Abstract
Atrial fibrillation (AF) recurrence following radiofrequency ablation (RFA) remains a significant clinical challenge, and pacemaker implantation may influence outcomes. However, the underlying molecular mechanisms are not well understood. This study aimed to investigate whether pacemaker implantation is statistically associated with of AF recurrence and to identify proteomic biomarkers associated with this statistical relationship. We conducted a propensity score-matched cohort study and performed Cox proportional hazards analysis to assess the association between pacemaker implantation and AF recurrence. Exploratory plasma proteomic profiling was performed to identify differentially expressed proteins (DEPs) in a pilot cohort of paroxysmal AF patients with and without pacemakers. An independent validation cohort was used to confirm the findings via Cox analysis and biomarker quantification, followed by statistical mediation analysis. In the discovery cohort, pacemaker implantation was identified as an independent risk factor for post-ablation AF recurrence (adjusted hazard ratio: 2.349, 95% CI: 1.065–5.179, p = 0.034). Exploratory proteomic analysis revealed significantly elevated levels of cartilage intermediate layer protein 1 (CILP1) in pacemaker patients. In the validation cohort, pacemaker implantation remained an independent predictor of AF recurrence, and plasma CILP1 levels were significantly statistically associated with recurrence risk (AUC: 0.737, 95% CI: 0.633–0.842, p = 0.0005). Statistical mediation analysis indicated that elevated CILP1 levels were indirectly associated with the relationship between pacemaker implantation and AF recurrence (p = 0.022). Pacemaker implantation is associated with an increased risk of AF recurrence following RFA. This risk appears to be partially statistically mediated by elevated plasma CILP1 levels. These findings suggest CILP1 may serve as a potential biomarker for AF risk stratification. Given the pilot nature of the proteomic screening, further large-scale studies are warranted to validate these associations.
Data availability
All data are available in the main text or the supplementary materials.
References
Weng, L. C. et al. Genetic Predisposition, Clinical Risk Factor Burden, and Lifetime Risk of Atrial Fibrillation. Circulation 137 (10), 1027–1038 (2018).
Ogawa, H. et al. Progression From Paroxysmal to Sustained Atrial Fibrillation Is Associated With Increased Adverse Events. Stroke 49 (10), 2301–2308 (2018).
Potpara, T. S. et al. A 12-year follow-up study of patients with newly diagnosed lone atrial fibrillation: implications of arrhythmia progression on prognosis: the Belgrade Atrial Fibrillation study. Chest 141 (2), 339–347 (2012).
Joglar, J. A. et al. 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. Circulation 149 (1), e1–e156 (2024).
Reichlin, T. et al. Pulsed Field or Cryoballoon Ablation for Paroxysmal Atrial Fibrillation. N Engl. J. Med. 392 (15), 1497–1507 (2025).
Biffi, M. et al. Pacing devices to treat bradycardia: current status and future perspectives. Expert Rev. Med. Devices. 18 (2), 161–177 (2021).
Heckman, L. et al. Novel bradycardia pacing strategies. Heart 106 (24), 1883–1889 (2020).
Sweeney, M. O. et al. Adverse effect of ventricular pacing on heart failure and atrial fibrillation among patients with normal baseline QRS duration in a clinical trial of pacemaker therapy for sinus node dysfunction. Circulation 107 (23), 2932–2937 (2003).
Connolly, S. J. et al. Effects of physiologic pacing versus ventricular pacing on the risk of stroke and death due to cardiovascular causes. Canadian Trial of Physiologic Pacing Investigators. N Engl. J. Med. 342 (19), 1385–1391 (2000).
Ponikowski, P. et al. 2016 ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure: The Task Force for the diagnosis and treatment of acute and chronic heart failure of the European Society of Cardiology (ESC). Developed with the special contribution of the Heart Failure Association (HFA) of the ESC. Eur. J. Heart Fail. 18 (8), 891–975 (2016).
Tayal, B. et al. Risk of atrial fibrillation after pacemaker implantation: A nationwide Danish registry-based follow-up study. J. Electrocardiol. 63, 153–158 (2020).
Chu, S. Y. et al. Pacemaker-detected atrial fibrillation burden and risk of ischemic stroke or thromboembolic events-A cohort study. Heart Lung. 49 (1), 66–72 (2020).
Boriani, G. et al. Effect of PR interval and pacing mode on persistent atrial fibrillation incidence in dual chamber pacemaker patients: a sub-study of the international randomized MINERVA trial. Europace 21 (4), 636–644 (2019).
Korantzopoulos, P. et al. Inflammation and atrial fibrillation: A comprehensive review. J. Arrhythm. 34 (4), 394–401 (2018).
Chen, Q. et al. Plasma-Free Blood as a Potential Alternative to Whole Blood for Transcriptomic Analysis. Phenomics 4 (2), 109–124 (2024).
Ku, X. et al. Proteomic Portrait of Human Lymphoma Reveals Protein Molecular Fingerprint of Disease Specific Subtypes and Progression. Phenomics 3 (2), 148–166 (2023).
Jayabalan, N. et al. Quantitative Proteomics by SWATH-MS Suggest an Association Between Circulating Exosomes and Maternal Metabolic Changes in Gestational Diabetes Mellitus. Proteomics 19 (1–2), e1800164 (2019).
Jamwal, R. et al. Multiplex and Label-Free Relative Quantification Approach for Studying Protein Abundance of Drug Metabolizing Enzymes in Human Liver Microsomes Using SWATH-MS. J. Proteome Res. 16 (11), 4134–4143 (2017).
Gillet, L. C. et al. Targeted data extraction of the MS/MS spectra generated by data-independent acquisition: a new concept for consistent and accurate proteome analysis. Mol. Cell. Proteom. 11 (6), O111016717 (2012).
Bruderer, R. et al. Optimization of Experimental Parameters in Data-Independent Mass Spectrometry Significantly Increases Depth and Reproducibility of Results. Mol. Cell. Proteom. 16 (12), 2296–2309 (2017).
Wu, J. T. et al. Efficacy of catheter ablation for atrial fibrillation in patients with a permanent pacemaker for sick sinus syndrome. Intern. Med. 52 (20), 2305–2310 (2013).
Nattel, S. Molecular and Cellular Mechanisms of Atrial Fibrosis in Atrial Fibrillation. JACC Clin. Electrophysiol. 3 (5), 425–435 (2017).
Nattel, S. & Harada, M. Atrial remodeling and atrial fibrillation: recent advances and translational perspectives. J. Am. Coll. Cardiol. 63 (22), 2335–2345 (2014).
Marrouche, N. F. et al. Association of atrial tissue fibrosis identified by delayed enhancement MRI and atrial fibrillation catheter ablation: the DECAAF study. JAMA 311 (5), 498–506 (2014).
Dilaveris, P. et al. Biomarkers Associated with Atrial Fibrosis and Remodeling. Curr. Med. Chem. 26 (5), 780–802 (2019).
Chen, Y. C., Voskoboinik, A., Gerche, A., Marwick, T. H. & McMullen, J. R. Prevention of Pathological Atrial Remodeling and Atrial Fibrillation: JACC State-of-the-Art Review. J. Am. Coll. Cardiol. 77 (22), 2846–2864 (2021).
Thomas, L. & Abhayaratna, W. P. Left Atrial Reverse Remodeling: Mechanisms, Evaluation, and Clinical Significance. JACC Cardiovasc. Imaging. 10 (1), 65–77 (2017).
Beyer, C. et al. Structural Cardiac Remodeling in Atrial Fibrillation. JACC Cardiovasc. Imaging. 14 (11), 2199–2208 (2021).
Yue, L., Xie, J. & Nattel, S. Molecular determinants of cardiac fibroblast electrical function and therapeutic implications for atrial fibrillation. Cardiovasc. Res. 89 (4), 744–753 (2011).
Lorenzo, P., Neame, P., Sommarin, Y. & Heinegard, D. Cloning and deduced amino acid sequence of a novel cartilage protein (CILP) identifies a proform including a nucleotide pyrophosphohydrolase. J. Biol. Chem. 273 (36), 23469–23475 (1998).
Seki, S. et al. A functional SNP in CILP, encoding cartilage intermediate layer protein, is associated with susceptibility to lumbar disc disease. Nat. Genet. 37 (6), 607–612 (2005).
van Nieuwenhoven, F. A. et al. Cartilage intermediate layer protein 1 (CILP1): A novel mediator of cardiac extracellular matrix remodelling. Sci. Rep. 7 (1), 16042 (2017).
Barallobre-Barreiro, J. et al. Proteomics analysis of cardiac extracellular matrix remodeling in a porcine model of ischemia/reperfusion injury. Circulation 125 (6), 789–802 (2012).
McLellan, M. A. et al. High-Resolution Transcriptomic Profiling of the Heart During Chronic Stress Reveals Cellular Drivers of Cardiac Fibrosis and Hypertrophy. Circulation 142 (15), 1448–1463 (2020).
Weidenhammer, A. et al. CILP-1 Is a Biomarker for Backward Failure and Right Ventricular Dysfunction in HFrEF. Cells 12(24). (2023).
Keranov, S. et al. CILP1 as a biomarker for right ventricular maladaptation in pulmonary hypertension. Eur. Respir J. 57(4). (2021).
Zhang, Q. J. et al. Matricellular Protein Cilp1 Promotes Myocardial Fibrosis in Response to Myocardial Infarction. Circ. Res. 129 (11), 1021–1035 (2021).
Funding
This work was supported by Shanghai Arrhythmia Research Center Project (grant number 2022ZZ01008).
Author information
Authors and Affiliations
Contributions
Jingmeng Liu, Taojie Zhou and Changjian Lin contributed equally to this work. Liqun Wu, Qi Jin and Yangyang Bao proposed the study design. Jingmeng Liu, Taojie Zhou and Changjian Lin performed data analysis, data interpretation and manuscript writing. Ning Zhang, Yun Xie, Yue Wei, Qingzhi Luo, Xiang Li, Zimo Sha, Guanhua Wu, Yalan Deng, Tianyou Ling, Wenqi Pan, Lin Lu performed data collection. Yangyang Bao performed manuscript revision. All authors have read and agreed to the published version of the manuscript.
Corresponding authors
Ethics declarations
Competing interests
The authors declare no competing interests.
Ethics approval and consent to participate
This research and involved experimental procedures were received approval by Institutional Review Board of Ruijin Hospital, Shanghai Jiao Tong University School of Medicine (approval no. RJH201656). Written informed consents were obtained from all participants.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Liu, J., Zhou, T., Lin, C. et al. Pacemaker implantation is associated with post-ablation atrial fibrillation recurrence mediated by plasma CILP1. Sci Rep (2026). https://doi.org/10.1038/s41598-026-44907-5
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-026-44907-5