A

Development and external validation of prediction models to predict implantable cardioverter-defibrillator efficacy in primary prevention of sudden cardiac death

EP Europace, vol. 23, pp. 887–897

Abstract

AIMS: This study was performed to develop and externally validate prediction models for appropriate implantable cardioverter-defibrillator (ICD) shock and mortality to identify subgroups with insufficient benefit from ICD implantation. METHODS AND RESULTS: We recruited patients scheduled for primary prevention ICD implantation and reduced left ventricular function. Bootstrapping-based Cox proportional hazards and Fine and Gray competing risk models with likely candidate predictors were developed for all-cause mortality and appropriate ICD shock, respectively. Between 2014 and 2018, we included 1441 consecutive patients in the development and 1450 patients in the validation cohort. During a median follow-up of 2.4 (IQR 2.1-2.8) years, 109 (7.6%) patients received appropriate ICD shock and 193 (13.4%) died in the development cohort. During a median follow-up of 2.7 (IQR 2.0-3.4) years, 105 (7.2%) received appropriate ICD shock and 223 (15.4%) died in the validation cohort. Selected predictors of appropriate ICD shock were gender, NSVT, ACE/ARB use, atrial fibrillation history, Aldosterone-antagonist use, Digoxin use, eGFR, (N)OAC use, and peripheral vascular disease. Selected predictors of all-cause mortality were age, diuretic use, sodium, NT-pro-BNP, and ACE/ARB use. C-statistic was 0.61 and 0.60 at respectively internal and external validation for appropriate ICD shock and 0.74 at both internal and external validation for mortality. CONCLUSION: Although this cohort study was specifically designed to develop prediction models, risk stratification still remains challenging and no large group with insufficient benefit of ICD implantation was found. However, the prediction models have some clinical utility as we present several scenarios where ICD implantation might be postponed.

Authors 43

  1. Tom E. Verstraelen corresponding

    Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Cardiology, Amsterdam UMC, Location AMC, University of Amsterdam, Heart Center, Amsterdam, the Netherlands

  2. Marit van Barreveld corresponding

    Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Cardiology, Amsterdam UMC, Location AMC, University of Amsterdam, Heart Center, Amsterdam, the Netherlands

    Department of Clinical Epidemiology, Biostatistics and Bio-informatics, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands

  3. Medisch Spectrum Twente

    Affiliation as printed

    Department of Cardiology, Thorax Center Twente, Medisch Spectrum Twente, Enschede, the Netherlands

  4. Amsterdam UMC Location University of Amsterdam · St. Antonius Ziekenhuis · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Cardiology Department, St. Antonius Ziekenhuis Nieuwegein, the Netherlands

    Department of Cardiology, Amsterdam UMC, Location AMC, University of Amsterdam, Heart Center, Amsterdam, the Netherlands

  5. Isala

    Affiliation as printed

    Department of Cardiology, Isala Klinieken, Zwolle, the Netherlands

  6. University Medical Center Utrecht

    Affiliation as printed

    Division of Heart and Lungs, Department of Cardiology, University Medical Centre, Utrecht, the Netherlands

  7. Erasmus MC

    Affiliation as printed

    Department of Cardiology, Erasmus MC, Rotterdam, the Netherlands

  8. Catharina Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Catharina Ziekenhuis Eindhoven, Eindhoven, the Netherlands

  9. Noordwest Ziekenhuisgroep

    Affiliation as printed

    Department of Cardiology, Noordwest Ziekenhuisgroep, Alkmaar, the Netherlands

  10. University Medical Center Groningen

    Affiliation as printed

    Department of Epidemiology, University Medical Centre Groningen, Groningen, the Netherlands

  11. Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Cardiology, Amsterdam UMC, Location AMC, University of Amsterdam, Heart Center, Amsterdam, the Netherlands

  12. Vrije Universiteit Amsterdam · Amsterdam UMC Location Vrije Universiteit Amsterdam

    Affiliation as printed

    Department of Cardiology, Amsterdam UMC, Location VUMC, Vrije Universiteit, Amsterdam, The Netherlands

  13. Amphia Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Amphia Hospitals, Breda, the Netherlands

  14. Medisch Spectrum Twente

    Affiliation as printed

    Department of Cardiology, Thorax Center Twente, Medisch Spectrum Twente, Enschede, the Netherlands

  15. University Medical Center Utrecht

    Affiliation as printed

    Division of Heart and Lungs, Department of Cardiology, University Medical Centre, Utrecht, the Netherlands

  16. Haga Hospital

    Affiliation as printed

    Department of Cardiology, Haga hospitals, the Hague, the Netherlands

  17. University Medical Center Groningen · University of Groningen

    Affiliation as printed

    Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands

  18. Maasstad Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Maasstad hospital, Rotterdam, the Netherlands

  19. Elisabeth-TweeSteden Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Elisabeth Tweesteden Hospital Tilburg, Tilburg, the Netherlands

  20. Canisius-Wilhelmina Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Canisius Wilhelmina hospital, Nijmegen, the Netherlands

  21. Albert Schweitzer Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Albert Schweitzer Hospital, Dordrecht, the Netherlands

  22. OLVG

    Affiliation as printed

    Department of Cardiology, Onze Lieve Vrouwe Gasthuis, Amsterdam, the Netherlands

  23. Maastricht University Medical Centre · Maastricht University

    Affiliation as printed

    Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center (MUMC+), Maastricht, the Netherlands

  24. Medisch Centrum Haaglanden · Stichting Haaglanden Medisch Centrum

    Affiliation as printed

    Department of Cardiology, Haaglanden Medical Center, The Hague, the Netherlands

  25. Spaarne Gasthuis

    Affiliation as printed

    Department of Cardiology, Spaarne Gasthuis, Haarlem, the Netherlands

  26. Leiden University Medical Center

    Affiliation as printed

    Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands

  27. Franciscus Vlietland

    Affiliation as printed

    Department of Cardiology, Sint Franciscus Vlietland Group, Schiedam, the Netherlands

  28. Radboud University Medical Center

    Affiliation as printed

    Department of Cardiology, Radboud University Medical Center, Nijmegen, the Netherlands

  29. Martini Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Martini hospital, Groningen, the Netherlands

  30. Flevoziekenhuis

    Affiliation as printed

    Department of Cardiology, Flevo Hospital, Almere, the Netherlands

  31. Medisch Centrum Leeuwarden

    Affiliation as printed

    Department of Cardiology, Medical Center Leeuwarden, Leeuwarden, the Netherlands

  32. Affiliation as printed

    Department of Cardiology, Scheper Hospital, Emmen, the Netherlands

  33. Rijnstate Hospital

    Affiliation as printed

    Department of Cardiology, Rijnstate Hospital, Arnhem, the Netherlands

  34. Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Cardiology, Amsterdam UMC, Location AMC, University of Amsterdam, Heart Center, Amsterdam, the Netherlands

  35. Catharina Ziekenhuis

    Affiliation as printed

    Department of Cardiology, Catharina Ziekenhuis Eindhoven, Eindhoven, the Netherlands

  36. Universitätsmedizin Göttingen · German Centre for Cardiovascular Research · University of Göttingen

    Affiliation as printed

    Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany and DZHK (German Center for Cardiovascular Research), Partnersite, Göttingen, Germany

  37. University of Basel · University Hospital of Basel

    Affiliation as printed

    Department of Cardiology, University Hospital Basel, University of Basel, Switzerland

  38. KU Leuven

    Affiliation as printed

    Department of Cardiovascular Sciences, University Hospitals Leuven, University of Leuven, Leuven, Belgium

  39. Universitätsmedizin Göttingen · German Centre for Cardiovascular Research · University of Göttingen

    Affiliation as printed

    Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany and DZHK (German Center for Cardiovascular Research), Partnersite, Göttingen, Germany

  40. Universitätsmedizin Göttingen · German Centre for Cardiovascular Research · University of Göttingen

    Affiliation as printed

    DZHK (German Center for Cardiovascular Research), Partner site, Göttingen, Germany

    Department of Cardiology and Pneumology—Heart Center, University of Göttingen Medical Center, Göttingen, Germany

  41. Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Clinical Epidemiology, Biostatistics and Bio-informatics, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands

  42. Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Clinical Epidemiology, Biostatistics and Bio-informatics, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, the Netherlands

  43. Amsterdam UMC Location University of Amsterdam · Amsterdam University Medical Centers · University of Amsterdam

    Affiliation as printed

    Department of Cardiology, Amsterdam UMC, Location AMC, University of Amsterdam, Heart Center, Amsterdam, the Netherlands

Cited by 37 stored of 37

No patents citing this paper on Lens.org (checked 2026-10-11).

References 23