Abstract
Statin-based treatments reduce cardiovascular disease (CVD) risk in patients with non-dialysis chronic kidney disease (CKD), but it is unclear which regimen is the most cost-effective. We used the Study of Heart and Renal Protection (SHARP) CKD-CVD policy model to evaluate the effect of statins and ezetimibe on quality-adjusted life years (QALYs) and health care costs in the United States (US) and the United Kingdom (UK). Net costs below $100,000/QALY (US) or £20,000/QALY (UK) were considered cost-effective. We investigated statin regimens with or without ezetimibe 10 mg. Treatment effects on cardiovascular risk were estimated per 1-mmol/L reduction in low-density lipoprotein (LDL) cholesterol as reported in the Cholesterol Treatment Trialists’ Collaboration meta-analysis, and reductions in LDL cholesterol were estimated for each statin/ezetimibe regimen. In the US, atorvastatin 40 mg ($0.103/day as of January 2019) increased life expectancy by 0.23 to 0.31 QALYs in non-dialysis patients with stages 3B to 5 CKD, at a net cost of $20,300 to $78,200/QALY. Adding ezetimibe 10 mg ($0.203/day) increased life expectancy by an additional 0.05 to 0.07 QALYs, at a net cost of $43,600 to $91,500/QALY. The cost-effectiveness findings and policy implications in the UK were similar. In summary, in patients with non-dialysis-dependent CKD, the evidence suggests that statin/ezetimibe combination therapy is a cost-effective treatment to reduce the risk of CVD.
Keywords: chronic kidney disease, cost-effectiveness, ezetimibe, health care costs, quality-adjusted life years, statin
Graphical abstract
see commentary on page 22
With over 250 million people affected worldwide, CKD is a common disease,1, 2 and its prevalence is expected to increase further with rising levels of obesity and diabetes and an aging population. In the US, approximately 7% of adults have stage 3-5 CKD.3 People with reduced kidney function have increased cardiovascular risk,4, 5 which is a key treatment target.
The SHARP trial showed that lowering LDL cholesterol with a combination of simvastatin 20 mg plus ezetimibe 10 mg daily for about 5 years safely reduced the risk of major atherosclerotic events (i.e., nonfatal myocardial infarction or coronary death, nonhemorrhagic stroke, or arterial revascularization procedure) in nondialysis patients with moderate-to-advanced CKD.6 Subsequently, a large meta-analysis of individual participant data from 28 trials of statin therapy, or, in the case of SHARP, statin plus ezetimibe, was coordinated by the Cholesterol Treatment Trialists’ (CTT) Collaboration.7 This showed that the relative reduction in major vascular events (i.e., major atherosclerotic event, noncoronary cardiac death, or hemorrhagic stroke) per 1 mmol/L reduction in LDL cholesterol ranged from 22% among participants with estimated glomerular filtration rate (eGFR) of ≥60 ml/min per 1.73 m2 to 15% among nondialysis participants with eGFR <30 ml/min per 1.73 m2, with a trend toward smaller risk reductions with lower eGFR and no evidence of clinical efficacy in dialysis patients. By design, SHARP did not assess the separate clinical effects of ezetimibe, but evidence of the effects on vascular outcomes of adding ezetimibe to simvastatin, albeit in patients with an acute coronary syndrome and without established CKD, has been provided by the Improved Reduction of Outcomes: Vytorin Efficacy International Trial (IMPROVE-IT).8 In this trial, for each mmol/L reduction in LDL cholesterol, the relative reduction in vascular events resulting from ezetimibe was consistent with that predicted by a meta-analysis of randomized trials of statin therapy alone.9
Based on all randomized trial evidence, the Kidney Disease: Improving Global Outcomes (KDIGO) Clinical Practice Guideline for Lipid Management in CKD recommended use of a statin or statin/ezetimibe combination for adults ≥50 years old with an eGFR ≤60 ml/min per 1.73 m2 who are not on renal replacement therapy (RRT: chronic dialysis or kidney transplantation), and a statin alone for other adults with non-dialysis-dependent CKD.10 The 2018 ACC/AHA Multisociety Guideline on cholesterol management recommends initiating statin or statin/ezetimibe combination in ≥40-year-old CKD patients with an increased (>7.5%) 10-year risk of atherosclerotic cardiovascular disease.11, 12, 13 In the UK, the National Institute for Health and Care Excellence recommends atorvastatin 20 mg daily for the primary prevention of cardiovascular disease in people with eGFR <60 ml/min per 1.73 m2 and suggests considering a higher dose, and/or combination with ezetimibe, in more advanced CKD (e.g., eGFR <30 ml/min per 1.73 m2), for secondary cardiovascular disease prevention, or when the desired cholesterol reduction has not been achieved.14, 15
Despite these recommendations, it remains unclear which statin/ezetimibe combination is the most cost-effective treatment in moderate-to-advanced CKD (i.e., offers the greatest benefits and is affordable). A cost-effectiveness study of 5-year simvastatin plus ezetimibe treatment in SHARP concluded that high-intensity generic treatments, rather than more expensive proprietary treatments, are cost-effective.16 However, a more pertinent question for health care providers is the cost-effectiveness of long-term treatments. We used the SHARP CKD-CVD policy model17 to project lifetime risks of CVD and CKD progression and the net effects and cost-effectiveness of long-term statin/ezetimibe treatments in categories of patients with CKD.
Results
CKD patients
Results are presented only for nondialysis patients, since there is no clear evidence that LDL cholesterol-lowering therapy is effective in dialysis patients.7 The mean age of the 6235 patients in the SHARP study6, 18 was 63 years (SD, 12); 62% were male; 23% had diabetes; and 15% had a prior history of (noncoronary) vascular disease. There were 2020 participants with stage 3B disease; 2767 with stage 4 disease; and 1448 with stage 5 disease not on dialysis. The participants’ median 5-year cardiovascular risk ranged from 10% in those with stage 3B to 20% in nondialysis participants in stage 5, and from 6% to 31% across the 3 categories of baseline risk (Table 1). Within each stage of CKD, participants at higher risk at baseline were older and more likely to have previous vascular disease or diabetes (Supplementary Table S1).
Table 1.
Characteristics of nondialysis SHARP participants by CKD stage and cardiovascular disease risk at baseline
| By CKD stage at baseline |
By 5-year risk of cardiovascular disease at baseline |
|||||
|---|---|---|---|---|---|---|
| CKD stage 3B* |
CKD stage 4 |
CKD stage 5, not on dialysis |
Low (<10%) |
Medium (10%-20%) |
High (≥20%) |
|
| n=2020 | n=2767 | n=1448 | n=2151 | n=2045 | n=2039 | |
| Age, years | 62 (11) | 64 (12) | 62 (12) | 53 (8) | 65 (9) | 71 (9) |
| Male | 1461 (72%) | 1653 (60%) | 760 (52%) | 1080 (50%) | 1337 (65%) | 1457 (71%) |
| Current smoker | 271 (13%) | 336 (12%) | 162 (11%) | 219 (10%) | 273 (13%) | 277 (14%) |
| Previous vascular disease | 283 (14%) | 430 (16%) | 217 (15%) | 43 (2%) | 146 (7%) | 741 (36%) |
| Diabetes mellitus | 469 (23%) | 662 (24%) | 293 (20%) | 106 (5%) | 345 (17%) | 973 (48%) |
| Treated hypertension | 1701 (84%) | 2389 (86%) | 1261 (87%) | 1841 (86%) | 1751 (85%) | 1767 (87%) |
| Body-mass index, kg/m2 | 28 (5) | 28 (6) | 27 (5) | 27 (5) | 28 (5) | 27 (6) |
| Diastolic blood pressure, mm Hg | 80 (13) | 79 (13) | 80 (12) | 82 (12) | 80 (12) | 77 (13) |
| Systolic blood pressure, mm Hg | 139 (20) | 139 (21) | 141 (21) | 132 (17) | 139 (20) | 147 (22) |
| LDL cholesterol, mmol/L | 2.9 (0.8) | 2.9 (0.8) | 2.7 (0.9) | 2.9 (0.8) | 2.9 (0.9) | 2.8 (0.9) |
| HDL cholesterol, mmol/L | 1.1 (0.3) | 1.1 (0.3) | 1.1 (0.3) | 1.2 (0.3) | 1.1 (0.3) | 1.1 (0.3) |
| Estimated 5-year risk of cardiovascular disease, median (IQR) | 10% (6%, 18%) | 14% (9%, 24%) | 20% (11%, 32%) | 6% (5%, 8%) | 14% (12%, 17%) | 31% (24%, 42%) |
| CKD stage at baseline | ||||||
| CKD stage 3Ba | 967 (45%) | 649 (32%) | 404 (20%) | |||
| CKD stage 4 | 882 (41%) | 968 (47%) | 917 (45%) | |||
| CKD stage 5, not on dialysis | 302 (14%) | 428 (21%) | 718 (35%) | |||
CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; IQR, interquartile range; SHARP, Study of Heart and Renal Protection.
Results are shown as mean (SD) or N (%), as appropriate, unless otherwise specified. Ten participants on kidney transplant at baseline were excluded.
338 (17%) of participants with CKD stage 3A (eGFR 60-45 ml/min per 1.73 m2).
Effects of statin/ezetimibe treatments
Of the treatments considered, the least potent was ezetimibe 10 mg daily, which reduced LDL cholesterol by 18.5%; the most potent was atorvastatin 40 mg plus ezetimibe 10 mg daily, which reduced LDL cholesterol by 60.1%. Atorvastatin 40 mg daily reduced LDL cholesterol by 48% (Supplementary Table S2). The proportional reductions in risk of major vascular events with use of ezetimibe 10 mg daily were 8% (99% confidence interval [CI], 2%, 14%) in stage 3B, 8% (–1%, 17%) in stage 4, and 8% (–1%, 16%) in stage 5 not on dialysis. The proportional reductions in risk of major vascular events with use of atorvastatin 40 mg daily were 20% (6%, 33%) in stage 3B, 20% (–3%, 38%) in stage 4, and 19% (–3%, 36%) in stage 5 not on dialysis. The proportional reductions in risk of major vascular events with use of atorvastatin 40 mg plus ezetimibe 10 mg daily were 25% (7%, 40%) in stage 3B, 25% (–4%, 45%) in stage 4, and 23% (–3%, 43%) in stage 5 not on dialysis (Supplementary Table S3).
US cost-effectiveness of statin/ezetimibe treatments
In all categories of CKD patients, at current statin/ezetimibe prices (January 2019), treatment with ezetimibe 10 mg was both less effective and more expensive than treatment with atorvastatin 20 mg. Therefore, in health economic jargon, ezetimibe 10 mg was “dominated” by atorvastatin 20 mg; rosuvastatin 20 mg was dominated by similarly effective and slightly cheaper atorvastatin 40 mg; simvastatin 20 mg plus ezetimibe 10 mg was dominated by atorvastatin 40 mg; and atorvastatin 20 mg plus ezetimibe 10 mg was dominated by atorvastatin 40 mg (Supplementary Table S2). Additionally, atorvastatin 20 mg was projected to produce very similar health benefits at a similar additional cost per QALY to atorvastatin 40 mg (Supplementary Table S4). Therefore, we present results for atorvastatin 40 mg and atorvastatin 40 mg plus ezetimibe 10 mg only. However, since atorvastatin 20 mg could be considered a less intensive treatment option, and ezetimibe 10 mg could be used by patients who cannot tolerate or do not use a statin-based regimen, we also present results for these regimens.
Lifetime use of atorvastatin 40 mg is projected to increase life expectancy by 0.26 years (0.23 QALYs) at a net cost of $20,300/QALY in patients with stage 3B disease; 0.37 years (0.31 QALYs) at a net cost of $44,200/QALY in patients with stage 4 disease; and 0.31 years (0.26 QALYs) at $78,200/QALY in patients with stage 5 disease not on dialysis. Similarly, it would increase life expectancy by 0.29 years (0.26 QALYs) at $38,100/QALY in those at low cardiovascular risk (<10%); by 0.32 years (0.27 QALYs) at $41,000/QALY in those at medium cardiovascular risk (10%–20%); and by 0.36 years (0.29 QALYs) at $55,000/QALY in those at high cardiovascular risk (≥20%) (Table 2). Within each cardiovascular risk group, the net cost per QALY was lowest for patients in stage 3B and highest for those in stage 5 not on dialysis, whereas within each CKD stage, net costs per QALY were similar at all levels of cardiovascular risk (Supplementary Figure S1). In almost all subgroups, patients who were younger at treatment initiation were projected to benefit the most but at the highest net cost per QALY. For example, patients <60 years old were projected to gain between 0.28 QALYs (if at low risk) and 0.51 QALYs (if at high risk), at a net cost, respectively, of $42,000 to $76,400/QALY; whereas the respective estimates for the patients ≥70 years old were 0.13 (low risk) to 0.22 (high risk) QALYs, at a net cost, respectively, of $10,700 to $42,300/QALY (Supplementary Table S5).
Table 2.
Health benefits and cost-effectiveness of statin-based treatments in moderate-to-advanced nondialysis CKD patients
| Category of CKD patient | Atorvastatin 40 mg dailya compared to no LDL-C lowering treatment |
Ezetimibe 10 mg plus atorvastatin 40 mg daily compared to atorvastatin 40 mg daily |
||||
|---|---|---|---|---|---|---|
| Life-years gained | QALYs gained | Additional cost per QALYb | Life-years gained | QALYs gained | Additional cost per QALYb | |
| (A) US health care setting | ||||||
| By CKD stage at baseline | ||||||
| CKD stage 3Bc | 0.26 | 0.23 | $20,300 | 0.06 | 0.05 | $43,600 |
| CKD stage 4 | 0.37 | 0.31 | $44,200 | 0.08 | 0.07 | $58,400 |
| CKD stage 5, not on dialysis | 0.31 | 0.26 | $78,200 | 0.07 | 0.06 | $91,500 |
| By 5-year risk of cardiovascular disease at baseline | ||||||
| Low (<10%) | 0.29 | 0.26 | $38,100 | 0.06 | 0.06 | $65,100 |
| Medium (10%-20%) | 0.32 | 0.27 | $41,000 | 0.07 | 0.06 | $56,700 |
| High (≥20%) | 0.36 | 0.29 | $55,000 | 0.08 | 0.07 | $64,400 |
| (B) UK health care setting | ||||||
| By CKD stage at baseline | ||||||
| CKD stage 3Bc | 0.28 | 0.25 | £3800 | 0.07 | 0.06 | £12,500 |
| CKD stage 4 | 0.42 | 0.33 | £10,500 | 0.09 | 0.07 | £16,000 |
| CKD stage 5, not on dialysis | 0.37 | 0.29 | £18,900 | 0.09 | 0.07 | £23,900 |
| By 5-year risk of cardiovascular disease at baseline | ||||||
| Low (<10%) | 0.33 | 0.29 | £7,900 | 0.08 | 0.07 | £17,800 |
| Medium (10%-20%) | 0.36 | 0.29 | £9,400 | 0.08 | 0.07 | £15,200 |
| High (≥20%) | 0.40 | 0.29 | £14,200 | 0.09 | 0.07 | £17,800 |
CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; LDL-C, low-density lipoprotein cholesterol; QALY, quality-adjusted life-year; UK, United Kingdom; US, United States.
The CKD and cardiovascular risk categories are derived directly from the 6235 moderate-to-advanced non–dialysis-dependent CKD patients in the Study of Heart and Renal Protection (SHARP).
Atorvastatin 20 mg daily was projected to produce only slightly smaller health benefits at similar additional cost per QALY to atorvastatin 40 mg daily (see Supplementary Tables S4 and S7 for detailed results) and could be considered as an alternative less intensive treatment option.
Costs and outcomes discounted at 3% per annum (US) or 3.5% per annum (UK).
338 (17%) of participants with CKD stage 3A (eGFR 60–45 ml/min per 1.73 m2).
Adding ezetimibe 10 mg was estimated to provide further benefits: there were an additional 0.06 years (0.05 QALYs, net cost $43,600/QALY) in stage 3B; 0.08 years (0.07 QALYs, net cost $58,400/QALY) in stage 4; and 0.07 years (0.06 QALYs, net cost $91,500/QALY) in stage 5 not on dialysis. There were an additional 0.06 years (0.06 QALYs, net cost $65,100/QALY) in low-risk patients; 0.07 years (0.06 QALYs, net cost $56,700/QALY) in medium-risk patients; and 0.08 years (0.07 QALYs, net cost $64,400/QALY) in high-risk patients (Table 2). At the $100,000/QALY cost-effectiveness threshold, atorvastatin 40 mg plus ezetimibe 10 mg would be considered cost-effective with a >95% probability in all patients except those in stage 5 not on dialysis (76%) (Figure 1).
Figure 1.
Probability of a statin-based treatment to be cost-effective in moderate-to-advanced nondialysis chronic kidney disease (CKD) patients. Results shown for treatments on the cost-effectiveness frontier (i.e., the most cost-effective treatment for a given value of willingness to pay) within the range of willingness-to-pay values per quality-adjusted life-year (QALY). Typical cost-effectiveness thresholds are represented with dashed horizontal lines. Atorvastatin 20 mg daily was largely dominated by atorvastatin 40 mg daily and was omitted from the graph. LDL-C, low-density lipoprotein cholesterol; UK, United Kingdom; US, United States.
Similar to treatment with atorvastatin 40 mg alone, the net cost per QALY with the combination of atorvastatin 40 mg and ezetimibe 10 mg daily, compared to atorvastatin 40 mg daily, was lowest for patients in stage 3B and highest for those in stage 5 not on dialysis, at each level of risk (Supplementary Figure S1).
Ezetimibe 10 mg daily, compared to no lipid-lowering treatment, was projected to result in 0.09 extra QALYs in stage 3B, 0.13 extra QALYs in stage 4, and 0.10 extra QALYs in stage 5 not on dialysis, at a net cost, respectively, of $31,000, $50,600, and $84,200/QALY, and 0.11 extra QALYs in low-risk patients, 0.11 extra QALYs in medium-risk patients, and 0.12 extra QALYs in high-risk patients at a net cost, respectively, of $50,900, $48,300, and $58,800/QALY (Supplementary Table S6).
UK cost-effectiveness of statin/ezetimibe treatments
In the UK setting, ezetimibe is now also available at low prices from generic treatment manufacturers (£0.074/d, January 2019). The treatment benefits, cost-effectiveness, and policy implications for different statin/ezetimibe treatments (i.e., atorvastatin 40 mg daily and ezetimibe 10 mg daily alone and in combination with a statin) were similar to those in the US (Table 2, Figure 1, Supplementary Tables S5–S7, Supplementary Figure S1).
Sensitivity analyses
The cost-effectiveness results were only minimally sensitive to further falls in the price of ezetimibe (Figure 2). If ezetimibe 10 mg were priced at less than $0.323/d (£0.019/d in the UK), its net cost per QALY would be under $100,000 (£20,000) for all nondialysis CKD patients.
Figure 2.
Cost-effectiveness of adding ezetimibe 10 mg to atorvastatin 40 mg daily for moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, at different ezetimibe cost. The CKD and cardiovascular risk categories are derived directly from the 6235 moderate-to-advanced non–dialysis-dependent CKD patients in the Study of Heart and Renal Protection (SHARP). Typical cost-effectiveness thresholds are represented with dashed horizontal lines. *A total of 338 (17%) participants with CKD stage 3A (estimated glomerular filtration rate [eGFR] 60–45 ml/min per 1.73 m2). At the $100,000/quality-adjusted life-year [QALY] threshold in the United States (US) (a), ezetimibe 10 mg daily becomes cost-effective in all categories of patients when its price reaches $0.323/d. At the £20,000/QALY threshold in the United Kingdom (UK) (b), ezetimibe 10 mg daily becomes cost-effective in all categories of patients when its price reaches £0.019/d.
When analyses were repeated with the annual treatment costs for RRT assumed similar to those for CKD stage 5 not on dialysis, the net cost per QALY with statin/ezetimibe treatments decreased substantially. In the US setting, the net cost per QALY with atorvastatin 40 mg daily decreased from $20,300 to $5000 in stage 3B, from $44,200 to $6900 in stage 4, and from $78,200 to $7100 in CKD stage 5 not on dialysis. The net cost per QALY for atorvastatin 40 mg plus ezetimibe 10 mg daily decreased from $43,600 to $27,500 in stage 3B, from $58,400 to $20,600 in stage 4, and from $91,500 to $19,900 in stage 5 not on dialysis. The effect was similar in the UK setting (Supplementary Table S8).
The net costs per QALY only minimally increased when potential adverse effects of statin/ezetimibe treatments and their costs were projected (Supplementary Table S9). Reduced compliance with treatment was projected to result in lower health benefits but also lower incremental hospital costs and did not materially affect the results (Supplementary Table S10).
Discussion
Lowering LDL cholesterol with statin-based treatments safely reduces cardiovascular risk in patients with moderate-to-advanced CKD who are not receiving maintenance dialysis, but there is no evidence that such treatment is effective in dialysis patients.7 We report that under the standard cost-effectiveness assumptions (i.e., a threshold of $100,000/QALY [£20,000 to £30,000/QALY in the UK]), low-cost statin treatments (e.g., atorvastatin 40 mg daily) are cost-effective in nondialysis CKD patients. Ezetimibe has recently come off patent in both countries and, at current prices ($0.203/d and £0.074/d, respectively), adding ezetimibe 10 mg to atorvastatin 40 mg daily is a cost-effective option in nondialysis CKD patients and would thus be the treatment of choice. The results remain robust across a range of sensitivity analyses.
Despite the higher net cost per QALY, the finding that low-cost generic statins/ezetimibe are cost-effective for primary prevention of CVD in CKD is consistent with results for the general population at an increased cardiovascular risk.19, 20 Unlike general population estimates, in non–dialysis-dependent CKD, the net cost per QALY was generally higher in patients at more advanced CKD stage and/or higher predicted cardiovascular risk, especially for very low-cost treatments (e.g., atorvastatin 40 mg or ezetimibe 10 mg at a lower price). This is driven by reduced life expectancy, higher end-stage kidney disease risks, and RRT costs, which are incurred during the gained life expectancy and are substantial in more advanced CKD. Statin-based treatments would also be more cost-effective in patients receiving a kidney transplant, with lower RRT costs in the years after the transplantation.
The present study builds upon a study by Erickson et al.21 and our findings support its conclusion that cheaper generic statins are likely cost-effective in CKD. However, our study takes a substantially more detailed look into the long-term effects of individual treatments across categories of CKD patients. We used the rich individual data from the SHARP study, which enabled us to present results generalizable to CKD patients at similar cardiovascular risk and/or CKD stage. We also used results from the CTT individual participant meta-analysis of 28 large trials, which provide the best available estimates for cardiovascular risk reductions with statin-based treatments at different levels of renal function.7 Linking these with the potency of individual statin/ezetimibe regimens enabled evaluation of the cost-effectiveness of different regimens reliably.
In the present study, treatment with rosuvastatin 20 mg was similarly effective but slightly more expensive than atorvastatin 40 mg (atorvastatin 40 mg is available at $0.103/d in the US and £0.034/d in the UK, compared to $0.119/d and £0.077/d, respectively, for rosuvastatin 20 mg). Small further fluctuations in prices would make rosuvastatin a cost-effective option. The use of less potent treatments (e.g., atorvastatin 20 mg or ezetimibe 10 mg alone) achieves smaller cardiovascular benefits. In general, statin/ezetimibe treatments that achieve larger reductions in LDL cholesterol are expected to achieve greater health benefits and, if available at low cost, be cost-effective. In the present analyses, we did not consider more potent statin treatments such as atorvastatin 80 mg and rosuvastatin 40 mg, since they are not routinely used in CKD patients due to safety concerns. However, if future evidence indicates safety of these regimens in CKD, our analysis suggests that, if available at low cost, they will be cost-effective.
Several limitations of the present analyses should be acknowledged. First, SHARP included only CKD patients without a prior history of myocardial infarction or coronary revascularization, whereas, in routine practice, coronary heart disease is highly prevalent in people with moderate-to-advanced CKD. Therefore, patients outside SHARP at similar CKD stages are likely to be at higher cardiovascular risk. However, the cost-effectiveness estimates corresponding to categories of risk are likely to be generalizable to such patients. Second, since SHARP did not directly assess the effects of ezetimibe monotherapy in patients with CKD, we incorporated an assumption that its effects on clinical outcomes are equivalent, per mmol/L reduction in LDL cholesterol, to those of statins. This assumption was derived from the results of the CTT meta-analysis of the effects of statin-based regimens at different levels of eGFR7 and by the IMPROVE-IT trial, which was conducted in people with an acute coronary syndrome treated with statin8 and demonstrated further cardiovascular risk reductions with ezetimibe similar to those with statin-only regimens achieving similar LDL cholesterol reductions.9 Third, the effect of treatments on non–health care costs, such as productivity or long-term care costs, were not included in the present analysis, which was conducted exclusively from a health services perspective. Finally, safety of statin-based regimens has been a subject of debate despite the acknowledgement that any adverse effects are rare and benefits strongly outweigh any harm.22, 23 We did not include adverse effects in our primary analysis due to the paucity of data for different treatments. However, sensitivity analyses incorporating estimated rates of potential adverse effects on muscle (e.g., myopathy and rhabdomyolysis) and diabetes yielded similar results.
In conclusion, statin-based treatments effectively reduce cardiovascular risk in nondialysis patients with CKD and, at current prices and cost-effectiveness thresholds, the available evidence suggests that low-cost statin/ezetimibe combination therapy is cost-effective. The most cost-effective regimen is one that maximizes the dose of statin chosen without compromising safety.
Methods
The SHARP CKD-CVD policy model
The SHARP CKD-CVD policy model, which is a Markov state-transition model developed using the SHARP study6, 18 data and validated in 3 external CKD cohorts,17 was used to project cardiovascular events, CKD progression, health care costs, and health-related quality of life (QoL). A full description of the model has been published elsewhere.17 Briefly, it is based on parametric risk equations (3 survival equations for cardiovascular outcomes, a multinomial regression and a logistic regression for CKD progression, and 2 linear regressions predicting hospital costs and QoL). Each equation includes a range of clinically and/or statistically important covariates, including the patient’s sociodemographic status, comorbidities, and risk factors (eg age, most recent CKD stage, and detailed cardiovascular disease history.
The model simulates annual risks of dying from vascular and nonvascular causes; experiencing a major atherosclerotic event or a hemorrhagic stroke; and progressing through CKD stages 3B (30 ≤ eGFR <45 ml/min per 1.73 m2), 4 (15 ≤ eGFR <30 ml/min per 1.73 m2), and 5 (eGFR <15 ml/min per 1.73 m2), or having dialysis or kidney transplant (Supplementary Figure S2).
CKD patients
Results are presented only for the 6235 SHARP nondialysis patients (since previous analyses have shown that lowering LDL cholesterol is not clinically effective in dialysis patients7); all such patients had moderate-to-advanced CKD (Table 1, Supplementary Table S1). At baseline, the study participants were categorized according to their CKD stage: (i) CKD stage 3B; (ii) CKD stage 4; or (iii) CKD stage 5 not on dialysis. They were also categorized by their 5-year risk of major vascular event16: (i) low (<10%); (ii) medium (≥10%, <20%); and (iii) high (≥20%) risk. eGFR was calculated using the CKD-EPI equation.24 The rates of nonvascular mortality were obtained from relevant population data (see Supplementary Table S11 for US rates and Schlackow et al.17 for UK rates).
Effects of statin/ezetimibe treatments
We considered a range of statin/ezetimibe regimens that are believed to be safe in CKD, including ezetimibe 10 mg, atorvastatin 20 mg, atorvastatin 40 mg, rosuvastatin 20 mg, simvastatin 20 mg plus ezetimibe 10 mg, atorvastatin 20 mg plus ezetimibe 10 mg, and atorvastatin 40 mg plus ezetimibe 10 mg daily. Treatment effects were projected on the risks of vascular death and major vascular events but not CKD progression25 or nonvascular mortality.6, 7 For each statin/ezetimibe regimen, the effects on vascular endpoints were expressed as relative risk reductions and evaluated separately for each CKD stage in 2 steps. First, the absolute reductions in LDL cholesterol were calculated using the expected proportional reductions in LDL cholesterol (Supplementary Table S2) and the mean LDL cholesterol of the SHARP participants in the respective CKD stage (Table 1, Supplementary Table S3). Second, these absolute reductions were combined with the rate ratios for vascular events per 1 mmol/L reduction in LDL cholesterol reported in the individual participant data meta-analysis by the CTT Collaboration (Supplementary Table S3).
Costs and QoL
Annual hospital costs of managing a patient with CKD and cardiovascular complications were based on published data (see Supplementary Table S12 for the US costs and Kent et al.26 for the UK costs) and inflated to year 2015 using the Consumer Price Index27 (US) or Hospital & Community Health Services Index28 (UK). The costs of statin and ezetimibe treatments (January 2019) were obtained from the National Average Drug Acquisition Cost (NADAC) reports29 (US) and NHS Electronic Drug Tariff30 (UK) (Supplementary Table S2).
Patients’ health-related QoL was derived from responses to the EuroQoL 5-dimensions 3-level (EQ-5D-3L) questionnaire31 completed by participants at the final SHARP follow-up visit and using the US32 or UK33 EQ-5D-3L utility tariffs (see Supplementary Table S13 for US estimates and Schlackow et al.17 for UK estimates) and stratified by CKD stage, cardiovascular morbidity, and other characteristics.
Cost-effectiveness analyses
The cost-effectiveness analyses were performed from the perspectives of the US and UK health care systems. Health outcomes and costs were projected with lifelong treatment with each statin/ezetimibe regimen as well as no treatment, until patients reached 95 years of age or died. Costs and QALYs were discounted at an annual rate of 3% (US34) or 3.5% (UK35). For each treatment, the incremental cost-effectiveness ratios were calculated as the incremental cost per QALY gained with the treatment against the next less effective (and not dominated) treatment.36 Results are presented for categories of participants by CKD stage and, separately, by cardiovascular risk at baseline. Uncertainty in the cost-effectiveness was assessed using the nonparametric bootstrap,37 with the analysis replicated on 1000 sets of risk, cost, and QoL parameter estimates derived from refitting the original SHARP CKD-CVD risk equations17 on bootstrapped SHARP data or, for US hospital costs, using sampled values from the parametric distribution of costs (Supplementary Table S12).38 Uncertainty in the treatment effects was incorporated using values sampled from the respective lognormal distribution corresponding to the relative risk (99% CI) reported by the CTT collaboration.7 Cost-effectiveness acceptability curves were derived to summarize the probability of each treatment being cost-effective at different levels of willingness-to-pay thresholds.36
A schematic of our approach is presented in Supplementary Figure S3.
Sensitivity analyses
First, sensitivity analyses were performed to assess robustness of the results. The price of ezetimibe was varied from the current prices of $0.203/d (US) and £0.074/d (UK) to the price of atorvastatin 40 mg of $0.103/d (US) and £0.034/d (UK). The price at which ezetimibe becomes cost-effective for the commonly used thresholds of $100,000 (US) and £20,000 (UK) per QALY was calculated. Second, to estimate the likely effect of dialysis costs on cost-effectiveness results, the analyses were repeated with RRT costs replaced with those for CKD stage 5 not on dialysis. Third, an analysis incorporating potential rare adverse effects of atorvastatin 40 mg alone or in combination with ezetimibe 10 mg daily was performed. Specifically, we assumed that during each year in patients taking atorvastatin 40 mg daily (with or without ezetimibe), 0.011% will experience myopathy at a cost of $33 (£19; derived as the cost of 3 creatine kinase tests) and 0.001 QoL decrement (i.e., 0.017 decrement over 30 days), and 0.0042% will experience rhabdomyolysis at a cost of $13,600 (£8000), of whom 10% will die, with the rest experiencing a 3% QoL decrement (i.e., 50% decrement over 7.5 days of hospitalization followed by 20% decrement over 30 days of recovering) in the year of the rhabdomyolysis,23, 39 and 0.2% will develop diabetes.40 Finally, the effect of nonadherence to treatment was explored in scenarios where, respectively, 40%, 60%, and 80% of the patients were taking the medication.
All analyses were performed with R 3.4.141; the graphs were produced with the ggplot2 plotting system.42
Disclosure
The SHARP study, including the analyses presented here, was funded by Merck & Co., Inc., Kenilworth, NJ USA, with additional support from the British Heart Foundation (CH/1996001/9454), and the UK Medical Research Council (A310). SHARP was initiated, conducted, and interpreted independently of the principal study funder (Merck & Co.). WH is supported by a Medical Research Council and Kidney Research UK Professor David Kerr Clinician Scientist Award. BM and MJL are supported by the National Institute for Health Research (NIHR) Oxford Biomedical Research Centre (BRC). The study funders/sponsors did not have any role in study design; collection, analysis, and interpretation of data; writing the report; and the decision to submit the report for publication. The Clinical Trial Service Unit of the University of Oxford (Oxford, UK) has a staff policy of not accepting honoraria or other payments from the pharmaceutical industry, except for the reimbursement of costs to participate in scientific meetings. WH, JE, RH, RC, MJL, CB, and BM report other grants for unrelated work.
Acknowledgements
We thank the SHARP participants and the local clinical center staff, regional and national coordinators, steering committee, and data monitoring committee.
Acknowledgments
Author Contributions
Research concept and study design: BM, IS, WH, JE, RH, AG, CB; data acquisition: SK, WH, JE, CR, RC, ML, CB; data analysis/interpretation: BM, IS, SK, WH, JE, RH, RC, AG, ML, CB; statistical analysis: IS, BM; supervision: BM, CB. Each author contributed intellectual content during manuscript drafting/revision and accepts accountability for the overall work by ensuring that questions pertaining to the accuracy or integrity of any portion of the work are appropriately investigated and resolved. BM and IS had full access to all study data and take responsibility for data integrity and data analysis accuracy.
Footnotes
Table S1. Characteristics of Study of Heart and Renal Protection (SHARP) nondialysis participants by chronic kidney disease (CKD) stage and cardiovascular disease risk at baseline.
Table S2. Reductions in low-density lipoprotein (LDL) cholesterol with statin-based treatments and daily drug treatment cost.
Table S3. Average low-density lipoprotein (LDL) cholesterol, relative risk with statin-based treatment per 1-mmol/L reduction in LDL cholesterol, and relative risk with specific statin-based treatments, by chronic kidney disease (CKD) stage.
Table S4. Health outcomes, United States (US) hospital care costs, and US additional cost per quality-adjusted life year with lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Table S5. Cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in categories of moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, by age at treatment initiation.
Table S6. Added (quality-adjusted) life years, extra hospital care costs, and additional cost per quality-adjusted life year with lifetime use of ezetimibe 10 mg daily compared to no low-density lipoprotein cholesterol (LDL-C)-lowering treatment in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Table S7. Health outcomes, United Kingdom (UK) hospital care costs, and UK additional cost per quality-adjusted life year with lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Table S8. Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients with future renal replacement therapy costs excluded.
Table S9. Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients, incorporating potential adverse effects on myopathy, rhabdomyolysis, and diabetes.
Table S10. Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients under different scenarios of compliance with treatment.
Table S11. Annual rates of nonvascular death in moderate-to-advanced chronic kidney disease (CKD) patients (United States).
Table S12. United States (US) annual hospital care costs in moderate-to-advanced chronic kidney disease (CKD).
Table S13. Health-related quality of life in moderate-to-advanced chronic kidney disease (CKD): a linear regression model derived from Study of Heart and Renal Protection (SHARP) participant data using United States (US) EQ-5D value set.
Figure S1. Additional quality-adjusted life-years (QALYs), hospital care costs, and cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in categories of moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, by CKD stage and cardiovascular risk at baseline.
Figure S2. Schematic of the Study of Heart and Renal Protection (SHARP) CKD-CVD lifetimes health outcomes model.
Figure S3. Schematic of the information sources of the Study of Heart and Renal Protection (SHARP) CKD-CVD lifetime health outcomes model.
Supplementary material is linked to the online version of the paper at www.kidney-international.org.
Contributor Information
Borislava Mihaylova, Email: boby.mihaylova@dph.ox.ac.uk.
SHARP Collaborative Group:
R. Collins, C. Baigent, M.J. Landray, C. Bray, Y. Chen, A. Baxter, A. Young, M. Hill, C. Knott, A. Cass, B. Feldt-Rasmussen, B. Fellström, D.E. Grobbee, C. Grönhagen-Riska, M. Haas, H. Holdaas, L.S. Hooi, L. Jiang, B. Kasiske, U. Krairittichai, A. Levin, Z.A. Massy, V. Tesar, R. Walker, C. Wanner, D.C. Wheeler, A. Wiecek, T. Dasgupta, W. Herrington, D. Lewis, M. Mafham, W. Majoni, C. Reith, J. Emberson, S. Parish, D. Simpson, J. Strony, T. Musliner, L. Agodoa, J. Armitage, Z. Chen, J. Craig, D. de Zeeuw, J.M. Gaziano, R. Grimm, V. Krane, B. Neal, V. Ophascharoensuk, T. Pedersen, P. Sleight, J. Tobert, and C. Tomson
Appendix
The SHARP Collaborative Group steering committee
R. Collins (chair), C. Baigent (study coordinator and chief investigator), M.J. Landray (clinical coordinator and co-principal investigator), C. Bray, Y. Chen (administrative coordinators), A. Baxter, A. Young (computing coordinators), M. Hill (director, central laboratory), C. Knott (nursing coordinator), A. Cass, B. Feldt-Rasmussen, B. Fellström, D.E. Grobbee, C. Grönhagen-Riska, M. Haas, H. Holdaas, L.S. Hooi, L. Jiang, B. Kasiske, U. Krairittichai, A. Levin, Z.A. Massy, V. Tesar, R. Walker, C. Wanner, D.C. Wheeler, A. Wiecek (national coordinators), T. Dasgupta, W. Herrington, D. Lewis, M. Mafham, W. Majoni, C. Reith (clinical support), J. Emberson, S. Parish (statistics), D. Simpson (lay member), J. Strony, T. Musliner (Merck Schering Plough, nonvoting), L. Agodoa, J. Armitage, Z. Chen, J. Craig, D. de Zeeuw, J.M. Gaziano, R. Grimm, V. Krane, B. Neal, V. Ophascharoensuk, T. Pedersen, P. Sleight, J. Tobert, and C. Tomson. The full list of the SHARP investigators is available elsewhere.6
The procedure for access requests to the SHARP (Trial registration: NCT00125593) data is available at http://www.ndph.ox.ac.uk/about/data-access-policy. The SHARP CKD-CVD model interface and user guide are available at http://dismod.ndph.ox.ac.uk/kidneymodel/app/.
Supplementary Material
Characteristics of Study of Heart and Renal Protection (SHARP) nondialysis participants by chronic kidney disease (CKD) stage and cardiovascular disease risk at baseline.
Reductions in low-density lipoprotein (LDL) cholesterol with statin-based treatments and daily drug treatment cost.
Average low-density lipoprotein (LDL) cholesterol, relative risk with statin-based treatment per 1-mmol/L reduction in LDL cholesterol, and relative risk with specific statin-based treatments, by chronic kidney disease (CKD) stage.
Health outcomes, United States (US) hospital care costs, and US additional cost per quality-adjusted life year with lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in categories of moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, by age at treatment initiation.
Added (quality-adjusted) life years, extra hospital care costs, and additional cost per quality-adjusted life year with lifetime use of ezetimibe 10 mg daily compared to no low-density lipoprotein cholesterol (LDL-C)-lowering treatment in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Health outcomes, United Kingdom (UK) hospital care costs, and UK additional cost per quality-adjusted life year with lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients with future renal replacement therapy costs excluded.
Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients, incorporating potential adverse effects on myopathy, rhabdomyolysis, and diabetes.
Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients under different scenarios of compliance with treatment.
Annual rates of nonvascular death in moderate-to-advanced chronic kidney disease (CKD) patients (United States).
United States (US) annual hospital care costs in moderate-to-advanced chronic kidney disease (CKD).
Health-related quality of life in moderate-to-advanced chronic kidney disease (CKD): a linear regression model derived from Study of Heart and Renal Protection (SHARP) participant data using United States (US) EQ-5D value set.
Additional quality-adjusted life-years (QALYs), hospital care costs, and cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in categories of moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, by CKD stage and cardiovascular risk at baseline.
Schematic of the Study of Heart and Renal Protection (SHARP) CKD-CVD lifetimes health outcomes model.
Schematic of the information sources of the Study of Heart and Renal Protection (SHARP) CKD-CVD lifetime health outcomes model.
References
- 1.GBD 2016 Disease and Injury Incidence and Prevalence Collaborators Global, regional, and national incidence, prevalence, and years lived with disability for 328 diseases and injuries for 195 countries, 1990-2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet. 2017;390:1211–1259. doi: 10.1016/S0140-6736(17)32154-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.GBD 2016 Causes of Death Collaborators 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;390:1151–1210. doi: 10.1016/S0140-6736(17)32152-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.United States Renal Data System . National Institutes of Health, National Institute of Diabetes and Digestive and Kidney Diseases; Bethesda, MD: 2017. 2017 USRDS annual data report: Epidemiology of kidney disease in the United States. [Google Scholar]
- 4.Chronic Kidney Disease Prognosis Consortium. Matsushita K., van der Velde M. Association of estimated glomerular filtration rate and albuminuria with all-cause and cardiovascular mortality in general population cohorts: a collaborative meta-analysis. Lancet. 2010;375:2073–2081. doi: 10.1016/S0140-6736(10)60674-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Go A.S., Chertow G.M., Fan D., McCulloch C.E., Hsu C.Y. Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization. N Engl J Med. 2004;351:1296–1305. doi: 10.1056/NEJMoa041031. [DOI] [PubMed] [Google Scholar]
- 6.Baigent C., Landray M.J., Reith C. 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;377:2181–2192. doi: 10.1016/S0140-6736(11)60739-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Cholesterol Treatment Trialists' (CTT) Collaboration Impact of renal function on the effects of LDL cholesterol lowering with statin-based regimens: a meta-analysis of individual participant data from 28 randomised trials. Lancet Diabetes Endocrinol. 2016;4:829–839. doi: 10.1016/S2213-8587(16)30156-5. [DOI] [PubMed] [Google Scholar]
- 8.Cannon C.P., Blazing M.A., Giugliano R.P. Ezetimibe added to statin therapy after acute coronary syndromes. N Engl J Med. 2015;372:2387–2397. doi: 10.1056/NEJMoa1410489. [DOI] [PubMed] [Google Scholar]
- 9.Cholesterol Treatment Trialists' (CTT) Collaboration Efficacy and safety of more intensive lowering of LDL cholesterol: a meta-analysis of data from 170,000 participants in 26 randomised trials. Lancet. 2010;376:1670–1681. doi: 10.1016/S0140-6736(10)61350-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Wanner C., Tonelli M., Kidney Disease Improving Global Outcomes Lipid Guideline Development Work Group M. KDIGO clinical practice guideline for lipid management in CKD: summary of recommendation statements and clinical approach to the patient. Kidney Int. 2014;85:1303–1309. doi: 10.1038/ki.2014.31. [DOI] [PubMed] [Google Scholar]
- 11.Grundy S.M., Stone N.J., Bailey A.L. 2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2018 pii S0735-1097:39034-X. [Google Scholar]
- 12.Goff D.C., Jr., Lloyd-Jones D.M., Bennett G. 2013 ACC/AHA guideline on the assessment of cardiovascular risk: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. Circulation. 2014;129:S49–S73. doi: 10.1161/01.cir.0000437741.48606.98. [DOI] [PubMed] [Google Scholar]
- 13.Stone N.J., Robinson J.G., Lichtenstein A.H. 2013 ACC/AHA guideline on the treatment of blood cholesterol to reduce atherosclerotic cardiovascular risk in adults: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. Circulation. 2014;129:S1–S45. doi: 10.1161/01.cir.0000437738.63853.7a. [DOI] [PubMed] [Google Scholar]
- 14.National Clinical Guideline Centre (UK). Lipid Modification: Cardiovascular Risk Assessment and the Modification of Blood Lipids for the Primary and Secondary Prevention of Cardiovascular Disease. NICE Clinical Guidelines, No. 181. In: London: National Institute for Health and Care Excellence (UK); 2014. [PubMed]
- 15.National Institute for Health and Care Excellence (UK) Ezetimibe for treating primary heterozygous-familial and non-familial hypercholesterolaemia. Technology appraisal guidance (TA385) https://www.nice.org.uk/guidance/ta385 Available at:
- 16.Mihaylova B., Schlackow I., Herrington W. Cost-effectiveness of simvastatin plus ezetimibe for cardiovascular prevention in CKD: results of the Study of Heart and Renal Protection (SHARP) Am J Kidney Dis. 2016;67:576–584. doi: 10.1053/j.ajkd.2015.09.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Schlackow I., Kent S., Herrington W. A policy model of cardiovascular disease in moderate-to-advanced chronic kidney disease. Heart. 2017;103:1880–1890. doi: 10.1136/heartjnl-2016-310970. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.SHARP Collaborative Group Study of Heart and Renal Protection (SHARP): randomized trial to assess the effects of lowering low-density lipoprotein cholesterol among 9,438 patients with chronic kidney disease. Am Heart J. 2010;160:785–794. doi: 10.1016/j.ahj.2010.08.012. [DOI] [PubMed] [Google Scholar]
- 19.Heart Protection Study Collaborative Group Lifetime cost effectiveness of simvastatin in a range of risk groups and age groups derived from a randomised trial of 20,536 people. BMJ. 2006;333:1145. doi: 10.1136/bmj.38993.731725.BE. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Heart Protection Study Collaborative Group Cost-effectiveness of simvastatin in people at different levels of vascular disease risk: economic analysis of a randomised trial in 20,536 individuals. Lancet. 2005;365:1779–1785. doi: 10.1016/S0140-6736(05)63014-0. [DOI] [PubMed] [Google Scholar]
- 21.Erickson K.F., Japa S., Owens D.K., Chertow G.M., Garber A.M., Goldhaber-Fiebert J.D. Cost-effectiveness of statins for primary cardiovascular prevention in chronic kidney disease. J Am Coll Cardiol. 2013;61:1250–1258. doi: 10.1016/j.jacc.2012.12.034. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Collins R., Reith C., Emberson J. Interpretation of the evidence for the efficacy and safety of statin therapy. Lancet. 2016;388:2532–2561. doi: 10.1016/S0140-6736(16)31357-5. [DOI] [PubMed] [Google Scholar]
- 23.Law M., Rudnicka A.R. Statin safety: a systematic review. Am J Cardiol. 2006;97:52C–60C. doi: 10.1016/j.amjcard.2005.12.010. [DOI] [PubMed] [Google Scholar]
- 24.Levey A.S., Stevens L.A., Schmid C.H. A new equation to estimate glomerular filtration rate. Ann Intern Med. 2009;150:604–612. doi: 10.7326/0003-4819-150-9-200905050-00006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Haynes R., Lewis D., Emberson J. Effects of lowering LDL cholesterol on progression of kidney disease. J Am Soc Nephrol. 2014;25:1825–1833. doi: 10.1681/ASN.2013090965. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Kent S., Schlackow I., Lozano-Kuhne J. What is the impact of chronic kidney disease stage and cardiovascular disease on the annual cost of hospital care in moderate-to-severe kidney disease? BMC Nephrol. 2015;16:65. doi: 10.1186/s12882-015-0054-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Bureau of Labor Statistics Consumer Price Index. 2016. https://www.bls.gov/cpi/tables/detailed-reports/home.htm Available at:
- 28.Curtis L., Burns A. Unit Costs of Health and Social Care 2015. 2015. http://www.pssru.ac.uk/project-pages/unit-costs/unit-costs-2015/ Available at:
- 29.Centers for Medicare & Medicaid Services National Average Drug Acquisition Cost (NADAC). 2019. https://data.medicaid.gov/Drug-Pricing-and-Payment/NADAC-National-Average-Drug-Acquisition-Cost-/a4y5-998d Available at:
- 30.NHS Prescription Services NHS Electronic Drug Tariff. January 2019. https://www.nhsbsa.nhs.uk/sites/default/files/2018-12/Drug%20Tariff%20January%202019.pdf Available at:
- 31.Brooks R. EuroQol: the current state of play. Health Policy. 1996;37:53–72. doi: 10.1016/0168-8510(96)00822-6. [DOI] [PubMed] [Google Scholar]
- 32.Shaw J.W., Johnson J.A., Coons S.J. US valuation of the EQ-5D health states: development and testing of the D1 valuation model. Med Care. 2005;43:203–220. doi: 10.1097/00005650-200503000-00003. [DOI] [PubMed] [Google Scholar]
- 33.Dolan P. Modeling valuations for EuroQol health states. Med Care. 1997;35:1095–1108. doi: 10.1097/00005650-199711000-00002. [DOI] [PubMed] [Google Scholar]
- 34.Sanders G.D., Neumann P.J., Basu A. Recommendations for conduct, methodological practices, and reporting of cost-effectiveness analyses: second panel on cost-effectiveness in health and medicine. JAMA. 2016;316:1093–1103. doi: 10.1001/jama.2016.12195. [DOI] [PubMed] [Google Scholar]
- 35.The Green Book: appraisal and evaluation in central government. 2013. https://www.gov.uk/government/publications/the-green-book-appraisal-and-evaluation-in-central-governent Available at:
- 36.Gray A., Clarke P.M., Wolstenholme J.L., Wordsworth S. Oxford University Press; 2010. Applied Methods of Cost-effectiveness Analysis in Healthcare. [Google Scholar]
- 37.Efron B., Tibshirani R.J. Taylor & Francis; 1994. An Introduction to the Bootstrap. [Google Scholar]
- 38.Briggs A., Claxton K., Sculpher M. Oxford University Press; 2006. Decision Modelling for Health Economic Evaluation. [Google Scholar]
- 39.Pletcher M.J., Lazar L., Bibbins-Domingo K. Comparing impact and cost-effectiveness of primary prevention strategies for lipid-lowering. Ann Intern Med. 2009;150:243–254. doi: 10.7326/0003-4819-150-4-200902170-00005. [DOI] [PubMed] [Google Scholar]
- 40.Preiss D., Seshasai S.R., Welsh P. Risk of incident diabetes with intensive-dose compared with moderate-dose statin therapy: a meta-analysis. JAMA. 2011;305:2556–2564. doi: 10.1001/jama.2011.860. [DOI] [PubMed] [Google Scholar]
- 41.R: A Language and Environment for Statistical Computing [computer program] R Foundation for Statistical Computing, Vienna, Austria; 2008. [Google Scholar]
- 42.Wickham H. Springer; New York: 2009. ggplot2: Elegant Graphics for Data Analysis. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Characteristics of Study of Heart and Renal Protection (SHARP) nondialysis participants by chronic kidney disease (CKD) stage and cardiovascular disease risk at baseline.
Reductions in low-density lipoprotein (LDL) cholesterol with statin-based treatments and daily drug treatment cost.
Average low-density lipoprotein (LDL) cholesterol, relative risk with statin-based treatment per 1-mmol/L reduction in LDL cholesterol, and relative risk with specific statin-based treatments, by chronic kidney disease (CKD) stage.
Health outcomes, United States (US) hospital care costs, and US additional cost per quality-adjusted life year with lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in categories of moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, by age at treatment initiation.
Added (quality-adjusted) life years, extra hospital care costs, and additional cost per quality-adjusted life year with lifetime use of ezetimibe 10 mg daily compared to no low-density lipoprotein cholesterol (LDL-C)-lowering treatment in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Health outcomes, United Kingdom (UK) hospital care costs, and UK additional cost per quality-adjusted life year with lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced nondialysis chronic kidney disease (CKD).
Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients with future renal replacement therapy costs excluded.
Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients, incorporating potential adverse effects on myopathy, rhabdomyolysis, and diabetes.
Sensitivity analysis of cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in moderate-to-advanced non-dialysis chronic kidney disease (CKD) patients under different scenarios of compliance with treatment.
Annual rates of nonvascular death in moderate-to-advanced chronic kidney disease (CKD) patients (United States).
United States (US) annual hospital care costs in moderate-to-advanced chronic kidney disease (CKD).
Health-related quality of life in moderate-to-advanced chronic kidney disease (CKD): a linear regression model derived from Study of Heart and Renal Protection (SHARP) participant data using United States (US) EQ-5D value set.
Additional quality-adjusted life-years (QALYs), hospital care costs, and cost-effectiveness of lifetime use of atorvastatin and ezetimibe treatments in categories of moderate-to-advanced nondialysis chronic kidney disease (CKD) patients, by CKD stage and cardiovascular risk at baseline.
Schematic of the Study of Heart and Renal Protection (SHARP) CKD-CVD lifetimes health outcomes model.
Schematic of the information sources of the Study of Heart and Renal Protection (SHARP) CKD-CVD lifetime health outcomes model.



