Skip to main content
Top
Published in: Current Heart Failure Reports 5/2023

Open Access 02-09-2023 | Heart Failure

Multimorbidity in Heart Failure: Leveraging Cluster Analysis to Guide Tailored Treatment Strategies

Authors: Mariëlle C. van de Veerdonk, Gianluigi Savarese, M. Louis Handoko, Joline W.J. Beulens, Folkert Asselbergs, Alicia Uijl

Published in: Current Heart Failure Reports | Issue 5/2023

Login to get access

Abstract

Review Purpose

This review summarises key findings on treatment effects within phenotypical clusters of patients with heart failure (HF), making a distinction between patients with preserved ejection fraction (HFpEF) and reduced ejection fraction (HFrEF).

Findings

Treatment response differed among clusters; ACE inhibitors were beneficial in all HFrEF phenotypes, while only some studies show similar beneficial prognostic effects in HFpEF patients. Beta-blockers had favourable effects in all HFrEF patients but not in HFpEF phenotypes and tended to worsen prognosis in older, cardiorenal patients. Mineralocorticoid receptor antagonists had more favourable prognostic effects in young, obese males and metabolic HFpEF patients. While a phenotype-guided approach is a promising solution for individualised treatment strategies, there are several aspects that still require improvements before such an approach could be implemented in clinical practice.

Summary

Stronger evidence from clinical trials and real-world data may assist in establishing a phenotype-guided treatment approach for patient with HF in the future.
Literature
1.
go back to reference James SL, Abate D, Abate KH, Abay SM, Abbafati C, Abbasi N, et al. Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990-2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet. 2018;392:1789–858.CrossRef James SL, Abate D, Abate KH, Abay SM, Abbafati C, Abbasi N, et al. Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990-2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet. 2018;392:1789–858.CrossRef
2.
go back to reference Jones NR, Roalfe AK, Adoki I, Hobbs FDR, Taylor CJ. Survival of patients with chronic heart failure in the community: a systematic review and meta-analysis. Eur J Heart Fail. 2019;21:1306–25.PubMedCrossRef Jones NR, Roalfe AK, Adoki I, Hobbs FDR, Taylor CJ. Survival of patients with chronic heart failure in the community: a systematic review and meta-analysis. Eur J Heart Fail. 2019;21:1306–25.PubMedCrossRef
3.
go back to reference Lawson CA, Zaccardi F, Squire I, Ling S, Davies MJ, Lam CSP, et al. 20-year trends in cause-specific heart failure outcomes by sex, socioeconomic status, and place of diagnosis: a population-based study. Lancet Public Health. 2019;4:e406–20.PubMedPubMedCentralCrossRef Lawson CA, Zaccardi F, Squire I, Ling S, Davies MJ, Lam CSP, et al. 20-year trends in cause-specific heart failure outcomes by sex, socioeconomic status, and place of diagnosis: a population-based study. Lancet Public Health. 2019;4:e406–20.PubMedPubMedCentralCrossRef
4.
go back to reference Crespo-Leiro MG, Anker SD, Maggioni AP, Coats AJ, Filippatos G, Ruschitzka F, et al. European Society of Cardiology Heart Failure Long-Term Registry (ESC-HF-LT): 1-year follow-up outcomes and differences across regions. Eur J Heart Fail. 2016;18:613–25.PubMedCrossRef Crespo-Leiro MG, Anker SD, Maggioni AP, Coats AJ, Filippatos G, Ruschitzka F, et al. European Society of Cardiology Heart Failure Long-Term Registry (ESC-HF-LT): 1-year follow-up outcomes and differences across regions. Eur J Heart Fail. 2016;18:613–25.PubMedCrossRef
5.
go back to reference McDonagh T, Metra M, Adamo M, Gardner R, Baumbach A, Böhm M, et al. ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure. Eur Heart J. 2021;42:3599–726.PubMedCrossRef McDonagh T, Metra M, Adamo M, Gardner R, Baumbach A, Böhm M, et al. ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure. Eur Heart J. 2021;42:3599–726.PubMedCrossRef
6.
go back to reference Thorvaldsen T, Benson L, Dahlstrom U, Edner M, Lund LH, Dahlström U, et al. Use of evidence-based therapy and survival in heart failure in Sweden 2003-2012. Eur J Heart Fail. 2016;18:503–11.PubMedCrossRef Thorvaldsen T, Benson L, Dahlstrom U, Edner M, Lund LH, Dahlström U, et al. Use of evidence-based therapy and survival in heart failure in Sweden 2003-2012. Eur J Heart Fail. 2016;18:503–11.PubMedCrossRef
7.
go back to reference Brunner-La Rocca H-P, Linssen GC, Smeele FJ, van Drimmelen AA, Schaafsma H-J, Westendorp PH, et al. Contemporary drug treatment of chronic heart failure with reduced ejection fraction: the CHECK-HF registry. JACC Heart Fail. 2019;7:13–21.PubMedCrossRef Brunner-La Rocca H-P, Linssen GC, Smeele FJ, van Drimmelen AA, Schaafsma H-J, Westendorp PH, et al. Contemporary drug treatment of chronic heart failure with reduced ejection fraction: the CHECK-HF registry. JACC Heart Fail. 2019;7:13–21.PubMedCrossRef
8.
go back to reference • Rosano GMC, Moura B, Metra M, Böhm M, Bauersachs J, Ben Gal T, et al. Patient profiling in heart failure for tailoring medical therapy. A consensus document of the Heart Failure Association of the European Society of Cardiology. Eur J Heart Fail. 2021;23:872–81. This is an important consensus document describing tailoring HF medications to patient profiles.PubMedCrossRef • Rosano GMC, Moura B, Metra M, Böhm M, Bauersachs J, Ben Gal T, et al. Patient profiling in heart failure for tailoring medical therapy. A consensus document of the Heart Failure Association of the European Society of Cardiology. Eur J Heart Fail. 2021;23:872–81. This is an important consensus document describing tailoring HF medications to patient profiles.PubMedCrossRef
9.
go back to reference Anker SD, Butler J, Filippatos G, Ferreira JP, Bocchi E, Böhm M, et al. Empagliflozin in heart failure with a preserved ejection fraction. N Engl J Med. 2021;385:1451–61.PubMedCrossRef Anker SD, Butler J, Filippatos G, Ferreira JP, Bocchi E, Böhm M, et al. Empagliflozin in heart failure with a preserved ejection fraction. N Engl J Med. 2021;385:1451–61.PubMedCrossRef
10.
go back to reference Solomon SD, McMurray JJV, Claggett B, de Boer RA, DeMets D, Hernandez AF, et al. Dapagliflozin in heart failure with mildly reduced or preserved ejection fraction. N Engl J Med. 2022;387:1089–98.PubMedCrossRef Solomon SD, McMurray JJV, Claggett B, de Boer RA, DeMets D, Hernandez AF, et al. Dapagliflozin in heart failure with mildly reduced or preserved ejection fraction. N Engl J Med. 2022;387:1089–98.PubMedCrossRef
11.
go back to reference Senni M, Paulus WJ, Gavazzi A, Fraser AG, Díez J, Solomon SD, et al. New strategies for heart failure with preserved ejection fraction: the importance of targeted therapies for heart failure phenotypes. Eur Heart J. 2014;35:2797–2811d.PubMedPubMedCentralCrossRef Senni M, Paulus WJ, Gavazzi A, Fraser AG, Díez J, Solomon SD, et al. New strategies for heart failure with preserved ejection fraction: the importance of targeted therapies for heart failure phenotypes. Eur Heart J. 2014;35:2797–2811d.PubMedPubMedCentralCrossRef
12.
go back to reference Borlaug BA. Evaluation and management of heart failure with preserved ejection fraction. Nat Rev Cardiol. 2020;17:559–73.PubMedCrossRef Borlaug BA. Evaluation and management of heart failure with preserved ejection fraction. Nat Rev Cardiol. 2020;17:559–73.PubMedCrossRef
13.
go back to reference McMurray JJV, Solomon SD, Inzucchi SE, Køber L, Kosiborod MN, Martinez FA, et al. Dapagliflozin in Patients with Heart Failure and Reduced Ejection Fraction. N Engl J Med. 2019;381:1995–2008.PubMedCrossRef McMurray JJV, Solomon SD, Inzucchi SE, Køber L, Kosiborod MN, Martinez FA, et al. Dapagliflozin in Patients with Heart Failure and Reduced Ejection Fraction. N Engl J Med. 2019;381:1995–2008.PubMedCrossRef
14.
go back to reference Packer M, Anker SD, Butler J, Filippatos G, Pocock SJ, Carson P, et al. Cardiovascular and renal outcomes with empagliflozin in heart failure. N Engl J Med. 2020;383:1413–24.PubMedCrossRef Packer M, Anker SD, Butler J, Filippatos G, Pocock SJ, Carson P, et al. Cardiovascular and renal outcomes with empagliflozin in heart failure. N Engl J Med. 2020;383:1413–24.PubMedCrossRef
15.
go back to reference Vaduganathan M, Claggett BL, Jhund PS, Cunningham JW, Pedro Ferreira J, Zannad F, et al. Estimating lifetime benefits of comprehensive disease-modifying pharmacological therapies in patients with heart failure with reduced ejection fraction: a comparative analysis of three randomised controlled trials. Lancet. 2020;396:121–8.PubMedCrossRef Vaduganathan M, Claggett BL, Jhund PS, Cunningham JW, Pedro Ferreira J, Zannad F, et al. Estimating lifetime benefits of comprehensive disease-modifying pharmacological therapies in patients with heart failure with reduced ejection fraction: a comparative analysis of three randomised controlled trials. Lancet. 2020;396:121–8.PubMedCrossRef
16.
go back to reference Tromp J, Ouwerkerk W, van Veldhuisen DJ, Hillege HL, Richards AM, van der Meer P, et al. A Systematic review and network meta-analysis of pharmacological treatment of heart failure with reduced ejection fraction. JACC Heart Fail. 2022;10:73–84.PubMedCrossRef Tromp J, Ouwerkerk W, van Veldhuisen DJ, Hillege HL, Richards AM, van der Meer P, et al. A Systematic review and network meta-analysis of pharmacological treatment of heart failure with reduced ejection fraction. JACC Heart Fail. 2022;10:73–84.PubMedCrossRef
17.
go back to reference Mcmurray JJV, Packer M, Desai AS, Gong J, Lefkowitz MP, Rizkala AR, et al. Angiotensin-neprilysin inhibition versus enalapril in heart failure. N Engl J Med. 2014;371:993–1004.PubMedCrossRef Mcmurray JJV, Packer M, Desai AS, Gong J, Lefkowitz MP, Rizkala AR, et al. Angiotensin-neprilysin inhibition versus enalapril in heart failure. N Engl J Med. 2014;371:993–1004.PubMedCrossRef
18.
go back to reference Zannad F, McMurray JJV, Krum H, van Veldhuisen DJ, Swedberg K, Shi H, et al. Eplerenone in patients with systolic heart failure and mild symptoms. N Engl J Med. 2011;364:11–21.PubMedCrossRef Zannad F, McMurray JJV, Krum H, van Veldhuisen DJ, Swedberg K, Shi H, et al. Eplerenone in patients with systolic heart failure and mild symptoms. N Engl J Med. 2011;364:11–21.PubMedCrossRef
19.
go back to reference Khan MS, Samman Tahhan A, Vaduganathan M, Greene SJ, Alrohaibani A, Anker SD, et al. Trends in prevalence of comorbidities in heart failure clinical trials. Eur J Heart Fail. 2020;22:1032–42.PubMedCrossRef Khan MS, Samman Tahhan A, Vaduganathan M, Greene SJ, Alrohaibani A, Anker SD, et al. Trends in prevalence of comorbidities in heart failure clinical trials. Eur J Heart Fail. 2020;22:1032–42.PubMedCrossRef
20.
go back to reference • Fauvel C, Bonnet G, Mullens W, Giraldo CIS, Mežnar AZ, Barasa A, et al. Sequencing and titrating approach of therapy in heart failure with reduced ejection fraction following the 2021 European Society of Cardiology guidelines: an international cardiology survey. Eur J Heart Fail. 2023;25:213–22. This work shows important survey results for titrating and sequencing of HF medications for patients with HFrEF.PubMedCrossRef • Fauvel C, Bonnet G, Mullens W, Giraldo CIS, Mežnar AZ, Barasa A, et al. Sequencing and titrating approach of therapy in heart failure with reduced ejection fraction following the 2021 European Society of Cardiology guidelines: an international cardiology survey. Eur J Heart Fail. 2023;25:213–22. This work shows important survey results for titrating and sequencing of HF medications for patients with HFrEF.PubMedCrossRef
21.
go back to reference Solomon SD, Vaduganathan M, Claggett BL, Packer M, Zile M, Swedberg K, et al. Sacubitril/valsartan across the spectrum of ejection fraction in heart failure. Circulation. 2020;141:352–61.PubMedCrossRef Solomon SD, Vaduganathan M, Claggett BL, Packer M, Zile M, Swedberg K, et al. Sacubitril/valsartan across the spectrum of ejection fraction in heart failure. Circulation. 2020;141:352–61.PubMedCrossRef
22.
go back to reference Pfeffer MA, Claggett B, Assmann SF, Boineau R, Anand IS, Clausell N, et al. Regional variation in patients and outcomes in the treatment of preserved cardiac function heart failure with an aldosterone antagonist (TOPCAT) trial. Circulation. 2015;131:34–42.PubMedCrossRef Pfeffer MA, Claggett B, Assmann SF, Boineau R, Anand IS, Clausell N, et al. Regional variation in patients and outcomes in the treatment of preserved cardiac function heart failure with an aldosterone antagonist (TOPCAT) trial. Circulation. 2015;131:34–42.PubMedCrossRef
23.
go back to reference Ahmad T, Lund LH, Rao P, Ghosh R, Warier P, Vaccaro B, et al. Machine learning methods improve prognostication, identify clinically distinct phenotypes, and detect heterogeneity in response to therapy in a large cohort of heart failure patients. J Am Heart Assoc. 2018;7:e008081.PubMedPubMedCentralCrossRef Ahmad T, Lund LH, Rao P, Ghosh R, Warier P, Vaccaro B, et al. Machine learning methods improve prognostication, identify clinically distinct phenotypes, and detect heterogeneity in response to therapy in a large cohort of heart failure patients. J Am Heart Assoc. 2018;7:e008081.PubMedPubMedCentralCrossRef
24.
go back to reference • Meijs C, Handoko ML, Savarese G, Vernooij RWM, Vaartjes I, Banerjee A, et al. Discovering distinct phenotypical clusters in heart failure across the ejection fraction spectrum: a systematic review. Curr Heart Fail Rep. 2023; https://doi.org/10.1007/s11897-023-00615-z. This work is a comprehensive summary of available literature on HF clusters and synthesizes this to a clustering framework for HF. • Meijs C, Handoko ML, Savarese G, Vernooij RWM, Vaartjes I, Banerjee A, et al. Discovering distinct phenotypical clusters in heart failure across the ejection fraction spectrum: a systematic review. Curr Heart Fail Rep. 2023; https://​doi.​org/​10.​1007/​s11897-023-00615-z. This work is a comprehensive summary of available literature on HF clusters and synthesizes this to a clustering framework for HF.
25.
go back to reference Shah SJ, Katz DH, Selvaraj S, Burke MA, Yancy CW, Gheorghiade M, et al. Phenomapping for novel classification of heart failure with preserved ejection fraction. Circulation. 2015;131:269–79.PubMedCrossRef Shah SJ, Katz DH, Selvaraj S, Burke MA, Yancy CW, Gheorghiade M, et al. Phenomapping for novel classification of heart failure with preserved ejection fraction. Circulation. 2015;131:269–79.PubMedCrossRef
26.
go back to reference Tromp J, Ouwerkerk W, Demissei BG, Anker SD, Cleland JG, Dickstein K, et al. Novel endotypes in heart failure: effects on guideline-directed medical therapy. Eur Heart J. 2018;39:4269–76.PubMedCrossRef Tromp J, Ouwerkerk W, Demissei BG, Anker SD, Cleland JG, Dickstein K, et al. Novel endotypes in heart failure: effects on guideline-directed medical therapy. Eur Heart J. 2018;39:4269–76.PubMedCrossRef
27.
go back to reference • Karwath A, Bunting KV, Gill SK, Tica O, Pendleton S, Aziz F, et al. Redefining β-blocker response in heart failure patients with sinus rhythm and atrial fibrillation: a machine learning cluster analysis. Lancet. 2021;398:1427–35. This work shows that a cluster analysis can be developed and applied to beta-blocker trial data where there is a different response to beta-blockers in different clusters of heart failure patients.PubMedPubMedCentralCrossRef • Karwath A, Bunting KV, Gill SK, Tica O, Pendleton S, Aziz F, et al. Redefining β-blocker response in heart failure patients with sinus rhythm and atrial fibrillation: a machine learning cluster analysis. Lancet. 2021;398:1427–35. This work shows that a cluster analysis can be developed and applied to beta-blocker trial data where there is a different response to beta-blockers in different clusters of heart failure patients.PubMedPubMedCentralCrossRef
28.
go back to reference Kao DP, Lewsey JD, Anand IS, Massie BM, Zile MR, Carson PE, et al. Characterization of subgroups of heart failure patients with preserved ejection fraction with possible implications for prognosis and treatment response. Eur J Heart Fail. 2015;17:925–35.PubMedCrossRef Kao DP, Lewsey JD, Anand IS, Massie BM, Zile MR, Carson PE, et al. Characterization of subgroups of heart failure patients with preserved ejection fraction with possible implications for prognosis and treatment response. Eur J Heart Fail. 2015;17:925–35.PubMedCrossRef
29.
go back to reference Gu J, Pan J, Lin H, Zhang J, Feng J, Wang C, Qian C. Characteristics, prognosis and treatment response in distinct phenogroups of heart failure with preserved ejection fraction. Int J Cardiol. 2021;323:148–54.PubMedCrossRef Gu J, Pan J, Lin H, Zhang J, Feng J, Wang C, Qian C. Characteristics, prognosis and treatment response in distinct phenogroups of heart failure with preserved ejection fraction. Int J Cardiol. 2021;323:148–54.PubMedCrossRef
30.
go back to reference Sotomi Y, Hikoso S, Nakatani D, Okada K, Dohi T, Sunaga A, et al. Medications for specific phenotypes of heart failure with preserved ejection fraction classified by a machine learning-based clustering model. Heart. 2023;109(6) Sotomi Y, Hikoso S, Nakatani D, Okada K, Dohi T, Sunaga A, et al. Medications for specific phenotypes of heart failure with preserved ejection fraction classified by a machine learning-based clustering model. Heart. 2023;109(6)
31.
go back to reference Segar MW, Patel KV, Ayers C, Basit M, Tang WHW, Willett D, et al. Phenomapping of patients with heart failure with preserved ejection fraction using machine learning-based unsupervised cluster analysis. Eur J Heart Fail. 2020;22:148–58.PubMedCrossRef Segar MW, Patel KV, Ayers C, Basit M, Tang WHW, Willett D, et al. Phenomapping of patients with heart failure with preserved ejection fraction using machine learning-based unsupervised cluster analysis. Eur J Heart Fail. 2020;22:148–58.PubMedCrossRef
32.
go back to reference Choy M, Liang W, He J, Fu M, Dong Y, He X, et al. Phenotypes of heart failure with preserved ejection fraction and effect of spironolactone treatment. ESC Hear Fail. 2022;9:2567–75.CrossRef Choy M, Liang W, He J, Fu M, Dong Y, He X, et al. Phenotypes of heart failure with preserved ejection fraction and effect of spironolactone treatment. ESC Hear Fail. 2022;9:2567–75.CrossRef
33.
go back to reference Anand IS, Claggett B, Liu J, Shah AM, Rector TS, Shah SJ, et al. Interaction between spironolactone and natriuretic peptides in patients with heart failure and preserved ejection fraction: from the TOPCAT trial. JACC Heart Fail. 2017;5:241–52.PubMedCrossRef Anand IS, Claggett B, Liu J, Shah AM, Rector TS, Shah SJ, et al. Interaction between spironolactone and natriuretic peptides in patients with heart failure and preserved ejection fraction: from the TOPCAT trial. JACC Heart Fail. 2017;5:241–52.PubMedCrossRef
34.
go back to reference Khan MS, Khan MS, Moustafa A, Anderson AS, Mehta R, Khan SS. Efficacy and safety of mineralocorticoid receptor antagonists in patients with heart failure and chronic kidney disease. Am J Cardiol. 2020;125:643–50.PubMedCrossRef Khan MS, Khan MS, Moustafa A, Anderson AS, Mehta R, Khan SS. Efficacy and safety of mineralocorticoid receptor antagonists in patients with heart failure and chronic kidney disease. Am J Cardiol. 2020;125:643–50.PubMedCrossRef
35.
go back to reference Jonsson Holmdahl A, Wessberg G, Norberg H, Söderström A, Valham F, Bergdahl E, et al. Motives, frequency, predictors and outcomes of MRA discontinuation in a real-world heart failure population. Open Hear. 2022;9:e002022.CrossRef Jonsson Holmdahl A, Wessberg G, Norberg H, Söderström A, Valham F, Bergdahl E, et al. Motives, frequency, predictors and outcomes of MRA discontinuation in a real-world heart failure population. Open Hear. 2022;9:e002022.CrossRef
36.
go back to reference Cohen JB, Schrauben SJ, Zhao L, Basso MD, Cvijic ME, Li Z, et al. Clinical phenogroups in heart failure with preserved ejection fraction: detailed phenotypes, prognosis, and response to spironolactone. JACC Hear Fail. 2020;8:172–84.CrossRef Cohen JB, Schrauben SJ, Zhao L, Basso MD, Cvijic ME, Li Z, et al. Clinical phenogroups in heart failure with preserved ejection fraction: detailed phenotypes, prognosis, and response to spironolactone. JACC Hear Fail. 2020;8:172–84.CrossRef
37.
go back to reference Casebeer A, Horter L, Hayden J, Simmons J, Evers T. Phenotypic clustering of heart failure with preserved ejection fraction reveals different rates of hospitalization. J Cardiovasc Med. 2021;22:45–52.CrossRef Casebeer A, Horter L, Hayden J, Simmons J, Evers T. Phenotypic clustering of heart failure with preserved ejection fraction reveals different rates of hospitalization. J Cardiovasc Med. 2021;22:45–52.CrossRef
38.
go back to reference Ferreira JP, Duarte K, McMurray JJVV, Pitt B, Van Veldhuisen DJ, Vincent J, et al. Data-driven approach to identify subgroups of heart failure with reduced ejection fraction patients with different prognoses and aldosterone antagonist response patterns. Circ Hear Fail. 2018;11:e004926.CrossRef Ferreira JP, Duarte K, McMurray JJVV, Pitt B, Van Veldhuisen DJ, Vincent J, et al. Data-driven approach to identify subgroups of heart failure with reduced ejection fraction patients with different prognoses and aldosterone antagonist response patterns. Circ Hear Fail. 2018;11:e004926.CrossRef
39.
go back to reference Paulus WJ, Tschöpe C. A novel paradigm for heart failure with preserved ejection fraction: comorbidities drive myocardial dysfunction and remodeling through coronary microvascular endothelial inflammation. J Am Coll Cardiol. 2013;62:263–71.PubMedCrossRef Paulus WJ, Tschöpe C. A novel paradigm for heart failure with preserved ejection fraction: comorbidities drive myocardial dysfunction and remodeling through coronary microvascular endothelial inflammation. J Am Coll Cardiol. 2013;62:263–71.PubMedCrossRef
40.
go back to reference Castiglione V, Aimo A, Vergaro G, Saccaro L, Passino C, Emdin M. Biomarkers for the diagnosis and management of heart failure. Heart Fail Rev. 2022;27:625–43.PubMedCrossRef Castiglione V, Aimo A, Vergaro G, Saccaro L, Passino C, Emdin M. Biomarkers for the diagnosis and management of heart failure. Heart Fail Rev. 2022;27:625–43.PubMedCrossRef
41.
go back to reference Gevaert AB, Adams V, Bahls M, Bowen TS, Cornelissen V, Dörr M, et al. Towards a personalised approach in exercise-based cardiovascular rehabilitation: How can translational research help? A “call to action” from the Section on Secondary Prevention and Cardiac Rehabilitation of the European Association of Preventive Cardiology. Eur J Prev Cardiol. 2020;27:1369–85.PubMedCrossRef Gevaert AB, Adams V, Bahls M, Bowen TS, Cornelissen V, Dörr M, et al. Towards a personalised approach in exercise-based cardiovascular rehabilitation: How can translational research help? A “call to action” from the Section on Secondary Prevention and Cardiac Rehabilitation of the European Association of Preventive Cardiology. Eur J Prev Cardiol. 2020;27:1369–85.PubMedCrossRef
42.
go back to reference Vardeny O, Houle H. Patient selection for mineralocorticoid receptor antagonists in heart failure with mildly reduced or preserved ejection fraction. Pharmacotherapy. 2023; Vardeny O, Houle H. Patient selection for mineralocorticoid receptor antagonists in heart failure with mildly reduced or preserved ejection fraction. Pharmacotherapy. 2023;
43.
go back to reference Sharma A, Ofstad AP, Ahmad T, Zinman B, Zwiener I, Fitchett DH, et al. Patient phenotypes and SGLT-2 inhibition in type 2 diabetes: insights from the EMPA-REG OUTCOME trial. Diabetologia. 2020;63:S271–2. Sharma A, Ofstad AP, Ahmad T, Zinman B, Zwiener I, Fitchett DH, et al. Patient phenotypes and SGLT-2 inhibition in type 2 diabetes: insights from the EMPA-REG OUTCOME trial. Diabetologia. 2020;63:S271–2.
44.
go back to reference Nassif ME, Windsor SL, Borlaug BA, Kitzman DW, Shah SJ, Tang F, et al. The SGLT2 inhibitor dapagliflozin in heart failure with preserved ejection fraction: a multicenter randomized trial. Nat Med. 2021;27:1954–60.PubMedPubMedCentralCrossRef Nassif ME, Windsor SL, Borlaug BA, Kitzman DW, Shah SJ, Tang F, et al. The SGLT2 inhibitor dapagliflozin in heart failure with preserved ejection fraction: a multicenter randomized trial. Nat Med. 2021;27:1954–60.PubMedPubMedCentralCrossRef
45.
go back to reference Sartipy U, Dahlström U, Fu M, Lund LH, Dahlstrom U, Fu M, et al. Atrial fibrillation in heart failure with preserved, mid-range, and reduced ejection fraction. JACC Heart Fail. 2017;5:565–74.PubMedCrossRef Sartipy U, Dahlström U, Fu M, Lund LH, Dahlstrom U, Fu M, et al. Atrial fibrillation in heart failure with preserved, mid-range, and reduced ejection fraction. JACC Heart Fail. 2017;5:565–74.PubMedCrossRef
46.
go back to reference Packer M, Lam CSP, Lund LH, Redfield MM. Interdependence of atrial fibrillation and heart failure with a preserved ejection fraction reflects a common underlying atrial and ventricular myopathy. Circulation. 2020;141:4–6.PubMedCrossRef Packer M, Lam CSP, Lund LH, Redfield MM. Interdependence of atrial fibrillation and heart failure with a preserved ejection fraction reflects a common underlying atrial and ventricular myopathy. Circulation. 2020;141:4–6.PubMedCrossRef
47.
go back to reference Ryan DK, Banerjee D, Jouhra F. Management of heart failure in patients with chronic kidney disease. Eur. Cardiol Rev. 2022;17:e17.CrossRef Ryan DK, Banerjee D, Jouhra F. Management of heart failure in patients with chronic kidney disease. Eur. Cardiol Rev. 2022;17:e17.CrossRef
48.
go back to reference Xie X, Liu Y, Perkovic V, Li X, Ninomiya T, Hou W, et al. Renin-angiotensin system inhibitors and kidney and cardiovascular outcomes in patients with CKD: a Bayesian network meta-analysis of randomized clinical trials. Am J Kidney Dis. 2016;67:728–41.PubMedCrossRef Xie X, Liu Y, Perkovic V, Li X, Ninomiya T, Hou W, et al. Renin-angiotensin system inhibitors and kidney and cardiovascular outcomes in patients with CKD: a Bayesian network meta-analysis of randomized clinical trials. Am J Kidney Dis. 2016;67:728–41.PubMedCrossRef
49.
go back to reference Solomon J, Festa MC, Chatzizisis YS, Samanta R, Suri RS, Mavrakanas TA. Sodium-glucose co-transporter 2 inhibitors in patients with chronic kidney disease. Pharmacol Ther. 2023;242:108330.PubMedCrossRef Solomon J, Festa MC, Chatzizisis YS, Samanta R, Suri RS, Mavrakanas TA. Sodium-glucose co-transporter 2 inhibitors in patients with chronic kidney disease. Pharmacol Ther. 2023;242:108330.PubMedCrossRef
50.
go back to reference Heerspink HJL, Stefánsson BV, Correa-Rotter R, Chertow GM, Greene T, Hou F-F, et al. Dapagliflozin in patients with chronic kidney disease. N Engl J Med. 2020;383:1436–46.PubMedCrossRef Heerspink HJL, Stefánsson BV, Correa-Rotter R, Chertow GM, Greene T, Hou F-F, et al. Dapagliflozin in patients with chronic kidney disease. N Engl J Med. 2020;383:1436–46.PubMedCrossRef
51.
go back to reference Wanner C, Heerspink HJL, Zinman B, Inzucchi SE, Koitka-Weber A, Mattheus M, et al. Empagliflozin and kidney function decline in patients with type 2 diabetes: a slope analysis from the EMPA-REG OUTCOME trial. J Am Soc Nephrol. 2018;29:2755–69.PubMedPubMedCentralCrossRef Wanner C, Heerspink HJL, Zinman B, Inzucchi SE, Koitka-Weber A, Mattheus M, et al. Empagliflozin and kidney function decline in patients with type 2 diabetes: a slope analysis from the EMPA-REG OUTCOME trial. J Am Soc Nephrol. 2018;29:2755–69.PubMedPubMedCentralCrossRef
52.
go back to reference Oshima M, Jardine MJ, Agarwal R, Bakris G, Cannon CP, Charytan DM, et al. Insights from CREDENCE trial indicate an acute drop in estimated glomerular filtration rate during treatment with canagliflozin with implications for clinical practice. Kidney Int. 2021;99:999–1009.PubMedCrossRef Oshima M, Jardine MJ, Agarwal R, Bakris G, Cannon CP, Charytan DM, et al. Insights from CREDENCE trial indicate an acute drop in estimated glomerular filtration rate during treatment with canagliflozin with implications for clinical practice. Kidney Int. 2021;99:999–1009.PubMedCrossRef
53.
go back to reference Lee DS, Gona P, Vasan RS, Larson MG, Benjamin EJ, Wang TJ, et al. Relation of disease pathogenesis and risk factors to heart failure with preserved or reduced ejection fraction: insights from the framingham heart study of the national heart, lung, and blood institute. Circulation. 2009;119:3070–7.PubMedPubMedCentralCrossRef Lee DS, Gona P, Vasan RS, Larson MG, Benjamin EJ, Wang TJ, et al. Relation of disease pathogenesis and risk factors to heart failure with preserved or reduced ejection fraction: insights from the framingham heart study of the national heart, lung, and blood institute. Circulation. 2009;119:3070–7.PubMedPubMedCentralCrossRef
54.
go back to reference Vedin O, Lam CSP, Koh AS, Benson L, Teng THK, Tay WT, et al. Significance of ischemic heart disease in patients with heart failure and preserved, midrange, and reduced ejection fraction: a nationwide cohort study. Circ Heart Fail. 2017;10:e003875.PubMedCrossRef Vedin O, Lam CSP, Koh AS, Benson L, Teng THK, Tay WT, et al. Significance of ischemic heart disease in patients with heart failure and preserved, midrange, and reduced ejection fraction: a nationwide cohort study. Circ Heart Fail. 2017;10:e003875.PubMedCrossRef
55.
go back to reference Ahmad T, Pencina MJ, Schulte PJ, O’Brien E, Whellan DJ, Piña IL, et al. Clinical implications of chronic heart failure phenotypes defined by cluster analysis. J Am Coll Cardiol. 2014;64:1765–74.PubMedPubMedCentralCrossRef Ahmad T, Pencina MJ, Schulte PJ, O’Brien E, Whellan DJ, Piña IL, et al. Clinical implications of chronic heart failure phenotypes defined by cluster analysis. J Am Coll Cardiol. 2014;64:1765–74.PubMedPubMedCentralCrossRef
56.
go back to reference Mehran R, Steg PG, Pfeffer MA, Jering K, Claggett B, Lewis EF, et al. The effects of angiotensin receptor-neprilysin inhibition on major coronary events in patients with acute myocardial infarction: insights from the PARADISE-MI trial. Circulation. 2022;146:1749–57.PubMedCrossRef Mehran R, Steg PG, Pfeffer MA, Jering K, Claggett B, Lewis EF, et al. The effects of angiotensin receptor-neprilysin inhibition on major coronary events in patients with acute myocardial infarction: insights from the PARADISE-MI trial. Circulation. 2022;146:1749–57.PubMedCrossRef
57.
go back to reference Giovinazzo S, Carmisciano L, Toma M, Benenati S, Tomasoni D, Sormani MP, et al. Sacubitril/valsartan in real-life European patients with heart failure and reduced ejection fraction: a systematic review and meta-analysis. ESC Hear Fail. 2021;8:3547.CrossRef Giovinazzo S, Carmisciano L, Toma M, Benenati S, Tomasoni D, Sormani MP, et al. Sacubitril/valsartan in real-life European patients with heart failure and reduced ejection fraction: a systematic review and meta-analysis. ESC Hear Fail. 2021;8:3547.CrossRef
58.
go back to reference Balmforth C, Simpson J, Shen L, Jhund PS, Lefkowitz M, Rizkala AR, et al. Outcomes and effect of treatment according to etiology in HFrEF: an analysis of PARADIGM-HF. JACC Heart Fail. 2019;7:457–65.PubMedCrossRef Balmforth C, Simpson J, Shen L, Jhund PS, Lefkowitz M, Rizkala AR, et al. Outcomes and effect of treatment according to etiology in HFrEF: an analysis of PARADIGM-HF. JACC Heart Fail. 2019;7:457–65.PubMedCrossRef
59.
go back to reference Kao DP, Wagner BD, Robertson AD, Bristow MR, Lowes BD. A Personalized BEST: characterization of latent clinical classes of nonischemic heart failure that predict outcomes and response to bucindolol. PLoS One. 2012;7:e48184.PubMedPubMedCentralCrossRef Kao DP, Wagner BD, Robertson AD, Bristow MR, Lowes BD. A Personalized BEST: characterization of latent clinical classes of nonischemic heart failure that predict outcomes and response to bucindolol. PLoS One. 2012;7:e48184.PubMedPubMedCentralCrossRef
Metadata
Title
Multimorbidity in Heart Failure: Leveraging Cluster Analysis to Guide Tailored Treatment Strategies
Authors
Mariëlle C. van de Veerdonk
Gianluigi Savarese
M. Louis Handoko
Joline W.J. Beulens
Folkert Asselbergs
Alicia Uijl
Publication date
02-09-2023
Publisher
Springer US
Published in
Current Heart Failure Reports / Issue 5/2023
Print ISSN: 1546-9530
Electronic ISSN: 1546-9549
DOI
https://doi.org/10.1007/s11897-023-00626-w

Other articles of this Issue 5/2023

Current Heart Failure Reports 5/2023 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine