Literature DB >> 29293979

Recurrent events analysis for examination of hospitalizations in heart failure: insights from the Enhanced Feedback for Effective Cardiac Treatment (EFFECT) trial.

Juarez R Braga1,2, Jack V Tu2,3,4, Peter C Austin2,3, Rinku Sutradhar2,3, Heather J Ross1, Douglas S Lee1,2,3,5.   

Abstract

Aims: Hospitalizations often occur multiple times during the disease course of a heart failure (HF) patient. However, repeated hospitalizations have not been explored in a fulsome way in this setting. We investigated the association between patient factors and the risk of hospitalization among patients with HF using an extension of the Cox model for the analysis of recurrent events. Methods and results: We examined hospitalizations and predictors of readmission among newly discharged patients with HF in the Enhanced Feedback For Effective Cardiac Treatment phase 1 (April 1999-March 2001) study with the Prentice-Williams-Peterson model with total time. Of 8948 individuals discharged alive from hospital, 7562 (84.5%) were hospitalized at least once during 15-year follow-up. More than 31 000 hospitalizations were observed. There was a progressive shortening of the interval length between hospitalization episodes. An increasing number of comorbidities (average 2.3 per patient) was associated to an increasing hazard of being readmitted to hospital. Most patient factors associated with the risk of hospitalization have been previously described in the literature. However, the estimates were smaller in comparison to a traditional analysis based on the Cox model.
Conclusion: The importance of patient factors for the risk of being admitted to hospital was variable over the course of the disease. Conditions such as diabetes and chronic pulmonary obstructive disease had a sustained association with the rate of hospitalization across all episodes examined. The analysis of recurrent events can explore the longitudinal aspect of HF and the critical issue of hospitalizations in this population. Published on behalf of the European Society of Cardiology. All rights reserved.
© The Author 2017. For permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  Heart failure; Multivariate analysis; Patient readmission; Proportional hazard model; Recurrence; Statistical model

Mesh:

Year:  2018        PMID: 29293979      PMCID: PMC5805119          DOI: 10.1093/ehjqcco/qcx015

Source DB:  PubMed          Journal:  Eur Heart J Qual Care Clin Outcomes        ISSN: 2058-1742


  29 in total

1.  Impact of Diabetes Mellitus on Hospitalization for Heart Failure, Cardiovascular Events, and Death: Outcomes at 4 Years From the Reduction of Atherothrombosis for Continued Health (REACH) Registry.

Authors:  Matthew A Cavender; Ph Gabriel Steg; Sidney C Smith; Kim Eagle; E Magnus Ohman; Shinya Goto; Julia Kuder; Kyungah Im; Peter W F Wilson; Deepak L Bhatt
Journal:  Circulation       Date:  2015-07-07       Impact factor: 29.690

2.  The treatment of unrelated disorders in patients with chronic medical diseases.

Authors:  D A Redelmeier; S H Tan; G L Booth
Journal:  N Engl J Med       Date:  1998-05-21       Impact factor: 91.245

3.  Association of parental heart failure with risk of heart failure in offspring.

Authors:  Douglas S Lee; Michael J Pencina; Emelia J Benjamin; Thomas J Wang; Daniel Levy; Christopher J O'Donnell; Byung-Ho Nam; Martin G Larson; Ralph B D'Agostino; Ramachandran S Vasan
Journal:  N Engl J Med       Date:  2006-07-13       Impact factor: 91.245

4.  Modelling recurrent events: a tutorial for analysis in epidemiology.

Authors:  Leila D A F Amorim; Jianwen Cai
Journal:  Int J Epidemiol       Date:  2014-12-09       Impact factor: 7.196

Review 5.  Importance of in-hospital initiation of evidence-based medical therapies for heart failure-a review.

Authors:  Gregg C Fonarow; Mihai Gheorghiade; William T Abraham
Journal:  Am J Cardiol       Date:  2004-11-01       Impact factor: 2.778

6.  Effectiveness of public report cards for improving the quality of cardiac care: the EFFECT study: a randomized trial.

Authors:  Jack V Tu; Linda R Donovan; Douglas S Lee; Julie T Wang; Peter C Austin; David A Alter; Dennis T Ko
Journal:  JAMA       Date:  2009-11-18       Impact factor: 56.272

Review 7.  The use of hospital admission data as a measure of outcome in clinical studies of heart failure.

Authors:  C Metcalfe; S G Thompson; M R Cowie; L D Sharples
Journal:  Eur Heart J       Date:  2003-01       Impact factor: 29.983

8.  Modeling repeated time-to-event health conditions with discontinuous risk intervals. An example of a longitudinal study of functional disability among older persons.

Authors:  Z Guo; T M Gill; H G Allore
Journal:  Methods Inf Med       Date:  2008       Impact factor: 2.176

9.  Repeated hospitalizations predict mortality in the community population with heart failure.

Authors:  Soko Setoguchi; Lynne Warner Stevenson; Sebastian Schneeweiss
Journal:  Am Heart J       Date:  2007-08       Impact factor: 4.749

10.  The prognostic influence of chronic obstructive pulmonary disease in patients hospitalised for chronic heart failure.

Authors:  Alejandro Macchia; Simona Monte; Marilena Romero; Antonio D'Ettorre; Gianni Tognoni
Journal:  Eur J Heart Fail       Date:  2007-07-12       Impact factor: 15.534

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1.  Serum ST2 and hospitalization rates in Caucasian and African American outpatients with heart failure.

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3.  Analysis Of Re-Hospitalizations For Patients With Heart Failure Caused By Coronary Heart Disease: Data Of First Event And Recurrent Event.

Authors:  Jing Tian; Jingjing Yan; Qing Zhang; Hong Yang; Xinlong Chen; Qiang Han; Rui Han; Jia Ren; Yanbo Zhang; Qinghua Han
Journal:  Ther Clin Risk Manag       Date:  2019-11-14       Impact factor: 2.423

4.  Financial Incentives for Transcatheter Aortic Valve Implantation in Ontario, Canada: A Cost-Utility Analysis.

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Journal:  J Am Heart Assoc       Date:  2022-04-12       Impact factor: 6.106

5.  Trends in the Use of Cardiac Imaging for Patients With Heart Failure in Canada.

Authors:  Juarez R Braga; Howard Leong-Poi; Valeria E Rac; Peter C Austin; Heather J Ross; Douglas S Lee
Journal:  JAMA Netw Open       Date:  2019-08-02

6.  Left-censored recurrent event analysis in epidemiological studies: a proposal for when the number of previous episodes is unknown.

Authors:  Gilma Hernández-Herrera; David Moriña; Albert Navarro
Journal:  BMC Med Res Methodol       Date:  2022-01-16       Impact factor: 4.615

7.  The impact of a community-based heart failure multidisciplinary team clinic on healthcare utilization and costs.

Authors:  Jean Marc Weinstein; Dan Greenberg; Amir Sharf; Tzahit Simon-Tuval
Journal:  ESC Heart Fail       Date:  2021-11-07

8.  Sleep apnea and recurrent heart failure hospitalizations after coronary artery bypass grafting.

Authors:  Yao Hao Teo; Wilson W Tam; Chieh-Yang Koo; Aye-Thandar Aung; Ching-Hui Sia; Raymond C C Wong; William Kong; Kian-Keong Poh; Theodoros Kofidis; Pipin Kojodjojo; Chi-Hang Lee
Journal:  J Clin Sleep Med       Date:  2021-12-01       Impact factor: 4.062

9.  The Role of Ambulatory Heart Failure Clinics to Avoid Heart Failure Admissions.

Authors:  Jessica He; Sean Balmain; Jeremy Kobulnik; Anne Schofield; Susanna Mak
Journal:  CJC Open       Date:  2019-12-06
  9 in total

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