diabetes mellitus represents a significant and growing challenge to healthcare providers in spain , with a current prevalence of 13.8% , around half of which is undiagnosed , and almost 30% of the population has some form of carbohydrate metabolism disturbance .
the disease is associated with a significant clinical burden , both in terms of morbidity and mortality , with 19,518 deaths attributable to diabetes in spain in 2010 .
current estimates suggest that diabetes is responsible for between 5% and 13% of total healthcare expenditure in most developed countries , and spain is no exception .
health care expenditure as a result of diabetes mellitus was estimated to be approximately usd  12.5 billion in spain in 2010 ( 9% of total healthcare expenditure ) , and projections suggest that this could increase to approximately usd  16.5 billion in 2030 .
whilst maintaining glycemic control forms the cornerstone of diabetes treatment , evidence suggests that controlling other risk factors is also important in reducing the long - term risk of complications .
the benefits of multifactorial intervention have been demonstrated in a number of trials , but particularly the steno-2 study , which compared conventional treatment for multiple risk factors versus intensive multifactorial treatment [ 46 ] .
intensive treatment was associated with reduced risk of all - cause mortality , cardiovascular events , retinopathy , neuropathy and end - stage renal disease over 13  years of follow - up .
most long - established diabetes interventions are designed to improve glycemic control , but do little to address other risk factors and meet the multifaceted needs of the type 2 diabetes patient . to meet these complex clinical needs ,
clinical development programs have targeted the modulation of incretin activity ( gastrointestinal hormones involved in the regulation of gut motility , secretion of gastric acid and pancreatic enzymes , gall bladder contraction and nutrient absorption ) .
this has led to the development of two new classes of antidiabetic therapy : degradation - resistant glucagon - like peptide-1 ( glp-1 ) receptor agonists , such as liraglutide and exenatide , and inhibitors of dipeptidyl peptidase-4 ( dpp-4 ) , such as sitagliptin and vildagliptin .
data from published studies indicate that glp-1 receptor agonists may be associated with a more substantial reduction in glycated hemoglobin ( hba1c ) in comparison with dpp-4 inhibitors ( 0.51.6% reduction versus 0.51.0% reduction ) .
weight loss has been shown to be associated with liraglutide and exenatide treatment [ 914 ] , whereas dpp-4 inhibitors are weight neutral and have been associated only with the prevention of weight gain [ 1518 ] . although there is a growing body of clinical data available on these new agents , and several health economic analyses
have been published comparing them with long - established interventions , there is a paucity of data on the cost - effectiveness of glp-1 receptor agonists in comparison with dpp-4 inhibitors .
the aim of the present analysis was to assess the cost - effectiveness of liraglutide versus sitagliptin , as add - on to metformin therapy , in patients failing metformin alone in the spanish setting .
in 2010 , pratley et al .   reported a parallel - group , open - label trial in participants ( aged 1880  years ) with type 2 diabetes mellitus who had inadequate glycemic control ( hba1c 7.510.0% ) on metformin ( 1,500  mg daily for 3  months ) designed to compare the efficacy and safety of liraglutide and sitagliptin .
patients were randomly allocated to 1.2  mg subcutaneous liraglutide once daily ( n  =  225 ) , or 100  mg oral sitagliptin once daily ( n  =  219 ) at sites in europe ( including 9 centers and 32 participants in spain ) and north america .
main exclusion criteria included body mass index over 45  kg / m , previous treatment with any antihyperglycemic agent apart from metformin within 3  months of the trial , recurrent major hypoglycemia or hypoglycemic unawareness , present use of any drug except metformin that could affect glucose metabolism , impaired renal or hepatic function , clinically significant cardiovascular disease , or cancer .
baseline patient cohort characteristics , based on the population enrolled in the study , are shown table  1.table  1baseline characteristics of the simulation cohortcharacteristicvalue , mean ( sd)age ( years)55.3 ( 9.2)duration of diabetes ( years)6.0 ( 4.5)males ( % ) 52.9hba1c ( % ) 8.4 ( 0.8)sbp ( mmhg)132.2 ( 14.6)total cholesterol ( mmol / l)4.09 ( 1.14)hdl cholesterol ( mmol / l)1.16 ( 0.31)ldl cholesterol ( mmol / l)2.65 ( 0.82)triglycerides ( mmol / l)2.38 ( 2.22)body mass index ( kg / m)32.8 ( 5.2)smokers ( % ) 29.5baseline characteristics are the weighted mean of patients enrolled in the liraglutide 1.2  mg and sitagliptin arms of the study 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sd standard deviation , sbp systolic blood pressure baseline characteristics of the simulation cohort baseline characteristics are the weighted mean of patients enrolled in the liraglutide 1.2  mg and sitagliptin arms of the study 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sd standard deviation , sbp systolic blood pressure after 26  weeks of follow - up , both liraglutide and sitagliptin were associated with improvements in hba1c , systolic blood pressure , blood lipid levels and body mass index ( bmi ) .
treatment effects were applied in the first year of the analysis based on the clinical trial data ( table  2 ) .
hypoglycemia rates were similar in the two arms of the trial , although one major hypoglycemic event was reported in the liraglutide arm , but none in the sitagliptin arm .
patients were assumed to receive liraglutide or sitagliptin for 5  years , before intensifying treatment to basal insulin ( incretin therapy withdrawn ) . on treatment intensification ,
bmi was assumed to return to baseline and hypoglycemia event rates were assumed to be the same , but no other treatment effects were applied.table  2treatment effects applied in the first year of the analysisphysiological parameterliraglutide 1.2  mg , mean ( sd)sitagliptin 100  mg , mean ( sd)differencechange in hba1c ( % ) 1.24 ( 1.02)0.90 ( 1.01)0.34*change in sbp ( mmhg)0.55 ( 12.99)0.94 ( 12.99)0.39change in total cholesterol ( mmol / l)0.03 ( 0.82)0.02 ( 0.80)0.01change in hdl cholesterol ( mmol / l)0.00 ( 0.17)0.00 ( 0.17)0.00change in ldl cholesterol ( mmol / l)0.08 ( 0.69)0.13 ( 0.68)0.05change in triglycerides ( mmol / l)0.19 ( 1.42)0.40 ( 1.38)0.21change in body mass index ( kg / m)0.99 ( 1.37)0.33 ( 1.37)0.66*major hypoglycemic events ( per 100 patient years)1.000.001.00minor hypoglycemic events ( per 100 patient years)17.8010.607.20 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sbp systolic blood pressure , sd standard deviation *  p  <  0.001 treatment effects applied in the first year of the analysis 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sbp systolic blood pressure , sd standard deviation the analysis was performed using the core diabetes model ( ims health , basel , switzerland ) , the architecture , assumptions , features and capabilities of which have been previously published .
the model is a validated , non - product - specific diabetes policy analysis tool and is based on a series of inter - dependent sub - models that simulate the complications of diabetes ( angina , myocardial infarction , congestive heart failure , stroke , peripheral vascular disease , diabetic retinopathy , macular edema , cataract , hypoglycemia , ketoacidosis , lactic acidosis , nephropathy and end - stage renal disease , neuropathy , foot ulcer and amputation , and non - specific mortality ) .
each sub - model has a semi - markov structure and uses time , state , time - in - state and diabetes type - dependent probabilities derived from published sources .
monte carlo simulation using tracker variables overcomes the memory - less properties of the standard markov model , and allows interconnectivity and interaction between individual complication sub - models .
long - term outcomes projected by the model have been validated against real life data in 2004 and more recently in 2012 [ 11 , 12 ] .
costs were accounted from the perspective of a healthcare payer in spain ( i.e. , sistema nacional de salud ) in 2012 euros ( eur ) .
the spanish health system has the characteristics of the  beveridge model  since it is mostly funded by direct taxation , it covers the resident population on the basis of citizenship and the provision of services is mostly made by public units .
the costs of diabetes medications , self - monitoring of blood glucose , concomitant medications ( statins , aspirin and angiotensin - converting enzyme inhibitors ) , and diabetes - related complications were captured .
costs were identified through literature review and came from diagnosis - related group tariffs released by the spanish ministry for health , and published cost collection studies , with inflation to 2012 values as required [ 1321 ] .
health - related quality of life utilities associated with diabetes - related complications were as per a previous cost - effectiveness analysis of liraglutide versus sitagliptin , carried out in the uk setting .
a simulated cohort of 1,000 patients was run through the model 1,000 times for each simulation ( base case and sensitivity analysis ) .
a total of 1,000 mean values ( each from 1,000 patients ) of incremental direct medical costs and incremental effectiveness in terms of quality - adjusted life expectancy were plotted ( scatterplots ) on a cost - effectiveness plane .
subsequently , acceptability curves were generated by calculating the proportion of points below a range of willingness to pay thresholds ( up to eur  100,000 per qaly gained ) .
the time horizon was set to patient lifetimes in the base case to capture all relevant long - term complications and associated costs , to assess their impact on life expectancy and quality - adjusted life expectancy .
future costs and clinical benefits were discounted symmetrically by 3% per annum in line with published health economic guidance for spain .
a series of one - way sensitivity analyses were conducted to identify key drivers of outcomes and assess the robustness of results of the base case analysis .
the influence of time horizon on the outcomes projected by the model was investigating by running analyses over 5 , 10 , 20 and 30  years , compared to 50  years in the base case .
similarly , the effect of discount rates on future costs and clinical outcomes were investigated through analyses in which they were set ( symmetrically ) to 0% and 5% per annum .
the effect of over- or underestimating the unit costs of diabetes complications used in the analysis was evaluated in two sensitivity analyses , which increased and decreased the values used by 10% from the base case costs .
the importance of changes in physiological parameters were investigated in four sensitivity analysis , in which benefits in hba1c , systolic blood pressure , blood lipids and bmi were individually abolished .
a further analysis was conducted in which hba1c was assumed to progress according to the uk prospective diabetes study ( ukpds ) progression curve before switching to basal insulin .
the effect of the timing of treatment switching was examined by varying the treatment switch to 7   and 3  years in the liraglutide arm . as part of the follow - up to the clinical trial
, patients receiving sitagliptin were given the option of switching to liraglutide following completion of the initial study period .
on switching to 1.2  mg liraglutide , improvements were seen in hba1c , systolic blood pressure , blood lipid profiles and bmi , in addition to the changes seen on starting sitagliptin therapy .
an analysis was conducted in which patients received sitagliptin for 1  year , and then switched to liraglutide . as in the base case
this article does not contain any studies with human or animal subjects performed by any of the authors .
in 2010 , pratley et al .   reported a parallel - group , open - label trial in participants ( aged 1880  years ) with type 2 diabetes mellitus who had inadequate glycemic control ( hba1c 7.510.0% ) on metformin ( 1,500  mg daily for 3  months ) designed to compare the efficacy and safety of liraglutide and sitagliptin .
patients were randomly allocated to 1.2  mg subcutaneous liraglutide once daily ( n  =  225 ) , or 100  mg oral sitagliptin once daily ( n  =  219 ) at sites in europe ( including 9 centers and 32 participants in spain ) and north america .
main exclusion criteria included body mass index over 45  kg / m , previous treatment with any antihyperglycemic agent apart from metformin within 3  months of the trial , recurrent major hypoglycemia or hypoglycemic unawareness , present use of any drug except metformin that could affect glucose metabolism , impaired renal or hepatic function , clinically significant cardiovascular disease , or cancer .
baseline patient cohort characteristics , based on the population enrolled in the study , are shown table  1.table  1baseline characteristics of the simulation cohortcharacteristicvalue , mean ( sd)age ( years)55.3 ( 9.2)duration of diabetes ( years)6.0 ( 4.5)males ( % ) 52.9hba1c ( % ) 8.4 ( 0.8)sbp ( mmhg)132.2 ( 14.6)total cholesterol ( mmol / l)4.09 ( 1.14)hdl cholesterol ( mmol / l)1.16 ( 0.31)ldl cholesterol ( mmol / l)2.65 ( 0.82)triglycerides ( mmol / l)2.38 ( 2.22)body mass index ( kg / m)32.8 ( 5.2)smokers ( % ) 29.5baseline characteristics are the weighted mean of patients enrolled in the liraglutide 1.2  mg and sitagliptin arms of the study 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sd standard deviation , sbp systolic blood pressure baseline characteristics of the simulation cohort baseline characteristics are the weighted mean of patients enrolled in the liraglutide 1.2  mg and sitagliptin arms of the study 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sd standard deviation , sbp systolic blood pressure after 26  weeks of follow - up , both liraglutide and sitagliptin were associated with improvements in hba1c , systolic blood pressure , blood lipid levels and body mass index ( bmi ) .
treatment effects were applied in the first year of the analysis based on the clinical trial data ( table  2 ) .
hypoglycemia rates were similar in the two arms of the trial , although one major hypoglycemic event was reported in the liraglutide arm , but none in the sitagliptin arm .
patients were assumed to receive liraglutide or sitagliptin for 5  years , before intensifying treatment to basal insulin ( incretin therapy withdrawn ) . on treatment intensification ,
bmi was assumed to return to baseline and hypoglycemia event rates were assumed to be the same , but no other treatment effects were applied.table  2treatment effects applied in the first year of the analysisphysiological parameterliraglutide 1.2  mg , mean ( sd)sitagliptin 100  mg , mean ( sd)differencechange in hba1c ( % ) 1.24 ( 1.02)0.90 ( 1.01)0.34*change in sbp ( mmhg)0.55 ( 12.99)0.94 ( 12.99)0.39change in total cholesterol ( mmol / l)0.03 ( 0.82)0.02 ( 0.80)0.01change in hdl cholesterol ( mmol / l)0.00 ( 0.17)0.00 ( 0.17)0.00change in ldl cholesterol ( mmol / l)0.08 ( 0.69)0.13 ( 0.68)0.05change in triglycerides ( mmol / l)0.19 ( 1.42)0.40 ( 1.38)0.21change in body mass index ( kg / m)0.99 ( 1.37)0.33 ( 1.37)0.66*major hypoglycemic events ( per 100 patient years)1.000.001.00minor hypoglycemic events ( per 100 patient years)17.8010.607.20 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sbp systolic blood pressure , sd standard deviation *  p  <  0.001 treatment effects applied in the first year of the analysis 
 hba1c glycated hemoglobin , hdl high - density lipoprotein , ldl low - density lipoprotein , sbp systolic blood pressure , sd standard deviation
the analysis was performed using the core diabetes model ( ims health , basel , switzerland ) , the architecture , assumptions , features and capabilities of which have been previously published .
the model is a validated , non - product - specific diabetes policy analysis tool and is based on a series of inter - dependent sub - models that simulate the complications of diabetes ( angina , myocardial infarction , congestive heart failure , stroke , peripheral vascular disease , diabetic retinopathy , macular edema , cataract , hypoglycemia , ketoacidosis , lactic acidosis , nephropathy and end - stage renal disease , neuropathy , foot ulcer and amputation , and non - specific mortality ) . each sub - model has a semi - markov structure and uses time , state , time - in - state and diabetes type - dependent probabilities derived from published sources .
monte carlo simulation using tracker variables overcomes the memory - less properties of the standard markov model , and allows interconnectivity and interaction between individual complication sub - models .
long - term outcomes projected by the model have been validated against real life data in 2004 and more recently in 2012 [ 11 , 12 ] .
costs were accounted from the perspective of a healthcare payer in spain ( i.e. , sistema nacional de salud ) in 2012 euros ( eur ) .
the spanish health system has the characteristics of the  beveridge model  since it is mostly funded by direct taxation , it covers the resident population on the basis of citizenship and the provision of services is mostly made by public units .
the costs of diabetes medications , self - monitoring of blood glucose , concomitant medications ( statins , aspirin and angiotensin - converting enzyme inhibitors ) , and diabetes - related complications were captured .
costs were identified through literature review and came from diagnosis - related group tariffs released by the spanish ministry for health , and published cost collection studies , with inflation to 2012 values as required [ 1321 ] .
health - related quality of life utilities associated with diabetes - related complications were as per a previous cost - effectiveness analysis of liraglutide versus sitagliptin , carried out in the uk setting .
a simulated cohort of 1,000 patients was run through the model 1,000 times for each simulation ( base case and sensitivity analysis ) . mean values and standard deviations were generated for long - term outcomes .
a total of 1,000 mean values ( each from 1,000 patients ) of incremental direct medical costs and incremental effectiveness in terms of quality - adjusted life expectancy were plotted ( scatterplots ) on a cost - effectiveness plane .
subsequently , acceptability curves were generated by calculating the proportion of points below a range of willingness to pay thresholds ( up to eur  100,000 per qaly gained ) .
the time horizon was set to patient lifetimes in the base case to capture all relevant long - term complications and associated costs , to assess their impact on life expectancy and quality - adjusted life expectancy .
future costs and clinical benefits were discounted symmetrically by 3% per annum in line with published health economic guidance for spain .
a series of one - way sensitivity analyses were conducted to identify key drivers of outcomes and assess the robustness of results of the base case analysis . the influence of time horizon on the outcomes projected by the model was investigating by running analyses over 5 , 10 , 20 and 30  years , compared to 50  years in the base case .
similarly , the effect of discount rates on future costs and clinical outcomes were investigated through analyses in which they were set ( symmetrically ) to 0% and 5% per annum .
the effect of over- or underestimating the unit costs of diabetes complications used in the analysis was evaluated in two sensitivity analyses , which increased and decreased the values used by 10% from the base case costs .
the importance of changes in physiological parameters were investigated in four sensitivity analysis , in which benefits in hba1c , systolic blood pressure , blood lipids and bmi were individually abolished .
a further analysis was conducted in which hba1c was assumed to progress according to the uk prospective diabetes study ( ukpds ) progression curve before switching to basal insulin .
the effect of the timing of treatment switching was examined by varying the treatment switch to 7   and 3  years in the liraglutide arm . as part of the follow - up to the clinical trial
, patients receiving sitagliptin were given the option of switching to liraglutide following completion of the initial study period .
on switching to 1.2  mg liraglutide , improvements were seen in hba1c , systolic blood pressure , blood lipid profiles and bmi , in addition to the changes seen on starting sitagliptin therapy .
an analysis was conducted in which patients received sitagliptin for 1  year , and then switched to liraglutide . as in the base case
this article does not contain any studies with human or animal subjects performed by any of the authors .
therapy with once daily liraglutide 1.2  mg was associated with a mean undiscounted life expectancy of 20.00  years ( sd 0.33 ) compared to 19.72  years ( 0.30 ) with once daily 100  mg sitagliptin ( table  3 ) .
analysis of discounted life expectancy showed a similar pattern , with liraglutide associated with a statistically significant increase of 0.14  years compared to sitagliptin ( 14.05 versus 13.91  years ) .
liraglutide was also associated with increased mean quality - adjusted life expectancy , from 8.87 quality - adjusted life years ( qalys ) ( 95% confidence interval 8.868.88 qalys ) with sitagliptin to 9.04 qalys ( 95% confidence interval 9.039.05 qalys ) .
these clinical benefits were primarily driven by improved glycemic control leading to a reduced incidence of diabetes - related complications in the liraglutide arm .
end - stage complications , including severe vision loss , end - stage renal disease , amputation and myocardial infarction , had the greatest impact on patient health - related quality of life , and the cumulative incidence of these complications showed significant reductions in the liraglutide arm .
this included macrovascular complications , with the cumulative incidence of myocardial infarction reduced from 27% to 25% , and microvascular complications , with the cumulative incidence of background diabetic retinopathy reduced from 17% to 15% .
the only complication that showed an increased incidence in the liraglutide arm was stroke . as well as a reduced incidence of complications ,
liraglutide was also associated with delayed onset of complications , with the mean time free of all complications increased by almost 7  months .
of particular note was the mean time to onset of stroke , which was delayed by 9  months in the liraglutide arm , demonstrating the influence of the survival paradox.table  3cost - effectiveness outcomes of the base case analysisliraglutide 1.2  mg , mean ( sd)sitagliptin 100  mg , mean ( sd)differenceundiscounted life expectancy ( years)20.00 ( 0.33)19.72 ( 0.30)0.28discounted life expectancy ( years)14.05 ( 0.19)13.91 ( 0.17)0.14discounted quality - adjusted life expectancy ( qalys)9.04 ( 0.13)8.87 ( 0.11)0.17discounted direct costs ( eur)54,684 ( 1,250)52,387 ( 1,346)2,297icer ( eur per qaly gained)13,266 
 eur 2012 euros , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sd standard deviation cost - effectiveness outcomes of the base case analysis 
 eur 2012 euros , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sd standard deviation direct costs were projected to increase by eur  2,297 per patient in the liraglutide arm ( eur  54,684 in the liraglutide arm versus eur  52,387 in the sitagliptin arm ) ( table  3 ; fig .  1 ) .
this increase was driven by the increased acquisition costs of liraglutide compared to sitagliptin in the first 5  years of the simulation . however ,
the most notable savings were made as a result of avoided neuropathy complications , where treatment with liraglutide was associated with cost savings of eur  1,110 per patient .
based on these estimates , liraglutide was associated with an incremental cost - effectiveness ratio ( icer ) of eur  13,266 per qaly gained compared to sitagliptin in spain .
this is below the commonly quoted willingness to pay threshold of eur  30,000 per qaly gained .
a scatterplot presenting the incremental costs versus incremental effectiveness for liraglutide versus sitagliptin shows 1,000 mean values , each representing a cohort of 1,000 patients run through the model is shown in fig . 
2 . data from the scatterplot was used to generate an acceptability curve , which showed that at a willingness to pay threshold of eur  30,000 per qaly gained , there was a 73% probability that liraglutide would be cost - effective in comparison with sitagliptin.fig .  1discounted direct medical costs associated with liraglutide and sitagliptin over patient lifetimes .
2scatterplot of incremental costs versus incremental effectiveness of liraglutide  1.2  mg versus sitagliptin .
eur 2012 euros , qaly quality - adjusted life year discounted direct medical costs associated with liraglutide and sitagliptin over patient lifetimes .
eur 2012 euros scatterplot of incremental costs versus incremental effectiveness of liraglutide  1.2  mg versus sitagliptin .
eur 2012 euros , qaly quality - adjusted life year sensitivity analyses found that cost - effectiveness outcomes were most sensitive to changes in the hba1c benefit associated with liraglutide ( table  4 ) . when this benefit was abolished the icer
the impact of changes in hba1c was also demonstrated in the analysis in which the ukpds progression curve was used .
the icer increased to eur  29,012 per qaly gained , remaining below the eur  30,000 per qaly gained threshold , as the hba1c benefit in the liraglutide arm was not sustained .
changes in other physiological parameters had smaller impacts on the icer , although making bmi changes equal in the two arms increased the icer to eur  16,931 per qaly gained.table  4summary of results of sensitivity analysesanalysisdiscounted quality - adjusted life expectancy ( qalys)discounted direct costs ( eur)icer ( eur per qaly gained)liraglutide 1.2  mgsitagliptin 100  mgdifferenceliraglutide 1.2  mgsitagliptin 100  mgdifferencebase case9.048.870.1754,68452,3872,29713,26630-year time horizon8.898.720.1751,43549,2192,21612,81320-year time horizon8.057.920.1341,82239,2702,55219,49510-year time horizon5.365.300.0623,43120,0293,40258,4335-year time horizon3.073.040.0413,3099,5073,802102,6050% discount rate12.5812.300.2985,63383,7551,8776,5475% discount rate7.507.370.1342,62640,1812,44518,753costs of complications plus 10%9.048.870.1758,26856,1472,12112,248costs of complications minus 10%9.048.870.1751,27748,8052,47314,279no hba1c difference8.898.870.0256,31552,3873,928199,114no sbp difference9.048.870.1854,67252,3872,28513,087no lipid difference9.048.870.1754,68352,3872,29613,288no bmi difference9.008.870.1454,67552,3872,28816,931no hypoglycemia difference9.058.870.1854,75852,3872,37113,127ukpds creep for 5  years8.718.590.1159,28955,9913,29729,012treatment switch after 7  years9.058.870.1855,88952,3873,50219,019treatment switch after 3  years9.028.870.1653,33952,3879526,115receive sitagliptin for 1  year before switching to liraglutide8.998.870.1354,44452,3872,05716,287 
 eur 2012 euros , hba1c glycated hemoglobin , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sbp systolic blood pressure , ukpds united kingdom prospective diabetes study summary of results of sensitivity analyses 
 eur 2012 euros , hba1c glycated hemoglobin , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sbp systolic blood pressure , ukpds united kingdom prospective diabetes study shortening the time horizon also had a significant impact on the icer .
this was primarily due to the fact that improvements in physiological parameters associated with liraglutide reduce the risk of long - term complications , and the benefits of this are not fully realized over shorter time horizons .
interestingly , over a 30-year time horizon , the icer was lower than in the base case analysis ( 50-year time horizon ) .
this is due to the increased survival in the liraglutide arm , increasing mean life expectancy , and therefore greater costs are accrued in the liraglutide arm in the later years of the analysis . altering the discount rate also reflected the long - term benefits associated with liraglutide , with incremental quality - adjusted life expectancy increasing to 0.29  qalys and incremental costs falling to eur  1,877 when a discount rate of 0% was used . changing the timing of treatment switching led to changes in the icer .
it was found to increase when patients received incretin therapy for 7  years , due to the increased acquisition costs of liraglutide , and fell when treatment switching was brought forward .
increasing the cost of complications led to a small decrease in the icer , whilst the converse was true when the cost of complications was reduced . switching patients to liraglutide after 1  year of sitagliptin treatment
mean life expectancy was increased by 0.11  years , and quality - adjusted life expectancy by 0.13  qalys ( table  4 ) . however , these increases compared to sitagliptin were not as large as in the base case analysis , where patients received liraglutide in the first year of the analysis .
this was driven by smaller improvements in physiological parameters on delayed initiation of liraglutide compared to immediate initiation .
direct costs were higher in the delayed liraglutide arm than in the sitagliptin arm ( eur  54,444 versus eur  52,387 ) .
as in the base case , increased costs were driven by the acquisition of liraglutide in years two to five of the analysis , but were partially offset by the reduced cost of treating diabetes - related complications .
the icer of eur  16,287 per qaly gained is higher than in the base case analysis .
the results of this sub - analysis , in conjunction with the base case , indicate that starting patients on liraglutide earlier is associated with improved outcomes compared to the delayed initiation scenario , and does so at a lower icer . initiating liraglutide
therapy with once daily liraglutide 1.2  mg was associated with a mean undiscounted life expectancy of 20.00  years ( sd 0.33 ) compared to 19.72  years ( 0.30 ) with once daily 100  mg sitagliptin ( table  3 ) .
analysis of discounted life expectancy showed a similar pattern , with liraglutide associated with a statistically significant increase of 0.14  years compared to sitagliptin ( 14.05 versus 13.91  years ) .
liraglutide was also associated with increased mean quality - adjusted life expectancy , from 8.87 quality - adjusted life years ( qalys ) ( 95% confidence interval 8.868.88 qalys ) with sitagliptin to 9.04 qalys ( 95% confidence interval 9.039.05 qalys ) .
these clinical benefits were primarily driven by improved glycemic control leading to a reduced incidence of diabetes - related complications in the liraglutide arm .
end - stage complications , including severe vision loss , end - stage renal disease , amputation and myocardial infarction , had the greatest impact on patient health - related quality of life , and the cumulative incidence of these complications showed significant reductions in the liraglutide arm .
this included macrovascular complications , with the cumulative incidence of myocardial infarction reduced from 27% to 25% , and microvascular complications , with the cumulative incidence of background diabetic retinopathy reduced from 17% to 15% .
the only complication that showed an increased incidence in the liraglutide arm was stroke . as well as a reduced incidence of complications ,
liraglutide was also associated with delayed onset of complications , with the mean time free of all complications increased by almost 7  months .
of particular note was the mean time to onset of stroke , which was delayed by 9  months in the liraglutide arm , demonstrating the influence of the survival paradox.table  3cost - effectiveness outcomes of the base case analysisliraglutide 1.2  mg , mean ( sd)sitagliptin 100  mg , mean ( sd)differenceundiscounted life expectancy ( years)20.00 ( 0.33)19.72 ( 0.30)0.28discounted life expectancy ( years)14.05 ( 0.19)13.91 ( 0.17)0.14discounted quality - adjusted life expectancy ( qalys)9.04 ( 0.13)8.87 ( 0.11)0.17discounted direct costs ( eur)54,684 ( 1,250)52,387 ( 1,346)2,297icer ( eur per qaly gained)13,266 
 eur 2012 euros , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sd standard deviation cost - effectiveness outcomes of the base case analysis 
 eur 2012 euros , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sd standard deviation direct costs were projected to increase by eur  2,297 per patient in the liraglutide arm ( eur  54,684 in the liraglutide arm versus eur  52,387 in the sitagliptin arm ) ( table  3 ; fig .  1 ) .
this increase was driven by the increased acquisition costs of liraglutide compared to sitagliptin in the first 5  years of the simulation . however ,
the most notable savings were made as a result of avoided neuropathy complications , where treatment with liraglutide was associated with cost savings of eur  1,110 per patient .
based on these estimates , liraglutide was associated with an incremental cost - effectiveness ratio ( icer ) of eur  13,266 per qaly gained compared to sitagliptin in spain .
this is below the commonly quoted willingness to pay threshold of eur  30,000 per qaly gained .
a scatterplot presenting the incremental costs versus incremental effectiveness for liraglutide versus sitagliptin shows 1,000 mean values , each representing a cohort of 1,000 patients run through the model is shown in fig . 
2 . data from the scatterplot was used to generate an acceptability curve , which showed that at a willingness to pay threshold of eur  30,000 per qaly gained , there was a 73% probability that liraglutide would be cost - effective in comparison with sitagliptin.fig .  1discounted direct medical costs associated with liraglutide and sitagliptin over patient lifetimes .
2scatterplot of incremental costs versus incremental effectiveness of liraglutide  1.2  mg versus sitagliptin .
eur 2012 euros , qaly quality - adjusted life year discounted direct medical costs associated with liraglutide and sitagliptin over patient lifetimes .
eur 2012 euros scatterplot of incremental costs versus incremental effectiveness of liraglutide  1.2  mg versus sitagliptin .
sensitivity analyses found that cost - effectiveness outcomes were most sensitive to changes in the hba1c benefit associated with liraglutide ( table  4 ) . when this benefit was abolished the icer
the impact of changes in hba1c was also demonstrated in the analysis in which the ukpds progression curve was used .
the icer increased to eur  29,012 per qaly gained , remaining below the eur  30,000 per qaly gained threshold , as the hba1c benefit in the liraglutide arm was not sustained .
changes in other physiological parameters had smaller impacts on the icer , although making bmi changes equal in the two arms increased the icer to eur  16,931 per qaly gained.table  4summary of results of sensitivity analysesanalysisdiscounted quality - adjusted life expectancy ( qalys)discounted direct costs ( eur)icer ( eur per qaly gained)liraglutide 1.2  mgsitagliptin 100  mgdifferenceliraglutide 1.2  mgsitagliptin 100  mgdifferencebase case9.048.870.1754,68452,3872,29713,26630-year time horizon8.898.720.1751,43549,2192,21612,81320-year time horizon8.057.920.1341,82239,2702,55219,49510-year time horizon5.365.300.0623,43120,0293,40258,4335-year time horizon3.073.040.0413,3099,5073,802102,6050% discount rate12.5812.300.2985,63383,7551,8776,5475% discount rate7.507.370.1342,62640,1812,44518,753costs of complications plus 10%9.048.870.1758,26856,1472,12112,248costs of complications minus 10%9.048.870.1751,27748,8052,47314,279no hba1c difference8.898.870.0256,31552,3873,928199,114no sbp difference9.048.870.1854,67252,3872,28513,087no lipid difference9.048.870.1754,68352,3872,29613,288no bmi difference9.008.870.1454,67552,3872,28816,931no hypoglycemia difference9.058.870.1854,75852,3872,37113,127ukpds creep for 5  years8.718.590.1159,28955,9913,29729,012treatment switch after 7  years9.058.870.1855,88952,3873,50219,019treatment switch after 3  years9.028.870.1653,33952,3879526,115receive sitagliptin for 1  year before switching to liraglutide8.998.870.1354,44452,3872,05716,287 
 eur 2012 euros , hba1c glycated hemoglobin , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sbp systolic blood pressure , ukpds united kingdom prospective diabetes study summary of results of sensitivity analyses 
 eur 2012 euros , hba1c glycated hemoglobin , icer incremental cost - effectiveness ratio , qaly quality - adjusted life year , sbp systolic blood pressure , ukpds united kingdom prospective diabetes study shortening the time horizon also had a significant impact on the icer .
this was primarily due to the fact that improvements in physiological parameters associated with liraglutide reduce the risk of long - term complications , and the benefits of this are not fully realized over shorter time horizons .
interestingly , over a 30-year time horizon , the icer was lower than in the base case analysis ( 50-year time horizon ) .
this is due to the increased survival in the liraglutide arm , increasing mean life expectancy , and therefore greater costs are accrued in the liraglutide arm in the later years of the analysis . altering the discount rate also reflected the long - term benefits associated with liraglutide , with incremental quality - adjusted life expectancy increasing to 0.29  qalys and incremental costs falling to eur  1,877 when a discount rate of 0% was used .
it was found to increase when patients received incretin therapy for 7  years , due to the increased acquisition costs of liraglutide , and fell when treatment switching was brought forward .
increasing the cost of complications led to a small decrease in the icer , whilst the converse was true when the cost of complications was reduced . switching patients to liraglutide after 1  year of sitagliptin treatment
mean life expectancy was increased by 0.11  years , and quality - adjusted life expectancy by 0.13  qalys ( table  4 ) .
however , these increases compared to sitagliptin were not as large as in the base case analysis , where patients received liraglutide in the first year of the analysis .
this was driven by smaller improvements in physiological parameters on delayed initiation of liraglutide compared to immediate initiation .
direct costs were higher in the delayed liraglutide arm than in the sitagliptin arm ( eur  54,444 versus eur  52,387 ) .
as in the base case , increased costs were driven by the acquisition of liraglutide in years two to five of the analysis , but were partially offset by the reduced cost of treating diabetes - related complications .
the icer of eur  16,287 per qaly gained is higher than in the base case analysis .
the results of this sub - analysis , in conjunction with the base case , indicate that starting patients on liraglutide earlier is associated with improved outcomes compared to the delayed initiation scenario , and does so at a lower icer .
initiating liraglutide earlier shows extended dominance over delaying initiation of liraglutide therapy by 1  year .
the present long - term cost - effectiveness modeling analysis indicates that liraglutide 1.2  mg is associated with improved clinical outcomes , in terms of life expectancy , quality - adjusted life expectancy and avoidance of diabetes - related complications , in comparison to sitagliptin .
sensitivity analysis identified that improved glycemic control , manifest by reduced hba1c , is the key driver of the clinical benefit ( as identified by the sensitivity analyses ) , but improvements in other physiological parameters play a role in reducing the long - term risk of diabetes - related complications .
the increased incidence of stroke observed is likely to be due to the survival paradox , where an increased number of events are seen in the liraglutide arm due to the increased life expectancy .
liraglutide was associated with increased direct medical costs , driven by the acquisition cost of liraglutide but this was partially offset by the reduced cost of treating diabetes - related complications .
based on the calculated icer , once daily 1.2  mg liraglutide is likely to be cost - effective compared to one daily 100  mg sitagliptin in spain .
a sub - group analysis found that delaying liraglutide therapy by 1  year resulted in less favorable clinical outcomes compared to initiating liraglutide earlier , although cost savings could be made as a result .
the present analysis compares the 1.2  mg daily dose of liraglutide with sitagliptin , as this is the most commonly prescribed dose in europe .
however , a 1.8  mg daily dose is also available , and data from the clinical trial published by pratley et al
.   suggest that the higher dose may be associated with greater clinical benefits than the 1.2  mg dose .
whilst metformin remains the first - line therapy option for patient with type 2 diabetes , modulation of incretin activity , through addition of a glp-1 receptor agonist or a dpp-4 inhibitor , represents a potential second - line therapy option for patients failing to achieve glycemic control on metformin monotherapy .
the glp-1 receptor agonists and dpp-4 inhibitors offer alternatives to long - standing second - line treatment options , such as sulphonylureas ( associated with increased risk of hypoglycemic events and modest weight gain ) or thiazolidinediones ( associated with cardiovascular risk , weight gain , edema and fractures ) .
modern treatment of type 2 diabetes is based around maintaining glycemic control , but also addressing the comorbidities associated with diabetes , specifically obesity , hypertension and dyslipidemia and the trial data published by pratley et al
.   suggest that liraglutide and sitagliptin may be useful in terms of managing a variety of risk factors . through maintaining this multifactorial control , the risk of long - term diabetes - related complications
previous cost - effectiveness analyses have compared glp-1 receptor agonists and dpp-4 inhibitors with conventional second line treatments , but only two other published studies have compared liraglutide and sitagliptin .
the results of the present analysis agree with these previous cost - effectiveness analyses , carried out from the perspective of healthcare payers in the united kingdom and united states .
.   found that liraglutide was associated with an icer of gbp  9,851 per qaly gained ( below a willingness to pay threshold of gbp  20,000 per qaly gained threshold ) , while lee et al .  
calculated an icer of usd  25,742 per qaly gained ( below a willingness to pay threshold of usd  50,000 per qaly gained ) versus sitagliptin .
the results across the united kingdom , united states and spain suggest that liraglutide may be a cost - effective treatment option in all three settings .
the present analysis found that liraglutide was associated with reduced cumulative incidence and delayed onset of neuropathy compared to sitagliptin .
there is evidence from animal models suggesting that increased circulating glp-1 ( either through administration of a dpp-4 inhibitor or a glp-1 receptor agonist ) may reduce neuropathy , independent of glycemic control .
however , this research is at a very early stage , and how the potential benefit will manifest in humans , rather than animals is , as yet , unknown .
a further consideration is how generalizable the population of the trial reported by pratley et al .
the diabetes mellitus group of the sociedad espaola de endocrinologa y nutricin ( spain endocrinology and nutrition society , seen ) has conducted a retrospective study of glp-1 receptor agonists in clinical practice .
the baseline characteristics of this real - world population match well to the baseline characteristics of the trial participants on which the present analysis is based , in terms of age , duration of diabetes , hba1c , systolic blood pressure and blood lipid measurements .
however , the bmi of patients currently receiving liraglutide in spain is a little higher than in the clinical trial ( 38.0  kg / m compared to 32.8  kg / m )
. it may be the case that liraglutide will be associated with greater weight loss in these patients , and therefore liraglutide may be more cost - effective in this population
. a potential limitation of the analysis may be the robustness of the input data from the clinical trials .
both the original study and the extension study where the patients were switched from sitagliptin to liraglutide were open - label trials , owing to the nature of comparison of an oral agent with an injection .
this may have led to patients having different expectations of the effects of liraglutide or sitagliptin , which potentially may have influenced adherence to lifestyle recommendations .
although the extent of any such effect is difficult to assess , it is reassuring that the efficacy findings are in line with the results of other head - to - head trials comparing glp-1 receptor agonists with dpp-4 inhibitors .
for example , when exenatide once - weekly ( diabetes therapy utilization : researching changes in a1c 2 , duration-2 ) or taspoglutide ( t - emerge 4 ) were compared with sitagliptin over 26  weeks , hba1c was reduced by 1.5% and 1.3% with exenatide once - weekly and taspoglutide , respectively , compared with 0.9% with sitagliptin [ 29 , 30 ] .
trial than in previous studies where it has been generally shown to be weight neutral . the impact of adherence to the two diabetes medications evaluated should be considered .
whilst adherence to alternative glp-1 receptor agonists has been assessed , currently , there is no evidence to suggest that injectable glp-1 receptor agonists are associated with lower adherence rates than oral dpp-4 inhibitors [ 31 , 32 ] .
moreover , the impact of adherence on cost - effectiveness is difficult to assess , as both clinical outcomes and costs will be affected by adherence rates .
a further limitation of the present analysis is the reliance on short - term clinical data in making long - term predictions of outcomes over time horizons of up to 50  years .
however , this is a limitation inherent to most cost - effectiveness modeling studies , and despite this , such studies represent one of the best available options for making estimates of long - term clinical and economic outcomes in the absence of long - term clinical data .
the generalizability of the risk equations used in modeling analyses must also be considered , with data ( such as that from the ukpds ) now historic and perhaps not representative of modern diabetes treatment in spain . as a result ,
the present study aims to minimize this limitation , through use of a recently validated model to conduct the analysis , and basing changes in physiological parameters on data collected in a randomized controlled trial [ 9 , 11 , 12 ] .
furthermore , the use of qalys in health economic analysis remains a somewhat controversial issue .
some argue that assumptions that underlie the qaly concept are often broken , and other measures ( such as the healthy year equivalent ) are more appropriate .
the glycemia reduction approaches in diabetes ( grade ) study will aim to provide long - term data on the relative effectiveness of diabetes medications in patients failing metformin therapy , including liraglutide and sitagliptin .
this 5,000-patient , 7-year study will provide a wealth of data for health economic analysis , and will be a key data source for future economic evaluation when the study reports in 2020 .
the recent 26-week study investigating the safety and efficacy of liraglutide and sitagliptin published by pratley et al .   indicated that liraglutide was associated with greater improvements from baseline hba1c , total cholesterol and bmi compared to sitagliptin .
long - term projections of this short - term trial data using a recently validated model suggest that liraglutide is likely to improve survival , reduce complication rates and be cost - effective from the perspective of a healthcare payer in spain .
pedro mezquita raya and antonio prez are scientific collaborators with novo nordisk and have participated in advisory boards and clinical trials .
barnaby hunt and william valentine are employees of ossian health economics and communications , which received a consulting fee from novo nordisk to support the study .
this article does not contain any studies with human or animal subjects performed by any of the authors .
this article is distributed under the terms of the creative commons attribution noncommercial license which permits any noncommercial use , distribution , and reproduction in any medium , provided the original author(s ) and the source are credited .
 introductiontreatment with glucagon - like peptide-1 receptor agonists and dipeptidyl peptidase-4 inhibitors , which target the incretin axis , has the potential to improve glycemic control in type 2 diabetes patients without the weight gain associated with traditional therapies . to evaluate the relative cost - effectiveness of incretin therapies , the present study aimed to compare 
 the long - term clinical and cost implications associated with liraglutide and sitagliptin in type 2 diabetes patients in spain.methodsdata were taken from a randomized , controlled trial ( nct00700817 ) in which adults with type 2 diabetes failing metformin monotherapy were randomly allocated to receive either liraglutide 1.2  mg or sitagliptin 100  mg daily in addition to metformin . 
 long - term projections of clinical outcomes and direct costs ( 2012 eur ) based on observed treatment effects were made using a published and validated type 2 diabetes model . 
 costs were taken from published sources . 
 future costs and clinical benefits were discounted at 3% annually . 
 sensitivity analyses were performed.resultsliraglutide was associated with improved discounted life expectancy ( 14.05 versus 13.91  years ) and quality - adjusted life expectancy [ 9.04 versus 8.87 quality - adjusted life years ( qalys ) ] compared to sitagliptin . 
 improved clinical outcomes were driven by improved glycemic control , leading to reduced incidence of diabetes - related complications , including renal disease , cardiovascular disease , ophthalmic and diabetic foot complications . 
 liraglutide was associated with increased direct costs of eur  2,297 , yielding an incremental cost - effectiveness ratio of eur  13,266 per qaly gained versus sitagliptin.conclusionsliraglutide was projected to improve life expectancy , quality - adjusted life expectancy and reduce incidence of diabetes - related complication . 
 liraglutide is likely to be cost - effective versus sitagliptin from a healthcare payer perspective in spain . 
Introduction
Methods
Simulated Cohort and Treatment Effects
Model Description
Costs and Utilities
Statistical Approach and Other Model Settings
Sensitivity Analyses
Compliance with Ethics
Results
Base Case
Sensitivity Analyses
Discussion
Conclusion
Conflict of interest
Compliance with ethics
Open Access