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Published in: BMC Medicine 1/2022

Open Access 01-12-2022 | Obesity | Research article

Distinct implications of body mass index in different subgroups of nonobese patients with heart failure with preserved ejection fraction: a latent class analysis of data from the TOPCAT trial

Authors: Bin Dong, Yiling Yao, Ruicong Xue, Weihao Liang, Jiangui He, Fangfei Wei, Yugang Dong, Xin He, Chen Liu

Published in: BMC Medicine | Issue 1/2022

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Abstract

Background

Obesity is a well-defined risk factor for heart failure with preserved ejection fraction (HFpEF), but it is associated with a better prognosis in patients with diagnosed HFpEF. The paradoxically poor prognosis in nonobese patients with HFpEF may be driven by a subset of high-risk patients, which suggests that the nonobese HFpEF subpopulation is heterogeneous.

Methods

Latent class analysis (LCA) was adopted to identify the potential subgroups of 623 nonobese patients enrolled in the TOPCAT trial. The baseline characteristics of the identified nonobese subgroups were compared with each other and with the obese patients. The risks of all-cause, cardiovascular, and noncardiovascular mortality, and an HF composite outcome were also compared.

Results

Two subgroups of nonobese patients with HFpEF (the physiological non-obesity and the pathological non-obesity) were identified. The obese patients were younger than both nonobese subgroups. The clinical profile of patients with pathological non-obesity was poorer than that of patients with physiological non-obesity. They had more comorbidities, more severe HF, poorer quality of life, and lower levels of physical activity. Patients with pathological non-obesity showed low serum hemoglobin and albumin levels. After 2 years of follow-up, more patients in the pathological group lost ≥ 10% of body weight compared with those in the physiological group (11.34% vs. 4.19%, P = 0.009). The prognostic implications of the two subgroups were opposite. Compared to patients with obesity, patients with physiological non-obesity had a 47% decrease in the risk of HF composite outcome (hazard ratio [HR] 0.53, 95% confidence interval [CI] 0.40–0.70, P<0.001) and a trend of decreased all-cause mortality risk (HR 0.75, 95% CI 0.55–1.01, P=0.06), while patients with pathological non-obesity had a 59% increase (HR 1.59, 95% CI 1.24–2.02, P<0.001) in all-cause mortality risk.

Conclusions

Two subgroups of nonobese patients with HFpEF with distinct clinical profiles and prognostic implications were identified. The low BMI was likely physiological in one group but pathological in the other group. Using a data-driven approach, our study provided an alternative explanation for the “obesity paradox” that the poor prognosis of nonobese patients with HFpEF was driven by a pathological subgroup.
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Literature
1.
go back to reference Dunlay SM, Roger VL, Redfield MM. Epidemiology of heart failure with preserved ejection fraction. Nat Rev Cardiol. 2017;14(10):591–602.CrossRefPubMed Dunlay SM, Roger VL, Redfield MM. Epidemiology of heart failure with preserved ejection fraction. Nat Rev Cardiol. 2017;14(10):591–602.CrossRefPubMed
2.
go back to reference Horwich TB, Fonarow GC, Clark AL. Obesity and the obesity paradox in heart failure. Prog Cardiovasc Dis. 2018;61(2):151–6.CrossRefPubMed Horwich TB, Fonarow GC, Clark AL. Obesity and the obesity paradox in heart failure. Prog Cardiovasc Dis. 2018;61(2):151–6.CrossRefPubMed
3.
go back to reference Kenchaiah S, Pocock SJ, Wang D, et al. Body mass index and prognosis in patients with chronic heart failure - Insights from the Candesartan in Heart failure: Assessment of Reduction in Mortality and morbidity (CHARM) program. Circulation. 2007;116(6):627–36.CrossRefPubMed Kenchaiah S, Pocock SJ, Wang D, et al. Body mass index and prognosis in patients with chronic heart failure - Insights from the Candesartan in Heart failure: Assessment of Reduction in Mortality and morbidity (CHARM) program. Circulation. 2007;116(6):627–36.CrossRefPubMed
4.
go back to reference Sharma A, Lavie CJ, Borer JS, et al. Meta-analysis of the relation of body mass index to all-cause and cardiovascular mortality and hospitalization in patients with chronic heart failure. Am J Cardiol. 2015;115(10):1428–34.CrossRefPubMed Sharma A, Lavie CJ, Borer JS, et al. Meta-analysis of the relation of body mass index to all-cause and cardiovascular mortality and hospitalization in patients with chronic heart failure. Am J Cardiol. 2015;115(10):1428–34.CrossRefPubMed
5.
go back to reference Neeland IJ, Poirier P, Despres JP. Cardiovascular and metabolic heterogeneity of obesity: clinical challenges and implications for management. Circulation. 2018;137(13):1391–406.CrossRefPubMedPubMedCentral Neeland IJ, Poirier P, Despres JP. Cardiovascular and metabolic heterogeneity of obesity: clinical challenges and implications for management. Circulation. 2018;137(13):1391–406.CrossRefPubMedPubMedCentral
6.
go back to reference Carbone S, Lavie CJ, Arena R. Obesity and heart failure: focus on the obesity paradox. Mayo Clin Proc. 2017;92(2):266–79.CrossRefPubMed Carbone S, Lavie CJ, Arena R. Obesity and heart failure: focus on the obesity paradox. Mayo Clin Proc. 2017;92(2):266–79.CrossRefPubMed
7.
go back to reference Pandey A, Patel KV, Vaduganathan M, et al. Physical activity, fitness, and obesity in heart failure with preserved ejection fraction. JACC Heart Fail. 2018;6(12):975–82.CrossRefPubMed Pandey A, Patel KV, Vaduganathan M, et al. Physical activity, fitness, and obesity in heart failure with preserved ejection fraction. JACC Heart Fail. 2018;6(12):975–82.CrossRefPubMed
8.
go back to reference Obokata M, Reddy Y, Pislaru SV, Melenovsky V, Borlaug BA. Evidence supporting the existence of a distinct obese phenotype of heart failure with preserved ejection fraction. Circulation. 2017;136(1):6–19.CrossRefPubMedPubMedCentral Obokata M, Reddy Y, Pislaru SV, Melenovsky V, Borlaug BA. Evidence supporting the existence of a distinct obese phenotype of heart failure with preserved ejection fraction. Circulation. 2017;136(1):6–19.CrossRefPubMedPubMedCentral
9.
go back to reference Kitzman DW, Shah SJ. The HFpEF obesity phenotype: the elephant in the room. J Am Coll Cardiol. 2016;68(2):200–3.CrossRefPubMed Kitzman DW, Shah SJ. The HFpEF obesity phenotype: the elephant in the room. J Am Coll Cardiol. 2016;68(2):200–3.CrossRefPubMed
10.
go back to reference Kapoor JR, Heidenreich PA. Obesity and survival in patients with heart failure and preserved systolic function: a U-shaped relationship. Am Heart J. 2010;159(1):75–80.CrossRefPubMed Kapoor JR, Heidenreich PA. Obesity and survival in patients with heart failure and preserved systolic function: a U-shaped relationship. Am Heart J. 2010;159(1):75–80.CrossRefPubMed
11.
go back to reference Chandramouli C, Tay WT, Bamadhaj NS, et al. Association of obesity with heart failure outcomes in 11 Asian regions: A cohort study. PLos Med. 2019;16(9):e1002916.CrossRefPubMedPubMedCentral Chandramouli C, Tay WT, Bamadhaj NS, et al. Association of obesity with heart failure outcomes in 11 Asian regions: A cohort study. PLos Med. 2019;16(9):e1002916.CrossRefPubMedPubMedCentral
12.
13.
go back to reference Naldi L, Cazzaniga S. Research techniques made simple: latent class analysis. J Invest Dermatol. 2020;140(9):1676–80.CrossRefPubMed Naldi L, Cazzaniga S. Research techniques made simple: latent class analysis. J Invest Dermatol. 2020;140(9):1676–80.CrossRefPubMed
14.
go back to reference Cohen JB, Schrauben SJ, Zhao L, et al. Clinical phenogroups in heart failure with preserved ejection fraction: detailed phenotypes, prognosis, and response to spironolactone. JACC Heart Fail. 2020;8(3):172–84.CrossRefPubMedPubMedCentral Cohen JB, Schrauben SJ, Zhao L, et al. Clinical phenogroups in heart failure with preserved ejection fraction: detailed phenotypes, prognosis, and response to spironolactone. JACC Heart Fail. 2020;8(3):172–84.CrossRefPubMedPubMedCentral
15.
go back to reference Uijl A, Savarese G, Vaartjes I, et al. Identification of distinct phenotypic clusters in heart failure with preserved ejection fraction. Eur J Heart Fail. 2021;23(6):973–82.CrossRefPubMed Uijl A, Savarese G, Vaartjes I, et al. Identification of distinct phenotypic clusters in heart failure with preserved ejection fraction. Eur J Heart Fail. 2021;23(6):973–82.CrossRefPubMed
16.
go back to reference Desai AS, Lewis EF, Li R, et al. Rationale and design of the treatment of preserved cardiac function heart failure with an aldosterone antagonist trial: a randomized, controlled study of spironolactone in patients with symptomatic heart failure and preserved ejection fraction. Am Heart J. 2011;162(6):966–72.CrossRefPubMed Desai AS, Lewis EF, Li R, et al. Rationale and design of the treatment of preserved cardiac function heart failure with an aldosterone antagonist trial: a randomized, controlled study of spironolactone in patients with symptomatic heart failure and preserved ejection fraction. Am Heart J. 2011;162(6):966–72.CrossRefPubMed
17.
go back to reference Pfeffer MA, Claggett B, Assmann SF, 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(1):34–42.CrossRefPubMed Pfeffer MA, Claggett B, Assmann SF, 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(1):34–42.CrossRefPubMed
18.
go back to reference Fop M, Smart KM, Murphy TB. Variable selection for latent class analysis with application to low back pain diagnosis. Ann Appl Stat. 2017;11(4):2080–110.CrossRef Fop M, Smart KM, Murphy TB. Variable selection for latent class analysis with application to low back pain diagnosis. Ann Appl Stat. 2017;11(4):2080–110.CrossRef
19.
go back to reference Hamaguchi S, Kinugawa S, Sobirin MA, et al. Mode of death in patients with heart failure and reduced vs. preserved ejection fraction: report from the registry of hospitalized heart failure patients. Circ J. 2012;76(7):1662–9.CrossRefPubMed Hamaguchi S, Kinugawa S, Sobirin MA, et al. Mode of death in patients with heart failure and reduced vs. preserved ejection fraction: report from the registry of hospitalized heart failure patients. Circ J. 2012;76(7):1662–9.CrossRefPubMed
20.
go back to reference Vaduganathan M, Patel RB, Michel A, et al. Mode of death in heart failure with preserved ejection fraction. J Am Coll Cardiol. 2017;69(5):556–69.CrossRefPubMed Vaduganathan M, Patel RB, Michel A, et al. Mode of death in heart failure with preserved ejection fraction. J Am Coll Cardiol. 2017;69(5):556–69.CrossRefPubMed
21.
go back to reference Desai RJ, Franklin JM. Alternative approaches for confounding adjustment in observational studies using weighting based on the propensity score: a primer for practitioners. BMJ. 2019;367:l5657.CrossRefPubMed Desai RJ, Franklin JM. Alternative approaches for confounding adjustment in observational studies using weighting based on the propensity score: a primer for practitioners. BMJ. 2019;367:l5657.CrossRefPubMed
22.
go back to reference Bergmark BA, Bhatt DL, McGuire DK, et al. Metformin use and clinical outcomes among patients with diabetes mellitus with or without heart failure or kidney dysfunction: observations from the SAVOR-TIMI 53 Trial. Circulation. 2019;140(12):1004–14.CrossRefPubMed Bergmark BA, Bhatt DL, McGuire DK, et al. Metformin use and clinical outcomes among patients with diabetes mellitus with or without heart failure or kidney dysfunction: observations from the SAVOR-TIMI 53 Trial. Circulation. 2019;140(12):1004–14.CrossRefPubMed
23.
go back to reference Choy M, Liang W, He J, et al. Phenotypes of heart failure with preserved ejection fraction and effect of spironolactone treatment. ESC Heart Fail. 2022;9:2567–75.CrossRefPubMedPubMedCentral Choy M, Liang W, He J, et al. Phenotypes of heart failure with preserved ejection fraction and effect of spironolactone treatment. ESC Heart Fail. 2022;9:2567–75.CrossRefPubMedPubMedCentral
24.
go back to reference Mandviwala TM, Basra SS, Khalid U, et al. Obesity and the paradox of mortality and heart failure hospitalization in heart failure with preserved ejection fraction. Int J Obes (Lond). 2020;44(7):1561–7.CrossRef Mandviwala TM, Basra SS, Khalid U, et al. Obesity and the paradox of mortality and heart failure hospitalization in heart failure with preserved ejection fraction. Int J Obes (Lond). 2020;44(7):1561–7.CrossRef
25.
go back to reference Tsujimoto T, Kajio H. Abdominal obesity is associated with an increased risk of all-cause mortality in patients with HFpEF. J Am Coll Cardiol. 2017;70(22):2739–49.CrossRefPubMed Tsujimoto T, Kajio H. Abdominal obesity is associated with an increased risk of all-cause mortality in patients with HFpEF. J Am Coll Cardiol. 2017;70(22):2739–49.CrossRefPubMed
26.
go back to reference Van Iterson EH, Kim CH, Uithoven K, Olson TP. Obesity and hemoglobin content impact peak oxygen uptake in human heart failure. Eur J Prev Cardiol. 2018;25(18):1937–46.CrossRefPubMed Van Iterson EH, Kim CH, Uithoven K, Olson TP. Obesity and hemoglobin content impact peak oxygen uptake in human heart failure. Eur J Prev Cardiol. 2018;25(18):1937–46.CrossRefPubMed
27.
go back to reference Haykowsky MJ, Kouba EJ, Brubaker PH, Nicklas BJ, Eggebeen J, Kitzman DW. Skeletal muscle composition and its relation to exercise intolerance in older patients with heart failure and preserved ejection fraction. Am J Cardiol. 2014;113(7):1211–6.CrossRefPubMedPubMedCentral Haykowsky MJ, Kouba EJ, Brubaker PH, Nicklas BJ, Eggebeen J, Kitzman DW. Skeletal muscle composition and its relation to exercise intolerance in older patients with heart failure and preserved ejection fraction. Am J Cardiol. 2014;113(7):1211–6.CrossRefPubMedPubMedCentral
28.
go back to reference Haykowsky MJ, Nicklas BJ, Brubaker PH, et al. Regional adipose distribution and its relationship to exercise intolerance in older obese patients who have heart failre with preserved ejection fraction. JACC Heart Fail. 2018;6(8):640–9.CrossRefPubMedPubMedCentral Haykowsky MJ, Nicklas BJ, Brubaker PH, et al. Regional adipose distribution and its relationship to exercise intolerance in older obese patients who have heart failre with preserved ejection fraction. JACC Heart Fail. 2018;6(8):640–9.CrossRefPubMedPubMedCentral
29.
go back to reference Pugliese NR, Paneni F, Mazzola M, et al. Impact of epicardial adipose tissue on cardiovascular haemodynamics, metabolic profile, and prognosis in heart failure. Eur J Heart Fail. 2021;23(11):1858–71.CrossRefPubMed Pugliese NR, Paneni F, Mazzola M, et al. Impact of epicardial adipose tissue on cardiovascular haemodynamics, metabolic profile, and prognosis in heart failure. Eur J Heart Fail. 2021;23(11):1858–71.CrossRefPubMed
30.
31.
go back to reference Paulus WJ, Tschope 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(4):263–71.CrossRefPubMed Paulus WJ, Tschope 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(4):263–71.CrossRefPubMed
32.
go back to reference Tromp J, Shen L, Jhund PS, et al. Age-related characteristics and outcomes of patients with heart failure with preserved ejection fraction. J Am Coll Cardiol. 2019;74(5):601–12.CrossRefPubMed Tromp J, Shen L, Jhund PS, et al. Age-related characteristics and outcomes of patients with heart failure with preserved ejection fraction. J Am Coll Cardiol. 2019;74(5):601–12.CrossRefPubMed
33.
go back to reference Masoudi FA, Rumsfeld JS, Havranek EP, et al. Age, functional capacity, and health-related quality of life in patients with heart failure. J Card Fail. 2004;10(5):368–73.CrossRefPubMed Masoudi FA, Rumsfeld JS, Havranek EP, et al. Age, functional capacity, and health-related quality of life in patients with heart failure. J Card Fail. 2004;10(5):368–73.CrossRefPubMed
34.
go back to reference Sethares KA, Chin E. Age and gender differences in physical heart failure symptom clusters. Heart Lung. 2021;50(6):832–7.CrossRefPubMed Sethares KA, Chin E. Age and gender differences in physical heart failure symptom clusters. Heart Lung. 2021;50(6):832–7.CrossRefPubMed
35.
go back to reference Faulkner KM, Jurgens CY, Denfeld QE, Lyons KS, Harman TJ, Lee CS. Identifying unique profiles of perceived dyspnea burden in heart failure. Heart Lung. 2020;49(5):488–94.CrossRefPubMedPubMedCentral Faulkner KM, Jurgens CY, Denfeld QE, Lyons KS, Harman TJ, Lee CS. Identifying unique profiles of perceived dyspnea burden in heart failure. Heart Lung. 2020;49(5):488–94.CrossRefPubMedPubMedCentral
36.
go back to reference Loffredo FS, Nikolova AP, Pancoast JR, Lee RT. Heart failure with preserved ejection fraction: molecular pathways of the aging myocardium. Circ Res. 2014;115(1):97–107.CrossRefPubMedPubMedCentral Loffredo FS, Nikolova AP, Pancoast JR, Lee RT. Heart failure with preserved ejection fraction: molecular pathways of the aging myocardium. Circ Res. 2014;115(1):97–107.CrossRefPubMedPubMedCentral
Metadata
Title
Distinct implications of body mass index in different subgroups of nonobese patients with heart failure with preserved ejection fraction: a latent class analysis of data from the TOPCAT trial
Authors
Bin Dong
Yiling Yao
Ruicong Xue
Weihao Liang
Jiangui He
Fangfei Wei
Yugang Dong
Xin He
Chen Liu
Publication date
01-12-2022
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2022
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-022-02626-4

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