Kinetic modelling to optimise dialysis and improve kidney function in patients with multiple myeloma
Submitting Institution
University of WarwickUnit of Assessment
General EngineeringSummary Impact Type
HealthResearch Subject Area(s)
Medical and Health Sciences: Clinical Sciences
Summary of the impact
Through the mathematical modelling of biomedical processes, outcomes for
patients with multiple myeloma (a form of bone cancer that can lead to
kidney failure, a major cause of morbidity) have been vastly improved,
with the result that dialysis treatment may no longer be necessary
alongside their myeloma treatment. Regaining kidney function for these
patients improves their quality of life and results in significant cost
savings for the NHS. Research into the modelling of the kinetics of whole
antibodies produced by multiple myeloma patients (and others) has also had
an impact on patient outcomes and clinical decisions. There have also been
economic benefits for Gambro, a German company that sells products
developed on the basis of the research results.
Underpinning research
A long-established research collaboration exists between the Biomedical
and Biological Systems Laboratory (Engineering, Warwick), The Binding Site
Ltd and the Department of Immunology (Birmingham). This work has primarily
involved the application of Warwick's research into mathematical modelling
of biomedical processes to the use of monoclonal antibodies for targeting
tumours, for both diagnostic and therapeutic purposes. Since 2002,
Warwick's research has been extended to antibody synthesis and the
modelling of the kinetics of antibodies and free light chains based upon
assay data that can be obtained only from The Binding Site Ltd. The
Binding Site is a global specialist protein company providing
immunodiagnostic assays for the global laboratory market.
Chappell (Head of Warwick group), Evans and EPSRC PhD student Hattersley
(Warwick 2007- 2009) performed engineering state space (compartmental)
modelling in 2005-2006. This was based on multiple myeloma patients and
used systems modelling and simulation techniques. These incorporated the
effects of novel scheduling strategies and theoretically predicted that
the use of alternative types of dialysis filter (High Cut Off/High
Frequency (HCO/HF) filters) for longer initial dialysis sessions than were
normally used would greatly increase the extraction of free light chains.
The modelling performed was novel not only in terms of the generation of a
mechanistic model of serum free light chain kinetics in humans, but also
in being the first simulations to suggest that the use of alternative
dialysis filters extracted excess serum-free light chains from myeloma
sufferers [3, 4].
Warwick modelled the prevalence of free light chains in patients with
multiple myeloma, and the effect of these light chains on kidney function
on the outcome of certain forms of chemotherapy [1, 2]. Patients with
multiple myeloma and severely reduced kidney function or kidney failure
can become dependent on dialysis, which is an additional burden on their
quality of life as well as being costly from an economic perspective. In
order to improve the quality of life of such patients, a key objective is
to remove the greatly increased amounts of the free light chains produced,
permitting recovery of kidney function and hence a release from dialysis
dependence.
This modelling work prompted a series of local clinical trials which took
place between April 2006 and May 2008, in which multiple myeloma patients
with kidney failure were treated using larger filters than previously used
and over extended dialysis sessions, being up to 12 hours daily for a few
weeks compared to the previous treatment of 3-4 hours 3 times per week
potentially indefinitely [9]. The results of these trials were extremely
encouraging, with 85% of patients recovering kidney function and no longer
requiring dialysis treatment. The remaining 15% of patients had
confounding symptoms with suggested clear reasons as to why they did not
benefit from this optimised protocol.
The promising results obtained from these trials have now led to a
Europe-wide series of clinical trials (EuLite,
http://clinicaltrials.gov/ct2/show/NCT00700531), which are currently
underway, with the results expected from January 2014 onwards. The
modelling has also been applied to the treatment of other medical
conditions such as rhabdomyolysis. A two compartment model has been
developed by Warwick [5] to treat rhabdomyolysis patients undergoing
dialysis for the removal of myoglobin. The application of the modelling,
using Gambro filters removes myoglobin more effectively without the
removal of other larger essential molecules.
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References to the research
Publications:
1. C.A. Hutchison, P. Cockwell, S. Reid, K. Chandler, G.P. Mead, J.
Harrison, J. Hattersley, N.D. Evans, M.J. Chappell, M.
Cook, H. Goehl, M. Storr and A.R. Bradwell "Efficient removal of
immunoglobulin free light chains by haemodialysis for multiple myeloma:
in-vitro and in-vivo studies. Journal of the American Society of
Nephrology, 18(3) 886 - 895. (2007) DOI: 10.1681/ASN.2006080821 JIF:
8.288, 5yr JIF: 7.960, ERA: B, Citations: 58
2. G. Pratt, G.P. Mead, K.R. Godfrey, Y.Hu, N.D. Evans,
M.J. Chappell, R. Lovell and A.R. Bradwell. "The tumour
kinetics of multiple myeloma following autologous stem cell
transplantation as assessed by measuring serum free light chains". Leukemia
and Lymphoma, 47(1) 21 - 28. (2006) DOI: 10.1080/10428190500254216
JIF: 2.492, 5 yr JIF: 2.089, ERA: B, Citations: 10
3. N.D. Evans, J. Hattersley, C. Hutchison, Y. Hu,
K.R. Godfrey, A.R. Bradwell, G.P. Mead, and M.J. Chappell.
"Modelling of haemodialysis in limiting serum free light chains in
patients with renal failure", in: Proceedings of the 6th IFAC Symposium on
Modelling and Control in Biomedical Systems 6(1) (D. Feng, O. Dubois, J.
Zaytoon and E. Carson, eds), Reims, 20-22 September, 2006, Elsevier,
Oxford, pp. 75-80) DOI: 10.3182/20060920-3-FR-2912.00018 (Full paper peer-
reviewed international conference)
4. C.A Hutchison, A.R. Bradwell, M. Cook, K. Basnayake, S. Basu, S.
Harding, J.G. Hattersley, N.D. Evans, M.J. Chappell, P.
Sampson, L. Foggensteiner, D. Adu and P. Cockwell. "Treatment of
acute renal failure secondary to multiple myeloma with chemotherapy and
extended high cut-off haemodialysis. Clinical Journal of the American
Society of Nephrology 2009, 4:745-754. DOI:
10.2215/CJN.04590908
5. R. Keir, N.D. Evans, C.A. Hutchison, M.R. Vigano, A. Stella,
P. Fabbrini, M. Storr, M.J. Chappell. "Kinetic modelling of
haemodialysis removal of myoglobin in rhabdomyolysis patients. Computer
Methods and Programs in Biomedicine 2013 Aug 14. pii:
S0169-2607(13)00252-6. DOI: 10.1016/j.cmpb.2013.07.017 [Epub ahead of
print]
Patent:
6.
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Details of the impact
The research has been widely recognised as not only having impacts on the
health and welfare of patients but also resulting in economic benefits for
healthcare providers and the industry supplier of dialysis filters.
Health outcomes: The research and trials demonstrated that HCO
dialysis results in greater quantities of free light chains being removed
from patients, which in turn improves the rates of renal recovery in
myeloma patients with kidney failure.
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Quality of life: The outcomes of the research have clear impacts
in terms of the well-being of the patients and their ability to lead more
normal lives, without the need for dialysis. Normal dialysis takes 4-5
hours per session 3-4 times per week, potentially throughout the patients'
lifetime. The new treatment, although requiring longer sessions (up to 12
hours daily for 3 weeks in total), significantly reduces the overall
treatment time [7] clearly having an impact on the quality of life of
patients with multiple myeloma in terms of treatment but also life
expectancy.
Reach: In 2012, there were over 59,000 new incidences of multiple
myeloma in the US, Japan, France, Germany, Italy, Spain and the UK alone
(approximately 0.8% of all cancers worldwide); 8% of these patients have
severe kidney failure and will particularly benefit from this new
treatment. The actual number of patients being treated in these 7
countries is higher due to the cumulative prevalence of multiple myeloma.
On the basis of the increases over the last 5 years, it is estimated that
the number of new incidences of multiple myeloma will increase by 47% by
2030 [8]. Therefore, the modelling work from Dr Chappell and colleagues in
Warwick, which was instrumental in the optimisation of kidney dialysis for
multiple myeloma patients, will have an increasing impact on patients with
multiple myeloma.
'[text removed for publication]' The long-term outcomes for these patients
is better than earlier literature suggests and two multicentre randomised
controlled clinical trials (in the UK and Germany [10b]) are almost
complete; these will signify the benefits when new literature is published
[7].
Reduced treatment costs: Because treated patients regain kidney
function and are no longer dialysis dependent, the treatment is expected
to have a significant economic impact on the NHS. The NHS treats
approximately 4,500-4,800 patients with multiple myeloma every year (there
are 3,000-3,500 new cases per year in the UK) of which 8% will require
dialysis [9a]; around half of these patients are suitable for this new
treatment. Dialysis costs the NHS £30-40k per year per patient [9b]. This
new treatment will reduce the dialysis costs to the NHS for 85% of
multiple myeloma patients to approximately £7,500-10,000 per patient
equivalent to a saving of £3.8 million per year for the NHS alone [7].
Commercial and economic impacts:
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Public awareness and interest: Public awareness of the success of
the new treatment is extending across the world from the UK to Australia
and New Zealand as well as to the US. "Patients advocates (family etc) are
finding the research on the web and are asking for it for their family
members" [7]. Examples: The Myeloma Beacon; Kidney Friends; Helen Diller
Family Comprehensive Cancer Center; International Myeloma Foundation;
Living with Multiple Lyeloma [14]. Dr John Hattersley (former PhD student
(Section 2), is now Senior Research Fellow, Human Metabolic Research Unit,
University Hospitals Coventry and Warwickshire NHS Trust.
Policy: If the results of the wider international trials, expected
January 2014, are as positive as the earlier research, then there is
likely to be a change in policy in several countries in relation to the
treatment of multiple myeloma patients who also suffer from kidney
malfunction or failure. The Health Policy Advisory Committee on Technology
for Australia and New Zealand have produced a Technology Brief on the new
procedure concluding it is effective and are awaiting further trial
results [15]. It is expected that the full impact in clinical terms will
develop over the next four to five years with the increase in patients
(multiple myeloma and other conditions) being treated and benefiting from
this change in treatment.
Sources to corroborate the impact
7. [text removed for publication]
8.Data Monitor Healthcare: `Epidemiology: Multiple Myeloma Long survival
and lack of curative drugs drives rises in myeloma treatable populations'
by Sabada Dube can be provided by HEI upon request
9a. Book by A.R. Bradwell specifically acknowledging M Chappell and N
Evans in Preface XV: Serum Free Light Chain Analysis (Plus Hevylite®) 6th
Edition 2008 ISBN: 9780704427969
9b. NHS: `In the UK, around 4,800 people are diagnosed with the condition
each year'
http://www.nhs.uk/Conditions/Multiple-myeloma/Pages/Introduction.aspx
10. Gambro webpages highlighting the application of the filters and HCO
dialysers they are selling utilising the results of the research:
a. http://www.gambro.com/en/global/Therapies/Myeloma-Kidney-Therapy1/;
b.http://www.gambro.com/Global/Globalweb/Therapies/Myeloma/Documents/HCEN5379_3_Myelo
ma_low.pdf?epslanguage=en
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13. Webpages of The Binding Site and the serum free light chain assays
commercialised
http://www.thebindingsite.com/hevylite;
http://www.thebindingsite.com/freelite
14. The Myeloma Beacon `New hemodialysis procedure ...' May 27, 2009.
http://www.myelomabeacon.com/news/2009/05/27/hemodialysis-improves-health-of-multiple-
myeloma-patients/ February 27 2012 (German trial results):
http://www.myelomabeacon.com/news/2012/02/27/high-cut-off-hemodialysis-helps-restore-kidney-
function-in-multiple-myeloma-patients/
Kidney Friends: http://www.kidney-friends.net/showthread.php?tid=4352
Helen Diller Family Comprehensive Cancer Center: http://cancer.ucsf.edu/research/multiple-myeloma
International Myeloma Foundation: http://myeloma.org/ArticlePage.action?tabId=4&menuId=361&articleId=2859&aTab=-1
Living with Multiple Lyeloma:
http://multiplemyelomablog.com/2010/04/high-cut-off-hemodialysis-
hch-being-used-to-help-multiple-myeloma-patients-with-kidney-involvement.html
15. Centre for Healthcare Improvement, Queensland Health: Health Policy
Advisory Committee on Technology Australia and New Zealand `Technology
Brief Theralite™ for treatment of renal failure in patients with multiple
myeloma' http://www.health.qld.gov.au/healthpact/docs/briefs/WP094.pdf