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Association between elevated adiponectin level and adverse outcomes in patients with heart failure: a systematic review and meta-analysis

Abstract

Studies regarding the prognostic value of circulating adiponectin level in patients with heart failure are conflicting. The aim of this meta-analysis was to evaluate the association between elevated circulating adiponectin level and adverse outcomes in patients with heart failure. We searched PubMed and Embase databases from their inception to June 2018. Original observational studies that investigated the prognostic value of adiponectin in heart failure patients and reported all-cause mortality or combined endpoints of death/readmission as outcome measure were included. Pooled risk ratio (RR) with 95% confidence intervals (CI) were estimated by higher versus lower circulating adiponectin level. A total of 7 studies involving 862 heart failure patients were identified. Meta-analysis showed that heart failure patients with higher adiponectin level had significantly increased risk of all-cause mortality (RR 2.05; 95%CI 1.22–3.43) after adjustment for potential confounders. In addition, higher adiponectin level was associated with an increased risk of the combined endpoints of death/readmission (RR 2.22; 95%CI 1.38–3.57). Elevated baseline circulating adiponectin level is possibly associated with an increased risk of all-cause mortality and the combined endpoints of death/readmission in patients with heart failure. Determination of circulating adiponectin level has potential to improve risk stratification in heart failure patients.

Adiponectin; Heart failure; Mortality; Readmission; Meta-analysis


Introduction

Despite substantial improvements in medical care, heart failure remains a worldwide public health concern with unacceptably high risk of morbidity and mortality (11. Butrous H, Hummel SL. Heart failure in older adults. Can J Cardiol 2016; 32: 1140–1147, doi: 10.1016/j.cjca.2016.05.005.
https://doi.org/10.1016/j.cjca.2016.05.0...
). In developed countries, heart failure affects an estimated 1–2% of the adult population and 10–20% of people over 70 years of age (22. Ponikowski P, Voors AA, Anker SD, Bueno H, Cleland JG, Coats AJ, et al. 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 J Heart Fail 2016; 18: 891–975, doi: 10.1002/ejhf.592.
https://doi.org/10.1002/ejhf.592...
). Heart failure is also a frequent cause of rehospitalization (33. Benjamin EJ, Blaha MJ, Chiuve SE, Cushman M, Das SR, Deo R, et al. Heart disease and stroke statistics-2017 Update: a report from the american heart association. Circulation 2017; 135: e146-e603, doi: 10.1161/CIR.0000000000000485.
https://doi.org/10.1161/CIR.000000000000...
,44. Gheorghiade M, Vaduganathan M, Fonarow GC, Bonow RO. Rehospitalization for heart failure: problems and perspectives. J Am Coll Cardiol 2013; 61: 391–403, doi: 10.1016/j.jacc.2012.09.038.
https://doi.org/10.1016/j.jacc.2012.09.0...
) and subsequently increases the health care costs. Therefore, early risk prediction of these patients is urgently needed for appropriate therapeutic decision making.

Biomarkers are frequently used for estimating prognosis in heart failure patients (55. Mallick A, Januzzi JL Jr. Biomarkers in acute heart failure. Rev Esp Cardiol 2015; 68: 514–525, doi: 10.1016/j.recesp.2015.02.009.
https://doi.org/10.1016/j.recesp.2015.02...
). Adiponectin, an adipocyte-specific cytokine, exhibits anti-inflammatory property and protective effects against obesity-related diseases (66. Lau WB, Ohashi K, Wang Y, Ogawa H, Murohara T, Ma XL, et al. Role of adipokines in cardiovascular disease. Circ J 2017; 81: 920–928, doi: 10.1253/circj.CJ-17-0458.
https://doi.org/10.1253/circj.CJ-17-0458...
). Circulating adiponectin level was increased in patients with heart failure irrespective of etiologies (77. Takano H, Obata JE, Kodama Y, Kitta Y, Nakamura T, Mende A, et al. Adiponectin is released from the heart in patients with heart failure. Int J Cardiol 2009; 132: 221–226, doi: 10.1016/j.ijcard.2007.11.040.
https://doi.org/10.1016/j.ijcard.2007.11...
8. Ohara T, Hashimura K, Asakura M, Ogai A, Amaki M, Hasegawa T, et al. Dynamic changes in plasma total and high molecular weight adiponectin levels in acute heart failure. J Cardiol 2011; 58: 181–190, doi: 10.1016/j.jjcc.2011.06.010.
https://doi.org/10.1016/j.jjcc.2011.06.0...
99. Sokhanvar S, Sheykhi M, Mazlomzade S, Taran L, Golmohammadi Z. The relationship between serum adiponectin and prognosis in patients with heart failure. Bratisl Lek Listy 2013; 114: 455–459.), implying substantial potential as a prognostic biomarker. However, adiponectin appears to lose its cardio-protective and anti-inflammatory properties in heart failure patients (1010. Sente T, Gevaert A, Van Berendoncks A, Vrints CJ, Hoymans VY. The evolving role of adiponectin as an additive biomarker in HFrEF. Heart Fail Rev 2016; 21: 753–769, doi: 10.1007/s10741-016-9578-z.
https://doi.org/10.1007/s10741-016-9578-...
). Accordingly, several but not all studies (1111. Wannamethee SG, Whincup PH, Lennon L, Sattar N. Circulating adiponectin levels and mortality in elderly men with and without cardiovascular disease and heart failure. Arch Intern Med 2007; 167: 1510–1517, doi: 10.1001/archinte.167.14.1510.
https://doi.org/10.1001/archinte.167.14....
,1212. Van Berendoncks AM, Beckers P, Hoymans VY, Possemiers N, Coenen S, Elseviers MM, et al. β-blockers modify the prognostic value of adiponectin in chronic heart failure. Int J Cardiol 2011; 150: 296–300, doi: 10.1016/j.ijcard.2010.04.039.
https://doi.org/10.1016/j.ijcard.2010.04...
) have reported that elevated adiponectin level emerged as an independent risk factor of adverse prognosis. Nevertheless, the magnitude of the prognostic value varied among these studies.

To our knowledge, no prior meta-analysis has examined the prognostic role of adiponectin level in patients with heart failure. Hence, we undertook a meta-analysis to evaluate the association between elevated circulating adiponectin level and adverse outcomes in heart failure patients.

Material and Methods

Data sources and literature searches

We made a comprehensive literature search of PubMed and Embase databases from their inception to June 2018 using the following search items: “adiponectin” AND “heart failure” AND “rehospitalization” OR “readmission” OR “mortality” OR “death” OR “prognosis” OR “major adverse cardiac events”. In order to identify any additional studies, we manually searched the reference lists of relevant reviews and included studies. There was no language restriction in the literature searches.

Study selection

Original articles satisfying the following criteria were included: 1) observational studies enrolling heart failure patients; 2) baseline circulating adiponectin level as exposure; 3) all-cause mortality or combined endpoints of death/readmission as one of the endpoints; and 4) at least reported age-adjusted risk estimate of the prognostic value for the higher versus the lower adiponectin level. Studies were excluded if: 1) review articles, editorial, letter or conference abstract; 2) unadjusted risk estimate; and 3) reported risk estimate by continuous adiponectin level.

Data extraction and quality assessment

All data were extracted by two independent authors using a standardized extraction form. Discrepancy was resolved by consensus. Data extracted included the first author's surname, year of publication, country of study, study design, sample sizes, percentage of men, age range or mean age, proportion of men, type of heart failure, adiponectin cutoff value, event number, fully adjusted hazard ratio (HR) or risk ratio (RR) with 95% confidence intervals (CI), follow-up duration, and adjusted confounders. The methodological quality of the selected studies was examined using the Newcastle-Ottawa Scale (NOS) (1313. Wells G, Shea B, O'Connell D, Peterson J, Welch V, Losos M, et al. The Newcastle-Ottawa Scale (NOS) for assessing the quality if nonrandomized studies in meta-analyses. http://www.ohri.ca/programs/clinical_epidemiology/oxford.asp (accessed December 10, 2018).
http://www.ohri.ca/programs/clinical_epi...
). Studies with a rating of >7 points were deemed as having good quality.

Data synthesis and analysis

Multivariable-adjusted risk estimates reported in each study were used in the meta-analysis. We pooled the RR with 95%CI for higher versus lower adiponectin level. Statistically significant heterogeneity across studies was quantified using I2 statistic >50% and Cochrane Q test P<0.10. A random effect model was selected when a statistically significant heterogeneity was observed; otherwise, we applied a fixed effect model. Sensitivity analysis was conducted by sequentially removing any single study at each turn to explore the reliability of the pooled risk estimate. We evaluated publication bias by the Egger linear regression test (1414. Egger M, Davey Smith G, Schneider M, Minder C. Bias in meta-analysis detected by a simple, graphical test. BMJ 1997; 315: 629–634, doi: 10.1136/bmj.315.7109.629.
https://doi.org/10.1136/bmj.315.7109.629...
) and Begg's rank correlation (1515. Begg CB, Mazumdar M. Operating characteristics of a rank correlation test for publication bias. Biometrics 1994; 50: 1088–1101, doi: 10.2307/2533446.
https://doi.org/10.2307/2533446...
). All data were analyzed using STATA version 12.0 (StataCorp, USA).

Results

Search results and study characteristics

Briefly, 345 potentially relevant articles were identified after duplicated records were removed. Of those, 298 articles were removed after scanning the titles and abstracts. The remaining 47 full-text articles were retrieved for detailed evaluation. Forty articles were further excluded for various reasons (Figure 1). Thus, 7 studies (1111. Wannamethee SG, Whincup PH, Lennon L, Sattar N. Circulating adiponectin levels and mortality in elderly men with and without cardiovascular disease and heart failure. Arch Intern Med 2007; 167: 1510–1517, doi: 10.1001/archinte.167.14.1510.
https://doi.org/10.1001/archinte.167.14....
,1212. Van Berendoncks AM, Beckers P, Hoymans VY, Possemiers N, Coenen S, Elseviers MM, et al. β-blockers modify the prognostic value of adiponectin in chronic heart failure. Int J Cardiol 2011; 150: 296–300, doi: 10.1016/j.ijcard.2010.04.039.
https://doi.org/10.1016/j.ijcard.2010.04...
,1616. Kistorp C, Faber J, Galatius S, Gustafsson F, Frystyk J, Flyvbjerg A, et al. Plasma adiponectin, body mass index, and mortality in patients with chronic heart failure. Circulation 2005; 112: 1756–1762, doi: 10.1161/CIRCULATIONAHA.104.530972.
https://doi.org/10.1161/CIRCULATIONAHA.1...
2020. Szabo T, Scherbakov N, Sandek A, Kung T, von Haehling S, Lainscak M, et al. Plasma adiponectin in heart failure with and without cachexia: catabolic signal linking catabolism, symptomatic status, and prognosis. Nutr Metab Cardiovasc Dis 2014; 24: 50–56, doi: 10.1016/j.numecd.2013.04.015.
https://doi.org/10.1016/j.numecd.2013.04...
) were ultimately included in the meta-analysis.

Figure 1.
Flow chart of the study selection process.

The main characteristics of the included studies are summarized in Supplementary Table S1. Sample sizes ranged between 54 and 195 with a total of 862 heart failure patients. These studies were published between 2005 and 2014. Five studies (1111. Wannamethee SG, Whincup PH, Lennon L, Sattar N. Circulating adiponectin levels and mortality in elderly men with and without cardiovascular disease and heart failure. Arch Intern Med 2007; 167: 1510–1517, doi: 10.1001/archinte.167.14.1510.
https://doi.org/10.1001/archinte.167.14....
,1212. Van Berendoncks AM, Beckers P, Hoymans VY, Possemiers N, Coenen S, Elseviers MM, et al. β-blockers modify the prognostic value of adiponectin in chronic heart failure. Int J Cardiol 2011; 150: 296–300, doi: 10.1016/j.ijcard.2010.04.039.
https://doi.org/10.1016/j.ijcard.2010.04...
,1616. Kistorp C, Faber J, Galatius S, Gustafsson F, Frystyk J, Flyvbjerg A, et al. Plasma adiponectin, body mass index, and mortality in patients with chronic heart failure. Circulation 2005; 112: 1756–1762, doi: 10.1161/CIRCULATIONAHA.104.530972.
https://doi.org/10.1161/CIRCULATIONAHA.1...
,1717. George J, Patal S, Wexler D, Sharabi Y, Peleg E, Kamari Y, et al. Circulating adiponectin concentrations in patients with congestive heart failure. Heart 2006; 92: 1420–1424, doi: 10.1136/hrt.2005.083345.
https://doi.org/10.1136/hrt.2005.083345...
,1919. Dieplinger B, Gegenhuber A, Poelz W, Haltmayer M, Mueller T. Prognostic value of increased adiponectin plasma concentrations in patients with acute destabilized heart failure. Clin Biochem 2009; 42: 1190–1193, doi: 10.1016/j.clinbiochem.2009.02.023.
https://doi.org/10.1016/j.clinbiochem.20...
) had a cohort design and two studies (1818. Tamura T, Furukawa Y, Taniguchi R, Sato Y, Ono K, Horiuchi H, et al. Serum adiponectin level as an independent predictor of mortality in patients with congestive heart failure. Circ J 2007; 71: 623–630, doi: 10.1253/circj.71.623.
https://doi.org/10.1253/circj.71.623...
,2020. Szabo T, Scherbakov N, Sandek A, Kung T, von Haehling S, Lainscak M, et al. Plasma adiponectin in heart failure with and without cachexia: catabolic signal linking catabolism, symptomatic status, and prognosis. Nutr Metab Cardiovasc Dis 2014; 24: 50–56, doi: 10.1016/j.numecd.2013.04.015.
https://doi.org/10.1016/j.numecd.2013.04...
) had case-control designs. Follow-up duration ranged from 288 days to 7 years. For the assessment of methodological quality, the NOS scores of these studies ranged from 6 to 8 points (Supplementary Table S2).

All-cause mortality

Six studies (1111. Wannamethee SG, Whincup PH, Lennon L, Sattar N. Circulating adiponectin levels and mortality in elderly men with and without cardiovascular disease and heart failure. Arch Intern Med 2007; 167: 1510–1517, doi: 10.1001/archinte.167.14.1510.
https://doi.org/10.1001/archinte.167.14....
,1616. Kistorp C, Faber J, Galatius S, Gustafsson F, Frystyk J, Flyvbjerg A, et al. Plasma adiponectin, body mass index, and mortality in patients with chronic heart failure. Circulation 2005; 112: 1756–1762, doi: 10.1161/CIRCULATIONAHA.104.530972.
https://doi.org/10.1161/CIRCULATIONAHA.1...
2020. Szabo T, Scherbakov N, Sandek A, Kung T, von Haehling S, Lainscak M, et al. Plasma adiponectin in heart failure with and without cachexia: catabolic signal linking catabolism, symptomatic status, and prognosis. Nutr Metab Cardiovasc Dis 2014; 24: 50–56, doi: 10.1016/j.numecd.2013.04.015.
https://doi.org/10.1016/j.numecd.2013.04...
) were used to estimate the prognostic value of elevated adiponectin level on all-cause mortality. As shown in Figure 2, the pooled RR was 2.05 (95%CI 1.22–3.43) for the higher versus lower adiponectin level in a random effect model. Significant heterogeneity was observed across these studies (I2=70.5%, P=0.005). Publication bias was not detected by the Begg's (P=0.707) and Egger's tests (P=0.742). Sensitivity analyses showed that no influential changes were found with the omitting of any single study at a time (data not shown).

Figure 2.
Forest plot showing risk ratio with 95%CI of all-cause mortality for the higher versus lower category of adiponectin level in a random effect model.

Combined endpoints of death/readmission

Two studies (1212. Van Berendoncks AM, Beckers P, Hoymans VY, Possemiers N, Coenen S, Elseviers MM, et al. β-blockers modify the prognostic value of adiponectin in chronic heart failure. Int J Cardiol 2011; 150: 296–300, doi: 10.1016/j.ijcard.2010.04.039.
https://doi.org/10.1016/j.ijcard.2010.04...
,1717. George J, Patal S, Wexler D, Sharabi Y, Peleg E, Kamari Y, et al. Circulating adiponectin concentrations in patients with congestive heart failure. Heart 2006; 92: 1420–1424, doi: 10.1136/hrt.2005.083345.
https://doi.org/10.1136/hrt.2005.083345...
) reported combined endpoints as an outcome measure. As shown in Figure 3, heart failure patients with higher adiponectin level had significantly increased combined endpoints of death/readmission (RR 2.22; 95%CI 1.38–3.57) in a fixed-effect model. There was no significant heterogeneity across studies (I2=0.0%; P=0.522).

Figure 3.
Forest plot showing risk ratio with 95%CI of combined end points of death/readmission for the higher versus lower category of adiponectin level in a fixed-effect model.

Discussion

This meta-analysis demonstrated that elevated circulating adiponectin level was possibly associated with an increased risk of all-cause mortality and the combined endpoints of death/readmission in acute or chronic heart failure patients. Heart failure patients with the higher circulating adiponectin level had approximately 2.05-fold and 2.22-fold greater risk of all-cause mortality and the combined endpoints of death/readmission, respectively. Determination of adiponectin level may improve the risk stratification of heart failure patients.

The prognostic value of baseline adiponectin in heart failure patients was also supported by the continuous variable analysis. A post hoc analysis of GISSI-HF trial (2121. Masson S, Gori F, Latini R, Milani V, Flyvbjerg A, Frystyk J, et al. Adiponectin in chronic heart failure: influence of diabetes and genetic variants. Eur J Clin Invest 2011; 41: 1330–1338, doi: 10.1111/j.1365-2362.2011.02548.x.
https://doi.org/10.1111/j.1365-2362.2011...
) indicated that per 1 SD increase in baseline plasma adiponectin level was independently associated with increased mortality (hazard ratio 1.24; 95%CI 1.12–1.37). Collectively, these results highlight that circulating adiponectin level plays an important role in risk stratification of heart failure patients. However, conflicting results exist. The prospective study of Berezin et al. (2222. Berezin AE, Kremzer AA, Martovitskaya YV, Samura TA, Berezina TA, Zulli A, et al. The utility of biomarker risk prediction score in patients with chronic heart failure. Int J Clin Exp Med 2015; 8: 18255–18264, doi: 10.1186/s40885-016-0041-1.
https://doi.org/10.1186/s40885-016-0041-...
) showed that per 3.5 μg/mL increase in adiponectin level was not significantly associated with composite endpoint of death or chronic heart failure hospitalization.

A previous meta-analysis concluded that higher adiponectin was associated with increased mortality in patients with already established cardiovascular disease (2323. Wu ZJ, Cheng YJ, Gu WJ, Aung LH. Adiponectin is associated with increased mortality in patients with already established cardiovascular disease: a systematic review and meta-analysis. Metabolism 2014; 63: 1157–1166, doi: 10.1016/j.metabol.2014.05.001.
https://doi.org/10.1016/j.metabol.2014.0...
). However, that meta-analysis was based on heterogeneous patients. By contrast, our meta-analysis focused on heart failure patients. Findings from our meta-analysis supported the baseline adiponectin level as a prognostic biomarker in patients with heart failure. Moreover, chronic heart failure patients with a high level of adiponectin after a 3-month treatment had a 3.8-fold increased risk of major adverse cardiac events (2424. Yu HP, Jen HL, Yin WH, Wei J. Circulating adiponectin levels following treatment can predict late clinical outcomes in chronic heart failure. Acta Cardiol Sin 2017; 33: 139–149, doi: 10.6515/ACS20160427B.
https://doi.org/10.6515/ACS20160427B...
). Accordingly, decrease in serum adiponectin level in response to treatment could predict a better prognosis in acute decompensated heart failure (2525. Matsumoto M, Lee-Kawabata M, Tsujino T, Naito Y, Ezumi A, Sakoda T, et al. Decrease in serum adiponectin levels in response to treatment predicts good prognosis in acute decompensated heart failure. J Clin Hypertens (Greenwich) 2010; 12: 900–904, doi: 10.1111/j.1751-7176.2010.00368.x.
https://doi.org/10.1111/j.1751-7176.2010...
)

Cachexia or obesity could affect circulating adiponectin level. Adiponectin level was negatively correlated with obesity, but was also affected by age and gender (2626. Mather KJ, Goldberg RB. Clinical use of adiponectin as a marker of metabolic dysregulation. Best Pract Res Clin Endocrinol Metab 2014; 28: 107–117, doi: 10.1016/j.beem.2013.06.008.
https://doi.org/10.1016/j.beem.2013.06.0...
). Increased adiponectin level could be caused by cardiac cachexia irrespective of body mass index in heart failure patients (2727. Araujo JP, Lourenco P, Rocha-Goncalves F, Ferreira A, Bettencourt P. Adiponectin is increased in cardiac cachexia irrespective of body mass index. Eur J Heart Fail 2009; 11: 567–572, doi: 10.1093/eurjhf/hfp046.
https://doi.org/10.1093/eurjhf/hfp046...
). Elevated adiponectin level may be a marker for wasting. Heart failure patients with cachexia have shown a poor prognosis (2828. Anker SD, Ponikowski P, Varney S, Chua TP, Clark AL, Webb-Peploe KM, et al. Wasting as independent risk factor for mortality in chronic heart failure. Lancet 1997; 349: 1050–1053, doi: 10.1016/S0140-6736(96)07015-8.
https://doi.org/10.1016/S0140-6736(96)07...
). Obesity is a predictor of improved prognosis in patients with heart failure and adiponectin may explain why the prognosis of heart failure is better in the obese (2929. Nakamura T, Funayama H, Kubo N, Yasu T, Kawakami M, Saito M, et al. Association of hyperadiponectinemia with severity of ventricular dysfunction in congestive heart failure. Circ J 2006; 70: 1557–1562, doi: 10.1253/circj.70.1557.
https://doi.org/10.1253/circj.70.1557...
). Nevertheless, increased adiponectin level may simply reflect the severity of disease. Therefore, the prognostic value of adiponectin could be confounded by cardiac cachexia.

Several potential limitations of the current meta-analysis should be acknowledged. First, adiponectin level was determined only at baseline but follow-up changes were not monitored. More serial determinations are warranted to avoid possible misclassification because of fluctuations of adiponectin level. Second, the included studies used different cutoff values of adiponectin level and the optimal threshold of adiponectin level was not defined. Third, prognostic strength of the adiponectin level could be verified by a continuous variable analysis. However, we did not analyze the association between elevated adiponectin level and adverse outcomes by continuous data due to insufficient studies. Fourth, the impact of drugs on the circulating adiponectin level should be considered. Use of β-blockers and anti-heart failure agents could affect circulating adiponectin level (1212. Van Berendoncks AM, Beckers P, Hoymans VY, Possemiers N, Coenen S, Elseviers MM, et al. β-blockers modify the prognostic value of adiponectin in chronic heart failure. Int J Cardiol 2011; 150: 296–300, doi: 10.1016/j.ijcard.2010.04.039.
https://doi.org/10.1016/j.ijcard.2010.04...
,3030. Anker SD, Negassa A, Coats AJ, Afzal R, Poole-Wilson PA, Cohn JN, et al. Prognostic importance of weight loss in chronic heart failure and the effect of treatment with angiotensin-converting-enzyme inhibitors: an observational study. Lancet 2003; 361: 1077–1083, doi: 10.1016/S0140-6736(03)12892-9.
https://doi.org/10.1016/S0140-6736(03)12...
). Lack of adjustment for these agents may have underestimated or overestimated the prognostic value. Finally, there was significant heterogeneity in the pooling of all-cause mortality outcomes. Different study designs, follow-up duration, cutoff values of adiponectin level, types of heart failure, and patients' characteristics, such as age and ejection fraction, may have partly contributed to the significant heterogeneity.

In conclusion, elevated baseline circulating adiponectin level might be independently associated with higher risk of all-cause mortality and combined endpoints of death/readmission in heart failure patients. Future well-designed studies are required to confirm the findings of this meta-analysis. Measurement of adiponectin level in heart failure patients has potential to improve risk stratification.

Supplementary Material

Click here to view [pdf].

Acknowledgments

This work was supported by the National Natural Science Foundation of China (#81060033).

References

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    Butrous H, Hummel SL. Heart failure in older adults. Can J Cardiol 2016; 32: 1140–1147, doi: 10.1016/j.cjca.2016.05.005.
    » https://doi.org/10.1016/j.cjca.2016.05.005
  • 2
    Ponikowski P, Voors AA, Anker SD, Bueno H, Cleland JG, Coats AJ, et al. 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 J Heart Fail 2016; 18: 891–975, doi: 10.1002/ejhf.592.
    » https://doi.org/10.1002/ejhf.592
  • 3
    Benjamin EJ, Blaha MJ, Chiuve SE, Cushman M, Das SR, Deo R, et al. Heart disease and stroke statistics-2017 Update: a report from the american heart association. Circulation 2017; 135: e146-e603, doi: 10.1161/CIR.0000000000000485.
    » https://doi.org/10.1161/CIR.0000000000000485
  • 4
    Gheorghiade M, Vaduganathan M, Fonarow GC, Bonow RO. Rehospitalization for heart failure: problems and perspectives. J Am Coll Cardiol 2013; 61: 391–403, doi: 10.1016/j.jacc.2012.09.038.
    » https://doi.org/10.1016/j.jacc.2012.09.038
  • 5
    Mallick A, Januzzi JL Jr. Biomarkers in acute heart failure. Rev Esp Cardiol 2015; 68: 514–525, doi: 10.1016/j.recesp.2015.02.009.
    » https://doi.org/10.1016/j.recesp.2015.02.009
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    Lau WB, Ohashi K, Wang Y, Ogawa H, Murohara T, Ma XL, et al. Role of adipokines in cardiovascular disease. Circ J 2017; 81: 920–928, doi: 10.1253/circj.CJ-17-0458.
    » https://doi.org/10.1253/circj.CJ-17-0458
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    Takano H, Obata JE, Kodama Y, Kitta Y, Nakamura T, Mende A, et al. Adiponectin is released from the heart in patients with heart failure. Int J Cardiol 2009; 132: 221–226, doi: 10.1016/j.ijcard.2007.11.040.
    » https://doi.org/10.1016/j.ijcard.2007.11.040
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    Ohara T, Hashimura K, Asakura M, Ogai A, Amaki M, Hasegawa T, et al. Dynamic changes in plasma total and high molecular weight adiponectin levels in acute heart failure. J Cardiol 2011; 58: 181–190, doi: 10.1016/j.jjcc.2011.06.010.
    » https://doi.org/10.1016/j.jjcc.2011.06.010
  • 9
    Sokhanvar S, Sheykhi M, Mazlomzade S, Taran L, Golmohammadi Z. The relationship between serum adiponectin and prognosis in patients with heart failure. Bratisl Lek Listy 2013; 114: 455–459.
  • 10
    Sente T, Gevaert A, Van Berendoncks A, Vrints CJ, Hoymans VY. The evolving role of adiponectin as an additive biomarker in HFrEF. Heart Fail Rev 2016; 21: 753–769, doi: 10.1007/s10741-016-9578-z.
    » https://doi.org/10.1007/s10741-016-9578-z
  • 11
    Wannamethee SG, Whincup PH, Lennon L, Sattar N. Circulating adiponectin levels and mortality in elderly men with and without cardiovascular disease and heart failure. Arch Intern Med 2007; 167: 1510–1517, doi: 10.1001/archinte.167.14.1510.
    » https://doi.org/10.1001/archinte.167.14.1510
  • 12
    Van Berendoncks AM, Beckers P, Hoymans VY, Possemiers N, Coenen S, Elseviers MM, et al. β-blockers modify the prognostic value of adiponectin in chronic heart failure. Int J Cardiol 2011; 150: 296–300, doi: 10.1016/j.ijcard.2010.04.039.
    » https://doi.org/10.1016/j.ijcard.2010.04.039
  • 13
    Wells G, Shea B, O'Connell D, Peterson J, Welch V, Losos M, et al. The Newcastle-Ottawa Scale (NOS) for assessing the quality if nonrandomized studies in meta-analyses. http://www.ohri.ca/programs/clinical_epidemiology/oxford.asp (accessed December 10, 2018).
    » http://www.ohri.ca/programs/clinical_epidemiology/oxford.asp
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    Egger M, Davey Smith G, Schneider M, Minder C. Bias in meta-analysis detected by a simple, graphical test. BMJ 1997; 315: 629–634, doi: 10.1136/bmj.315.7109.629.
    » https://doi.org/10.1136/bmj.315.7109.629
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    Begg CB, Mazumdar M. Operating characteristics of a rank correlation test for publication bias. Biometrics 1994; 50: 1088–1101, doi: 10.2307/2533446.
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Publication Dates

  • Publication in this collection
    15 July 2019
  • Date of issue
    2019

History

  • Received
    1 Mar 2019
  • Accepted
    18 Apr 2019
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