ATS
HOME HELP FEEDBACK SUBSCRIPTIONS ARCHIVE SEARCH TABLE OF CONTENTS
 QUICK SEARCH:   [advanced]


     


This Article
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Right arrow Citation Map
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Add to Personal Folders
Right arrow Download to citation manager
Right arrow Author home page(s):
Gary L. Grunkemeier
Right arrow Permission Requests
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Grunkemeier, G. L.
Right arrow Articles by Wu, Y.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Grunkemeier, G. L.
Right arrow Articles by Wu, Y.
Related Collections
Right arrow Valve disease

Ann Thorac Surg 2001;72:677-678
© 2001 The Society of Thoracic Surgeons


Statistician’s page

Actual versus actuarial event-free percentages

Gary L. Grunkemeier, PhDa, YingXing Wu, MDa

a Providence Health System, Portland, Oregon, USA

Address reprint requests to Dr Grunkemeier, 9155 SW Barnes, 33, Portland, OR 97225
e-mail: ggrunkemeier{at}providence.org


    Introduction
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 
The article by Banbury and colleagues [1] in this issue of The Annals of Thoracic Surgery has two curves for freedom from explant for structural valve dysfunction or deterioration (SVD), labeled Actual and Actuarial, in their Figure 1E. These curves are quite different, producing event-free percentages at 15 years of about 88% and 76%, respectively. What is the difference between these curves and which is correct?


    Terminology
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 
First, the words themselves. Actuarial originally referred to the life table method, and its use is often extended (as here) to include the Kaplan-Meier method, which is a refinement of the life-table method. Actual is a new term used in cardiac surgery literature to refer to a technique with several designations in the statistical literature, including cumulative incidence and crude, unadjusted, absolute, or observable probability. We will use a simple example to demonstrate the fundamental difference between Kaplan-Meier and actual SVD-free curves.


    Censored patients
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 
In evaluating a postoperative event (eg, death, SVD) for an ongoing series, many or most patients have not yet had the event at the time of the analysis. To use all the patients to construct an event-free curve, event-free patients are "censored" in the Kaplan-Meier analysis. The term censored sounds as if the patient is dropped from future consideration. But the opposite is actually true: such patients are added back into the calculations, as future events distributed over future time.


    Survival
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 
The Kaplan-Meier method estimates a survival curve by making the reasonable assumption that the patients who are still alive (censored for death) will eventually die, and that the distribution of their life times will be the same as those who have already died. Figure 1 contains a simple example. For a survival curve, the Kaplan-Meier and actual methods give identical results.



View larger version (13K):
[in this window]
[in a new window]
 
Fig 1. Kaplan-Meier (KM) (actuarial) analysis of death. This figure shows survival time lines (solid horizontal lines) for 4 patients, labeled A–D. A and B have died, as shown by the black circles at years 3 and 4, and C and D are still alive, as shown by the white circles at 1 and 2 years. These circles represent the observed data. Patients C and D are censored in the analysis. Because there are two subsequent death times (3 and 4 years), with one death at each, C and D have their future deaths distributed as 0.5 death at each of these times. Thus, the number of (anticipated) deaths at years 3 and 4 becomes 1 + 0.5 + 0.5 = 2. And the Kaplan-Meier curve estimating survival accordingly drops to 2/4 = 50% at year 3 and 0/4 = 0% at year 4.

 

    SVD
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 
For a nonfatal event such as SVD, Kaplan-Meier estimates the SVD-free curve by censoring patients who (1) are still alive without SVD or (2) have already died without SVD. By assuming that patients without SVD, whether currently alive or dead, will have SVD in the future, Kaplan-Meier implies a higher percentage of events than will actually occur (Fig 2). The actual analysis censors only the first category of patients, those who are alive without SVD, and estimates the percentage who will actually suffer an event, with death acting as usual to eliminate patients from the risk pool (Fig 3).



View larger version (15K):
[in this window]
[in a new window]
 
Fig 2. Kaplan-Meier (KM) (actuarial) analysis of structural valve dysfunction (SVD). This figure shows the SVD time lines (solid horizontal lines) for four other patients, labeled E–H. Patients E and F have had SVD (gray circles at 3 and 4 years), and G and H have died without SVD (black circles at 1 and 2 years). Censoring implies that patients G and H each contribute 0.5 SVD to the two subsequent SVD times (3 and 4 years). Thus, the number of SVD at years 3 and 4 becomes 1 + 0.5 + 0.5 = 2. The resulting Kaplan-Meier SVD-free curve drops to 2/4 = 50% at year 3 and 0/4 = 0% at year 4.

 


View larger version (12K):
[in this window]
[in a new window]
 
Fig 3. Actual analysis of structural valve dysfunction (SVD). This is the same data as in Fig 2. Here the analysis is actually simpler (hence the adjectives denoting simplicity in the alternative names given above, under Terminology). This series is complete as far as the structural valve dysfunction is concerned. The number of structural valve dysfunction at 3 and 4 years are one each, therefore the actual structural valve dysfunction-free curve drops to 0.25 = 75% at year 3 and 2/4 = 50% at year 4.

 

    Conclusion
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 
When used for nonfatal events such as SVD, actual analysis estimates the percentage of patients who will have SVD (or the probability that an individual patient will experience SVD). The Kaplan-Meier (actuarial) method attempts to estimate the percentage of SVD that would occur if patients never died. Also, Kaplan-Meier depends on the assumption that death and SVD are independent, which they are probably not.


    References
 Top
 Introduction
 Terminology
 Censored patients
 Survival
 SVD
 Conclusion
 References
 

  1. Banbury M.K., Cosgrove D.M., White J.A., Blackstone E.H., Frater R.W., Okies J.E. Age and valve size effect on the long-term durability of the Carpentier-Edwards aortic pericardial bioprosthesis. Ann Thorac Surg 2001;72:753-757.[Abstract/Free Full Text]



This article has been cited by other articles:


Home page
Ann. Thorac. Surg.Home page
J. Tatoulis, B. F. Buxton, and J. A. Fuller
The Right Internal Thoracic Artery: The Forgotten Conduit--5,766 Patients and 991 Angiograms
Ann. Thorac. Surg., July 1, 2011; 92(1): 9 - 17.
[Abstract] [Full Text] [PDF]


Home page
J Am Coll CardiolHome page
S. H. Rahimtoola
Choice of Prosthetic Heart Valve in Adults: An Update
J. Am. Coll. Cardiol., June 1, 2010; 55(22): 2413 - 2426.
[Abstract] [Full Text] [PDF]


Home page
Ann. Thorac. Surg.Home page
J. Tatoulis, B. F. Buxton, J. A. Fuller, M. Meswani, S. Theodore, N. Powar, and R. Wynne
Long-Term Patency of 1108 Radial Arterial-Coronary Angiograms Over 10 Years
Ann. Thorac. Surg., July 1, 2009; 88(1): 23 - 30.
[Abstract] [Full Text] [PDF]


Home page
Card Surg AdultHome page
N. D. Desai and G. T. Christakis
Bioprosthetic Aortic Valve Replacement: Stented Pericardial and Porcine Valves
Card. Surg. Adult, January 1, 2008; 3(2008): 857 - 894.
[Full Text]


Home page
J. Thorac. Cardiovasc. Surg.Home page
M. W.A. van Geldorp, W.R. E. Jamieson, A. P. Kappetein, J. P.A. Puvimanasinghe, M. J.C. Eijkemans, G. L. Grunkemeier, J. J.M. Takkenberg, and A. J.J.C. Bogers
Usefulness of microsimulation to translate valve performance into patient outcome: Patient prognosis after aortic valve replacement with the Carpentier Edwards supra-annular valve
J. Thorac. Cardiovasc. Surg., September 1, 2007; 134(3): 702 - 709.
[Abstract] [Full Text] [PDF]


Home page
Ann. Thorac. Surg.Home page
M. P. Siegenthaler, O.H. Frazier, F. Beyersdorf, J. Martin, H. Laks, J. Elefteriades, A. Khaghani, U. Kjellman, B. Koul, J. Pepper, et al.
Mechanical reliability of the jarvik 2000 heart.
Ann. Thorac. Surg., May 1, 2006; 81(5): 1752 - 1759.
[Abstract] [Full Text] [PDF]


Home page
Eur J Cardiothorac SurgHome page
J. P. A. Puvimanasinghe, J. J. M. Takkenberg, M. J. C. Eijkemans, L. A. van Herwerden, W. R. E. Jamieson, G. L. Grunkemeier, J. D. F. Habbema, and A. J. J. C. Bogers
Comparison of Carpentier-Edwards pericardial and supraannular bioprostheses in aortic valve replacement
Eur J Cardiothorac Surg, March 1, 2006; 29(3): 374 - 379.
[Full Text] [PDF]


Home page
Ann. Thorac. Surg.Home page
J. P.A. Puvimanasinghe, J. J.M. Takkenberg, M. J.C. Eijkemans, E. W. Steyerberg, L. A. van Herwerden, G. L. Grunkemeier, J. D. F. Habbema, and A. J.J.C. Bogers
Prognosis After Aortic Valve Replacement With the Carpentier-Edwards Pericardial Valve: Use of Microsimulation
Ann. Thorac. Surg., September 1, 2005; 80(3): 825 - 831.
[Abstract] [Full Text] [PDF]


Home page
Interact CardioVasc Thorac SurgHome page
G. P. Georghiou, B. A. Vidne, and J. Dunning
Does the radial artery provide better long-term patency than the saphenous vein?
Interact CardioVasc Thorac Surg, August 1, 2005; 4(4): 304 - 310.
[Abstract] [Full Text] [PDF]


Home page
Eur J Cardiothorac SurgHome page
P. Demers, C. Miller, R. S. Mitchell, S. T. Kee, R. N. L. Chagonjian, and M. D. Dake
Chronic traumatic aneurysms of the descending thoracic aorta: mid-term results of endovascular repair using first and second-generation stent-grafts
Eur J Cardiothorac Surg, March 1, 2004; 25(3): 394 - 400.
[Abstract] [Full Text] [PDF]


Home page
Card Surg AdultHome page
N. D. Desai and G. T. Christakis
Stented Mechanical/Bioprosthetic Aortic Valve Replacement
Card. Surg. Adult, January 1, 2003; 2(2003): 825 - 856.
[Full Text]


Home page
Circ. Res.Home page
H. Kusuoka and J. I.E. Hoffman
Advice on Statistical Analysis for Circulation Research
Circ. Res., October 18, 2002; 91(8): 662 - 671.
[Abstract] [Full Text] [PDF]


This Article
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Right arrow Citation Map
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Add to Personal Folders
Right arrow Download to citation manager
Right arrow Author home page(s):
Gary L. Grunkemeier
Right arrow Permission Requests
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Grunkemeier, G. L.
Right arrow Articles by Wu, Y.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Grunkemeier, G. L.
Right arrow Articles by Wu, Y.
Related Collections
Right arrow Valve disease


HOME HELP FEEDBACK SUBSCRIPTIONS ARCHIVE SEARCH TABLE OF CONTENTS
ANN THORAC SURG ASIAN CARDIOVASC THORAC ANN EUR J CARDIOTHORAC SURG
J THORAC CARDIOVASC SURG ICVTS ALL CTSNet JOURNALS