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Published in: Clinical Research in Cardiology 8/2021

Open Access 01-08-2021 | Heart Failure | Original Paper

Development and external validation of prognostic models to predict sudden and pump-failure death in patients with HFrEF from PARADIGM-HF and ATMOSPHERE

Authors: Li Shen, Brian L. Claggett, Pardeep S. Jhund, William T. Abraham, Akshay Suvas Desai, Kenneth Dickstein, Jianjian Gong, Lars V. Køber, Marty P. Lefkowitz, Jean L. Rouleau, Victor C. Shi, Karl Swedberg, Michael R. Zile, Scott D. Solomon, John J. V. McMurray

Published in: Clinical Research in Cardiology | Issue 8/2021

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Abstract

Background

Sudden death (SD) and pump failure death (PFD) are the two leading causes of death in patients with heart failure and reduced ejection fraction (HFrEF).

Objective

Identifying patients at higher risk for mode-specific death would allow better targeting of individual patients for relevant device and other therapies.

Methods

We developed models in 7156 patients with HFrEF from the Prospective comparison of ARNI with ACEI to Determine Impact on Global Mortality and morbidity in Heart Failure (PARADIGM-HF) trial, using Fine-Gray regressions counting other deaths as competing risks. The derived models were externally validated in the Aliskiren Trial to Minimize Outcomes in Patients with Heart Failure (ATMOSPHERE) trial.

Results

NYHA class and NT-proBNP were independent predictors for both modes of death. The SD model additionally included male sex, Asian or Black race, prior CABG or PCI, cancer history, MI history, treatment with LCZ696 vs. enalapril, QRS duration and ECG left ventricular hypertrophy. While LVEF, ischemic etiology, systolic blood pressure, HF duration, ECG bundle branch block, and serum albumin, chloride and creatinine were included in the PFD model. Model discrimination was good for SD and excellent for PFD with Harrell’s C of 0.67 and 0.78 after correction for optimism, respectively. The observed and predicted incidences were similar in each quartile of risk scores at 3 years in each model. The performance of both models remained robust in ATMOSPHERE.

Conclusion

We developed and validated models which separately predict SD and PFD in patients with HFrEF. These models may help clinicians and patients consider therapies targeted at these modes of death.

Trial registration number

PARADIGM-HF: ClinicalTrials.gov NCT01035255, ATMOSPHERE: ClinicalTrials.gov NCT00853658.

Graphics abstract

Appendix
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Literature
2.
go back to reference Ponikowski P, Voors AA, Anker SD, Bueno H, Cleland JG, Coats AJ, Falk V, Gonzalez-Juanatey JR, Harjola VP, Jankowska EA, Jessup M, Linde C, Nihoyannopoulos P, Parissis JT, Pieske B, Riley JP, Rosano GM, Ruilope LM, Ruschitzka F, Rutten FH, van der Meer P, Authors/Task Force M (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 Heart J 37(27):2129–2200. https://doi.org/10.1093/eurheartj/ehw128CrossRefPubMed Ponikowski P, Voors AA, Anker SD, Bueno H, Cleland JG, Coats AJ, Falk V, Gonzalez-Juanatey JR, Harjola VP, Jankowska EA, Jessup M, Linde C, Nihoyannopoulos P, Parissis JT, Pieske B, Riley JP, Rosano GM, Ruilope LM, Ruschitzka F, Rutten FH, van der Meer P, Authors/Task Force M (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 Heart J 37(27):2129–2200. https://​doi.​org/​10.​1093/​eurheartj/​ehw128CrossRefPubMed
3.
go back to reference Bennett M, Parkash R, Nery P, Senechal M, Mondesert B, Birnie D, Sterns LD, Rinne C, Exner D, Philippon F, Campbell D, Cox J, Dorian P, Essebag V, Krahn A, Manlucu J, Molin F, Slawnych M, Talajic M (2017) Canadian cardiovascular society/Canadian heart rhythm society 2016 implantable cardioverter-defibrillator guidelines. Can J Cardiol 33(2):174–188. https://doi.org/10.1016/j.cjca.2016.09.009CrossRefPubMed Bennett M, Parkash R, Nery P, Senechal M, Mondesert B, Birnie D, Sterns LD, Rinne C, Exner D, Philippon F, Campbell D, Cox J, Dorian P, Essebag V, Krahn A, Manlucu J, Molin F, Slawnych M, Talajic M (2017) Canadian cardiovascular society/Canadian heart rhythm society 2016 implantable cardioverter-defibrillator guidelines. Can J Cardiol 33(2):174–188. https://​doi.​org/​10.​1016/​j.​cjca.​2016.​09.​009CrossRefPubMed
6.
go back to reference O’Connor CM, Whellan DJ, Wojdyla D, Leifer E, Clare RM, Ellis SJ, Fine LJ, Fleg JL, Zannad F, Keteyian SJ, Kitzman DW, Kraus WE, Rendall D, Pina IL, Cooper LS, Fiuzat M, Lee KL (2012) Factors related to morbidity and mortality in patients with chronic heart failure with systolic dysfunction: the HF-ACTION predictive risk score model. Circ Heart Fail 5(1):63–71. https://doi.org/10.1161/CIRCHEARTFAILURE.111.963462CrossRefPubMed O’Connor CM, Whellan DJ, Wojdyla D, Leifer E, Clare RM, Ellis SJ, Fine LJ, Fleg JL, Zannad F, Keteyian SJ, Kitzman DW, Kraus WE, Rendall D, Pina IL, Cooper LS, Fiuzat M, Lee KL (2012) Factors related to morbidity and mortality in patients with chronic heart failure with systolic dysfunction: the HF-ACTION predictive risk score model. Circ Heart Fail 5(1):63–71. https://​doi.​org/​10.​1161/​CIRCHEARTFAILURE​.​111.​963462CrossRefPubMed
7.
go back to reference Pocock SJ, Ariti CA, McMurray JJ, Maggioni A, Kober L, Squire IB, Swedberg K, Dobson J, Poppe KK, Whalley GA, Doughty RN, Meta-Analysis Global Group in Chronic Heart F (2013) Predicting survival in heart failure: a risk score based on 39 372 patients from 30 studies. Eur Heart J 34(19):1404–1413. https://doi.org/10.1093/eurheartj/ehs337CrossRefPubMed Pocock SJ, Ariti CA, McMurray JJ, Maggioni A, Kober L, Squire IB, Swedberg K, Dobson J, Poppe KK, Whalley GA, Doughty RN, Meta-Analysis Global Group in Chronic Heart F (2013) Predicting survival in heart failure: a risk score based on 39 372 patients from 30 studies. Eur Heart J 34(19):1404–1413. https://​doi.​org/​10.​1093/​eurheartj/​ehs337CrossRefPubMed
8.
go back to reference Vazquez R, Bayes-Genis A, Cygankiewicz I, Pascual-Figal D, Grigorian-Shamagian L, Pavon R, Gonzalez-Juanatey JR, Cubero JM, Pastor L, Ordonez-Llanos J, Cinca J, de Luna AB, Investigators M (2009) The MUSIC Risk score: a simple method for predicting mortality in ambulatory patients with chronic heart failure. Eur Heart J 30(9):1088–1096. https://doi.org/10.1093/eurheartj/ehp032CrossRefPubMed Vazquez R, Bayes-Genis A, Cygankiewicz I, Pascual-Figal D, Grigorian-Shamagian L, Pavon R, Gonzalez-Juanatey JR, Cubero JM, Pastor L, Ordonez-Llanos J, Cinca J, de Luna AB, Investigators M (2009) The MUSIC Risk score: a simple method for predicting mortality in ambulatory patients with chronic heart failure. Eur Heart J 30(9):1088–1096. https://​doi.​org/​10.​1093/​eurheartj/​ehp032CrossRefPubMed
9.
go back to reference Wedel H, McMurray JJV, Lindberg M, Wikstrand J, Cleland JGF, Cornel JH, Dunselman P, Hjalmarson A, Kjekshus J, Komajda M, Kuusi T, Vanhaecke J, Waagstein F (2009) Predictors of fatal and non-fatal outcomes in the Controlled Rosuvastatin Multinational Trial in heart failure (CORONA): incremental value of apolipoprotein A-1, high-sensitivity C-reactive peptide and N-terminal pro B-type natriuretic peptide. Eur J Heart Fail 11(3):281–291. https://doi.org/10.1093/eurjhf/hfn046CrossRefPubMedPubMedCentral Wedel H, McMurray JJV, Lindberg M, Wikstrand J, Cleland JGF, Cornel JH, Dunselman P, Hjalmarson A, Kjekshus J, Komajda M, Kuusi T, Vanhaecke J, Waagstein F (2009) Predictors of fatal and non-fatal outcomes in the Controlled Rosuvastatin Multinational Trial in heart failure (CORONA): incremental value of apolipoprotein A-1, high-sensitivity C-reactive peptide and N-terminal pro B-type natriuretic peptide. Eur J Heart Fail 11(3):281–291. https://​doi.​org/​10.​1093/​eurjhf/​hfn046CrossRefPubMedPubMedCentral
10.
go back to reference Poole-Wilson PA, Uretsky BF, Thygesen K, Cleland JG, Massie BM, Ryden L (2003) Mode of death in heart failure: findings from the ATLAS trial. Heart 89(1):42–48CrossRef Poole-Wilson PA, Uretsky BF, Thygesen K, Cleland JG, Massie BM, Ryden L (2003) Mode of death in heart failure: findings from the ATLAS trial. Heart 89(1):42–48CrossRef
12.
go back to reference Mozaffarian D, Anker SD, Anand I, Linker DT, Sullivan MD, Cleland JG, Carson PE, Maggioni AP, Mann DL, Pitt B, Poole-Wilson PA, Levy WC (2007) Prediction of mode of death in heart failure: the Seattle Heart Failure Model. Circulation 116(4):392–398CrossRef Mozaffarian D, Anker SD, Anand I, Linker DT, Sullivan MD, Cleland JG, Carson PE, Maggioni AP, Mann DL, Pitt B, Poole-Wilson PA, Levy WC (2007) Prediction of mode of death in heart failure: the Seattle Heart Failure Model. Circulation 116(4):392–398CrossRef
14.
go back to reference Shen L, Jhund PS, Petrie MC, Claggett BL, Barlera S, Cleland JGF, Dargie HJ, Granger CB, Kjekshus J, Kober L, Latini R, Maggioni AP, Packer M, Pitt B, Solomon SD, Swedberg K, Tavazzi L, Wikstrand J, Zannad F, Zile MR, McMurray JJV (2017) Declining risk of sudden death in heart failure. N Engl J Med 377(1):41–51. https://doi.org/10.1056/NEJMoa1609758CrossRefPubMed Shen L, Jhund PS, Petrie MC, Claggett BL, Barlera S, Cleland JGF, Dargie HJ, Granger CB, Kjekshus J, Kober L, Latini R, Maggioni AP, Packer M, Pitt B, Solomon SD, Swedberg K, Tavazzi L, Wikstrand J, Zannad F, Zile MR, McMurray JJV (2017) Declining risk of sudden death in heart failure. N Engl J Med 377(1):41–51. https://​doi.​org/​10.​1056/​NEJMoa1609758CrossRefPubMed
20.
go back to reference Lunn M, McNeil D (1995) Applying Cox regression to competing risks. Biometrics 51(2):524–532CrossRef Lunn M, McNeil D (1995) Applying Cox regression to competing risks. Biometrics 51(2):524–532CrossRef
21.
go back to reference Kober L, Thune JJ, Nielsen JC, Haarbo J, Videbaek L, Korup E, Jensen G, Hildebrandt P, Steffensen FH, Bruun NE, Eiskjaer H, Brandes A, Thogersen AM, Gustafsson F, Egstrup K, Videbaek R, Hassager C, Svendsen JH, Hofsten DE, Torp-Pedersen C, Pehrson S, Investigators D (2016) Defibrillator implantation in patients with nonischemic systolic heart failure. N Engl J Med 375(13):1221–1230. https://doi.org/10.1056/NEJMoa1608029CrossRefPubMed Kober L, Thune JJ, Nielsen JC, Haarbo J, Videbaek L, Korup E, Jensen G, Hildebrandt P, Steffensen FH, Bruun NE, Eiskjaer H, Brandes A, Thogersen AM, Gustafsson F, Egstrup K, Videbaek R, Hassager C, Svendsen JH, Hofsten DE, Torp-Pedersen C, Pehrson S, Investigators D (2016) Defibrillator implantation in patients with nonischemic systolic heart failure. N Engl J Med 375(13):1221–1230. https://​doi.​org/​10.​1056/​NEJMoa1608029CrossRefPubMed
22.
go back to reference Elming MB, Nielsen JC, Haarbo J, Videbaek L, Korup E, Signorovitch J, Olesen LL, Hildebrandt P, Steffensen FH, Bruun NE, Eiskjaer H, Brandes A, Thogersen AM, Gustafsson F, Egstrup K, Videbaek R, Hassager C, Svendsen JH, Hofsten DE, Torp-Pedersen C, Pehrson S, Kober L, Thune JJ (2017) Age and outcomes of primary prevention implantable cardioverter-defibrillators in patients with nonischemic systolic heart failure. Circulation 136(19):1772–1780. https://doi.org/10.1161/CIRCULATIONAHA.117.028829CrossRefPubMed Elming MB, Nielsen JC, Haarbo J, Videbaek L, Korup E, Signorovitch J, Olesen LL, Hildebrandt P, Steffensen FH, Bruun NE, Eiskjaer H, Brandes A, Thogersen AM, Gustafsson F, Egstrup K, Videbaek R, Hassager C, Svendsen JH, Hofsten DE, Torp-Pedersen C, Pehrson S, Kober L, Thune JJ (2017) Age and outcomes of primary prevention implantable cardioverter-defibrillators in patients with nonischemic systolic heart failure. Circulation 136(19):1772–1780. https://​doi.​org/​10.​1161/​CIRCULATIONAHA.​117.​028829CrossRefPubMed
25.
go back to reference Masoudi FA, Go AS, Magid DJ, Cassidy-Bushrow AE, Gurwitz JH, Liu TI, Reynolds K, Smith DH, Reifler LM, Glenn KA, Fiocchi F, Goldberg R, Gupta N, Peterson PN, Schuger C, Vidaillet H, Hammill SC, Greenlee RT (2015) Age and sex differences in long-term outcomes following implantable cardioverter-defibrillator placement in contemporary clinical practice: findings from the Cardiovascular Research Network. J Am Heart Assoc 4(6):e002005. https://doi.org/10.1161/JAHA.115.002005CrossRefPubMedPubMedCentral Masoudi FA, Go AS, Magid DJ, Cassidy-Bushrow AE, Gurwitz JH, Liu TI, Reynolds K, Smith DH, Reifler LM, Glenn KA, Fiocchi F, Goldberg R, Gupta N, Peterson PN, Schuger C, Vidaillet H, Hammill SC, Greenlee RT (2015) Age and sex differences in long-term outcomes following implantable cardioverter-defibrillator placement in contemporary clinical practice: findings from the Cardiovascular Research Network. J Am Heart Assoc 4(6):e002005. https://​doi.​org/​10.​1161/​JAHA.​115.​002005CrossRefPubMedPubMedCentral
30.
go back to reference Baldasseroni S, Opasich C, Gorini M, Lucci D, Marchionni N, Marini M, Campana C, Perini G, Deorsola A, Masotti G, Tavazzi L, Maggioni AP, Italian Network on Congestive Heart Failure I (2002) Left bundle-branch block is associated with increased 1-year sudden and total mortality rate in 5517 outpatients with congestive heart failure: a report from the Italian network on congestive heart failure. Am Heart J 143(3):398–405CrossRef Baldasseroni S, Opasich C, Gorini M, Lucci D, Marchionni N, Marini M, Campana C, Perini G, Deorsola A, Masotti G, Tavazzi L, Maggioni AP, Italian Network on Congestive Heart Failure I (2002) Left bundle-branch block is associated with increased 1-year sudden and total mortality rate in 5517 outpatients with congestive heart failure: a report from the Italian network on congestive heart failure. Am Heart J 143(3):398–405CrossRef
Metadata
Title
Development and external validation of prognostic models to predict sudden and pump-failure death in patients with HFrEF from PARADIGM-HF and ATMOSPHERE
Authors
Li Shen
Brian L. Claggett
Pardeep S. Jhund
William T. Abraham
Akshay Suvas Desai
Kenneth Dickstein
Jianjian Gong
Lars V. Køber
Marty P. Lefkowitz
Jean L. Rouleau
Victor C. Shi
Karl Swedberg
Michael R. Zile
Scott D. Solomon
John J. V. McMurray
Publication date
01-08-2021
Publisher
Springer Berlin Heidelberg
Published in
Clinical Research in Cardiology / Issue 8/2021
Print ISSN: 1861-0684
Electronic ISSN: 1861-0692
DOI
https://doi.org/10.1007/s00392-021-01888-x

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