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Published in: PharmacoEconomics 12/2019

Open Access 01-12-2019 | Albuminuria | Systematic Review

Economic Modelling of Chronic Kidney Disease: A Systematic Literature Review to Inform Conceptual Model Design

Authors: Daniel M. Sugrue, Thomas Ward, Sukhvir Rai, Phil McEwan, Heleen G. M. van Haalen

Published in: PharmacoEconomics | Issue 12/2019

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Abstract

Background

Chronic kidney disease (CKD) is a progressive condition that leads to irreversible damage to the kidneys and is associated with an increased incidence of cardiovascular events and mortality. As novel interventions become available, estimates of economic and clinical outcomes are needed to guide payer reimbursement decisions.

Objective

The aim of the present study was to systematically review published economic models that simulated long-term outcomes of kidney disease to inform cost-effectiveness evaluations of CKD treatments.

Methods

The review was conducted across four databases (MEDLINE, Embase, the Cochrane library and EconLit) and health technology assessment agency websites. Relevant information on each model was extracted. Transition and mortality rates were also extracted to assess the choice of model parameterisation on disease progression by simulating patient’s time with end-stage renal disease (ESRD) and time to ESRD/death. The incorporation of cardiovascular disease in a population with CKD was qualitatively assessed across identified models.

Results

The search identified 101 models that met the criteria for inclusion. Models were classified into CKD models (n = 13), diabetes models with nephropathy (n = 48), ESRD-only models (n = 33) and cardiovascular models with CKD components (n = 7). Typically, published models utilised frameworks based on either (estimated or measured) glomerular filtration rate (GFR) or albuminuria, in line with clinical guideline recommendations for the diagnosis and monitoring of CKD. Generally, two core structures were identified, either a microsimulation model involving albuminuria or a Markov model utilising CKD stages and a linear GFR decline (although further variations on these model structures were also identified). Analysis of parameter variability in CKD disease progression suggested that mean time to ESRD/death was relatively consistent across model types (CKD models 28.2 years; diabetes models with nephropathy 24.6 years). When evaluating time with ESRD, CKD models predicted extended ESRD survival over diabetes models with nephropathy (mean time with ESRD 8.0 vs. 3.8 years).

Discussion

This review provides an overview of how CKD is typically modelled. While common frameworks were identified, model structure varied, and no single model type was used for the modelling of patients with CKD. In addition, many of the current methods did not explicitly consider patient heterogeneity or underlying disease aetiology, except for diabetes. However, the variability of individual patients’ GFR and albuminuria trajectories perhaps provides rationale for a model structure designed around the prediction of individual patients’ GFR trajectories. Frameworks of future CKD models should be informed and justified based on clinical rationale and availability of data to ensure validity of model results. In addition, further clinical and observational research is warranted to provide a better understanding of prognostic factors and data sources to improve economic modelling accuracy in CKD.
Appendix
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Literature
1.
go back to reference Naghavi M, et al. Global, regional, and national age-sex specific mortality for 264 causes of death, 1980–2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet. 2017;390(10100):1151–210.CrossRef Naghavi M, et al. Global, regional, and national age-sex specific mortality for 264 causes of death, 1980–2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet. 2017;390(10100):1151–210.CrossRef
2.
go back to reference Ritz E, McClellan WM. Overview: increased cardiovascular risk in patients with minor renal dysfunction: an emerging issue with far-reaching consequences. J Am Soc Nephrol. 2004;15(3):513–6.PubMedCrossRef Ritz E, McClellan WM. Overview: increased cardiovascular risk in patients with minor renal dysfunction: an emerging issue with far-reaching consequences. J Am Soc Nephrol. 2004;15(3):513–6.PubMedCrossRef
3.
go back to reference Go AS, et al. Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization. N Engl J Med. 2004;351(13):1296–305.PubMedCrossRef Go AS, et al. Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization. N Engl J Med. 2004;351(13):1296–305.PubMedCrossRef
4.
go back to reference Matsushita K, et al. Association of estimated glomerular filtration rate and albuminuria with all-cause and cardiovascular mortality in general population cohorts: a collaborative meta-analysis. Lancet. 2010;375(9731):2073–81.PubMedPubMedCentralCrossRef Matsushita K, et al. Association of estimated glomerular filtration rate and albuminuria with all-cause and cardiovascular mortality in general population cohorts: a collaborative meta-analysis. Lancet. 2010;375(9731):2073–81.PubMedPubMedCentralCrossRef
5.
go back to reference Lawson CA, et al. Chronic kidney disease, worsening renal function and outcomes in a heart failure community setting: a UK national study. Int J Cardiol. 2018;267:120–7.PubMedPubMedCentralCrossRef Lawson CA, et al. Chronic kidney disease, worsening renal function and outcomes in a heart failure community setting: a UK national study. Int J Cardiol. 2018;267:120–7.PubMedPubMedCentralCrossRef
6.
go back to reference Liu M, et al. Cardiovascular disease and its relationship with chronic kidney disease. Eur Rev Med Pharmacol Sci. 2014;18(19):2918–26.PubMed Liu M, et al. Cardiovascular disease and its relationship with chronic kidney disease. Eur Rev Med Pharmacol Sci. 2014;18(19):2918–26.PubMed
7.
go back to reference Mills KT, et al. A systematic analysis of worldwide population-based data on the global burden of chronic kidney disease in 2010. Kidney Int. 2015;88(5):950–7.PubMedPubMedCentralCrossRef Mills KT, et al. A systematic analysis of worldwide population-based data on the global burden of chronic kidney disease in 2010. Kidney Int. 2015;88(5):950–7.PubMedPubMedCentralCrossRef
8.
go back to reference Couser WG, et al. The contribution of chronic kidney disease to the global burden of major noncommunicable diseases. Kidney Int. 2011;80(12):1258–70.PubMedCrossRef Couser WG, et al. The contribution of chronic kidney disease to the global burden of major noncommunicable diseases. Kidney Int. 2011;80(12):1258–70.PubMedCrossRef
9.
go back to reference Eggers PW. Has the incidence of end-stage renal disease in the USA and other countries stabilized? Curr Opin Nephrol Hypertens. 2011;20(3):241–5.PubMedCrossRef Eggers PW. Has the incidence of end-stage renal disease in the USA and other countries stabilized? Curr Opin Nephrol Hypertens. 2011;20(3):241–5.PubMedCrossRef
10.
go back to reference Rajan M, et al. Estimating utilities for chronic kidney disease, using SF-36 and SF-12-based measures: challenges in a population of veterans with diabetes. Qual Life Res. 2013;22(1):53–64.PubMedCrossRef Rajan M, et al. Estimating utilities for chronic kidney disease, using SF-36 and SF-12-based measures: challenges in a population of veterans with diabetes. Qual Life Res. 2013;22(1):53–64.PubMedCrossRef
11.
go back to reference Vanholder R, et al. Reducing the costs of chronic kidney disease while delivering quality health care: a call to action. Nat Rev Nephrol. 2017;13(7):393–409.PubMedCrossRef Vanholder R, et al. Reducing the costs of chronic kidney disease while delivering quality health care: a call to action. Nat Rev Nephrol. 2017;13(7):393–409.PubMedCrossRef
12.
go back to reference Braun L, et al. High burden and unmet patient needs in chronic kidney disease. Int J Nephrol Renovasc Dis. 2012;5:151–63.PubMedPubMedCentral Braun L, et al. High burden and unmet patient needs in chronic kidney disease. Int J Nephrol Renovasc Dis. 2012;5:151–63.PubMedPubMedCentral
13.
go back to reference Meguid El Nahas A, Bello AK. Chronic kidney disease: the global challenge. Lancet. 2005;365(9456):331–40.PubMedCrossRef Meguid El Nahas A, Bello AK. Chronic kidney disease: the global challenge. Lancet. 2005;365(9456):331–40.PubMedCrossRef
14.
go back to reference James MT, Hemmelgarn BR, Tonelli M. Early recognition and prevention of chronic kidney disease. Lancet. 2010;375(9722):1296–309.PubMedCrossRef James MT, Hemmelgarn BR, Tonelli M. Early recognition and prevention of chronic kidney disease. Lancet. 2010;375(9722):1296–309.PubMedCrossRef
15.
go back to reference Piepoli MF, et al. 2016 European Guidelines on cardiovascular disease prevention in clinical practiceThe Sixth Joint Task Force of the European Society of Cardiology and Other Societies on Cardiovascular Disease Prevention in Clinical Practice (constituted by representatives of 10 societies and by invited experts)Developed with the special contribution of the European Association for Cardiovascular Prevention & Rehabilitation (EA. Eur Heart J. 2016;37(29):2315–81.PubMedPubMedCentralCrossRef Piepoli MF, et al. 2016 European Guidelines on cardiovascular disease prevention in clinical practiceThe Sixth Joint Task Force of the European Society of Cardiology and Other Societies on Cardiovascular Disease Prevention in Clinical Practice (constituted by representatives of 10 societies and by invited experts)Developed with the special contribution of the European Association for Cardiovascular Prevention & Rehabilitation (EA. Eur Heart J. 2016;37(29):2315–81.PubMedPubMedCentralCrossRef
17.
go back to reference Jones-Burton C, et al. An in-depth review of the evidence linking dietary salt intake and progression of chronic kidney disease. Am J Nephrol. 2006;26(3):268–75.PubMedCrossRef Jones-Burton C, et al. An in-depth review of the evidence linking dietary salt intake and progression of chronic kidney disease. Am J Nephrol. 2006;26(3):268–75.PubMedCrossRef
18.
go back to reference Navaneethan SD, et al. Weight loss interventions in chronic kidney disease: a systematic review and meta-analysis. Clin J Am Soc Nephrol. 2009;4(10):1565–74.PubMedPubMedCentralCrossRef Navaneethan SD, et al. Weight loss interventions in chronic kidney disease: a systematic review and meta-analysis. Clin J Am Soc Nephrol. 2009;4(10):1565–74.PubMedPubMedCentralCrossRef
19.
go back to reference Wakasugi M, et al. A combination of healthy lifestyle factors is associated with a decreased incidence of chronic kidney disease: a population-based cohort study. Hypertens Res. 2013;36(4):328–33.PubMedCrossRef Wakasugi M, et al. A combination of healthy lifestyle factors is associated with a decreased incidence of chronic kidney disease: a population-based cohort study. Hypertens Res. 2013;36(4):328–33.PubMedCrossRef
20.
go back to reference Onuigbo MAC, Agbasi N. Chronic kidney disease prediction is an inexact science: the concept of “progressors” and “nonprogressors”. World J Nephrol. 2014;3(3):31.PubMedPubMedCentralCrossRef Onuigbo MAC, Agbasi N. Chronic kidney disease prediction is an inexact science: the concept of “progressors” and “nonprogressors”. World J Nephrol. 2014;3(3):31.PubMedPubMedCentralCrossRef
22.
go back to reference Husereau, D., et al. Consolidated Health Economic Evaluation Reporting Standards (CHEERS) statement. 2013. 346: p. f1049.PubMedCrossRef Husereau, D., et al. Consolidated Health Economic Evaluation Reporting Standards (CHEERS) statement. 2013. 346: p. f1049.PubMedCrossRef
23.
go back to reference Boersma C, et al. Screen-and-treat strategies for albuminuria to prevent cardiovascular and renal disease: cost-effectiveness of nationwide and targeted interventions based on analysis of cohort data from the Netherlands. Clin Ther. 2010;32(6):1103–21.PubMedCrossRef Boersma C, et al. Screen-and-treat strategies for albuminuria to prevent cardiovascular and renal disease: cost-effectiveness of nationwide and targeted interventions based on analysis of cohort data from the Netherlands. Clin Ther. 2010;32(6):1103–21.PubMedCrossRef
24.
go back to reference Boulware LE, et al. Screening for proteinuria in US adults: a cost-effectiveness analysis. Jama. 2003;290(23):3101–14.PubMedCrossRef Boulware LE, et al. Screening for proteinuria in US adults: a cost-effectiveness analysis. Jama. 2003;290(23):3101–14.PubMedCrossRef
25.
go back to reference Elbasha E, et al. Cost-effectiveness of elbasvir/grazoprevir use in treatment-naive and treatment-experienced patients with hepatitis C virus genotype 1 infection and chronic kidney disease in the United States. J Viral Hepat. 2017;24(4):268–79.PubMedCrossRef Elbasha E, et al. Cost-effectiveness of elbasvir/grazoprevir use in treatment-naive and treatment-experienced patients with hepatitis C virus genotype 1 infection and chronic kidney disease in the United States. J Viral Hepat. 2017;24(4):268–79.PubMedCrossRef
26.
go back to reference Erickson KF, et al. Cost-effectiveness of statins for primary cardiovascular prevention in chronic kidney disease. J Am Coll Cardiol. 2013;61(12):1250–8.PubMedPubMedCentralCrossRef Erickson KF, et al. Cost-effectiveness of statins for primary cardiovascular prevention in chronic kidney disease. J Am Coll Cardiol. 2013;61(12):1250–8.PubMedPubMedCentralCrossRef
27.
go back to reference Ferguson TW, et al. Screening for chronic kidney disease in Canadian indigenous peoples is cost-effective. Kidney Int. 2017;92(1):192–200.PubMedCrossRef Ferguson TW, et al. Screening for chronic kidney disease in Canadian indigenous peoples is cost-effective. Kidney Int. 2017;92(1):192–200.PubMedCrossRef
28.
go back to reference Levy AR, et al. An epidemiologic model to project the impact of changes in glomerular filtration rate on quality of life and survival among persons with chronic kidney disease. Int J Nephrol Renovasc Dis. 2014;7:271–80.PubMedPubMedCentralCrossRef Levy AR, et al. An epidemiologic model to project the impact of changes in glomerular filtration rate on quality of life and survival among persons with chronic kidney disease. Int J Nephrol Renovasc Dis. 2014;7:271–80.PubMedPubMedCentralCrossRef
29.
go back to reference Nuijten M, et al. Chronic kidney disease Markov model comparing paricalcitol to calcitriol for secondary hyperparathyroidism: a US perspective. Curr Med Res Opin. 2009;25(5):1221–34.PubMedCrossRef Nuijten M, et al. Chronic kidney disease Markov model comparing paricalcitol to calcitriol for secondary hyperparathyroidism: a US perspective. Curr Med Res Opin. 2009;25(5):1221–34.PubMedCrossRef
30.
go back to reference Nuijten M, et al. Cost effectiveness of paricalcitol versus a non-selective vitamin D receptor activator for secondary hyperparathyroidism in the UK: a chronic kidney disease markov model. Clin Drug Investig. 2010;30(8):545–57.PubMedCrossRef Nuijten M, et al. Cost effectiveness of paricalcitol versus a non-selective vitamin D receptor activator for secondary hyperparathyroidism in the UK: a chronic kidney disease markov model. Clin Drug Investig. 2010;30(8):545–57.PubMedCrossRef
31.
go back to reference Orlando LA, et al. The chronic kidney disease model: a general purpose model of disease progression and treatment. BMC Med Inform Decis Mak. 2011;11(1):41.PubMedPubMedCentralCrossRef Orlando LA, et al. The chronic kidney disease model: a general purpose model of disease progression and treatment. BMC Med Inform Decis Mak. 2011;11(1):41.PubMedPubMedCentralCrossRef
32.
go back to reference Schlackow, I., et al., A policy model of cardiovascular disease in moderate-to-advanced chronic kidney disease. Heart. 2017: p. heartjnl-2016-310970. Schlackow, I., et al., A policy model of cardiovascular disease in moderate-to-advanced chronic kidney disease. Heart. 2017: p. heartjnl-2016-310970.
33.
go back to reference Hoerger TJ, et al. A health policy model of CKD: 1. Model construction, assumptions, and validation of health consequences. Am J Kidney Dis. 2010;55(3):452–62.PubMedCrossRef Hoerger TJ, et al. A health policy model of CKD: 1. Model construction, assumptions, and validation of health consequences. Am J Kidney Dis. 2010;55(3):452–62.PubMedCrossRef
34.
go back to reference Inker LA, et al. KDOQI US commentary on the 2012 KDIGO clinical practice guideline for the evaluation and management of CKD. Am J Kidney Dis. 2014;63(5):713–35.PubMedCrossRef Inker LA, et al. KDOQI US commentary on the 2012 KDIGO clinical practice guideline for the evaluation and management of CKD. Am J Kidney Dis. 2014;63(5):713–35.PubMedCrossRef
35.
go back to reference Okubo R, et al. Cost-effectiveness of obstructive sleep apnea screening for patients with diabetes or chronic kidney disease. Sleep Breath. 2015;19(3):1081–92.PubMedCrossRef Okubo R, et al. Cost-effectiveness of obstructive sleep apnea screening for patients with diabetes or chronic kidney disease. Sleep Breath. 2015;19(3):1081–92.PubMedCrossRef
36.
go back to reference Howard K, et al. Cost-effectiveness of screening and optimal management for diabetes, hypertension, and chronic kidney disease: a modeled analysis. Value Health. 2010;13(2):196–208.PubMedCrossRef Howard K, et al. Cost-effectiveness of screening and optimal management for diabetes, hypertension, and chronic kidney disease: a modeled analysis. Value Health. 2010;13(2):196–208.PubMedCrossRef
37.
go back to reference Orlando LA, Owen WF, Matchar DB. Relationship between nephrologist care and progression of chronic kidney disease. NC Med J. 2007;68(1):9–16. Orlando LA, Owen WF, Matchar DB. Relationship between nephrologist care and progression of chronic kidney disease. NC Med J. 2007;68(1):9–16.
39.
go back to reference Keith, D., et al. Mortality of chronic kidney disease (CKD) in a large HMO population. In Journal of the American Society of Nephrology. 2002. Lippincott Williams & Wilkins 530 Walnut St, Philadelphia, PA 19106-3621 USA. Keith, D., et al. Mortality of chronic kidney disease (CKD) in a large HMO population. In Journal of the American Society of Nephrology. 2002. Lippincott Williams & Wilkins 530 Walnut St, Philadelphia, PA 19106-3621 USA.
40.
go back to reference Hillege HL, et al. Microalbuminuria is common, also in a nondiabetic, nonhypertensive population, and an independent indicator of cardiovascular risk factors and cardiovascular morbidity. J Intern Med. 2001;249(6):519–26.PubMedCrossRef Hillege HL, et al. Microalbuminuria is common, also in a nondiabetic, nonhypertensive population, and an independent indicator of cardiovascular risk factors and cardiovascular morbidity. J Intern Med. 2001;249(6):519–26.PubMedCrossRef
41.
go back to reference Baigent C, et al. The effects of lowering LDL cholesterol with simvastatin plus ezetimibe in patients with chronic kidney disease (Study of Heart and Renal Protection): a randomised placebo-controlled trial. Lancet. 2011;377(9784):2181–92.PubMedPubMedCentralCrossRef Baigent C, et al. The effects of lowering LDL cholesterol with simvastatin plus ezetimibe in patients with chronic kidney disease (Study of Heart and Renal Protection): a randomised placebo-controlled trial. Lancet. 2011;377(9784):2181–92.PubMedPubMedCentralCrossRef
42.
go back to reference Beby AT, et al. Cost-effectiveness of high dose hemodialysis in comparison to conventional in-center hemodialysis in the Netherlands. Adv Ther. 2016;33(11):2032–48.PubMedCrossRef Beby AT, et al. Cost-effectiveness of high dose hemodialysis in comparison to conventional in-center hemodialysis in the Netherlands. Adv Ther. 2016;33(11):2032–48.PubMedCrossRef
43.
go back to reference Gonzalez-Perez JG, et al. Hemodialysis for end-stage renal disease: a cost-effectiveness analysis of treatment options. Int J Technol Assess Health Care. 2005;21(1):32–9.PubMedCrossRef Gonzalez-Perez JG, et al. Hemodialysis for end-stage renal disease: a cost-effectiveness analysis of treatment options. Int J Technol Assess Health Care. 2005;21(1):32–9.PubMedCrossRef
44.
go back to reference Howard K, et al. The cost-effectiveness of increasing kidney transplantation and home-based dialysis. Nephrology (Carlton). 2009;14(1):123–32.CrossRef Howard K, et al. The cost-effectiveness of increasing kidney transplantation and home-based dialysis. Nephrology (Carlton). 2009;14(1):123–32.CrossRef
45.
go back to reference Kirby L, Vale L. Dialysis for end-stage renal disease. Determining a cost-effective approach. Int J Technol Assess Health Care. 2001;17(2):181–9.PubMedCrossRef Kirby L, Vale L. Dialysis for end-stage renal disease. Determining a cost-effective approach. Int J Technol Assess Health Care. 2001;17(2):181–9.PubMedCrossRef
46.
go back to reference Lee CP, Chertow G, Zenios SA. A simulation model to estimate the cost and effectiveness of alternative dialysis initiation strategies. Med Decis Mak. 2006;26(2):535–49.CrossRef Lee CP, Chertow G, Zenios SA. A simulation model to estimate the cost and effectiveness of alternative dialysis initiation strategies. Med Decis Mak. 2006;26(2):535–49.CrossRef
47.
go back to reference Liu FX, et al. High-dose hemodialysis versus conventional in-center hemodialysis: a cost-utility analysis from a UK payer perspective. Value Health. 2015;18(1):17–24.PubMedCrossRef Liu FX, et al. High-dose hemodialysis versus conventional in-center hemodialysis: a cost-utility analysis from a UK payer perspective. Value Health. 2015;18(1):17–24.PubMedCrossRef
48.
go back to reference Pike E, et al. More use of peritoneal dialysis gives significant savings: a systematic review and health economic decision model. J Clin Med Res. 2017;9(2):104–16.PubMedCrossRef Pike E, et al. More use of peritoneal dialysis gives significant savings: a systematic review and health economic decision model. J Clin Med Res. 2017;9(2):104–16.PubMedCrossRef
49.
go back to reference Sennfalt K, Magnusson M, Carlsson P. Comparison of hemodialysis and peritoneal dialysis—a cost-utility analysis. Perit Dial Int. 2002;22(1):39–47.PubMed Sennfalt K, Magnusson M, Carlsson P. Comparison of hemodialysis and peritoneal dialysis—a cost-utility analysis. Perit Dial Int. 2002;22(1):39–47.PubMed
50.
go back to reference Teerawattananon Y, Mugford M, Tangcharoensathien V. Economic evaluation of palliative management versus peritoneal dialysis and hemodialysis for end-stage renal disease: evidence for coverage decisions in Thailand. Value Health. 2007;10(1):61–72.PubMedCrossRef Teerawattananon Y, Mugford M, Tangcharoensathien V. Economic evaluation of palliative management versus peritoneal dialysis and hemodialysis for end-stage renal disease: evidence for coverage decisions in Thailand. Value Health. 2007;10(1):61–72.PubMedCrossRef
51.
go back to reference Yang F, Lau T, Luo N. Cost-effectiveness of haemodialysis and peritoneal dialysis for patients with end-stage renal disease in Singapore. Nephrology (Carlton). 2016;21(8):669–77.CrossRef Yang F, Lau T, Luo N. Cost-effectiveness of haemodialysis and peritoneal dialysis for patients with end-stage renal disease in Singapore. Nephrology (Carlton). 2016;21(8):669–77.CrossRef
52.
go back to reference Manns B, et al. Economic evaluation of sevelamer in patients with end-stage renal disease. Nephrol Dial Transplant. 2007;22(10):2867–78.PubMedCrossRef Manns B, et al. Economic evaluation of sevelamer in patients with end-stage renal disease. Nephrol Dial Transplant. 2007;22(10):2867–78.PubMedCrossRef
53.
go back to reference Adarkwah C, Gandjour A. Cost-effectiveness of angiotensin-converting enzyme inhibitors in nondiabetic advanced renal disease (Structured abstract). Expert Rev Pharmacoecon Outcomes Res. 2011;11(2):215–23.PubMedCrossRef Adarkwah C, Gandjour A. Cost-effectiveness of angiotensin-converting enzyme inhibitors in nondiabetic advanced renal disease (Structured abstract). Expert Rev Pharmacoecon Outcomes Res. 2011;11(2):215–23.PubMedCrossRef
54.
go back to reference Adarkwah CC, et al. To treat or not to treat? Cost-effectiveness of ace inhibitors in non-diabetic advanced renal disease—a Dutch perspective. Kidney Blood Press Res. 2013;37(2–3):168–80.PubMedCrossRef Adarkwah CC, et al. To treat or not to treat? Cost-effectiveness of ace inhibitors in non-diabetic advanced renal disease—a Dutch perspective. Kidney Blood Press Res. 2013;37(2–3):168–80.PubMedCrossRef
55.
go back to reference Clement FM, et al. An economic evaluation of erythropoiesis-stimulating agents in CKD. Am J Kidney Dis. 2010;56(6):1050–61.PubMedCrossRef Clement FM, et al. An economic evaluation of erythropoiesis-stimulating agents in CKD. Am J Kidney Dis. 2010;56(6):1050–61.PubMedCrossRef
56.
go back to reference Dany A, et al. Using repeated-prevalence data in multi-state modeling of renal replacement therapy. J Appl Stat. 2015;42(5–6):1278–90.CrossRef Dany A, et al. Using repeated-prevalence data in multi-state modeling of renal replacement therapy. J Appl Stat. 2015;42(5–6):1278–90.CrossRef
57.
go back to reference de Wit GA, Ramsteijn PG, de Charro FT. Economic evaluation of end stage renal disease treatment. Health Policy. 1998;44(3):215–32.PubMedCrossRef de Wit GA, Ramsteijn PG, de Charro FT. Economic evaluation of end stage renal disease treatment. Health Policy. 1998;44(3):215–32.PubMedCrossRef
58.
go back to reference Hiremath, S., G. Knoll, and M.C. Weinstein, Should the arteriovenous fistula be created before starting dialysis?: a decision analytic approach. PLoS One. 2011. 6(12).PubMedPubMedCentralCrossRef Hiremath, S., G. Knoll, and M.C. Weinstein, Should the arteriovenous fistula be created before starting dialysis?: a decision analytic approach. PLoS One. 2011. 6(12).PubMedPubMedCentralCrossRef
59.
go back to reference Kiberd BA. A patient centered approach to the treatment of renal vascular disease to prevent end stage renal failure. Geriatr Nephrol Urol. 1997;7(2):61–6.PubMedCrossRef Kiberd BA. A patient centered approach to the treatment of renal vascular disease to prevent end stage renal failure. Geriatr Nephrol Urol. 1997;7(2):61–6.PubMedCrossRef
60.
go back to reference Levy AR, et al. Projecting long-term graft and patient survival after transplantation. Value Health. 2014;17(2):254–60.PubMedCrossRef Levy AR, et al. Projecting long-term graft and patient survival after transplantation. Value Health. 2014;17(2):254–60.PubMedCrossRef
61.
go back to reference Littlewood KJ, et al. Adjunctive treatment with moxonidine versus nitrendipine for hypertensive patients with advanced renal failure: a cost-effectiveness analysis. BMC Nephrol. 2007;8:9.PubMedPubMedCentralCrossRef Littlewood KJ, et al. Adjunctive treatment with moxonidine versus nitrendipine for hypertensive patients with advanced renal failure: a cost-effectiveness analysis. BMC Nephrol. 2007;8:9.PubMedPubMedCentralCrossRef
62.
go back to reference Naci H, et al. Historical clinical and economic consequences of anemia management in patients with end-stage renal disease on dialysis using erythropoietin stimulating agents versus routine blood transfusions: a retrospective cost-effectiveness analysis. J Med Econ. 2012;15(2):293–304.PubMedCrossRef Naci H, et al. Historical clinical and economic consequences of anemia management in patients with end-stage renal disease on dialysis using erythropoietin stimulating agents versus routine blood transfusions: a retrospective cost-effectiveness analysis. J Med Econ. 2012;15(2):293–304.PubMedCrossRef
63.
go back to reference Nuijten M, et al. Health economic evaluation of paricalcitol((R)) versus cinacalcet + calcitriol (oral) in Italy. Clin Drug Investig. 2015;35(4):229–38 (corrected).PubMedCrossRef Nuijten M, et al. Health economic evaluation of paricalcitol((R)) versus cinacalcet + calcitriol (oral) in Italy. Clin Drug Investig. 2015;35(4):229–38 (corrected).PubMedCrossRef
64.
go back to reference Nguyen HV, Bose S, Finkelstein E. Incremental cost-utility of sevelamer relative to calcium carbonate for treatment of hyperphosphatemia among pre-dialysis chronic kidney disease patients. BMC Nephrol. 2016;17(1):45.PubMedPubMedCentralCrossRef Nguyen HV, Bose S, Finkelstein E. Incremental cost-utility of sevelamer relative to calcium carbonate for treatment of hyperphosphatemia among pre-dialysis chronic kidney disease patients. BMC Nephrol. 2016;17(1):45.PubMedPubMedCentralCrossRef
65.
go back to reference Rosselli D, Rueda JD, Diaz CE. Cost-effectiveness of kidney transplantation compared with chronic dialysis in end-stage renal disease. Saudi J Kidney Dis Transpl. 2015;26(4):733–8.PubMedCrossRef Rosselli D, Rueda JD, Diaz CE. Cost-effectiveness of kidney transplantation compared with chronic dialysis in end-stage renal disease. Saudi J Kidney Dis Transpl. 2015;26(4):733–8.PubMedCrossRef
66.
go back to reference Takahashi T, Reed SD, Schulman KA. Cost-effectiveness of the oral adsorbent AST-120 versus placebo for chronic kidney disease. Nephrology (Carlton). 2008;13(5):419–27.CrossRef Takahashi T, Reed SD, Schulman KA. Cost-effectiveness of the oral adsorbent AST-120 versus placebo for chronic kidney disease. Nephrology (Carlton). 2008;13(5):419–27.CrossRef
67.
go back to reference Thaweethamcharoen T, et al. Cost-utility analysis of erythropoietin for anemia treatment in thai end-stage renal disease patients with hemodialysis. Value in Health Reg Issues. 2014;3(1):44–9.CrossRef Thaweethamcharoen T, et al. Cost-utility analysis of erythropoietin for anemia treatment in thai end-stage renal disease patients with hemodialysis. Value in Health Reg Issues. 2014;3(1):44–9.CrossRef
68.
go back to reference Thompson M, et al. Economic evaluation of sevelamer for the treatment of hyperphosphatemia in chronic kidney disease patients not on dialysis in the United Kingdom. J Med Econ. 2013;16(6):744–55.PubMedCrossRef Thompson M, et al. Economic evaluation of sevelamer for the treatment of hyperphosphatemia in chronic kidney disease patients not on dialysis in the United Kingdom. J Med Econ. 2013;16(6):744–55.PubMedCrossRef
69.
go back to reference Vegter S, et al. Cost-effectiveness of lanthanum carbonate in the treatment of hyperphosphatemia in chronic kidney disease before and during dialysis. Value Health. 2011;14(6):852–8.PubMedCrossRef Vegter S, et al. Cost-effectiveness of lanthanum carbonate in the treatment of hyperphosphatemia in chronic kidney disease before and during dialysis. Value Health. 2011;14(6):852–8.PubMedCrossRef
70.
71.
go back to reference de Vries EF, Rabelink TJ, van den Hout WB. Modelling the cost-effectiveness of delaying end-stage renal disease. Nephron. 2016;133(2):89–97.PubMedCrossRef de Vries EF, Rabelink TJ, van den Hout WB. Modelling the cost-effectiveness of delaying end-stage renal disease. Nephron. 2016;133(2):89–97.PubMedCrossRef
72.
go back to reference Vegter S, et al. The influence of future unrelated costs on costeffectiveness estimates: treatment of hyperphosphatemia with lanthanum carbonate in pre-dialysis patients with chronic kidney disease. Value Health. 2010;13(7):A478.CrossRef Vegter S, et al. The influence of future unrelated costs on costeffectiveness estimates: treatment of hyperphosphatemia with lanthanum carbonate in pre-dialysis patients with chronic kidney disease. Value Health. 2010;13(7):A478.CrossRef
73.
go back to reference Shechter SM, et al. Cost-effectiveness analysis of vascular access referral policies in CKD. Am J Kidney Dis. 2017;70(3):368–76.PubMedCrossRef Shechter SM, et al. Cost-effectiveness analysis of vascular access referral policies in CKD. Am J Kidney Dis. 2017;70(3):368–76.PubMedCrossRef
74.
75.
76.
go back to reference The Norwegian Renal Registry. Annual reports 2013. 2013. The Norwegian Renal Registry. Annual reports 2013. 2013.
77.
go back to reference de Charro FT, Ramsteyn PG. RENINE, a relational registry. Nephrol Dial Transplant. 1995;10(4):436–41.PubMedCrossRef de Charro FT, Ramsteyn PG. RENINE, a relational registry. Nephrol Dial Transplant. 1995;10(4):436–41.PubMedCrossRef
78.
go back to reference U.S. Renal Data System, USRDS 2003 Annual Data Report: Atlas of End-Stage Renal Disease in the United States. 2003, National Institute of Health, National Institute of Diabetes and Digestive and Kidney Diseases: Bethesda, MD. U.S. Renal Data System, USRDS 2003 Annual Data Report: Atlas of End-Stage Renal Disease in the United States. 2003, National Institute of Health, National Institute of Diabetes and Digestive and Kidney Diseases: Bethesda, MD.
79.
go back to reference Airoldi M, et al. Requisite models for strategic commissioning: the example of type 1 diabetes. Health Care Manag Sci. 2008;11(2):89–110.PubMedCrossRef Airoldi M, et al. Requisite models for strategic commissioning: the example of type 1 diabetes. Health Care Manag Sci. 2008;11(2):89–110.PubMedCrossRef
80.
go back to reference Beckwith J, et al. A health economic analysis of clinical islet transplantation. Clin Transplant. 2012;26(1):23–33.PubMedCrossRef Beckwith J, et al. A health economic analysis of clinical islet transplantation. Clin Transplant. 2012;26(1):23–33.PubMedCrossRef
81.
go back to reference Dong FB, et al. Cost effectiveness of ACE inhibitor treatment for patients with type 1 diabetes mellitus. Pharmacoeconomics. 2004;22(15):1015–27.PubMedCrossRef Dong FB, et al. Cost effectiveness of ACE inhibitor treatment for patients with type 1 diabetes mellitus. Pharmacoeconomics. 2004;22(15):1015–27.PubMedCrossRef
82.
go back to reference Garattini L, et al. Economic evaluation of ACE inhibitor treatment of nephropathy in patients with insulin-dependent diabetes mellitus in Italy. Pharmacoeconomics. 1997;12(1):67–75.PubMedCrossRef Garattini L, et al. Economic evaluation of ACE inhibitor treatment of nephropathy in patients with insulin-dependent diabetes mellitus in Italy. Pharmacoeconomics. 1997;12(1):67–75.PubMedCrossRef
83.
go back to reference McEwan P, et al. The health economic value of changes in glycaemic control, weight and rates of hypoglycaemia in type 1 diabetes mellitus. PLoS One. 2016;11(9):e0162441.PubMedPubMedCentralCrossRef McEwan P, et al. The health economic value of changes in glycaemic control, weight and rates of hypoglycaemia in type 1 diabetes mellitus. PLoS One. 2016;11(9):e0162441.PubMedPubMedCentralCrossRef
84.
go back to reference McEwan P, et al. Evaluation of the cost-effectiveness of insulin glargine versus NPH insulin for the treatment of type 1 diabetes in the UK. Curr Med Res Opin. 2007;23(sup1):S7–19.CrossRef McEwan P, et al. Evaluation of the cost-effectiveness of insulin glargine versus NPH insulin for the treatment of type 1 diabetes in the UK. Curr Med Res Opin. 2007;23(sup1):S7–19.CrossRef
85.
go back to reference Palmer A, et al. The cost-effectiveness of different management strategies for type I diabetes: a Swiss perspective. Diabetologia. 2000;43(1):13–26.PubMedCrossRef Palmer A, et al. The cost-effectiveness of different management strategies for type I diabetes: a Swiss perspective. Diabetologia. 2000;43(1):13–26.PubMedCrossRef
86.
go back to reference Shearer A, et al. Cost-effectiveness of flexible intensive insulin management to enable dietary freedom in people with type 1 diabetes in the UK. Diabet Med. 2004;21(5):460–7.PubMedCrossRef Shearer A, et al. Cost-effectiveness of flexible intensive insulin management to enable dietary freedom in people with type 1 diabetes in the UK. Diabet Med. 2004;21(5):460–7.PubMedCrossRef
87.
go back to reference The Diabetes Control and Complications Trial Research Group. Lifetime benefits and costs of intensive therapy as practiced in the Diabetes Control and Complications Trial. Jama. 1996;276:1409–15.CrossRef The Diabetes Control and Complications Trial Research Group. Lifetime benefits and costs of intensive therapy as practiced in the Diabetes Control and Complications Trial. Jama. 1996;276:1409–15.CrossRef
88.
go back to reference Thokala P, et al. Assessing the cost-effectiveness of type 1 diabetes interventions: the Sheffield Type 1 Diabetes Policy Model. Diabet Med. 2014;31(4):477–86.PubMedCrossRef Thokala P, et al. Assessing the cost-effectiveness of type 1 diabetes interventions: the Sheffield Type 1 Diabetes Policy Model. Diabet Med. 2014;31(4):477–86.PubMedCrossRef
89.
go back to reference McQueen RB, et al. Cost-effectiveness of continuous glucose monitoring and intensive insulin therapy for type 1 diabetes. Cost Effect Resour Allocat. 2011;9(1):13.CrossRef McQueen RB, et al. Cost-effectiveness of continuous glucose monitoring and intensive insulin therapy for type 1 diabetes. Cost Effect Resour Allocat. 2011;9(1):13.CrossRef
90.
go back to reference Bagust A, et al. An economic model of the long-term health care burden of type II diabetes. Diabetologia. 2001;44(12):2140–55.PubMedCrossRef Bagust A, et al. An economic model of the long-term health care burden of type II diabetes. Diabetologia. 2001;44(12):2140–55.PubMedCrossRef
91.
go back to reference Brown JB, et al. The global diabetes model: user friendly version 30. Diabetes Res Clin Pract. 2000;50:S15–46.PubMedCrossRef Brown JB, et al. The global diabetes model: user friendly version 30. Diabetes Res Clin Pract. 2000;50:S15–46.PubMedCrossRef
92.
go back to reference Campbell HM, et al. Pharmacoeconomic analysis of angiotensin-converting enzyme inhibitors in type 2 diabetes: a Markov model. Ann Pharmacother. 2007;41(7–8):1101–10.PubMedCrossRef Campbell HM, et al. Pharmacoeconomic analysis of angiotensin-converting enzyme inhibitors in type 2 diabetes: a Markov model. Ann Pharmacother. 2007;41(7–8):1101–10.PubMedCrossRef
93.
go back to reference Caro JJ, et al. Economic assessment of troglitazone as an adjunct to sulfonylurea therapy in the treatment of type 2 diabetes. Clin Ther. 2000;22(1):116–27.PubMedCrossRef Caro JJ, et al. Economic assessment of troglitazone as an adjunct to sulfonylurea therapy in the treatment of type 2 diabetes. Clin Ther. 2000;22(1):116–27.PubMedCrossRef
94.
go back to reference Chen TH-H, Yen M-F, Tung T-H. A computer simulation model for cost–effectiveness analysis of mass screening for type 2 diabetes mellitus. Diabetes Res Clin Pract. 2001;54:37–42.CrossRef Chen TH-H, Yen M-F, Tung T-H. A computer simulation model for cost–effectiveness analysis of mass screening for type 2 diabetes mellitus. Diabetes Res Clin Pract. 2001;54:37–42.CrossRef
95.
go back to reference Chen J, et al. Development of a diabetes treatment simulation model: with application to assessing alternative treatment intensification strategies on survival and diabetes-related complications. Diabetes Obes Metab. 2008;10(s1):33–42.PubMedCrossRef Chen J, et al. Development of a diabetes treatment simulation model: with application to assessing alternative treatment intensification strategies on survival and diabetes-related complications. Diabetes Obes Metab. 2008;10(s1):33–42.PubMedCrossRef
96.
go back to reference Clarke P, et al. A model to estimate the lifetime health outcomes of patients with type 2 diabetes: the United Kingdom Prospective Diabetes Study (UKPDS) Outcomes Model (UKPDS no. 68). Diabetologia. 2004;47(10):1747–59.PubMedCrossRef Clarke P, et al. A model to estimate the lifetime health outcomes of patients with type 2 diabetes: the United Kingdom Prospective Diabetes Study (UKPDS) Outcomes Model (UKPDS no. 68). Diabetologia. 2004;47(10):1747–59.PubMedCrossRef
97.
go back to reference Eastman RC, et al. Model of complications of NIDDM: I. Model construction and assumptions. Diabetes Care. 1997;20(5):725–34.PubMedCrossRef Eastman RC, et al. Model of complications of NIDDM: I. Model construction and assumptions. Diabetes Care. 1997;20(5):725–34.PubMedCrossRef
98.
go back to reference Golan L, Birkmeyer JD, Welch HG. The cost-effectiveness of treating all patients with type 2 diabetes with angiotensin-converting enzyme inhibitors. Ann Intern Med. 1999;131(9):660–7.PubMedCrossRef Golan L, Birkmeyer JD, Welch HG. The cost-effectiveness of treating all patients with type 2 diabetes with angiotensin-converting enzyme inhibitors. Ann Intern Med. 1999;131(9):660–7.PubMedCrossRef
99.
go back to reference Hayes A, et al. UKPDS outcomes model 2: a new version of a model to simulate lifetime health outcomes of patients with type 2 diabetes mellitus using data from the 30 year United Kingdom Prospective Diabetes Study: UKPDS 82. Diabetologia. 2013;56(9):1925–33.PubMedCrossRef Hayes A, et al. UKPDS outcomes model 2: a new version of a model to simulate lifetime health outcomes of patients with type 2 diabetes mellitus using data from the 30 year United Kingdom Prospective Diabetes Study: UKPDS 82. Diabetologia. 2013;56(9):1925–33.PubMedCrossRef
100.
go back to reference Hoerger TJ, et al. Screening for type 2 diabetes mellitus: a cost-effectiveness analysis. Ann Intern Med. 2004;140(9):689–99.PubMedCrossRef Hoerger TJ, et al. Screening for type 2 diabetes mellitus: a cost-effectiveness analysis. Ann Intern Med. 2004;140(9):689–99.PubMedCrossRef
101.
go back to reference McEwan P, et al. Evaluation of the costs and outcomes from changes in risk factors in type 2 diabetes using the Cardiff stochastic simulation cost-utility model (DiabForecaster). Curr Med Res Opin. 2006;22(1):121–9.PubMedCrossRef McEwan P, et al. Evaluation of the costs and outcomes from changes in risk factors in type 2 diabetes using the Cardiff stochastic simulation cost-utility model (DiabForecaster). Curr Med Res Opin. 2006;22(1):121–9.PubMedCrossRef
102.
go back to reference Smith DG, et al. Markov modeling analysis of health and economic outcomes of therapy with valsartan versus amlodipine in patients with type 2 diabetes and microalbuminuria. J Manag Care Pharm. 2004;10(1):26–32.PubMed Smith DG, et al. Markov modeling analysis of health and economic outcomes of therapy with valsartan versus amlodipine in patients with type 2 diabetes and microalbuminuria. J Manag Care Pharm. 2004;10(1):26–32.PubMed
103.
go back to reference Srisubat A, et al. Cost-effectiveness of annual microalbuminuria screening in Thai diabetics. Asian Biomed. 2014;8(3):371–9.CrossRef Srisubat A, et al. Cost-effectiveness of annual microalbuminuria screening in Thai diabetics. Asian Biomed. 2014;8(3):371–9.CrossRef
104.
go back to reference Steen Carlsson K, Persson U. Cost-effectiveness of add-on treatments to metformin in a Swedish setting: liraglutide vs sulphonylurea or sitagliptin. J Med Econ. 2014;17(9):658–69.PubMedCrossRef Steen Carlsson K, Persson U. Cost-effectiveness of add-on treatments to metformin in a Swedish setting: liraglutide vs sulphonylurea or sitagliptin. J Med Econ. 2014;17(9):658–69.PubMedCrossRef
105.
go back to reference The CDC Diabetes Cost-effectiveness Group. Cost-effectiveness of intensive glycemic control, intensified hypertension control, and serum cholesterol level reduction for type 2 diabetes. Jama. 2002;287(19):2542–51.CrossRef The CDC Diabetes Cost-effectiveness Group. Cost-effectiveness of intensive glycemic control, intensified hypertension control, and serum cholesterol level reduction for type 2 diabetes. Jama. 2002;287(19):2542–51.CrossRef
106.
go back to reference Willis M, Asseburg C, He J. Validation of economic and health outcomes simulation model of type 2 diabetes mellitus (ECHO-T2DM). J Med Econ. 2013;16(8):1007–21.PubMedCrossRef Willis M, Asseburg C, He J. Validation of economic and health outcomes simulation model of type 2 diabetes mellitus (ECHO-T2DM). J Med Econ. 2013;16(8):1007–21.PubMedCrossRef
107.
go back to reference Zhou H, et al. A computer simulation model of diabetes progression, quality of life, and cost. Diabetes Care. 2005;28(12):2856–63.PubMedCrossRef Zhou H, et al. A computer simulation model of diabetes progression, quality of life, and cost. Diabetes Care. 2005;28(12):2856–63.PubMedCrossRef
108.
go back to reference Adarkwah CC, Gandjour A. Cost-effectiveness of angiotensin-converting enzyme inhibitors and angiotensin II receptor blockers in newly diagnosed type 2 diabetes in Germany. Int J Technol Assess Health Care. 2010;26(1):62–70.PubMedCrossRef Adarkwah CC, Gandjour A. Cost-effectiveness of angiotensin-converting enzyme inhibitors and angiotensin II receptor blockers in newly diagnosed type 2 diabetes in Germany. Int J Technol Assess Health Care. 2010;26(1):62–70.PubMedCrossRef
110.
go back to reference Sakthong P, et al. Cost-effectiveness of using angiotensin-converting enzyme inhibitors to slow nephropathy in normotensive patients with diabetes type II and microalbuminuria. Nephrology. 2001;6(2):71–7.CrossRef Sakthong P, et al. Cost-effectiveness of using angiotensin-converting enzyme inhibitors to slow nephropathy in normotensive patients with diabetes type II and microalbuminuria. Nephrology. 2001;6(2):71–7.CrossRef
111.
go back to reference Wu B, et al. Prevention of renal failure in Chinese patients with newly diagnosed type 2 diabetes: a cost-effectiveness analysis. J Diabetes Investig. 2018;9(1):152–61.PubMedCrossRef Wu B, et al. Prevention of renal failure in Chinese patients with newly diagnosed type 2 diabetes: a cost-effectiveness analysis. J Diabetes Investig. 2018;9(1):152–61.PubMedCrossRef
112.
go back to reference Eddy DM, Schlessinger L. Validation of the Archimedes diabetes model. Diabetes Care. 2003;26(11):3102–10.PubMedCrossRef Eddy DM, Schlessinger L. Validation of the Archimedes diabetes model. Diabetes Care. 2003;26(11):3102–10.PubMedCrossRef
113.
go back to reference Grima DT, Thompson MF, Sauriol L. Modelling cost effectiveness of insulin glargine for the treatment of type 1 and 2 diabetes in Canada. Pharmacoeconomics. 2007;25(3):253–66.PubMedCrossRef Grima DT, Thompson MF, Sauriol L. Modelling cost effectiveness of insulin glargine for the treatment of type 1 and 2 diabetes in Canada. Pharmacoeconomics. 2007;25(3):253–66.PubMedCrossRef
114.
go back to reference Mueller E, et al. Development and validation of the Economic Assessment of Glycemic Control and Long-Term Effects of diabetes (EAGLE) model. Diabetes Technol Ther. 2006;8(2):219–36.PubMedCrossRef Mueller E, et al. Development and validation of the Economic Assessment of Glycemic Control and Long-Term Effects of diabetes (EAGLE) model. Diabetes Technol Ther. 2006;8(2):219–36.PubMedCrossRef
115.
go back to reference Palmer AJ, et al. The CORE Diabetes Model: projecting long-term clinical outcomes, costs and costeffectiveness of interventions in diabetes mellitus (types 1 and 2) to support clinical and reimbursement decision-making. Curr Med Res Opin. 2004;20(sup1):S5–26.CrossRefPubMed Palmer AJ, et al. The CORE Diabetes Model: projecting long-term clinical outcomes, costs and costeffectiveness of interventions in diabetes mellitus (types 1 and 2) to support clinical and reimbursement decision-making. Curr Med Res Opin. 2004;20(sup1):S5–26.CrossRefPubMed
116.
go back to reference Rodby RA, et al. An economic analysis of captopril in the treatment of diabetic nephropathy. Diabetes Care. 1996;19(10):1051–61.PubMedCrossRef Rodby RA, et al. An economic analysis of captopril in the treatment of diabetic nephropathy. Diabetes Care. 1996;19(10):1051–61.PubMedCrossRef
117.
go back to reference van Os N, et al. Diabetes nephropathy in the Netherlands: a cost effectiveness analysis of national clinical guidelines. Health Policy. 2000;51(3):135–47.PubMedCrossRef van Os N, et al. Diabetes nephropathy in the Netherlands: a cost effectiveness analysis of national clinical guidelines. Health Policy. 2000;51(3):135–47.PubMedCrossRef
118.
go back to reference Palmer AJ, et al. Cost-effectiveness of early irbesartan treatment versus control (standard antihypertensive medications excluding ACE inhibitors, other angiotensin-2 receptor antagonists, and dihydropyridine calcium channel blockers) or late irbesartan treatment in patients with type 2 diabetes, hypertension, and renal disease. Diabetes Care. 2004;27(8):1897–903.PubMedCrossRef Palmer AJ, et al. Cost-effectiveness of early irbesartan treatment versus control (standard antihypertensive medications excluding ACE inhibitors, other angiotensin-2 receptor antagonists, and dihydropyridine calcium channel blockers) or late irbesartan treatment in patients with type 2 diabetes, hypertension, and renal disease. Diabetes Care. 2004;27(8):1897–903.PubMedCrossRef
119.
go back to reference Palmer A, et al. Cost-consequence analysis in a French setting of screening and optimal treatment of nephropathy in hypertensive patients with type 2 diabetes. Diabetes Metab. 2006;32(1):69–76.PubMedCrossRef Palmer A, et al. Cost-consequence analysis in a French setting of screening and optimal treatment of nephropathy in hypertensive patients with type 2 diabetes. Diabetes Metab. 2006;32(1):69–76.PubMedCrossRef
120.
go back to reference Rodby RA, et al. The cost-effectiveness of irbesartan in the treatment of hypertensive patients with type 2 diabetic nephropathy. Clin Ther. 2003;25(7):2102–19.PubMedCrossRef Rodby RA, et al. The cost-effectiveness of irbesartan in the treatment of hypertensive patients with type 2 diabetic nephropathy. Clin Ther. 2003;25(7):2102–19.PubMedCrossRef
121.
go back to reference Bertram M, et al. Assessing the cost-effectiveness of drug and lifestyle intervention following opportunistic screening for pre-diabetes in primary care. Diabetologia. 2010;53(5):875–81.PubMedCrossRef Bertram M, et al. Assessing the cost-effectiveness of drug and lifestyle intervention following opportunistic screening for pre-diabetes in primary care. Diabetologia. 2010;53(5):875–81.PubMedCrossRef
122.
go back to reference Dall TM, et al. Value of lifestyle intervention to prevent diabetes and sequelae. Am J Prev Med. 2015;48(3):271–80.PubMedCrossRef Dall TM, et al. Value of lifestyle intervention to prevent diabetes and sequelae. Am J Prev Med. 2015;48(3):271–80.PubMedCrossRef
123.
go back to reference Clark WF, et al. To pay or not to pay? A decision and cost-utility analysis of angiotensin-converting-enzyme inhibitor therapy for diabetic nephropathy. Can Med Assoc J. 2000;162(2):195–8. Clark WF, et al. To pay or not to pay? A decision and cost-utility analysis of angiotensin-converting-enzyme inhibitor therapy for diabetic nephropathy. Can Med Assoc J. 2000;162(2):195–8.
124.
go back to reference Hayashino Y, et al. Cost-effectiveness of administering oral adsorbent AST-120 to patients with diabetes and advance-stage chronic kidney disease. Diabetes Res Clin Pract. 2010;90(2):154–9.PubMedCrossRef Hayashino Y, et al. Cost-effectiveness of administering oral adsorbent AST-120 to patients with diabetes and advance-stage chronic kidney disease. Diabetes Res Clin Pract. 2010;90(2):154–9.PubMedCrossRef
125.
go back to reference Keen H. The Diabetes Control and Complications Trial (DCCT). Health Trends. 1994;26(2):41–3.PubMed Keen H. The Diabetes Control and Complications Trial (DCCT). Health Trends. 1994;26(2):41–3.PubMed
126.
go back to reference Lewis EJ, et al. The effect of angiotensin-converting-enzyme inhibition on diabetic nephropathy. N Engl J Med. 1993;329(20):1456–62.PubMedCrossRef Lewis EJ, et al. The effect of angiotensin-converting-enzyme inhibition on diabetic nephropathy. N Engl J Med. 1993;329(20):1456–62.PubMedCrossRef
127.
go back to reference Moss SE, Klein R, Klein B. The 14-year incidence of lower-extremity amputations in a diabetic population. The Wisconsin Epidemiologic Study of Diabetic Retinopathy. Diabetes Care. 1999;22(6):951–9.PubMedCrossRef Moss SE, Klein R, Klein B. The 14-year incidence of lower-extremity amputations in a diabetic population. The Wisconsin Epidemiologic Study of Diabetic Retinopathy. Diabetes Care. 1999;22(6):951–9.PubMedCrossRef
128.
go back to reference Klein R, et al. The 10-year incidence of renal insufficiency in people with type 1 diabetes. Diabetes Care. 1999;22(5):743–51.PubMedCrossRef Klein R, et al. The 10-year incidence of renal insufficiency in people with type 1 diabetes. Diabetes Care. 1999;22(5):743–51.PubMedCrossRef
129.
go back to reference Ravid M, et al. Long-term stabilizing effect of angiotensin-converting enzyme inhibition on plasma creatinine and on proteinuria in normotensive type II diabetic patients. Ann Intern Med. 1993;118(8):577–81.PubMedCrossRef Ravid M, et al. Long-term stabilizing effect of angiotensin-converting enzyme inhibition on plasma creatinine and on proteinuria in normotensive type II diabetic patients. Ann Intern Med. 1993;118(8):577–81.PubMedCrossRef
130.
go back to reference Ravid M, et al. Main risk factors for nephropathy in type 2 diabetes mellitus are plasma cholesterol levels, mean blood pressure, and hyperglycemia. Arch Intern Med. 1998;158(9):998–1004.PubMedCrossRef Ravid M, et al. Main risk factors for nephropathy in type 2 diabetes mellitus are plasma cholesterol levels, mean blood pressure, and hyperglycemia. Arch Intern Med. 1998;158(9):998–1004.PubMedCrossRef
131.
go back to reference Navaneethan SD, et al., HMG CoA reductase inhibitors (statins) for people with chronic kidney disease not requiring dialysis. Cochrane Database Syst Rev. 2009(2): p. Cd007784. Navaneethan SD, et al., HMG CoA reductase inhibitors (statins) for people with chronic kidney disease not requiring dialysis. Cochrane Database Syst Rev. 2009(2): p. Cd007784.
132.
133.
go back to reference D’Agostino RB, et al. General cardiovascular risk profile for use in primary care. Circulation. 2008;117(6):743–53.PubMedCrossRef D’Agostino RB, et al. General cardiovascular risk profile for use in primary care. Circulation. 2008;117(6):743–53.PubMedCrossRef
134.
go back to reference King P, Peacock I, Donnelly R. The UK Prospective Diabetes Study (UKPDS): clinical and therapeutic implications for type 2 diabetes. Br J Clin Pharmacol. 1999;48(5):643–8.PubMedPubMedCentralCrossRef King P, Peacock I, Donnelly R. The UK Prospective Diabetes Study (UKPDS): clinical and therapeutic implications for type 2 diabetes. Br J Clin Pharmacol. 1999;48(5):643–8.PubMedPubMedCentralCrossRef
135.
go back to reference Viberti G, Wheeldon NM. Microalbuminuria reduction with valsartan in patients with type 2 diabetes mellitus. Circulation. 2002;106(6):672–8.PubMedCrossRef Viberti G, Wheeldon NM. Microalbuminuria reduction with valsartan in patients with type 2 diabetes mellitus. Circulation. 2002;106(6):672–8.PubMedCrossRef
136.
go back to reference Axelrod DA, et al. Percutaneous stenting of incidental unilateral renal artery stenosis: decision analysis of costs and benefits. J Endovasc Ther. 2003;10(3):546–56.PubMedCrossRef Axelrod DA, et al. Percutaneous stenting of incidental unilateral renal artery stenosis: decision analysis of costs and benefits. J Endovasc Ther. 2003;10(3):546–56.PubMedCrossRef
137.
go back to reference Dorenkamp M, et al. Potential lifetime cost-effectiveness of catheter-based renal sympathetic denervation in patients with resistant hypertension. Eur Heart J. 2012;34(6):451–61.PubMedCrossRef Dorenkamp M, et al. Potential lifetime cost-effectiveness of catheter-based renal sympathetic denervation in patients with resistant hypertension. Eur Heart J. 2012;34(6):451–61.PubMedCrossRef
138.
go back to reference Gandjour A, Stock S. A national hypertension treatment program in Germany and its estimated impact on costs, life expectancy, and cost-effectiveness. Health Policy. 2007;83(2):257–67.PubMedCrossRef Gandjour A, Stock S. A national hypertension treatment program in Germany and its estimated impact on costs, life expectancy, and cost-effectiveness. Health Policy. 2007;83(2):257–67.PubMedCrossRef
139.
go back to reference Geisler BP, et al. Cost-effectiveness and clinical effectiveness of catheter-based renal denervation for resistant hypertension. J Am Coll Cardiol. 2012;60(14):1271–7.PubMedCrossRef Geisler BP, et al. Cost-effectiveness and clinical effectiveness of catheter-based renal denervation for resistant hypertension. J Am Coll Cardiol. 2012;60(14):1271–7.PubMedCrossRef
140.
go back to reference Marra C, et al. Cost-effectiveness of pharmacist care for managing hypertension in Canada. Can Pharm J/Revue des Pharmaciens du Canada. 2017;150(3):184–97.CrossRef Marra C, et al. Cost-effectiveness of pharmacist care for managing hypertension in Canada. Can Pharm J/Revue des Pharmaciens du Canada. 2017;150(3):184–97.CrossRef
141.
go back to reference Saito I, et al. Cost-utility analysis of antihypertensive combination therapy in Japan by a Monte Carlo simulation model. Hypertension Res. 2008;31(7):1373–83.CrossRef Saito I, et al. Cost-utility analysis of antihypertensive combination therapy in Japan by a Monte Carlo simulation model. Hypertension Res. 2008;31(7):1373–83.CrossRef
142.
go back to reference Tajeu GS, et al. Cost-effectiveness of antihypertensive medication: exploring race and sex differences using data from the reasons for geographic and racial differences in stroke study. Med Care. 2017;55(6):552–60.PubMedPubMedCentralCrossRef Tajeu GS, et al. Cost-effectiveness of antihypertensive medication: exploring race and sex differences using data from the reasons for geographic and racial differences in stroke study. Med Care. 2017;55(6):552–60.PubMedPubMedCentralCrossRef
143.
go back to reference Bakris GL. Microalbuminuria: prognostic implications. Curr Opin Nephrol Hypertens. 1996;5(3):219–23.PubMedCrossRef Bakris GL. Microalbuminuria: prognostic implications. Curr Opin Nephrol Hypertens. 1996;5(3):219–23.PubMedCrossRef
144.
go back to reference Basi S, et al. Microalbuminuria in type 2 diabetes and hypertension: a marker, treatment target, or innocent bystander? Diabetes Care. 2008;31(Suppl 2):S194–201.PubMedCrossRef Basi S, et al. Microalbuminuria in type 2 diabetes and hypertension: a marker, treatment target, or innocent bystander? Diabetes Care. 2008;31(Suppl 2):S194–201.PubMedCrossRef
145.
go back to reference Polkinghorne KR. Estimated glomerular filtration rate versus albuminuria in the assessment of kidney function: what’s more important? The clinical biochemist. Reviews. 2014;35(2):67–73. Polkinghorne KR. Estimated glomerular filtration rate versus albuminuria in the assessment of kidney function: what’s more important? The clinical biochemist. Reviews. 2014;35(2):67–73.
147.
go back to reference Hu B, et al. Kidney function can improve in patients with hypertensive CKD. J Am Soc Nephrol JASN. 2012;23(4):706–13.PubMedCrossRef Hu B, et al. Kidney function can improve in patients with hypertensive CKD. J Am Soc Nephrol JASN. 2012;23(4):706–13.PubMedCrossRef
148.
go back to reference Smith M, et al. Change in albuminuria and risk of renal and cardiovascular outcomes: natural variation should be taken into account. Kidney Int Rep. 2018;3(4):939–49.PubMedPubMedCentralCrossRef Smith M, et al. Change in albuminuria and risk of renal and cardiovascular outcomes: natural variation should be taken into account. Kidney Int Rep. 2018;3(4):939–49.PubMedPubMedCentralCrossRef
150.
go back to reference Morrison A, et al. The effect of English-language restriction on systematic review-based meta-analyses: a systematic review of empirical studies. Int J Technol Assess Health Care. 2012;28(2):138–44.PubMedCrossRef Morrison A, et al. The effect of English-language restriction on systematic review-based meta-analyses: a systematic review of empirical studies. Int J Technol Assess Health Care. 2012;28(2):138–44.PubMedCrossRef
151.
go back to reference Hermansson J, Kahan T. Systematic review of validity assessments of Framingham risk score results in health economic modelling of lipid-modifying therapies in Europe. PharmacoEconomics. 2018;36(2):205–13.PubMedCrossRef Hermansson J, Kahan T. Systematic review of validity assessments of Framingham risk score results in health economic modelling of lipid-modifying therapies in Europe. PharmacoEconomics. 2018;36(2):205–13.PubMedCrossRef
152.
go back to reference Hua X, et al. Validation and recalibration of the Framingham cardiovascular disease risk models in an Australian Indigenous cohort. Eur J Prev Cardiol. 2017;24(15):1660–9.PubMedPubMedCentralCrossRef Hua X, et al. Validation and recalibration of the Framingham cardiovascular disease risk models in an Australian Indigenous cohort. Eur J Prev Cardiol. 2017;24(15):1660–9.PubMedPubMedCentralCrossRef
153.
go back to reference Majed B, et al. External validation of the 2008 Framingham cardiovascular risk equation for CHD and stroke events in a European population of middle-aged men. The PRIME study. Prev Med. 2013;57(1):49–54.PubMedCrossRef Majed B, et al. External validation of the 2008 Framingham cardiovascular risk equation for CHD and stroke events in a European population of middle-aged men. The PRIME study. Prev Med. 2013;57(1):49–54.PubMedCrossRef
154.
go back to reference Zomer E, et al., Validation of two Framingham cardiovascular risk prediction algorithms in an Australian population: the ‘old’ versus the ‘new’ Framingham equation. 2011. 18(1):115–120. Zomer E, et al., Validation of two Framingham cardiovascular risk prediction algorithms in an Australian population: the ‘old’ versus the ‘new’ Framingham equation. 2011. 18(1):115–120.
155.
go back to reference Hemann BA, Bimson WF, Taylor AJ. The Framingham Risk Score: an appraisal of its benefits and limitations. Am Heart Hosp J. 2007;5(2):91–6.PubMedCrossRef Hemann BA, Bimson WF, Taylor AJ. The Framingham Risk Score: an appraisal of its benefits and limitations. Am Heart Hosp J. 2007;5(2):91–6.PubMedCrossRef
156.
go back to reference Weiner DE, et al. The Framingham predictive instrument in chronic kidney disease. J Am Coll Cardiol. 2007;50(3):217–24.PubMedCrossRef Weiner DE, et al. The Framingham predictive instrument in chronic kidney disease. J Am Coll Cardiol. 2007;50(3):217–24.PubMedCrossRef
157.
go back to reference Chang A, Kramer H. Should eGFR and albuminuria be added to the Framingham Risk Score chronic kidney disease and cardiovascular disease risk prediction. Nephron Clin Pract. 2011;119(2):c171–8.PubMedCrossRef Chang A, Kramer H. Should eGFR and albuminuria be added to the Framingham Risk Score chronic kidney disease and cardiovascular disease risk prediction. Nephron Clin Pract. 2011;119(2):c171–8.PubMedCrossRef
158.
go back to reference Herzog CA, et al. Cardiovascular disease in chronic kidney disease A clinical update from kidney disease: Improving Global Outcomes (KDIGO). Kidney Int. 2011;80(6):572–86.PubMedCrossRef Herzog CA, et al. Cardiovascular disease in chronic kidney disease A clinical update from kidney disease: Improving Global Outcomes (KDIGO). Kidney Int. 2011;80(6):572–86.PubMedCrossRef
159.
go back to reference Sarnak MJ, et al. Kidney disease as a risk factor for development of cardiovascular disease: a statement from the American Heart Association Councils on Kidney in Cardiovascular Disease, High Blood Pressure Research, Clinical Cardiology, and Epidemiology and Prevention. Hypertension. 2003;42(5):1050–65.PubMedCrossRef Sarnak MJ, et al. Kidney disease as a risk factor for development of cardiovascular disease: a statement from the American Heart Association Councils on Kidney in Cardiovascular Disease, High Blood Pressure Research, Clinical Cardiology, and Epidemiology and Prevention. Hypertension. 2003;42(5):1050–65.PubMedCrossRef
160.
go back to reference Tsai, W.-C., et al., Risk factors for development and progression of chronic kidney disease: a systematic review and exploratory meta-analysis. Medicine. 2016. 95(11).PubMedPubMedCentralCrossRef Tsai, W.-C., et al., Risk factors for development and progression of chronic kidney disease: a systematic review and exploratory meta-analysis. Medicine. 2016. 95(11).PubMedPubMedCentralCrossRef
162.
go back to reference Tangri N, Ferguson T, Komenda P. Pro: risk scores for chronic kidney disease progression are robust, powerful and ready for implementation. Nephrol Dial Transplant. 2017;32(5):748–51.PubMedCrossRef Tangri N, Ferguson T, Komenda P. Pro: risk scores for chronic kidney disease progression are robust, powerful and ready for implementation. Nephrol Dial Transplant. 2017;32(5):748–51.PubMedCrossRef
163.
164.
go back to reference Nagy B, et al. Cost-effectiveness of a risk-based secondary screening programme of type 2 diabetes. Diabetes/Metab Res Rev. 2016;32(7):710–29.CrossRef Nagy B, et al. Cost-effectiveness of a risk-based secondary screening programme of type 2 diabetes. Diabetes/Metab Res Rev. 2016;32(7):710–29.CrossRef
Metadata
Title
Economic Modelling of Chronic Kidney Disease: A Systematic Literature Review to Inform Conceptual Model Design
Authors
Daniel M. Sugrue
Thomas Ward
Sukhvir Rai
Phil McEwan
Heleen G. M. van Haalen
Publication date
01-12-2019
Publisher
Springer International Publishing
Published in
PharmacoEconomics / Issue 12/2019
Print ISSN: 1170-7690
Electronic ISSN: 1179-2027
DOI
https://doi.org/10.1007/s40273-019-00835-z

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Acknowledgement to Referees

Acknowledgement to Referees