The statistical analysis of heart-surgery data influences practice guidelines and choice of procedures
Submitting Institution
University of SussexUnit of Assessment
Mathematical SciencesSummary Impact Type
HealthResearch Subject Area(s)
Mathematical Sciences: Statistics
Summary of the impact
The statistical analysis of large datasets has contributed to the
rehabilitation of the Ross procedure (the replacement of a failing aortic
valve with the patient's own pulmonary valve) for specific patient groups,
such as those above 50 years old who want to avoid daily anticoagulation
treatment, and those with a reduced life span, especially patients on
dialysis. The results of the research have (a) contributed to changes in
the current practice guidelines of the European Society of Cardiologists
and (b) have shown that, in contrast to previous beliefs, the Ross
procedure can still be safely performed when the aortic valve
malfunctions.
Underpinning research
Dr Robinson's research interests are in the development of statistical
methodologies for tackling problems arising in engineering and medicine
[see Section 3, R1-R6], with previous work on the optimal control of
stochastic processes. He works with doctors in several hospitals in
Britain (e.g. the Royal Brompton and Harefield NHS Trust, St Thomas'
Hospital London, Aintree University Hospital Merseyside, the Royal Sussex
County Hospital, Brighton) and in Germany (e.g. the Department of Cardiac
and Thoracic Vascular Surgery at the University of Lübeck) on the design
and analysis of medical studies.
Statistical analysis of data arising from cardiac procedures most often
involves the development of survival and/or longitudinal models of the
changing condition of a patient subsequent to a medical procedure being
carried out. Survival modelling typically involves the separate modelling
of short-term survival (e.g. using logistic regression) and long-term
survival (e.g. using Cox regression). The analysis usually aims to
determine the factors associated with longer survival, but other
considerations may also be important. For example, comparing patients'
survival with that of the general population, i.e. showing on a survival
graph not only how patients in the study have fared but also showing the
expected survival curve based on the national life table, matched by age
and gender. Another survival comparison is with published survival curves
based on earlier studies; bootstrap methods can be used to see whether
these curves differ significantly from the current study.
Longitudinal data have usually been modelled using multilevel and mixed
models adapted to the response being measured. Polynomial or piecewise
linear models have been used for continuous measurements, while ordinal
regression or Markov chain models have been used for ordinal measurements.
While Dr Robinson's many published research papers involve a large number
of co-authors, mainly from the medical profession, he is solely
responsible for the data-processing and the statistical analysis. All the
research relevant to this case study has been carried out at the
University of Sussex, where Dr Robinson has worked since 1989.
References to the research
R1 Sievers, H.-H., Stierle, U., Charitos, E.I., Hanke, T.,
Misfield, M., Matthias Bechtel, J.F., Gorski, A., Franke, U.F.W., Graf,
B., Robinson, D.R., Bogers, A.J., Dodge-Khatami, A.,
Boehm, J.O., Rein, J.G., Botha, C.A., Lange, R., Hoerer, J., Moritz, A.,
Wahlers, T., Breuer, M., Ferrari-Kuehne, K., Hetzer, R., Huebler, M.,
Ziemer, G., Takkenberg, J.J.M. and Hemmer, W. (2010) `Major adverse
cardiac and cerebrovascular events after the ross procedure: a report from
the German-Dutch Ross Registry', Circulation, 122(11 Suppl):
S216-223.
R2 Hanke, T., Charitos, E.I., Stierle, U., Robinson, D.R.,
Hemmer, W., Moritz, A., Lange, R. and Sievers, H.H. (2010) `The Ross
operation: a feasible and safe option in the setting of a bicuspid aortic
valve?', European Journal of Cardio-Thoracic Surgery, 38(3):
333-339.
R3 Hoerer, J., Hanke, T., Stierle, U., Takkenberg, J.J., Bogers,
A.J., Hemmer, W., Rein, J.G., Hetzer, R., Huebler, M., Robinson, D.R.,
Sievers, H.H. and Lange, R. (2009) `Homograft performance in children
after the Ross operation', Annals of Thoracic Surgery, 88(2): 609-
615.
R4 Hoerer, J., Hanke, T., Stierle, U., Takkenberg, J.J., Bogers,
A.J., Hemmer, W., Rein, J.G., Hetzer, R., Huebler, M., Robinson, D.R.,
Sievers, H.H. and Lange, R. (2009) `Neoaortic root diameters and aortic
regurgitation in children after the Ross operation', Annals of
Thoracic Surgery, 88(2): 594-600.
R5 Hanke, T., Charitos, E.I., Stierle, U., Robinson, D.R.,
Gorski, A., Sievers, H.H. and Misfeld, M. (2009) `Factors associated with
the development of aortic valve regurgitation over time after two
different techniques of valve-sparing aortic root surgery', Journal of
Thoracic and Cardiovascular Surgery, 137(2): 314-319.
R6 Hanke, T., Stierle, U., Boehm, J.O., Botha, C.A., Bechtel,
M.F., Erasmi, A., Misfeld, M., Hemmer, W., Rein, J.G., Robinson, D.R.,
Lange, R., Horer, J., Moritz, A., Ozaslan, F., Wahlers, T., Franke,
U.F.W., Hetzer, R., Hubler, M., Ziemer, G., Graf, B., Ross, D.N. and
Sievers, H.H. (2007) `Autograft regurgitation and aortic root dimensions
after the Ross procedure', Circulation, 116(11 Suppl): 251-258.
Outputs R1, R2, R3 best indicate the quality of the underpinning
research. Outputs can be supplied by the University on request.
Details of the impact
The Ross procedure, introduced in the 1960s, involves the replacement of
a failing aortic valve with the patient's own pulmonary valve. This
procedure did not gain popularity until the late 1980s, when the technique
for this operation was described in detail. The procedure became
increasingly popular during the 1990s, and a registry of patients going
under the Ross procedure was initiated. At this point, little was known
about the long-term outcome of this procedure. However, in the early
2000s, the fallibility of the pulmonary implant started to become apparent
[see Section 5, C1]. Dr Robinson's work on analysing data resulting from
patients undergoing the Ross procedure dates back to 2000. The initial
analysis, however, was based on data from the Cardiac Unit of the
University of Lübeck alone, and was later extended to larger datasets.
Around 2007, a group of physicians and researchers at Lübeck (Department
of Cardiac Surgery, University of Lübeck, Germany) decided to address
fears about the long-term success rate of the operation. This was
motivated by two factors: (a) the widespread interest in this procedure in
the early 1990s and (b) emerging good-quality data that could be used to
provide a quantitative analysis of the success rate of this procedure in
terms of the life expectancy and quality of life of patients undergoing
this procedure.
Using data from the large patient population of the Dutch-German Ross
Registry, Dr Robinson carried out a rigorous statistical analysis on 1,620
Ross-operated patients over a follow-up of 10,747 patient-years [R1, R2].
Dr Robinson's statistical analysis, and its interpretation by clinicians,
showed that the outcomes using this procedure compared well with the
outcomes of other approaches using artificial vales, and that the survival
rate of adult patients following the operation was similar to the expected
survival rate of the population.
In particular, the analysis confirmed that the autograft procedure is a
valid option to treat aortic- valve disease in selected patients. Namely,
the Ross procedure works well for young patients, and active people (e.g.
sportsmen/women) who want to preserve their life quality by avoiding the
daily use of anticoagulants. Moreover, the Ross procedure compares
favourably for patients on dialysis [C2.2, C4 and C6], where the lifespan
is reduced but there is an increase in life quality due to the avoidance
of the regular use of anticoagulants. The result of Dr Robinson and his
co-workers have contributed (a) to changes in the current practice
guidelines of the European Society of Cardiologists [C2.1, C3 and C4 via
C7] and (b) to reversing the negative impact of papers published in the
1990s on the Ross procedure. Dr Charitos commented that `I believe our
work has lead to a renaissance and reappreciation of the Ross procedure in
the European area' [see C5 for relevant statistics].
Sources to corroborate the impact
Below are testimonies from physicians, with direct reference to the
papers which Dr Robinson has co-authored and contributed to.
C1 David, T.E. (2009) `Ross procedure at the crossroads', Circulation,
119(2): 207-209.
C2 Professor Dr J.F. Matthias Bechtel, Heart and Chest Clinic,
University of Bochum.
One of the physicians involved (Dr J.F. Matthias Bechtel, now at the
Heart and Chest Clinic, university of Bochum, Germany) says:
C2.1 `I also believe that the many manuscripts on the
Ross-operation and the different ways it can be done contributed to the
fact that, for example in the current practice guidelines of the European
Society of Cardiologists, the Ross-operation is mentioned more detailed
and positive than before. I believe the analysis of the Dutch-German
registry contributed to this change'.
C2.2 `Today biological valves are preferred in dialysis patients;
for years, mechanical valves were preferred because it was feared that
there is an accelerated degeneration of biological valves in dialysis
patients'.
C3 Dr Efstratios I. Charitos, Cardiac and Thoracic Vascular
Surgery linic, University of L beck.
C4 The Joint Task Force on the Management of Valvular Heart
Disease of the European Society of Cardiology (ESC) and the European
Association for Cardio-Thoracic Surgery (EACTS) (2012) `Guidelines on the
management of valvular heart disease', European Heart Journal, 33:
2451- 2496.
C5 The number of Ross procedures performed during the REF period
shows an increase from a low of 87 in 1999 to a high of 144 in 2011 as
given by the Ross Registry. See analysis of data in an email from Dr
Charitos, dated 23 February 2013.
C6 Bechtel, T., Matthias, J.F., Detter, C. and Fischlein, T. et
al. (2008) `Cardiac surgery in patients on dialysis: decreased
30-day mortality, unchanged overall survival', Annals of Thoracic
Surgery, 85(1): 147-53. Dr Robinson is acknowledged `for expert
statistical analysis and his kind advice when planning the study'.
C7 Takkenberg, J.J.M., Klieverik, L.M.A., Schoof, P.H., van
Suylen, R.-J., van Herwerden, L.A., Zondervan, P.E., Roos-Hesselink, J.W.,
Eijkemans, M.J.C., Yacoub, M.H. and Bogers, A.J.J.C. (2008) `The Ross
procedure: a systematic review and meta-analysis', Circulation,
119(2): 222-228.