cause mortality, HF hospitalization, and AF recurrence. These results are consistent with prior conventional meta-analyses (<xref ref-type="bibr" rid="B35">35</xref>), which highlighted CA&#x2019;s favorable effects on cardiac function and prognosis. Unlike earlier studies focused on direct comparisons, our network meta-analysis employed a broader evidence base, allowing simultaneous assessment of multiple strategies. This approach strengthens the comparative foundation for recommending CA while clarifying the clinical role of pharmacological alternatives.</p>
<p>These findings are reinforced by time-to-event analyses from pivotal trials. In the CABANA-HF cohort (<xref ref-type="bibr" rid="B20">20</xref>), catheter ablation reduced all-cause mortality by 18% (HR 0.82, <italic>P</italic> = 0.003) over 4 years, aligning with our pooled OR of 0.58 for CA vs. Rh + RC. This consistency across analytic methods strengthens the evidence for CA&#x2019;s survival benefit.</p>
<p>CA and RhC also led to significant improvements in MLHFQ scores, reflecting enhanced patient-reported quality of life. Improvements in fatigue, physical function, and emotional wellbeing are particularly relevant in HF management. Notably, CA reduced all-cause mortality with an odds ratio of 0.58 compared to Rh + RC. Assuming a baseline mortality of 20%, this yields a number needed to treat (NNT) of approximately 10, suggesting a meaningful survival benefit.</p>
<p>Our findings are in line with the CASA-AF randomized trial series, particularly the studies by Haldar et al. (<xref ref-type="bibr" rid="B36">36</xref>) and Boyalla et al. (<xref ref-type="bibr" rid="B37">37</xref>), which compared CA and thoracoscopic surgical ablation (SA) in patients with long-standing persistent atrial fibrillation (LSPAF). Although these studies were not included in our analysis due to differences in intervention types, they reported that CA achieved comparable or superior outcomes in rhythm control, symptom relief, and cost-effectiveness, further supporting the utility of CA in complex AF populations.</p>
<p>While RhC and RC yielded intermediate benefits across several outcomes, they consistently underperformed relative to CA on composite endpoints. RhC also ranked lower in safety assessments, and RC did not demonstrate a clear advantage in tolerability. These findings underscore the need to tailor treatment choices to individual risk profiles and therapeutic objectives.</p>
<p>Heart failure-related hospitalizations represent a major burden for both patients and healthcare systems. The significant reduction in hospitalization rates observed with CA suggests its potential not only for rhythm control but also for stabilizing disease progression. This finding is consistent with results from CASA-AF trials by Haldar et al. (<xref ref-type="bibr" rid="B36">36</xref>) and Boyalla et al. (<xref ref-type="bibr" rid="B37">37</xref>), which reported improvements in quality-adjusted life years and symptom relief following CA.</p>
<p>Although CA and RhC showed trends toward reduced AF recurrence, statistical significance was not always achieved. Nonetheless, rhythm control remains clinically valuable. Maintaining sinus rhythm can alleviate AF-related symptoms, reduce thromboembolic risk, and enhance cardiac efficiency&#x2014;particularly beneficial in patients with concurrent HF.</p>
<p>Despite CA&#x2019;s superiority in clinical outcomes, it did not rank highest in safety metrics, highlighting the importance of careful patient selection, especially for those with multiple comorbidities. The CASA-AF program, including the health economic evaluations by Boyalla et al. (<xref ref-type="bibr" rid="B37">37</xref>) and Haldar et al. (<xref ref-type="bibr" rid="B38">38</xref>), demonstrated that CA was associated with fewer complications, shorter hospital stays, and superior cost-effectiveness compared to surgical ablation. Although our analysis did not reveal statistically significant differences in adverse event rates, SUCRA rankings suggested a slight safety edge for Rh + RC, indicating potential utility in high-risk groups.</p>
<p>A major limitation of our study is the absence of subgroup analyses based on HF phenotype (HFrEF, HFmrEF, HFpEF). Given the distinct pathophysiological mechanisms and differential treatment responses of these subtypes, this omission may obscure relevant heterogeneity. Unfortunately, most included RCTs lacked sufficient stratified data, precluding meaningful subgroup evaluation. Additionally, patients with HFmrEF were underrepresented, and tripartite classification was rarely reported. Future trials should address this gap by incorporating phenotype-specific data to guide more precise, individualized treatment recommendations.</p>
<p>A key strength of our analysis lies in its broad comparative scope, integrating both pharmacologic and invasive treatment strategies. By leveraging a Bayesian network meta-analytic approach, we synthesized a wide range of evidence to inform clinical decision-making and personalized care planning.</p>
<p>Our study employed rigorous methodological safeguards, including risk of bias assessment using ROB 2.0, GRADE grading of evidence certainty, and publication bias assessment via funnel plots. Most critical outcomes&#x2014;such as all-cause mortality, hospitalization, and LVEF&#x2014;were rated as having moderate to high certainty, supporting the credibility and clinical relevance of our conclusions.</p>
<p>Nonetheless, several limitations warrant consideration. First, the small number of direct head-to-head RCTs reduces confidence in certain indirect comparisons. Second, our inability to perform HF phenotype-specific analyses limits the applicability of findings to diverse patient populations. Third, most included trials lacked placebo control arms, constraining interpretation of absolute efficacy. Finally, the Bayesian network meta-analysis was conducted using Stata due to its accessibility and functional adequacy; however, it does not support reporting of heterogeneity indices (&#x03C4;<sup>2</sup>, I<sup>2</sup>) or convergence diagnostics (e.g., trace plots, Gelman&#x2013;Rubin statistics). Although we assessed consistency and robustness via SUCRA, the absence of formal MCMC diagnostics remains a methodological limitation. Future studies should consider dedicated Bayesian platforms like WinBUGS or JAGS to enhance analytic rigor.</p>
<p>Although we intended to present subgroup forest plots for key outcomes such as cardiovascular death, all-cause mortality, stroke, and heart failure hospitalization, we found that these endpoints were not uniformly reported across the included studies. Most trials only provided data on all-cause mortality and HF-related hospitalization, while cardiovascular death and stroke were either absent, inconsistently defined, or reported without sufficient subgroup stratification. This limitation restricted our ability to generate comprehensive and statistically valid forest plots for these outcomes.</p>
<p>Notably, only a few high-quality RCTs&#x2014;such as CABANA (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Di Biase et al. (<xref ref-type="bibr" rid="B24">24</xref>) and MacDonald et al. (<xref ref-type="bibr" rid="B26">26</xref>)&#x2014;provided a more complete set of safety and efficacy endpoints. However, the limited number of such studies and the heterogeneity in their definitions made subgroup synthesis and network connectivity infeasible for all four outcomes. Future clinical trials should strive for standardized endpoint reporting, especially for safety events like stroke and cardiovascular mortality, to support more robust subgroup analyses in network meta-analyses.</p>
<p>We echo recent consensus from the COMET initiative calling for standardized outcome reporting in AF-HF trials. Future studies should prioritize: Stratification by HF phenotype (HFrEF/HFpEF); Clear differentiation of stroke subtypes; Separate reporting of cardiovascular vs. non-cardiovascular death.</p>
<p>Although safety events such as major bleeding and stroke are of critical importance, they were inconsistently reported across the included studies. Only a limited number of trials provided event-level safety data with numerical details. Moreover, there was heterogeneity in definitions and follow-up periods. Therefore, we summarized available safety data in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 5</xref> for reference but did not include these outcomes in the quantitative network meta-analysis due to the risk of biased estimation. We encourage future trials to adopt standardized reporting of adverse events to facilitate more comprehensive comparative evaluations.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>This network meta-analysis provides robust evidence supporting the clinical superiority of CA over other evaluated strategies across critical outcomes, including enhanced cardiac function, reduced mortality, hospitalization, and AF recurrence among HF patients with concomitant AF. RhC and RC remain viable therapeutic alternatives for selected outcomes, while Rh + RC strategies may confer specific benefits in certain patient subsets, particularly in quality of life improvement. Clinical decision-making should integrate patient-specific comorbidities, procedural risks, and long-term outcomes data to optimize individualized care. Finally, our findings highlight the necessity for future large-scale, rigorously designed RCTs incorporating detailed subgroup analyses to further refine and enhance personalized treatment strategies for HF patients complicated by AF.</p>
</sec>
</body>
<back>
<sec id="S12" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="DS1">Supplementary material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="S6" sec-type="author-contributions">
<title>Author contributions</title>
<p>HG: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. JL: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KY: Writing &#x2013; original draft, Data curation. LX: Writing &#x2013; original draft, Data curation. DS: Writing &#x2013; original draft, Data curation. TL: Data curation, Writing &#x2013; original draft. QW: Writing &#x2013; review &#x0026; editing. AL: Writing &#x2013; review &#x0026; editing, Supervision, Validation.</p>
</sec>
<sec id="S8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="S10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmed.2025.1656420/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmed.2025.1656420/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>M</given-names></name> <name><surname>Johnston</surname> <given-names>S</given-names></name> <name><surname>Chu</surname> <given-names>B</given-names></name> <name><surname>Dalal</surname> <given-names>M</given-names></name> <name><surname>Schulman</surname> <given-names>K</given-names></name></person-group>. <article-title>Estimation of total incremental health care costs in patients with atrial fibrillation in the United States.</article-title> <source><italic>Circ Cardiovasc Qual Outcomes</italic>.</source> (<year>2011</year>) <volume>4</volume>:<fpage>313</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCOUTCOMES.110.958165</pub-id> <pub-id pub-id-type="pmid">21540439</pub-id></mixed-citation></ref>
<ref id="B2">
<label>2.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wei</surname> <given-names>C</given-names></name> <name><surname>Heidenreich</surname> <given-names>P</given-names></name> <name><surname>Sandhu</surname> <given-names>A</given-names></name></person-group>. <article-title>The economics of heart failure care.</article-title> <source><italic>Prog Cardiovasc Dis</italic>.</source> (<year>2024</year>) <volume>82</volume>:<fpage>90</fpage>&#x2013;<lpage>101</lpage>. <pub-id pub-id-type="doi">10.1016/j.pcad.2024.01.010</pub-id> <pub-id pub-id-type="pmid">38244828</pub-id></mixed-citation></ref>
<ref id="B3">
<label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Savarese</surname> <given-names>G</given-names></name> <name><surname>Becher</surname> <given-names>P</given-names></name> <name><surname>Lund</surname> <given-names>L</given-names></name> <name><surname>Seferovic</surname> <given-names>P</given-names></name> <name><surname>Rosano</surname> <given-names>G</given-names></name> <name><surname>Coats</surname> <given-names>A</given-names></name></person-group>. <article-title>Global burden of heart failure: a comprehensive and updated review of epidemiology.</article-title> <source><italic>Cardiovasc Res</italic>.</source> (<year>2023</year>) <volume>118</volume>:<fpage>3272</fpage>&#x2013;<lpage>87</lpage>. <pub-id pub-id-type="doi">10.1093/cvr/cvac013</pub-id> <pub-id pub-id-type="pmid">35150240</pub-id></mixed-citation></ref>
<ref id="B4">
<label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Members Writing Committee, Joglar</surname> <given-names>JA</given-names></name> <name><surname>Chung</surname> <given-names>MK</given-names></name> <name><surname>Armbruster</surname> <given-names>AL</given-names></name> <name><surname>Benjamin</surname> <given-names>EJ</given-names></name> <name><surname>Chyou</surname> <given-names>JY</given-names></name><etal/></person-group> <article-title>Correction to: 2023 ACC/AHA/ACCP/HRS guideline for the diagnosis and management of atrial fibrillation: a report of the American college of cardiology/American heart association joint committee on clinical practice guidelines.</article-title> <source><italic>J Am Coll Cardiol</italic>.</source> (<year>2024</year>) <volume>83</volume>:<fpage>109</fpage>&#x2013;<lpage>279</lpage>. <pub-id pub-id-type="doi">10.1016/j.jacc.2023.08.017</pub-id> <pub-id pub-id-type="pmid">38043043</pub-id></mixed-citation></ref>
<ref id="B5">
<label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Santhanakrishnan</surname> <given-names>R</given-names></name> <name><surname>Wang</surname> <given-names>N</given-names></name> <name><surname>Larson</surname> <given-names>M</given-names></name> <name><surname>Magnani</surname> <given-names>J</given-names></name> <name><surname>McManus</surname> <given-names>D</given-names></name> <name><surname>Lubitz</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Atrial fibrillation begets heart failure and vice versa: temporal associations and differences in preserved versus reduced ejection fraction.</article-title> <source><italic>Circulation</italic>.</source> (<year>2016</year>) <volume>133</volume>:<fpage>484</fpage>&#x2013;<lpage>92</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.115.018614</pub-id> <pub-id pub-id-type="pmid">26746177</pub-id></mixed-citation></ref>
<ref id="B6">
<label>6.</label><mixed-citation publication-type="web"><collab>European Heart Journal.</collab> <source><italic>2020 ESC Guidelines for the Diagnosis and Management of Atrial Fibrillation Developed in Collaboration with the European Association for Cardio-Thoracic Surgery (EACTS) | European Heart Journal | Oxford Academic.</italic></source> (<year>2025</year>). <comment>Available online at: <ext-link ext-link-type="uri" xlink:href="https://academic.oup.com/eurheartj/article/42/5/373/5899003?login=false">https://academic.oup.com/eurheartj/article/42/5/373/5899003?login=false</ext-link> (accessed March 30, 2025)</comment>.</mixed-citation></ref>
<ref id="B7">
<label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Buxton</surname> <given-names>A</given-names></name> <name><surname>Waxman</surname> <given-names>H</given-names></name> <name><surname>Marchlinski</surname> <given-names>F</given-names></name> <name><surname>Josephson</surname> <given-names>M</given-names></name></person-group>. <article-title>Atrial conduction: effects of extrastimuli with and without atrial dysrhythmias.</article-title> <source><italic>Am J Cardiol</italic>.</source> (<year>1984</year>) <volume>54</volume>:<fpage>755</fpage>&#x2013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1016/s0002-9149(84)80203-9</pub-id> <pub-id pub-id-type="pmid">6486024</pub-id></mixed-citation></ref>
<ref id="B8">
<label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Carlisle</surname> <given-names>M</given-names></name> <name><surname>Fudim</surname> <given-names>M</given-names></name> <name><surname>DeVore</surname> <given-names>A</given-names></name> <name><surname>Piccini</surname> <given-names>J</given-names></name></person-group>. <article-title>Heart failure and atrial fibrillation, like fire and fury.</article-title> <source><italic>JACC Heart Fail</italic>.</source> (<year>2019</year>) <volume>7</volume>:<fpage>447</fpage>&#x2013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchf.2019.03.005</pub-id> <pub-id pub-id-type="pmid">31146871</pub-id></mixed-citation></ref>
<ref id="B9">
<label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kotecha</surname> <given-names>D</given-names></name> <name><surname>Lam</surname> <given-names>C</given-names></name> <name><surname>Van Veldhuisen</surname> <given-names>D</given-names></name> <name><surname>Van Gelder</surname> <given-names>I</given-names></name> <name><surname>Voors</surname> <given-names>A</given-names></name> <name><surname>Rienstra</surname> <given-names>M</given-names></name></person-group>. <article-title>Heart failure with preserved ejection fraction and atrial fibrillation: vicious twins.</article-title> <source><italic>J Am Coll Cardiol</italic>.</source> (<year>2025</year>) <volume>68</volume>:<fpage>2217</fpage>&#x2013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1016/j.jacc.2016.08.048</pub-id> <pub-id pub-id-type="pmid">27855811</pub-id></mixed-citation></ref>
<ref id="B10">
<label>10.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nakagawa</surname> <given-names>H</given-names></name> <name><surname>Yamanashi</surname> <given-names>W</given-names></name> <name><surname>Pitha</surname> <given-names>J</given-names></name> <name><surname>Arruda</surname> <given-names>M</given-names></name> <name><surname>Wang</surname> <given-names>X</given-names></name> <name><surname>Ohtomo</surname> <given-names>K</given-names></name></person-group>. <article-title>Comparison of in vivo tissue temperature profile and lesion geometry for radiofrequency ablation with a saline-irrigated electrode versus temperature control in a canine thigh muscle preparation.</article-title> <source><italic>Circulation.</italic></source> (<year>1995</year>) <volume>91</volume>:<fpage>2264</fpage>&#x2013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1161/01.cir.91.8.2264</pub-id> <pub-id pub-id-type="pmid">7697856</pub-id></mixed-citation></ref>
<ref id="B11">
<label>11.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Virk</surname> <given-names>S</given-names></name> <name><surname>Bennett</surname> <given-names>R</given-names></name> <name><surname>Chow</surname> <given-names>C</given-names></name> <name><surname>Sanders</surname> <given-names>P</given-names></name> <name><surname>Kalman</surname> <given-names>J</given-names></name> <name><surname>Thomas</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Catheter ablation versus medical therapy for atrial fibrillation in patients with heart failure: a meta-analysis of randomised controlled trials.</article-title> <source><italic>Heart Lung Circ</italic>.</source> (<year>2019</year>) <volume>28</volume>:<fpage>707</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1016/j.hlc.2018.10.022</pub-id> <pub-id pub-id-type="pmid">30509786</pub-id></mixed-citation></ref>
<ref id="B12">
<label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Haegeli</surname> <given-names>L</given-names></name> <name><surname>Calkins</surname> <given-names>H</given-names></name></person-group>. <article-title>Catheter ablation of atrial fibrillation: an update.</article-title> <source><italic>Eur Heart J</italic>.</source> (<year>2014</year>) <volume>35</volume>:<fpage>2454</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1093/eurheartj/ehu291</pub-id> <pub-id pub-id-type="pmid">25053659</pub-id></mixed-citation></ref>
<ref id="B13">
<label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>H</given-names></name> <name><surname>Riedel</surname> <given-names>R</given-names></name> <name><surname>Oldemeyer</surname> <given-names>J</given-names></name> <name><surname>Rovang</surname> <given-names>K</given-names></name> <name><surname>Hee</surname> <given-names>T</given-names></name></person-group>. <article-title>Comparison of recurrence rates after direct-current cardioversion for new-onset atrial fibrillation in patients receiving versus those not receiving rhythm-control drug therapy.</article-title> <source><italic>Am J Cardiol</italic>.</source> (<year>2004</year>) <volume>93</volume>:<fpage>45</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.amjcard.2003.09.010</pub-id> <pub-id pub-id-type="pmid">14697464</pub-id></mixed-citation></ref>
<ref id="B14">
<label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fuster</surname> <given-names>V</given-names></name> <name><surname>Ryden</surname> <given-names>L</given-names></name> <name><surname>Cannom</surname> <given-names>D</given-names></name> <name><surname>Crinjis</surname> <given-names>H</given-names></name> <name><surname>Curtis</surname> <given-names>A</given-names></name> <name><surname>Ellenbogen</surname> <given-names>K</given-names></name></person-group>. <article-title>2011 ACCF/AHA/HRS focused updates incorporated into the ACC/AHA/ESC 2006 guidelines for the management of patients with atrial fibrillation.</article-title> <source><italic>Circulation.</italic></source> (<year>2011</year>) <volume>123</volume>:<fpage>e269</fpage>&#x2013;<lpage>367</lpage>. <pub-id pub-id-type="doi">10.1161/cir.0b013e318214876d</pub-id> <pub-id pub-id-type="pmid">21382897</pub-id></mixed-citation></ref>
<ref id="B15">
<label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Flaker</surname> <given-names>G</given-names></name> <name><surname>Blackshear</surname> <given-names>J</given-names></name> <name><surname>McBride</surname> <given-names>R</given-names></name> <name><surname>Kronmal</surname> <given-names>RA</given-names></name> <name><surname>Halperin</surname> <given-names>JL</given-names></name> <name><surname>Hart</surname> <given-names>RG</given-names></name></person-group>. <article-title>Antiarrhythmic drug therapy and cardiac mortality in atrial fibrillation.</article-title> <source><italic>J Am Coll Cardiol.</italic></source> (<year>1992</year>) <volume>20</volume>:<fpage>527</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1016/0735-1097(92)90003-6</pub-id> <pub-id pub-id-type="pmid">1512329</pub-id></mixed-citation></ref>
<ref id="B16">
<label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Corley</surname> <given-names>S</given-names></name> <name><surname>Epstein</surname> <given-names>A</given-names></name> <name><surname>DiMarco</surname> <given-names>J</given-names></name> <name><surname>Domanski</surname> <given-names>M</given-names></name> <name><surname>Geller</surname> <given-names>N</given-names></name> <name><surname>Greene</surname> <given-names>H</given-names></name><etal/></person-group> <article-title>Relationships between sinus rhythm, treatment, and survival in the atrial fibrillation follow-up investigation of rhythm management (AFFIRM) study.</article-title> <source><italic>Circulation.</italic></source> (<year>2004</year>) <volume>109</volume>:<fpage>1509</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1161/01.CIR.0000121736.16643.11</pub-id> <pub-id pub-id-type="pmid">15007003</pub-id></mixed-citation></ref>
<ref id="B17">
<label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Saksena</surname> <given-names>S</given-names></name> <name><surname>Slee</surname> <given-names>A</given-names></name></person-group>. <article-title>Rate versus rhythm control for atrial fibrillation with heart failure.</article-title> <source><italic>Card Electrophysiol Clin</italic>.</source> (<year>2025</year>) <volume>17</volume>:<fpage>19</fpage>&#x2013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1016/j.ccep.2024.09.002</pub-id> <pub-id pub-id-type="pmid">39893035</pub-id></mixed-citation></ref>
<ref id="B18">
<label>18.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Brice&#x00F1;o</surname> <given-names>D</given-names></name> <name><surname>Markman</surname> <given-names>T</given-names></name> <name><surname>Lupercio</surname> <given-names>F</given-names></name> <name><surname>Romero</surname> <given-names>J</given-names></name> <name><surname>Liang</surname> <given-names>J</given-names></name> <name><surname>Villablanca</surname> <given-names>P</given-names></name><etal/></person-group> <article-title>Catheter ablation versus conventional treatment of atrial fibrillation in patients with heart failure with reduced ejection fraction: a systematic review and meta-analysis of randomized controlled trials.</article-title> <source><italic>J Interv Card Electrophysiol</italic>.</source> (<year>2018</year>) <volume>53</volume>:<fpage>19</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1007/s10840-018-0425-0</pub-id> <pub-id pub-id-type="pmid">30066291</pub-id></mixed-citation></ref>
<ref id="B19">
<label>19.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Marrouche</surname> <given-names>N</given-names></name> <name><surname>Brachmann</surname> <given-names>J</given-names></name> <name><surname>Andresen</surname> <given-names>D</given-names></name> <name><surname>Siebels</surname> <given-names>J</given-names></name> <name><surname>Boersma</surname> <given-names>L</given-names></name> <name><surname>Jordaens</surname> <given-names>L</given-names></name><etal/></person-group> <article-title>Catheter ablation for atrial fibrillation with heart failure.</article-title> <source><italic>N Engl J Med</italic>.</source> (<year>2018</year>) <volume>378</volume>:<fpage>417</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa1707855</pub-id> <pub-id pub-id-type="pmid">29385358</pub-id></mixed-citation></ref>
<ref id="B20">
<label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Packer</surname> <given-names>D</given-names></name> <name><surname>Piccini</surname> <given-names>J</given-names></name> <name><surname>Monahan</surname> <given-names>K</given-names></name> <name><surname>Al-Khalidi</surname> <given-names>H</given-names></name> <name><surname>Silverstein</surname> <given-names>A</given-names></name> <name><surname>Noseworthy</surname> <given-names>P</given-names></name><etal/></person-group> <article-title>Ablation versus drug therapy for atrial fibrillation in heart failure: results From the CABANA trial.</article-title> <source><italic>Circulation</italic>.</source> (<year>2021</year>) <volume>143</volume>:<fpage>1377</fpage>&#x2013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.120.050991</pub-id> <pub-id pub-id-type="pmid">33554614</pub-id></mixed-citation></ref>
<ref id="B21">
<label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Parkash</surname> <given-names>R</given-names></name> <name><surname>Wells</surname> <given-names>G</given-names></name> <name><surname>Rouleau</surname> <given-names>J</given-names></name> <name><surname>Talajic</surname> <given-names>M</given-names></name> <name><surname>Essebag</surname> <given-names>V</given-names></name> <name><surname>Skanes</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Randomized ablation-based rhythm-control versus rate-control trial in patients with heart failure and atrial fibrillation: results from the RAFT-AF trial.</article-title> <source><italic>Circulation</italic>.</source> (<year>2022</year>) <volume>145</volume>:<fpage>1693</fpage>&#x2013;<lpage>704</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.121.057095</pub-id> <pub-id pub-id-type="pmid">35313733</pub-id></mixed-citation></ref>
<ref id="B22">
<label>22.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kuck</surname> <given-names>K</given-names></name> <name><surname>Merkely</surname> <given-names>B</given-names></name> <name><surname>Zahn</surname> <given-names>R</given-names></name> <name><surname>Arentz</surname> <given-names>T</given-names></name> <name><surname>Seidl</surname> <given-names>K</given-names></name> <name><surname>Schl&#x00FC;ter</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Catheter ablation versus best medical therapy in patients with persistent atrial fibrillation and congestive heart failure: the randomized AMICA trial.</article-title> <source><italic>Circ Arrhythm Electrophysiol</italic>.</source> (<year>2019</year>) <volume>12</volume>:<fpage>e007731</fpage>. <pub-id pub-id-type="doi">10.1161/CIRCEP.119.007731</pub-id> <pub-id pub-id-type="pmid">31760819</pub-id></mixed-citation></ref>
<ref id="B23">
<label>23.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hunter</surname> <given-names>R</given-names></name> <name><surname>Berriman</surname> <given-names>T</given-names></name> <name><surname>Diab</surname> <given-names>I</given-names></name> <name><surname>Kamdar</surname> <given-names>R</given-names></name> <name><surname>Richmond</surname> <given-names>L</given-names></name> <name><surname>Baker</surname> <given-names>V</given-names></name><etal/></person-group> <article-title>A randomized controlled trial of catheter ablation versus medical treatment of atrial fibrillation in heart failure (the CAMTAF trial).</article-title> <source><italic>Circ Arrhythm Electrophysiol</italic>.</source> (<year>2014</year>) <volume>7</volume>:<fpage>31</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCEP.113.000806</pub-id> <pub-id pub-id-type="pmid">24382410</pub-id></mixed-citation></ref>
<ref id="B24">
<label>24.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Di Biase</surname> <given-names>L</given-names></name> <name><surname>Mohanty</surname> <given-names>P</given-names></name> <name><surname>Mohanty</surname> <given-names>S</given-names></name> <name><surname>Santangeli</surname> <given-names>P</given-names></name> <name><surname>Trivedi</surname> <given-names>C</given-names></name> <name><surname>Lakkireddy</surname> <given-names>D</given-names></name><etal/></person-group> <article-title>Ablation versus amiodarone for treatment of persistent atrial fibrillation in patients with congestive heart failure and an implanted device: results from the AATAC multicenter randomized trial.</article-title> <source><italic>Circulation</italic>.</source> (<year>2016</year>) <volume>133</volume>:<fpage>1637</fpage>&#x2013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.115.019406</pub-id> <pub-id pub-id-type="pmid">27029350</pub-id></mixed-citation></ref>
<ref id="B25">
<label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jones</surname> <given-names>D</given-names></name> <name><surname>Haldar</surname> <given-names>S</given-names></name> <name><surname>Hussain</surname> <given-names>W</given-names></name> <name><surname>Sharma</surname> <given-names>R</given-names></name> <name><surname>Francis</surname> <given-names>D</given-names></name> <name><surname>Rahman-Haley</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>A randomized trial to assess catheter ablation versus rate control in the management of persistent atrial fibrillation in heart failure.</article-title> <source><italic>J Am Coll Cardiol</italic>.</source> (<year>2013</year>) <volume>61</volume>:<fpage>1894</fpage>&#x2013;<lpage>903</lpage>. <pub-id pub-id-type="doi">10.1016/j.jacc.2013.01.069</pub-id> <pub-id pub-id-type="pmid">23500267</pub-id></mixed-citation></ref>
<ref id="B26">
<label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>MacDonald</surname> <given-names>M</given-names></name> <name><surname>Connelly</surname> <given-names>D</given-names></name> <name><surname>Hawkins</surname> <given-names>N</given-names></name> <name><surname>Steedman</surname> <given-names>T</given-names></name> <name><surname>Payne</surname> <given-names>J</given-names></name> <name><surname>Shaw</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Radiofrequency ablation for persistent atrial fibrillation in patients with advanced heart failure and severe left ventricular systolic dysfunction: a randomised controlled trial.</article-title> <source><italic>Heart</italic>.</source> (<year>2011</year>) <volume>97</volume>:<fpage>740</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1136/hrt.2010.207340</pub-id> <pub-id pub-id-type="pmid">21051458</pub-id></mixed-citation></ref>
<ref id="B27">
<label>27.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sohns</surname> <given-names>C</given-names></name> <name><surname>Fox</surname> <given-names>H</given-names></name> <name><surname>Marrouche</surname> <given-names>N</given-names></name> <name><surname>Crijns</surname> <given-names>H</given-names></name> <name><surname>Costard-Jaeckle</surname> <given-names>A</given-names></name> <name><surname>Bergau</surname> <given-names>L</given-names></name><etal/></person-group> <article-title>Catheter ablation in end-stage heart failure with atrial fibrillation.</article-title> <source><italic>N Engl J Med</italic>.</source> (<year>2023</year>) <volume>389</volume>:<fpage>1380</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa2306037</pub-id> <pub-id pub-id-type="pmid">37634135</pub-id></mixed-citation></ref>
<ref id="B28">
<label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shelton</surname> <given-names>R</given-names></name> <name><surname>Clark</surname> <given-names>A</given-names></name> <name><surname>Goode</surname> <given-names>K</given-names></name> <name><surname>Rigby</surname> <given-names>A</given-names></name> <name><surname>Houghton</surname> <given-names>T</given-names></name> <name><surname>Kaye</surname> <given-names>G</given-names></name><etal/></person-group> <article-title>A randomised, controlled study of rate versus rhythm control in patients with chronic atrial fibrillation and heart failure: (cafe-ii Study).</article-title> <source><italic>Heart</italic>.</source> (<year>2009</year>) <volume>95</volume>:<fpage>924</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1136/hrt.2008.158931</pub-id> <pub-id pub-id-type="pmid">19282313</pub-id></mixed-citation></ref>
<ref id="B29">
<label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chieng</surname> <given-names>D</given-names></name> <name><surname>Sugumar</surname> <given-names>H</given-names></name> <name><surname>Segan</surname> <given-names>L</given-names></name> <name><surname>Tan</surname> <given-names>C</given-names></name> <name><surname>Vizi</surname> <given-names>D</given-names></name> <name><surname>Nanayakkara</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Atrial fibrillation ablation for heart failure with preserved ejection fraction: a randomized controlled trial.</article-title> <source><italic>JACC Heart Fail</italic>.</source> (<year>2023</year>) <volume>11</volume>:<fpage>646</fpage>&#x2013;<lpage>58</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchf.2023.01.008</pub-id> <pub-id pub-id-type="pmid">36868916</pub-id></mixed-citation></ref>
<ref id="B30">
<label>30.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Freudenberger</surname> <given-names>R</given-names></name> <name><surname>Wilson</surname> <given-names>A</given-names></name> <name><surname>Kostis</surname> <given-names>J</given-names></name></person-group>. <article-title>Comparison of rate versus rhythm control for atrial fibrillation in patients with left ventricular dysfunction (from the AFFIRM Study).</article-title> <source><italic>Am J Cardiol</italic>.</source> (<year>2007</year>) <volume>100</volume>:<fpage>247</fpage>&#x2013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1016/j.amjcard.2007.02.101</pub-id> <pub-id pub-id-type="pmid">17631079</pub-id></mixed-citation></ref>
<ref id="B31">
<label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zakeri</surname> <given-names>R</given-names></name> <name><surname>Ahluwalia</surname> <given-names>N</given-names></name> <name><surname>Tindale</surname> <given-names>A</given-names></name> <name><surname>Omar</surname> <given-names>F</given-names></name> <name><surname>Packer</surname> <given-names>M</given-names></name> <name><surname>Khan</surname> <given-names>H</given-names></name><etal/></person-group> <article-title>Long-term outcomes following catheter ablation versus medical therapy in patients with persistent atrial fibrillation and heart failure with reduced ejection fraction.</article-title> <source><italic>Eur J Heart Fail</italic>.</source> (<year>2023</year>) <volume>25</volume>:<fpage>77</fpage>&#x2013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.1002/ejhf.2714</pub-id> <pub-id pub-id-type="pmid">36221809</pub-id></mixed-citation></ref>
<ref id="B32">
<label>32.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fukui</surname> <given-names>A</given-names></name> <name><surname>Tanino</surname> <given-names>T</given-names></name> <name><surname>Yamaguchi</surname> <given-names>T</given-names></name> <name><surname>Hirota</surname> <given-names>K</given-names></name> <name><surname>Saito</surname> <given-names>S</given-names></name> <name><surname>Okada</surname> <given-names>N</given-names></name><etal/></person-group> <article-title>Catheter ablation of atrial fibrillation reduces heart failure rehospitalization in patients with heart failure with preserved ejection fraction.</article-title> <source><italic>J Cardiovasc Electrophysiol</italic>.</source> (<year>2020</year>) <volume>31</volume>:<fpage>682</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1111/jce.14369</pub-id> <pub-id pub-id-type="pmid">31985099</pub-id></mixed-citation></ref>
<ref id="B33">
<label>33.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hagens</surname> <given-names>V</given-names></name> <name><surname>Crijns</surname> <given-names>H</given-names></name> <name><surname>Van Veldhuisen</surname> <given-names>D</given-names></name> <name><surname>Van Den Berg</surname> <given-names>M</given-names></name> <name><surname>Rienstra</surname> <given-names>M</given-names></name> <name><surname>Ranchor</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Rate control versus rhythm control for patients with persistent atrial fibrillation with mild to moderate heart failure: results from the RAte Control versus Electrical cardioversion (RACE) study.</article-title> <source><italic>Am Heart J</italic>.</source> (<year>2005</year>) <volume>149</volume>:<fpage>1106</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1016/j.ahj.2004.11.030</pub-id> <pub-id pub-id-type="pmid">15976795</pub-id></mixed-citation></ref>
<ref id="B34">
<label>34.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Roy</surname> <given-names>D</given-names></name> <name><surname>Talajic</surname> <given-names>M</given-names></name> <name><surname>Nattel</surname> <given-names>S</given-names></name> <name><surname>Wyse</surname> <given-names>D</given-names></name> <name><surname>Dorian</surname> <given-names>P</given-names></name> <name><surname>Lee</surname> <given-names>K</given-names></name><etal/></person-group> <article-title>Rhythm control versus rate control for atrial fibrillation and heart failure.</article-title> <source><italic>N Engl J Med</italic>.</source> (<year>2008</year>) <volume>358</volume>:<fpage>2667</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa0708789</pub-id> <pub-id pub-id-type="pmid">18565859</pub-id></mixed-citation></ref>
<ref id="B35">
<label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Elgendy</surname> <given-names>A</given-names></name> <name><surname>Mahmoud</surname> <given-names>A</given-names></name> <name><surname>Khan</surname> <given-names>M</given-names></name> <name><surname>Sheikh</surname> <given-names>M</given-names></name> <name><surname>Mojadidi</surname> <given-names>M</given-names></name> <name><surname>Omer</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Meta-analysis comparing catheter-guided ablation versus conventional medical therapy for patients with atrial fibrillation and heart failure with reduced ejection fraction.</article-title> <source><italic>Am J Cardiol</italic>.</source> (<year>2018</year>) <volume>122</volume>:<fpage>806</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1016/j.amjcard.2018.05.009</pub-id> <pub-id pub-id-type="pmid">30037427</pub-id></mixed-citation></ref>
<ref id="B36">
<label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Haldar</surname> <given-names>S</given-names></name> <name><surname>Khan</surname> <given-names>H</given-names></name> <name><surname>Boyalla</surname> <given-names>V</given-names></name> <name><surname>Kralj-Hans</surname> <given-names>I</given-names></name> <name><surname>Jones</surname> <given-names>S</given-names></name> <name><surname>Lord</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Catheter ablation vs. thoracoscopic surgical ablation in long-standing persistent atrial fibrillation: casa-af randomized controlled trial.</article-title> <source><italic>Eur Heart J</italic>.</source> (<year>2020</year>) <volume>41</volume>:<fpage>4471</fpage>&#x2013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1093/eurheartj/ehaa658</pub-id> <pub-id pub-id-type="pmid">32860414</pub-id></mixed-citation></ref>
<ref id="B37">
<label>37.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Boyalla</surname> <given-names>V</given-names></name> <name><surname>Haldar</surname> <given-names>S</given-names></name> <name><surname>Khan</surname> <given-names>H</given-names></name> <name><surname>Kralj-Hans</surname> <given-names>I</given-names></name> <name><surname>Banya</surname> <given-names>W</given-names></name> <name><surname>Lord</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Long-term clinical outcomes and cost-effectiveness of catheter vs thoracoscopic surgical ablation in long-standing persistent atrial fibrillation using continuous cardiac monitoring: casa-af randomized controlled trial.</article-title> <source><italic>Heart Rhythm</italic>.</source> (<year>2024</year>) <volume>21</volume>:<fpage>1562</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.hrthm.2024.05.022</pub-id> <pub-id pub-id-type="pmid">38763376</pub-id></mixed-citation></ref>
<ref id="B38">
<label>38.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Haldar</surname> <given-names>S</given-names></name> <name><surname>Khan</surname> <given-names>H</given-names></name> <name><surname>Boyalla</surname> <given-names>V</given-names></name> <name><surname>Kralj-Hans</surname> <given-names>I</given-names></name> <name><surname>Jones</surname> <given-names>S</given-names></name> <name><surname>Lord</surname> <given-names>J</given-names></name><etal/></person-group> <source><italic>Thoracoscopic Surgical Ablation Versus Catheter Ablation as First-Line Treatment for Long-Standing Persistent Atrial Fibrillation: the CASA-AF RCT.</italic></source> <publisher-loc>Southampton</publisher-loc>: <publisher-name>NIHR Journals Library</publisher-name> (<year>2025</year>). <pub-id pub-id-type="doi">10.3310/eme08180</pub-id> <pub-id pub-id-type="pmid">34726873</pub-id></mixed-citation></ref>
</ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1841350/overview">Vikash Jaiswal</ext-link>, JCCR Cardiology Research, India</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1374140/overview">Anichavezhi Devendran</ext-link>, Icahn School of Medicine at Mount Sinai, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2111058/overview">Wei Chen</ext-link>, Emergency General Hospital, China</p></fn>
</fn-group>
</back>
</article>