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

被引:23
作者
Braga, Juarez R. [1 ,2 ]
Tu, Jack V. [2 ,3 ,4 ]
Austin, Peter C. [2 ,3 ]
Sutradhar, Rinku [2 ,3 ]
Ross, Heather J. [1 ]
Lee, Douglas S. [1 ,2 ,3 ,5 ]
机构
[1] Univ Hlth Network, Peter Munk Cardiac Ctr, Div Cardiol, 585 Univ Ave, Toronto, ON M5G 2N2, Canada
[2] Inst Clin Evaluat Sci, 2075 Bayview Ave G106, Toronto, ON M4N 3M5, Canada
[3] Univ Toronto, Inst Hlth Policy Management & Evaluat, 4th Floor,155 Coll St, Toronto, ON M5T 3M6, Canada
[4] Sunnybrook Hlth Sci Ctr, Cardiol Div, 2075 Bayview Ave,D Wing,4th Floor,Room 408, Toronto, ON M4N 3M5, Canada
[5] Univ Hlth Network, Joint Dept Med Imaging, 4th Floor,263 McCaul St, Toronto, ON M5T 1W7, Canada
基金
加拿大健康研究院;
关键词
Heart failure; Patient readmission; Statistical model; Multivariate analysis; Proportional hazard model; Recurrence; PROPORTIONAL HAZARDS MODEL; MORTALITY; RISK; TIME; OUTCOMES; CARE; READMISSION; PREDICTORS; SURVIVAL; DEATH;
D O I
10.1093/ehjqcco/qcx015
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
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.
引用
收藏
页码:18 / 26
页数:9
相关论文
共 37 条
[1]  
Amorim LD, 2014, INT J EPIDEMIOL
[2]   COX REGRESSION-MODEL FOR COUNTING-PROCESSES - A LARGE SAMPLE STUDY [J].
ANDERSEN, PK ;
GILL, RD .
ANNALS OF STATISTICS, 1982, 10 (04) :1100-1120
[3]   Time to move on from otime-to-first': should all events be included in the analysis of clinical trials? [J].
Anker, Stefan D. ;
McMurray, John J. V. .
EUROPEAN HEART JOURNAL, 2012, 33 (22) :2764-2765
[4]   Introduction to the Analysis of Survival Data in the Presence of Competing Risks [J].
Austin, Peter C. ;
Lee, Douglas S. ;
Fine, Jason P. .
CIRCULATION, 2016, 133 (06) :601-609
[5]   Heart Failure Re-Admission: Measuring the Ever Shortening Gap between Repeat Heart Failure Hospitalizations [J].
Bakal, Jeffrey A. ;
McAlister, Finlay A. ;
Liu, Wei ;
Ezekowitz, Justin A. .
PLOS ONE, 2014, 9 (09)
[6]   The Affordable Care Act at 5 Years [J].
Blumenthal, David ;
Abrams, Melinda ;
Nuzum, Rachel .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 372 (25) :2451-2458
[7]   Duration models for repeated events [J].
Box-Steffensmeier, JM ;
Zorn, C .
JOURNAL OF POLITICS, 2002, 64 (04) :1069-1094
[8]   Outcomes and Care of Patients With Acute Heart Failure Syndromes and Cardiac Troponin Elevation [J].
Braga, Juarez R. ;
Tu, Jack V. ;
Austin, Peter C. ;
Chong, Alice ;
You, John J. ;
Farkouh, Michael E. ;
Ross, Heather J. ;
Lee, Douglas S. .
CIRCULATION-HEART FAILURE, 2013, 6 (02) :193-+
[9]   Noncardiac comorbidity increases preventable hospitalizations and mortality among medicare beneficiaries with chronic heart failure [J].
Braunstein, JB ;
Anderson, GF ;
Gerstenblith, G ;
Weller, W ;
Niefeld, M ;
Herbert, R ;
Wu, AW .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2003, 42 (07) :1226-1233
[10]  
Castañeda J, 2010, REV COLOMB ESTAD, V33, P43