Skip to main content

Advertisement

Log in

Albumin-to-globulin ratio predicts clinical outcomes of heart failure with preserved ejection fraction in women

  • Original Article
  • Published:
Heart and Vessels Aims and scope Submit manuscript

Abstract

Despite advances in medicine, heart failure with preserved ejection fraction (HFpEF) remains an increasing health concern associated with a high mortality rate. Research has shown sex-based differences in the clinical characteristics of patients with HF; however, definitive biomarkers for poor clinical outcomes of HFpEF in women are unavailable. We focused on the albumin-to-globulin ratio (AGR), a biomarker for malnutrition and inflammation and investigated its usefulness as a predictor of clinical outcomes of HFpEF in women. We measured the AGR in consecutive 224 women with HFpEF and 249 men with HFpEF. There were 69 cardiac events in women with HFpEF and 69 cardiac events in men with HFpEF during the follow-up period. The AGR decreased with advancing New York Heart Association functional class in women with HFpEF. Patients were categorized into three groups based on AGR tertiles. Kaplan–Meier analysis showed that among the three groups, the risk for cardiac events and HF-associated rehospitalizations was the highest in the lowest tertile in women with HFpEF. Univariate and multivariate Cox proportional hazard regression analyses showed that after adjustment for confounding risk factors, the AGR was an independent predictor of cardiac events and HF-associated rehospitalizations in women with HFpEF, but not in men with HFpEF. The addition of AGR to the risk factors significantly improved the net reclassification and integrated discrimination indices in women with HFpEF. This is the first study that highlights the significant association between the AGR and the severity and clinical outcomes of HFpEF in women. Addition of AGR to the risk factors improved its prognostic value for clinical outcomes, which indicates that this variable may serve as a useful clinical biomarker for HFpEF in women.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  1. Bui AL, Horwich TB, Fonarow GC (2011) Epidemiology and risk profile of heart failure. Nat Rev Cardiol 8(1):30–41

    Article  Google Scholar 

  2. Beale AL, Meyer P, Marwick TH, Lam CSP, Kaye DM (2018) Sex differences in cardiovascular pathophysiology: why women are overrepresented in heart failure with preserved ejection fraction. Circulation 138(2):198–205

    Article  Google Scholar 

  3. Dunlay SM, Roger VL, Redfield MM (2017) Epidemiology of heart failure with preserved ejection fraction. Nat Rev Cardiol 14(10):591–602

    Article  Google Scholar 

  4. Pandey A, Omar W, Ayers C, LaMonte M, Klein L, Allen NB, Kuller LH, Greenland P, Eaton CB, Gottdiener JS, Lloyd-Jones DM, Berry JD (2018) Sex and race differences in lifetime risk of heart failure with preserved ejection fraction and heart failure with reduced ejection fraction. Circulation 137(17):1814–1823

    Article  Google Scholar 

  5. Bozkurt B, Khalaf S (2017) Heart failure in women. Methodist Debakey Cardiovasc J 13(4):216–223

    Article  Google Scholar 

  6. Sharma K, Mok Y, Kwak L, Agarwal SK, Chang PP, Deswal A, Shah AM, Kitzman DW, Wruck LM, Loehr LR, Heiss G, Coresh J, Rosamond WD, Solomon SD, Matsushita K, Russell SD (2020) Predictors of mortality by sex and race in heart failure with preserved ejection fraction: ARIC community surveillance study. J Am Heart Assoc 9(19):e014669

    Article  CAS  Google Scholar 

  7. Goyal P, Paul T, Almarzooq ZI, Peterson JC, Krishnan U, Swaminathan RV, Feldman DN, Wells MT, Karas MG, Sobol I, Maurer MS, Horn EM, Kim LK (2017) Sex- and race-related differences in characteristics and outcomes of hospitalizations for heart failure with preserved ejection fraction. J Am Heart Assoc. https://doi.org/10.1161/JAHA.116.003330

    Article  PubMed  PubMed Central  Google Scholar 

  8. Arques S (2018) Human serum albumin in cardiovascular diseases. Eur J Intern Med 52:8–12

    Article  CAS  Google Scholar 

  9. Horwich TB, Kalantar-Zadeh K, MacLellan RW, Fonarow GC (2008) Albumin levels predict survival in patients with systolic heart failure. Am Heart J 155(5):883–889

    Article  CAS  Google Scholar 

  10. Gopal DM, Kalogeropoulos AP, Georgiopoulou VV, Tang WW, Methvin A, Smith AL, Bauer DC, Newman AB, Kim L, Harris TB, Kritchevsky SB, Butler J, Health ABCS (2010) Serum albumin concentration and heart failure risk The Health, Aging, and Body Composition Study. Am Heart J 160(2):279–285

    Article  CAS  Google Scholar 

  11. Du XJ, Tang LL, Mao YP, Guo R, Sun Y, Lin AH, Ma J (2016) Circulating EBV DNA, globulin and nodal size predict distant metastasis after intensity-modulated radiotherapy in stage II nasopharyngeal carcinoma. J Cancer 7(6):664–670

    Article  CAS  Google Scholar 

  12. Gabay C, Kushner I (1999) Acute-phase proteins and other systemic responses to inflammation. N Engl J Med 340(6):448–454

    Article  CAS  Google Scholar 

  13. Wu PP, Hsieh YP, Kor CT, Chiu PF (2019) Association between Albumin-Globulin Ratio and Mortality in Patients with Chronic Kidney Disease. J Clin Med 8(11):1991

    Article  CAS  Google Scholar 

  14. Chi J, Xie Q, Jia J, Liu X, Sun J, Chen J, Yi L (2018) Prognostic value of albumin/globulin ratio in survival and lymph node metastasis in patients with cancer: a systematic review and meta-analysis. J Cancer 9(13):2341–2348

    Article  Google Scholar 

  15. Narumi T, Arimoto T, Funayama A, Kadowaki S, Otaki Y, Nishiyama S, Takahashi H, Shishido T, Miyashita T, Miyamoto T, Watanabe T, Kubota I (2013) Prognostic importance of objective nutritional indexes in patients with chronic heart failure. J Cardiol 62(5):307–313

    Article  Google Scholar 

  16. McKee PA, Castelli WP, McNamara PM, Kannel WB (1971) The natural history of congestive heart failure: the Framingham study. N Engl J Med 285(26):1441–1446

    Article  CAS  Google Scholar 

  17. Beamer N, Coull BM, Sexton G, de Garmo P, Knox R, Seaman G (1993) Fibrinogen and the albumin-globulin ratio in recurrent stroke. Stroke 24(8):1133–1139

    Article  CAS  Google Scholar 

  18. Ignacio de Ulibarri J, Gonzalez-Madrono A, de Villar NG, Gonzalez P, Gonzalez B, Mancha A, Rodriguez F, Fernandez G (2005) CONUT: a tool for controlling nutritional status. First validation in a hospital population. Nutr Hosp 20(1):38–45

    CAS  PubMed  Google Scholar 

  19. Alvares-da-Silva MR, Reverbel da Silveira T (2005) Comparison between handgrip strength, subjective global assessment, and prognostic nutritional index in assessing malnutrition and predicting clinical outcome in cirrhotic outpatients. Nutrition 21(2):113–117

    Article  Google Scholar 

  20. Cereda E, Pedrolli C (2009) The geriatric nutritional risk index. Curr Opin Clin Nutr Metab Care 12(1):1–7

    Article  Google Scholar 

  21. Nagai K, Yamagata K, Iseki K, Moriyama T, Tsuruya K, Fujimoto S, Narita I, Konta T, Kondo M, Kasahara M, Shibagaki Y, Asahi K, Watanabe T (2019) Antihypertensive treatment and risk of cardiovascular mortality in patients with chronic kidney disease diagnosed based on the presence of proteinuria and renal function: A large longitudinal study in Japan. PLoS ONE 14(12):e0225812

    Article  CAS  Google Scholar 

  22. Levy D, Kenchaiah S, Larson MG, Benjamin EJ, Kupka MJ, Ho KK, Murabito JM, Vasan RS (2002) Long-term trends in the incidence of and survival with heart failure. N Engl J Med 347(18):1397–1402

    Article  Google Scholar 

  23. Lam CS, Carson PE, Anand IS, Rector TS, Kuskowski M, Komajda M, McKelvie RS, McMurray JJ, Zile MR, Massie BM, Kitzman DW (2012) Sex differences in clinical characteristics and outcomes in elderly patients with heart failure and preserved ejection fraction: the Irbesartan in Heart Failure with Preserved Ejection Fraction (I-PRESERVE) trial. Circ Heart Fail 5(5):571–578

    Article  CAS  Google Scholar 

  24. Shah SJ, Katz DH, Selvaraj S, Burke MA, Yancy CW, Gheorghiade M, Bonow RO, Huang CC, Deo RC (2015) Phenomapping for novel classification of heart failure with preserved ejection fraction. Circulation 131(3):269–279

    Article  Google Scholar 

  25. Lam CSP, Arnott C, Beale AL, Chandramouli C, Hilfiker-Kleiner D, Kaye DM, Ky B, Santema BT, Sliwa K, Voors AA (2019) Sex differences in heart failure. Eur Heart J 40(47):3859–3868c

    Article  Google Scholar 

  26. Eaton CB, Pettinger M, Rossouw J, Martin LW, Foraker R, Quddus A, Liu S, Wampler NS, Hank Wu WC, Manson JE, Margolis K, Johnson KC, Allison M, Corbie-Smith G, Rosamond W, Breathett K, Klein L (2016) Risk factors for incident hospitalized heart failure with preserved versus reduced ejection fraction in a multiracial cohort of postmenopausal women. Circ Heart Fail. https://doi.org/10.1161/CIRCHEARTFAILURE.115.002883

    Article  PubMed  PubMed Central  Google Scholar 

  27. Chien SC, Lo CI, Lin CF, Sung KT, Tsai JP, Huang WH, Yun CH, Hung TC, Lin JL, Liu CY, Hou CJ, Tsai IH, Su CH, Yeh HI, Hung CL (2019) Malnutrition in acute heart failure with preserved ejection fraction: clinical correlates and prognostic implications. ESC Heart Fail 6(5):953–964

    Article  Google Scholar 

  28. Minamisawa M, Seidelmann SB, Claggett B, Hegde SM, Shah AM, Desai AS, Lewis EF, Shah SJ, Sweitzer NK, Fang JC, Anand IS, O’Meara E, Rouleau JL, Pitt B, Solomon SD (2019) Impact of malnutrition using geriatric nutritional risk index in heart failure with preserved ejection fraction. JACC Heart Fail 7(8):664–675

    Article  Google Scholar 

  29. Oeun B, Nakatani D, Hikoso S, Kojima T, Dohi T, Kitamura T, Okada K, Sunaga A, Kida H, Yamada T, Uematsu M, Yasumura Y, Higuchi Y, Mano T, Nagai Y, Fuji H, Mizuno H, Sakata Y, Osaka CardioVascsular Conference Heart Failure I (2020) Factors associated with elevated N-terminal Pro B-type natriuretic peptide concentrations at the convalescent stage and 1-year outcomes in patients with heart failure with preserved ejection fraction. Circ Rep 2(8):400–408

    Article  Google Scholar 

  30. Rajadurai M, Prince PS (2007) Preventive effect of naringin on isoproterenol-induced cardiotoxicity in Wistar rats: an in vivo and in vitro study. Toxicology 232(3):216–225

    Article  CAS  Google Scholar 

  31. Kannan MM, Quine SD, Sangeetha T (2012) Protective efficacy of ellagic acid on glycoproteins, hematological parameters, biochemical changes, and electrolytes in myocardial infarcted rats. J Biochem Mol Toxicol 26(7):270–275

    Article  CAS  Google Scholar 

  32. Lourenco BH, Vieira LP, Macedo A, Nakasato M, Marucci Mde F, Bocchi EA (2009) Nutritional status and adequacy of energy and nutrient intakes among heart failure patients. Arq Bras Cardiol 93(5):541–548

    PubMed  Google Scholar 

  33. Zamora E, Lupon J, Vila J, Urrutia A, de Antonio M, Sanz H, Grau M, Ara J, Bayes-Genis A (2012) Estimated glomerular filtration rate and prognosis in heart failure: value of the Modification of Diet in Renal Disease Study-4, chronic kidney disease epidemiology collaboration, and cockroft-gault formulas. J Am Coll Cardiol 59(19):1709–1715

    Article  Google Scholar 

  34. Sanders-van Wijk S, Tromp J, Beussink-Nelson L, Hage C, Svedlund S, Saraste A, Swat SA, Sanchez C, Njoroge J, Tan RS, Fermer ML, Gan LM, Lund LH, Lam CSP, Shah SJ (2020) Proteomic evaluation of the comorbidity-inflammation paradigm in heart failure with preserved ejection fraction: results from the PROMIS-HFpEF study. Circulation 142(21):2029–2044

    Article  CAS  Google Scholar 

  35. Klein SL, Flanagan KL (2016) Sex differences in immune responses. Nat Rev Immunol 16(10):626–638

    Article  CAS  Google Scholar 

  36. Khera A, McGuire DK, Murphy SA, Stanek HG, Das SR, Vongpatanasin W, Wians FH Jr, Grundy SM, de Lemos JA (2005) Race and gender differences in C-reactive protein levels. J Am Coll Cardiol 46(3):464–469

    Article  CAS  Google Scholar 

  37. InanlooRahatloo K, Liang G, Vo D, Ebert A, Nguyen I, Nguyen PK (2017) Sex-based differences in myocardial gene expression in recently deceased organ donors with no prior cardiovascular disease. PLoS ONE 12(8):e0183874

    Article  Google Scholar 

  38. Li K, Fu W, Bo Y, Zhu Y (2018) Effect of albumin-globulin score and albumin to globulin ratio on survival in patients with heart failure: a retrospective cohort study in China. BMJ Open 8(7):e022960

    Article  Google Scholar 

  39. Niedziela JT, Hudzik B, Szygula-Jurkiewicz B, Nowak JU, Polonski L, Gasior M, Rozentryt P (2018) Albumin-to-globulin ratio as an independent predictor of mortality in chronic heart failure. Biomark Med 12(7):749–757

    Article  CAS  Google Scholar 

  40. Tsai CC, Hsieh YP, Tsai SM, Kor CT, Chiu PF (2020) Superiority of albumin-globulin ratio over albumin to predict mortality in patients undergoing peritoneal dialysis. Sci Rep 10(1):19764

    Article  CAS  Google Scholar 

  41. Azab B, Bibawy J, Harris K, Khoueiry G, Akerman M, Selim J, Khalil S, Bloom S, McGinn JT Jr (2013) Value of albumin-globulin ratio as a predictor of all-cause mortality after non-ST elevation myocardial infarction. Angiology 64(2):137–145

    Article  CAS  Google Scholar 

Download references

Funding

This study was supported in part by a Grant-in-aid for Scientific Research (No. 21K16076 and 20K08486) from the Ministry of Education Culture, Sports, Science, and Technology. We would like to thank Editage (www.editage.com) for English language editing.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Tetsu Watanabe.

Ethics declarations

Conflict of interest

The authors declares that they have no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (PDF 111 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Otaki, Y., Shimizu, M., Watanabe, T. et al. Albumin-to-globulin ratio predicts clinical outcomes of heart failure with preserved ejection fraction in women. Heart Vessels 37, 1829–1840 (2022). https://doi.org/10.1007/s00380-022-02087-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00380-022-02087-y

Keywords

Navigation