Impaired Chronotropic and Vasodilator Reserves Limit Exercise Capacity in Patients With Heart Failure and a Preserved Ejection Fraction
Open accessAbstract
Background— Nearly half of patients with heart failure have a preserved ejection fraction (HFpEF). Symptoms of exercise intolerance and dyspnea are most often attributed to diastolic dysfunction; however, impaired systolic and/or arterial vasodilator reserve under stress could also play an important role. Methods and Results— Patients with HFpEF (n=17) and control subjects without heart failure (n=19) generally matched for age, gender, hypertension, diabetes mellitus, obesity, and the presence of left ventricular hypertrophy underwent maximal-effort upright cycle ergometry with radionuclide ventriculography to determine rest and exercise cardiovascular function. Resting cardiovascular function was similar between the 2 groups. Both had limited exercise capacity, but this was more profoundly reduced in HFpEF patients (exercise duration 180±71 versus 455±184 seconds; peak oxygen consumption 9.0±3.4 versus 14.4±3.4 mL · kg −1 · min −1 ; both P <0.001). At matched low-level workload, HFpEF subjects displayed ≈40% less of an increase in heart rate and cardiac output and less systemic vasodilation (all P <0.05) despite a similar rise in end-diastolic volume, stroke volume, and contractility. Heart rate recovery after exercise was also significantly delayed in HFpEF patients. Exercise capacity correlated with the change in cardiac output, heart rate, and vascular resistance but not end-diastolic volume or stroke volume. Lung blood volume and plasma norepinephrine levels rose similarly with exercise in both groups. Conclusions— HFpEF patients have reduced chronotropic, vasodilator, and cardiac output reserve during exercise compared with matched subjects with hypertensive cardiac hypertrophy. These limitations cannot be ascribed to diastolic abnormalities per se and may provide novel therapeutic targets for interventions to improve exercise capacity in this disorder.
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In mammalian hearts, HFpEF is associated with impaired cardiac relaxation, or lusitropy, which is evident both at rest and during exercise in the majority of HFpEF patients.
“In mammalian hearts, HFpEF is associated with impaired cardiac relaxation, or lusitropy, which is evident both at rest and during exercise in the majority of HFpEF patients.6,44”
From Reversal of contractile defects by mediating calcium homeostasis in human mini-heart models of heart failure with preserved ejection fraction (HFpEF) leads to first-in-human gene therapy clinical trial (2024) · cites this paper as [44]
In “HFpEF and Exercise Intolerance” (page unavailable), the paper describes slower relaxation and abnormal diastolic properties at rest as a generally accepted theory, but says what happens during exercise remains unsettled. Its “Baseline Characteristics” section also reports that other diastolic-function measures were similarly abnormal in HFpEF patients and controls. It does not establish impaired relaxation both at rest and during exercise in a majority of HFpEF patients. (LLM, conf=0.88)
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Cites
Echocardiographic assessment of left ventricular hypertrophy: Comparison to necropsy findings
Devereux, R. B., Alonso, D. R., Lutas, E. M., Gottlieb, G. J., Campo, E., Sachs, I., & Reichek, N. (1986) · The American Journal of Cardiology · doi:10.1016/0002-9149(86)90771-x · Cited by 6,226 · see citing works
Yusuf, S., Pfeffer, M. A., Swedberg, K., Granger, C. B., Held, P., McMurray, J. J., Michelson, E. L., Olofsson, B., & Östergren, J. (2003) · The Lancet · doi:10.1016/s0140-6736(03)14285-7 · Cited by 2,994 · see citing works
Burden of Systolic and Diastolic Ventricular Dysfunction in the Community
Redfield, M. M., Jacobsen, S. J., Burnett, J. C. J., Mahoney, D. W., Bailey, K. R., & Rodeheffer, R. J. (2003) · JAMA · doi:10.1001/jama.289.2.194 · Cited by 2,989 · see citing works
Principles of Exercise Testing and Interpretation.
(1987) · Annals of Internal Medicine · doi:10.7326/0003-4819-106-4-646 · Cited by 2,366 · see citing works
Decreased Catecholamine Sensitivity and β-Adrenergic-Receptor Density in Failing Human Hearts
Bristow, M. R., Ginsburg, R., Minobe, W. A., Cubicciotti, R. S., Sageman, W. S., Lurie, K. G., Billingham, M. E., Harrison, D. C., & Stinson, E. B. (1982) · New England Journal of Medicine · doi:10.1056/nejm198207223070401 · Cited by 2,270 · see citing works
Heart-rate Recovery Immediately After Exercise as a Predictor of Mortality
Cole, C. R., Blackstone, E. H., Pashkow, F. J., Snader, C. E., & Lauer, M. S. (1999) · New England Journal of Medicine · doi:10.1056/nejm199910283411804 · Cited by 1,935 · see citing works
Jessup, M. L., & Brozena, S. C. (2003) · New England Journal of Medicine · doi:10.1056/nejmra021498 · Cited by 1,559 · see citing works
Zile, M. R., Baicu, C. F., & Gaasch, W. H. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa032566 · Cited by 1,556 · see citing works
Congestive Heart Failure in the Community
Senni, M., Tribouilloy, C. M., Rodeheffer, R. J., Jacobsen, S. J., Evans, J. M., Bailey, K. R., & Redfield, M. M. (1998) · Circulation · doi:10.1161/01.cir.98.21.2282 · Cited by 1,084 · see citing works
Kawaguchi, M., Hay, I., Fetics, B. J., & Kass, D. A. (2003) · Circulation · doi:10.1161/01.cir.0000048123.22359.a0 · Cited by 929 · see citing works
Self-citationNew Concepts in Diastolic Dysfunction and Diastolic Heart Failure: Part II
Zile, M. R., & Brutsaert, D. L. (2002) · Circulation · doi:10.1161/hc1202.105290 · Cited by 889 · see citing works
Kitzman, D. W. (2002) · JAMA · doi:10.1001/jama.288.17.2144 · Cited by 883 · see citing works
Age- and Gender-Related Ventricular-Vascular Stiffening
Redfield, M. M., Jacobsen, S. J., Borlaug, B. A., Rodeheffer, R. J., & Kass, D. A. (2005) · Circulation · doi:10.1161/circulationaha.105.541078 · Cited by 810 · see citing works
Self-citationAurigemma, G. P., & Gaasch, W. H. (2004) · New England Journal of Medicine · doi:10.1056/nejmcp022709 · Cited by 759 · see citing works
Kitzman, D. W., Higginbotham, M. B., Cobb, F. R., Sheikh, K. H., & Sullivan, M. J. (1991) · Journal of the American College of Cardiology · doi:10.1016/0735-1097(91)90832-t · Cited by 683 · see citing works
Rodeheffer, R. J., Gerstenblith, G., Becker, L. C., Fleg, J. L., Weisfeldt, M. L., & Lakatta, E. G. (1984) · Circulation · doi:10.1161/01.cir.69.2.203 · Cited by 657 · see citing works
Self-citationSullivan, M. J., Knight, J. D., Higginbotham, M. B., & Cobb, F. R. (1989) · Circulation · doi:10.1161/01.cir.80.4.769 · Cited by 519 · see citing works
Yu, C., Lin, H., Yang, H., Kong, S., Zhang, Q., & Lee, S. W.-L. (2002) · Circulation · doi:10.1161/hc1002.105185 · Cited by 510 · see citing works
Wilson, J. R., Martin, J. L., Schwartz, D. E., & Ferraro, N. (1984) · Circulation · doi:10.1161/01.cir.69.6.1079 · Cited by 453 · see citing works
Epidemiology of Diastolic Heart Failure
Owan, T. E., & Redfield, M. M. (2005) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2005.02.010 · Cited by 419 · see citing works
Hospitalization for heart failure in the presence of a normal left ventricular ejection fraction
Klapholz, M., Maurer, M. S., Lowe, A. M., Messineo, F. C., Meisner, J. S., Mitchell, J. E., Kalman, J., Phillips, R. A., Steingart, R. M., Brown, E. J., et al. (2004) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2003.11.040 · Cited by 371 · see citing works
Outcomes in heart failure patients with preserved ejection fraction
Smith, G. L., Masoudi, F. A., Vaccarino, V., Radford, M. J., & Krumholz, H. M. (2003) · Journal of the American College of Cardiology · doi:10.1016/s0735-1097(03)00185-2 · Cited by 333 · see citing works
Baicu, C. F., Zile, M. R., Aurigemma, G. P., & Gaasch, W. H. (2005) · Circulation · doi:10.1161/01.cir.0000164273.57823.26 · Cited by 290 · see citing works
Bonow, R. O., Dilsizian, V., Rosing, D. R., et al. (1985) · Circulation · doi:10.1161/01.cir.72.4.853 · Cited by 272 · see citing works
Measurement of absolute left ventricular volume from gated blood pool studies.
Links, J. M., Becker, L. C., Shindledecker, J. G., Guzmán, P. A., Burow, R. D., Nickoloff, E. L., Alderson, P. O., & Wagner, H. N. (1982) · Circulation · doi:10.1161/01.cir.65.1.82 · Cited by 255 · see citing works
Self-citationHolmes, C. S., Eisenhofer, G., & Goldstein, D. S. (1994) · Journal of Chromatography B Biomedical Sciences and Applications · doi:10.1016/0378-4347(93)e0430-x · Cited by 227 · see citing works
Franciosa, J. A., Leddy, C. L., Wilen, M. M., & Schwartz, D. E. (1984) · The American Journal of Cardiology · doi:10.1016/0002-9149(84)90696-9 · Cited by 190 · see citing works
Exercise Capacity in Hypertrophic Cardiomyopathy
Lele, S. S., Thomson, H. L., Seo, H., Belenkie, I., McKenna, W. J., & Frenneaux, M. P. (1995) · Circulation · doi:10.1161/01.cir.92.10.2886 · Cited by 182 · see citing works
Sildenafil Inhibits β-Adrenergic–Stimulated Cardiac Contractility in Humans
Borlaug, B. A., Melenovský, V., Marhin, T., Fitzgerald, P., & Kass, D. A. (2005) · Circulation · doi:10.1161/circulationaha.105.540500 · Cited by 167 · see citing works
Self-citationArterial hemodynamics in human hypertension.
Ting, C.-T., Brin, K. P., Lin, S. J., Wang, S. P., Chang, M.-S., Chiang, B. N., & Yin, F. C. P. (1986) · Journal of Clinical Investigation · doi:10.1172/jci112737 · Cited by 155 · see citing works
Dissociation Between Exertional Symptoms and Circulatory Function in Patients With Heart Failure
Wilson, J. R., Rayos, G. H., Yeoh, T., Gothard, P., & Bak, K. (1995) · Circulation · doi:10.1161/01.cir.92.1.47 · Cited by 152 · see citing works
Factors determining symptoms in heart failure: comparison of fast and slow exercise tests.
Lipkin, D. P., Canepa-Anson, R., Stephens, M., et al. (1986) · Heart · doi:10.1136/hrt.55.5.439 · Cited by 145 · see citing works
Liu, C. P., Ting, C.-T., Lawrence, W., Maughan, W. L., Chang, M.-S., & Kass, D. A. (1993) · Circulation · doi:10.1161/01.cir.88.4.1893 · Cited by 142 · see citing works
Self-citationFleg, J. L., Schulman, S. P., O'Connor, F., Becker, L. C., Gerstenblith, G., Clulow, J., Renlund, D. G., & Lakatta, E. G. (1994) · Circulation · doi:10.1161/01.cir.90.5.2333 · Cited by 128 · see citing works
Self-citationChen, C.-H., Nakayama, M., Talbot, M. W., Nevo, E., Fetics, B. J., Gerstenblith, G., Becker, L. C., & Kass, D. A. (1999) · Journal of the American College of Cardiology · doi:10.1016/s0735-1097(99)00052-2 · Cited by 107 · see citing works
Self-citationDixon, L., Morgan, D. R., Hughes, S., McGrath, L. T., El-Sherbeeny, N. A., Plumb, R., Devine, A. B., Leahey, W. J., Johnston, G. D., & McVeigh, G. E. (2003) · Circulation · doi:10.1161/01.cir.0000066283.13253.78 · Cited by 107 · see citing works
Simonton, C. A., Higginbotham, M. B., & Cobb, F. R. (1988) · The American Journal of Cardiology · doi:10.1016/0002-9149(88)91372-0 · Cited by 102 · see citing works
PLiu, C., TTing, C., WLawrence, LMaughan, W., SChang, M., & AKass, D. (1993) · Circulation · Cited by 102 · see citing works
Radionuclide-Determined Change in Pulmonary Blood Volume with Exercise
Okada, R. D., Pohost, G. M., Kirshenbaum, H. D., et al. (1979) · New England Journal of Medicine · doi:10.1056/nejm197909133011102 · Cited by 89 · see citing works
Kass, D. A., Wolff, M. R., Ting, C.-T., et al. (1993) · Annals of Internal Medicine · doi:10.7326/0003-4819-119-6-199309150-00004 · Cited by 86 · see citing works
Self-citationSharir, T., Feldman, M. D., Haber, H. L., et al. (1994) · Circulation · doi:10.1161/01.cir.89.5.2045 · Cited by 82 · see citing works
Pulmonary artery pressure and activities in chronic heart failure
Gibbs, J. S. R., Keegan, J., Wright, C., et al. (1990) · Journal of the American College of Cardiology · doi:10.1016/0735-1097(90)90174-n · Cited by 77 · see citing works
Airaksinen, J. K. E., Hartikainen, J. E. K., Niemelä, M., et al. (1993) · European Heart Journal · doi:10.1093/eurheartj/14.11.1519 · Cited by 58 · see citing works
Rogers, P. J., Tyce, G. M., Weinshilboum, R. M., et al. (1991) · Circulation · doi:10.1161/01.cir.84.6.2346 · Cited by 39 · see citing works
Kass, D. A., Chen, C.-H., Talbot, M. W., Rochitte, C. E., Lima, J. A. C., Berger, R. D., & Calkins, H. G. (1999) · Circulation · doi:10.1161/01.cir.100.8.807 · Cited by 24 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- [18]18. Melenovsky V, Borlaug BA, Rosen BD, Hay I, Ferrucci L, Morell CH, Lakatta EG, Najjar S, Kass DA. Cardiovascular features distinguishing heart failure with normal ejection fraction from non-failure subjects with hypertensive left ventricular hypertrophy. J Am Coll Cardiol. In press.
Cited by
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Self-citationWestermann, D., Lindner, D., Kasner, M., Zietsch, C., Savvatis, K., Escher, F., von Schlippenbach, J., Skurk, C., Steendijk, P., Riad, A., et al. (2011) · Circulation Heart Failure · doi:10.1161/circheartfailure.109.931451 · Cited by 644 · see citing works
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Sharma, K., & Kass, D. A. (2014) · Circulation Research · doi:10.1161/circresaha.115.302922 · Cited by 508 · see citing works
Self-citationKitzman, D. W., Brubaker, P. H., Herrington, D. M., Morgan, T. M., Stewart, K. P., Hundley, W. G., Abdelhamed, A., & Haykowsky, M. J. (2013) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2013.04.033 · Cited by 369 · see citing works
Haykowsky, M. J., Brubaker, P. H., Stewart, K. P., Morgan, T. M., Eggebeen, J., & Kitzman, D. W. (2012) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2012.02.055 · Cited by 358 · see citing works
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Zamani, P., Rawat, D., Shiva-Kumar, P., Geraci, S., Bhuva, R., Konda, P., Doulias, P.-T., Ischiropoulos, H., Townsend, R. R., Margulies, K. B., et al. (2015) · Circulation · doi:10.1161/circulationaha.114.012957 · Cited by 307 · see citing works
Abnormal Haemodynamic Response to Exercise in Heart Failure with Preserved Ejection Fraction
Bhella, P. S., Prasad, A., Heinicke, K., Hastings, J. L., Arbab-Zadeh, A., Adams-Huet, B., Pacini, E. L., Shibata, S., Palmer, M. D., Newcomer, B. R., et al. (2011) · European Journal of Heart Failure · doi:10.1093/eurjhf/hfr133 · Cited by 238 · see citing works
Borlaug, B. A., Jaber, W. A., Ommen, S. R., Lam, C. S. P., Redfield, M. M., & Nishimura, R. A. (2011) · Heart · doi:10.1136/hrt.2010.212787 · Cited by 229 · see citing works
Self-citationGevaert, A. B., Shakeri, H., Leloup, A. J., Van Hove, C. E., De Meyer, G. R. Y., Vrints, C. J., Lemmens, K., & Van Craenenbroeck, E. M. (2017) · Circulation: Heart Failure · doi:10.1161/circheartfailure.116.003806 · Cited by 211 · see citing works
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Lindman, B. R., Dávila-Román, V. G., Mann, D. L., McNulty, S., Semigran, M. J., Lewis, G. D., de las Fuentes, L., Joseph, S. M., Vader, J., Hernandez, A. F., et al. (2014) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2014.05.030 · Cited by 209 · see citing works
Haykowsky, M. J., Brubaker, P. H., Morgan, T. M., Kritchevsky, S., Eggebeen, J., & Kitzman, D. W. (2013) · The Journals of Gerontology Series A: Biological Sciences and Medical Sciences · doi:10.1093/gerona/glt011 · Cited by 189 · see citing works
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Pandey, A., Shah, S. J., Butler, J., Kellogg, D. L., Lewis, G. D., Forman, D. E., Mentz, R. J., Borlaug, B. A., Simon, M. A., Chirinos, J. A., et al. (2021) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2021.07.014 · Cited by 184 · see citing works
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Sorimachi, H., Burkhoff, D., Verbrugge, F. H., Omote, K., Obokata, M., Reddy, Y. N. V., Takahashi, N., Sunagawa, K., & Borlaug, B. A. (2021) · European Journal of Heart Failure · doi:10.1002/ejhf.2254 · Cited by 124 · see citing works
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Wolsk, E., Kaye, D., Komtebedde, J., Shah, S. J., Borlaug, B. A., Burkhoff, D., Kitzman, D. W., Lam, C. S. P., van Veldhuisen, D. J., Ponikowski, P., et al. (2019) · JACC Heart Failure · doi:10.1016/j.jchf.2019.01.006 · Cited by 43 · see citing works
Self-citationCosta, K. D., Wong, A. O. T., Mak, S. Y., Roberts, E. G., Keung, W., Correia, C., Walentinsson, A., Christoffersson, J., Cheung, A., Lieu, D. K., et al. (2024) · bioRxiv · doi:10.1101/2024.08.27.609034 · Cited by 5 · see citing works
- Authors
- Borlaug, B. A., Melenovsky, V., Russell, S. D., Kessler, K., Pacak, K., Becker, L. C., & Kass, D. A.
- Affiliations
- National Institutes of Health (US)
- From the Division of Cardiology, Department of Medicine, Johns Hopkins Medical Institutions, Baltimore (B.A.B., V.M., S.D.R., K.K., L.C.B., D.A.K.), and Reproductive Biology and Medicine Branch, National Institutes of Child Health and Human Development, NIH, Bethesda (K.P.), Md. Dr Borlaug is currently at the Division of Cardiovascular Disease, Department of Medicine, The Mayo Clinic College of Medicine, Rochester, Minn.
- Venue
- Circulation
- Published
- 2006-11-14
- Volume
- 114
- Issue
- 20
- Pages
- 2138-2147
- ISSN
- 0009-7322 (ISSN-L)
- 1524-4539
- OpenAlex
- W2101791328
- Cited by
- 699
- References
- 45
- Citations by year
- 2026: 21 · 2025: 32 · 2024: 38 · 2023: 25 · 2022: 36 · 2021: 28 · 2020: 46 · 2019: 31 · 2018: 38 · 2017: 49 · 2016: 50 · 2015: 44 · 2014: 59 · 2013: 41 · 2012: 33
- FWCI
- 54.52
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Circulation (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute on Aging (R01AG018324)
- National Heart, Lung, and Blood Institute (HL-07227, T32HL007227)
- Topics
- Health Sciences › Medicine › Complementary and alternative medicine › Cardiovascular and exercise physiology
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiovascular Function and Risk Factors
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart rate and cardiovascular health
- Keywords
- heart failure with preserved ejection fraction, exercise capacity, chronotropic reserve, vasodilator reserve, cardiac output reserve, heart rate recovery, peak oxygen uptake, diastolic dysfunction, left ventricular hypertrophy, systemic vascular resistance, norepinephrine, exercise intolerance
- MeSH terms
- Aged, Autonomic Nervous System, Blood Volume, Cardiac Output, Cardiac Output, Low, Epinephrine, Exercise Test, Female, Heart Rate, Humans, Male, Middle Aged, Norepinephrine, Physical Endurance, Pulmonary Circulation, Stroke Volume, Vasodilation, Exercise
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