Roles of nonclinical and clinical data in prediction of 30-day rehospitalization or death among heart failure patients

Journal of Cardiac Failure

Volumn 21, Issue 5, 2015, Pages 374-381

  Huynh, Quan L ^a   Saito, Makoto ^a   Blizzard, Christopher L ^a   Eskandari, Mehdi ^b   Johnson, Ben ^b   Adabi, Golsa ^b   Hawson, Joshua ^b   Negishi, Kazuaki ^a   Marwick, Thomas H ^a  

^a UNIVERSITY OF TASMANIA   (Australia)

^b ROYAL HOBART HOSPITAL   (Australia)

Author keywords

Algorithm cardiac; failure readmission; risk score quality

Indexed keywords

ALBUMIN; DIPEPTIDYL CARBOXYPEPTIDASE INHIBITOR; DIURETIC AGENT; TROPONIN;

AGED; ARTICLE; AUSTRALIA; BREATHING RATE; CAUSE OF DEATH; CLINICAL STUDY; COMORBIDITY; FEMALE; GEOGRAPHIC DISTRIBUTION; HEART ARRHYTHMIA; HEART FAILURE; HEART RATE; HOSPITAL DISCHARGE; HOSPITAL READMISSION; HUMAN; LENGTH OF STAY; MAJOR CLINICAL STUDY; MALE; MORTALITY; NEW YORK HEART ASSOCIATION CLASS; OUTCOME ASSESSMENT; PREDICTION; PRIORITY JOURNAL; PUBLIC HOSPITAL; SOCIAL STATUS; VERY ELDERLY; EPIDEMIOLOGY; INFORMATION RETRIEVAL; PREDICTIVE VALUE; TASMANIA; TIME FACTOR; TRENDS;

AGED; AGED, 80 AND OVER; FEMALE; HEART FAILURE; HUMANS; INFORMATION STORAGE AND RETRIEVAL; MALE; MORTALITY; PATIENT READMISSION; PREDICTIVE VALUE OF TESTS; TASMANIA; TIME FACTORS;

EID: 84929990343     PISSN: 10719164     EISSN: 15328414     Source Type: Journal    
DOI: 10.1016/j.cardfail.2015.02.002     Document Type: Article

References (40)

1. W. Rosamond, K. Flegal, K. Furie, A. Go, K. Greenlund, and N. Haase Heart disease and stroke statistics - 2008 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee Circulation 117 2008 e25 e146
2. S.F. Jencks, M.V. Williams, and E.A. Coleman Rehospitalizations among patients in the Medicare fee-for-service program N Engl J Med 360 2009 1418 1428
3. J. Chen, S.L. Normand, Y. Wang, and H.M. Krumholz National and regional trends in heart failure hospitalization and mortality rates for Medicare beneficiaries, 1998-2008 JAMA 306 2011 1669 1678
4. H. Bueno, J.S. Ross, Y. Wang, J. Chen, M.T. Vidan, and S.L. Normand Trends in length of stay and short-term outcomes among Medicare patients hospitalized for heart failure, 1993-2006 JAMA 303 2010 2141 2147
5. Z.J. Eapen, L. Liang, G.C. Fonarow, P.A. Heidenreich, L.H. Curtis, and E.D. Peterson Validated, electronic health record deployable prediction models for assessing patient risk of 30-day rehospitalization and mortality in older heart failure patients JACC Heart Fail 1 2013 245 251
6. J.E. Blair, F. Zannad, M.A. Konstam, T. Cook, B. Traver, and J.C. Burnett Jr. Continental differences in clinical characteristics, management, and outcomes in patients hospitalized with worsening heart failure results from the EVEREST (Efficacy of Vasopressin Antagonism in Heart Failure: Outcome Study With Tolvaptan) program J Am Coll Cardiol 52 2008 1640 1648
7. R.P. Vivo, S.R. Krim, L. Liang, M. Neely, A.F. Hernandez, and Z.J. Eapen Short- and long-term rehospitalization and mortality for heart failure in 4 racial/ethnic populations J Am Heart Assoc 3 2014 e001134
8. A.M. Ryan, B.K. Nallamothu, and J.B. Dimick Medicare's public reporting initiative on hospital quality had modest or no impact on mortality from three key conditions Health Aff (Millwood) 31 2012 585 592
9. An Act Entitled The Patient Protection and Affordable Care Act. Public Law 111-48. The United States Congress, 2010.
10. K. Page, T.H. Marwick, R. Lee, R. Grenfell, W.P. Abhayaratna, and A. Aggarwal A systematic approach to chronic heart failure care: a consensus statement Med J Aust 201 2014 146 150
11. R.D. Kociol, E.D. Peterson, B.G. Hammill, K.E. Flynn, P.A. Heidenreich, and I.L. Pina National survey of hospital strategies to reduce heart failure readmissions: findings from the Get With the Guidelines-Heart Failure registry Circ Heart Fail 5 2012 680 687
12. H. Seow, C.O. Phillips, M.W. Rich, J.A. Spertus, H.M. Krumholz, and J. Lynn Isolation of health services research from practice and policy: the example of chronic heart failure management J Am Geriatr Soc 54 2006 535 540
13. J.S. Ross, G.K. Mulvey, B. Stauffer, V. Patlolla, S.M. Bernheim, and P.S. Keenan Statistical models and patient predictors of readmission for heart failure: a systematic review Arch Intern Med 168 2008 1371 1386
14. N. Allaudeen, J.L. Schnipper, E.J. Orav, R.M. Wachter, and A.R. Vidyarthi Inability of providers to predict unplanned readmissions J Gen Intern Med 26 2011 771 776
15. S. Setoguchi, L.W. Stevenson, and S. Schneeweiss Repeated hospitalizations predict mortality in the community population with heart failure Am Heart J 154 2007 260 266
16. B. Pink 2011 census of population and housing: socioeconomic index for areas 2013 Australian Bureau of Statistics Canberra
17. Australian Bureau of Statistics; Statistical Geography Statistical geography fact sheet. Statistical areas level 1 (SA1s) 2011 Australian Bureau of Statistics Canberra
18. Australian Bureau of Statistics Census of population and housing: basic community profile 2011 Australian Bureau of Statistics Canberra Available at: http://www.abs.gov.au/AUSSTATS/abs@.nsf/productsbyCatalogue/B7AD1DB8CB27192ECA2570D90018BFB2?OpenDocument Accessed March 28, 2013
19. J. Glover, and S. Tennant Remote areas statistical geography in Australia: notes on the Accessibility/Remoteness Index for Australia [ARIA+ version] Working paper series no. 9 2003 Public Health Information Development Unit Adelaide
20. Bureau of Meteorology, Commonwealth of Australia. Climate glossary. Available at: www.bom.gov.au/climate/glossary/seasons.shtml.
21. Criteria Committee of the New York Heart Association Nomenclature and criteria for diagnosis of diseases of the heart and blood vessels 9th ed. 1994 Little Brown Boston
22. M.E. Charlson, P. Pompei, K.L. Ales, and C.R. MacKenzie A new method of classifying prognostic comorbidity in longitudinal studies: development and validation J Chronic Dis 40 1987 373 383
23. M.J. Pencina, R.B. d'Agostino Sr., R.B. d'Agostino Jr., and R.S. Vasan Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond Stat Med 27 2008 157 172 discussion 207-12
24. B. Efron, and R. Tibshirani Bootstrap methods for standard errors, confidence intervals, and other measures of statistical accuracy Stat Sci 1 1986 54 75
25. J.A. Hanley, and B.J. McNeil A method of comparing the areas under receiver operating characteristic curves derived from the same cases Radiology 148 1983 839 843
26. J.S. Ross, J. Chen, Z. Lin, H. Bueno, J.P. Curtis, and P.S. Keenan Recent national trends in readmission rates after heart failure hospitalization Circ Heart Fail 3 2010 97 103
27. H.M. Krumholz, Y.T. Chen, Y. Wang, V. Vaccarino, M.J. Radford, and R.I. Horwitz Predictors of readmission among elderly survivors of admission with heart failure Am Heart J 139 2000 72 77
28. P.S. Keenan, S.L. Normand, Z. Lin, E.E. Drye, K.R. Bhat, and J.S. Ross An administrative claims measure suitable for profiling hospital performance on the basis of 30-day all-cause readmission rates among patients with heart failure Circ Cardiovasc Qual Outcomes 1 2008 29 37
29. H.M. Krumholz, Y. Wang, J.A. Mattera, L.F. Han, M.J. Ingber, and S. Roman An administrative claims model suitable for profiling hospital performance based on 30-day mortality rates among patients with heart failure Circulation 113 2006 1693 1701
30. F.A. McAlister, N.F. Murphy, C.R. Simpson, S. Stewart, K. MacIntyre, and M. Kirkpatrick Influence of socioeconomic deprivation on the primary care burden and treatment of patients with a diagnosis of heart failure in general practice in Scotland: population based study BMJ 328 2004 1110
31. N.M. Hawkins, S. Scholes, M. Bajekal, H. Love, M. O'Flaherty, and R. Raine Community care in England: reducing socioeconomic inequalities in heart failure Circulation 126 2012 1050 1057
32. S.E. Ramsay, P.H. Whincup, O. Papacosta, R.W. Morris, L.T. Lennon, and S. Goya Wannamethee Inequalities in heart failure in older men: prospective associations between socioeconomic measures and heart failure incidence in a 10-year follow-up study Eur Heart J 35 2014 442 447
33. F. Boulay, F. Berthier, O. Sisteron, Y. Gendreike, and P. Gibelin Seasonal variation in chronic heart failure hospitalizations and mortality in France Circulation 100 1999 280 286
34. M. Martinez-Selles, J.A. Garcia Robles, L. Prieto, J.A. Serrano, R. Munoz, and E. Frades Annual rates of admission and seasonal variations in hospitalizations for heart failure Eur J Heart Fail 4 2002 779 786
35. S. Stewart, K. McIntyre, S. Capewell, and J.J. McMurray Heart failure in a cold climate. Seasonal variation in heart failure-related morbidity and mortality J Am Coll Cardiol 39 2002 760 766
36. A.G. Barnett, M. de Looper, and J.F. Fraser The seasonality in heart failure deaths and total cardiovascular deaths Aust N Z J Public Health 32 2008 408 413
37. J.L. Izzo Jr., P.S. Larrabee, E. Sander, and L.M. Lillis Hemodynamics of seasonal adaptation Am J Hypertens 3 1990 405 407
38. F.H. Johnston, I.C. Hanigan, S.B. Henderson, and G.G. Morgan Evaluation of interventions to reduce air pollution from biomass smoke on mortality in Launceston, Australia: retrospective analysis of daily mortality, 1994-2007 BMJ 346 2013 e8446
39. S.A. Hunt, W.T. Abraham, M.H. Chin, A.M. Feldman, G.S. Francis, and T.G. Ganiats 2009 focused update incorporated into the ACC/AHA 2005 guidelines for the diagnosis and management of heart failure in adults: a report of the American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines: developed in collaboration with the International Society for Heart and Lung Transplantation Circulation 119 2009 e391 e479
40. P. Thavendiranathan, T. Yingchoncharoen, A. Grant, S. Seicean, S.H. Landers, and E.Z. Gorodeski Prediction of 30-day heart failure-specific readmission risk by echocardiographic parameters Am J Cardiol 113 2014 335 341