Yufei Feng1, Chao Li1, Tian Zhang1, Lorenzo Pradelli2. 1. Department of Pharmacy, Beijing Hospital, National Center of Gerontology, Beijing, People's Republic of China. 2. AdRes Health Economics and Outcomes Research, Piazza Carlo Emanuele II, Torino, Italy.
Abstract
BACKGROUND/ OBJECTIVES: Parenteral nutrition (PN) incorporating omega-3 fatty-acid-enriched lipid emulsions has been shown to be cost effective in Western populations. A pharmacoeconomic evaluation was performed within the Chinese intensive care unit (ICU) setting. This assessed whether the additional acquisition cost of PN with omega-3 fatty-acid-enriched lipid emulsion (SMOFlipid) vs standard PN was offset by improved clinical outcomes that can reduce subsequent costs. MATERIALS AND METHODS: A pharmacoeconomic discrete event simulation model was developed, based on an update to efficacy data from a previous international meta-analysis, with China-specific clinical and economic input parameters. Sensitivity analyses were undertaken to assess the effects of uncertainty around input parameters. RESULTS: The model predicted that PN with an omega-3 fatty-acid-enriched lipid emulsion was more effective and less costly than PN with standard lipid emulsions for Chinese ICU patients, as follows: reduced length of overall hospital length of stay (19.48 vs 21.35 days, respectively), reduced length of ICU stay (5.03 vs 6.18 days, respectively), and prevention of 35.6% of nosocomial infections leading to a lower total cost per patient (¥47 189 [US $6937] vs ¥54 783 [US $8053], respectively). Additional treatment costs were offset by savings in overall hospital and ICU stay cost, and antibiotic cost, resulting in a mean cost saving of ¥7594 (US $1116) per patient. Sensitivity analyses confirmed the robustness of these findings. CONCLUSIONS: PN enriched with an omega-3 fatty-acid-containing lipid emulsion vs standard PN may be effective in reducing length of hospital and ICU stay and infectious complications in Chinese ICU patients, and also decreases overall treatment costs. This results in a favorable cost-effectiveness ratio. Thus, PN enriched with an omega-3 fatty-acid-containing lipid emulsion can be seen as a win-win situation for patients, hospital administration, and health insurance companies.
BACKGROUND/ OBJECTIVES: Parenteral nutrition (PN) incorporating omega-3 fatty-acid-enriched lipid emulsions has been shown to be cost effective in Western populations. A pharmacoeconomic evaluation was performed within the Chinese intensive care unit (ICU) setting. This assessed whether the additional acquisition cost of PN with omega-3 fatty-acid-enriched lipid emulsion (SMOFlipid) vs standard PN was offset by improved clinical outcomes that can reduce subsequent costs. MATERIALS AND METHODS: A pharmacoeconomic discrete event simulation model was developed, based on an update to efficacy data from a previous international meta-analysis, with China-specific clinical and economic input parameters. Sensitivity analyses were undertaken to assess the effects of uncertainty around input parameters. RESULTS: The model predicted that PN with an omega-3 fatty-acid-enriched lipid emulsion was more effective and less costly than PN with standard lipid emulsions for Chinese ICU patients, as follows: reduced length of overall hospital length of stay (19.48 vs 21.35 days, respectively), reduced length of ICU stay (5.03 vs 6.18 days, respectively), and prevention of 35.6% of nosocomial infections leading to a lower total cost per patient (¥47 189 [US $6937] vs ¥54 783 [US $8053], respectively). Additional treatment costs were offset by savings in overall hospital and ICU stay cost, and antibiotic cost, resulting in a mean cost saving of ¥7594 (US $1116) per patient. Sensitivity analyses confirmed the robustness of these findings. CONCLUSIONS: PN enriched with an omega-3 fatty-acid-containing lipid emulsion vs standard PN may be effective in reducing length of hospital and ICU stay and infectious complications in Chinese ICU patients, and also decreases overall treatment costs. This results in a favorable cost-effectiveness ratio. Thus, PN enriched with an omega-3 fatty-acid-containing lipid emulsion can be seen as a win-win situation for patients, hospital administration, and health insurance companies.
There is considerable evidence that disease-related malnutrition increases mortality rates, prolongs the length of hospital stay, and increases overall treatment costs.1–3 For example, malnutrition is an independent risk factor for nosocomial infection, which can be up to five times more likely in malnourished than well-nourished hospital patients.4,5 Moreover, disease-related malnutrition of hospitalpatients is an extensive problem, having a worldwide prevalence of about 20%–50%,1,6 which is also reflected in the People’s Republic of China where there is a prevalence of about 18%–48%.7–10 The underlying reason for disease-related malnutrition within hospitals and particularly in the intensive care unit (ICU) is that a negative energy balance accumulates during the course of some serious diseases and after major surgery, and these energy deficits are associated with worsened clinical outcomes.11,12Nutritional interventions for hospital patients are known to reduce the incidence of nosocomial infections,12,13 length of hospital stay,14,15 and medical costs.16 Parenteral nutrition is a common nutritional intervention, and is indicated when enteral or oral nutrition is impossible, insufficient, or contraindicated.17 The composition of parenteral nutrition is particularly important, and lipids are an essential component as a source of energy and essential fatty acids.17Omega-3 fatty-acid-enriched lipid emulsions are commonly used as part of parenteral nutrition, and are recommended in nutritional guidelines for parenteral nutrition in ICU and surgical patients.17,18 This is because omega-3 fatty-acid-enriched lipid emulsions may have beneficial anti-inflammatory and immunomodulatory effects.19–21 While the pharmacoeconomic benefits of using omega-3 fatty-acid-enriched lipid emulsions have been investigated in Western populations,22 it is important to judge their effect in China.The aim of this study was to perform a pharmacoeconomic evaluation of SMOFlipid (henceforth referred to as omega-3 fatty-acid-enriched lipid emulsion) vs standard parenteral nutrition within the Chinese ICU setting. To do this, we used a discrete event simulation model based on updated efficacy data from a previous international meta-analysis23 and China-specific clinical and economic input parameters.24,25
Materials and methods
Model structure
The model was based on the discrete event simulation technique26 and developed in Microsoft Excel (Microsoft Corp., Washington, USA). In a discrete event simulation, the experience of individuals is modeled over time in terms of the events that occur and the consequences of those events. Two alternative treatment arms were simulated: parenteral nutrition including 1) an omega-3 fatty-acid-enriched lipid emulsion (SMOFlipid, Fresenius Kabi, Bad Homburg, Germany) and 2) standard lipid emulsions. (Note: standard lipid emulsions were defined as lipid emulsions that were not enriched in omega-3 fatty-acids, such as soybean oil, medium-chain triglycerides/long-chain triglycerides, or olive oil/soybean oil emulsions.) Each simulated ICU patient was sent to both the omega-3 fatty-acid-enriched lipid emulsion and the standard lipid emulsion arms concurrently, so that the simulation of the two alternatives ran on the same patient cohort. Simulated patients entered the model at ICU admission, either directly or via the ward. Pre-ICU time was not differentiated between the two arms. The following events were considered: transfers from the ICU to the ward, new nosocomial infection, discharge from the hospital, and death, with discharge and death forming the two alternative ends to the patient pathway. Each iteration within the current study represents a unique patient and results were produced by calculating the statistics based on 10 000 such simulated patients progressing through the simulation. Transition probabilities between these states were taken from the study of ICU patients in mainland China.24 A simplified model structure is shown in Figure 1. No discount rate was applied to outcomes and costs owing to the short time frame of the simulation.
Figure 1
Model structure of transition probabilities.
Notes: Data from Du et al.24
Abbreviation: ICU, intensive care unit.
Patient population data sources
We performed a targeted literature search for observational studies reporting clinical and/or economic outcomes for Chinese ICU patients, and reviewed the results, selecting studies that gave recent and comprehensive information on the populations included in the model. Outcome data from Du et al were used for both the omega-3 fatty-acid-enriched and standard lipid emulsion patient populations included in the model.24 These data were converted into mean values according to the methods of Wan et al,27 and used for the standard lipid emulsion patient population as shown in Table 1. This table shows the probabilities of ICU patients’ outcomes and mean length of stay, plus the expected mean length of parenteral nutrition. For the omega-3 fatty-acid-enriched lipid emulsion population, the same outcome data were partially recalculated to take into account the changes in clinical outcomes associated with this regimen, based on the meta-analysis conducted by Pradelli et al23 and its update (see section on Clinical efficacy data sources). Cost data were extracted from a recent publication reporting the daily cost of ICU and ward stay in Chinese hospitals (see section on Cost assessment data sources).25
Table 1
Probabilities of ICU patients’ outcomes and mean lengths of stay for patients receiving standard parenteral nutrition.
Description
Value
Probability of being transferred from ICU to a general ward
83.7%
Probability of dying in the ICU
16.3%
Probability of discharge from general ward
95%
Probability of dying in the general ward
5.0%
Probability of new infection acquired in the ICU
59.0%
LOS, pre-ICU, days (SD)
3.33 (6.86)
LOS ICU – alive patients, days (SD)
5.66 (4.45)
LOS ICU – dead patients, days (SD)
8.3 (8.98)
LOS, post-ICU – alive patients, days (SD)
13.32 (13.11)
LOS, post-ICU – dead patients, days (SD)
32.67 (34.10)
Duration of PN, days (SD)
8.3 (10.0)
Notes:
Patients outcome and lengths of stay data from Du et al.24 Mean duration of parenteral nutrition was based on data from Wu et al.34
Abbreviations: ICU, intensive care unit; LOS, length of stay; PN, parenteral nutrition; SD, standard deviation.
Clinical efficacy data sources
The meta-analysis of Pradelli et al23 was updated in order to incorporate recent evidence into the evaluation. In brief, this update consisted of a systematic PubMed search using the same search criteria specified in Pradelli et al,23 but over a time period between August 2011 and November 2016. This procedure identified an additional five randomized controlled trials28–32 that contained clinical outcomes data on length of hospital or ICU stay or infections for ICU patients and which met eligibility criteria specified previously.23 New meta-analyses were performed by pooling data using Review Manager (RevMan version 5.3; Copenhagen: The Nordic Cochrane Centre, The Cochrane Collaboration, 2014) from the studies identified by Pradelli et al,23 plus these five more recent studies, in a similar manner to the original study.23 The following results were obtained: infection risk reduction (RR) of 0.64 (95% CI 0.47–0.87; p=0.004), reduction in ICU length of stay of 1.82 days (95% CI 0.24–3.40; p=0.02), and reduction in post-ICU length of hospital stay of 3.07 days (95% CI 1.01–5.13; p=0.004) (Figures 2–4, respectively). Absolute results for length of stay were converted into RR with standard deviations (SDs) as performed previously:22 0.81 (SD 0.08) for ICU length of stay and 0.94 (SD 0.35) for post-ICU length of hospital stay. The effect of ICU mortality was taken into consideration when estimating a relative post-ICU length of stay, because not all ICU patients proceeded to the general ward.
Figure 2
Infections: random effects meta-analysis and Forest plot for parenteral nutrition including omega-3 fatty-acid-enriched lipid emulsion vs standard parenteral nutrition not containing omega-3 fatty acids.
Notes: Squares represent individual study means of the effect measure; the pooled estimate is represented by a diamond symbol.
Figure 3
Length of intensive care unit stay: random effects meta-analysis and Forest plot for parenteral nutrition including omega-3 fatty-acid-enriched lipid emulsion vs standard parenteral nutrition not containing omega-3 fatty acids.
Notes: Squares represent individual study means of the effect measure; the pooled estimate is represented by a diamond symbol.
Figure 4
Post-intensive care unit length of hospital stay: random effects meta-analysis and Forest plot for parenteral nutrition including omega-3 fatty-acid-enriched lipid emulsion vs standard parenteral nutrition not containing omega-3 fatty acids.
Notes: Squares represent individual study means of the effect measure; the pooled estimate is represented by a diamond symbol.
Cost assessment data sources
The perspective of the study was that of the hospital. Only direct costs (e.g., cost of ICU or ward stay) rather than indirect costs were considered in the analysis. The time horizon corresponded to the hospital stay of ICU patients. Thus, the model included the following costs: 1) cost of omega-3 fatty-acid-enriched lipid emulsions vs the cost of standard lipid emulsions not enriched with omega-3 fatty acids, 2) daily cost of ICU stay, 3) daily cost of general ward stay, and 4) cost of new infections acquired in ICU. All costs were presented in Chinese yuan renminbi (¥). Summaries of final financial results were also shown in US dollars using an exchange rate of ¥1 to US $0.147 for 10 July 2017.Parenteral nutrition costs were calculated for every simulated patient on the basis of daily cost, which depended on the assigned treatment and duration of parenteral nutrition. Therefore, hospital prices of parenteral nutrition were weighted according to their national market share. ICU and ward-stay costs were taken from Tan et al,25 who reported daily hospital stay costs based on hospital financial reports for four main regions in China (Guangzhou, Beijing, Nanjing, and Xi’an). The average costs reported in 2013 across the four regions were actualized to current values by applying the official Chinese health care services inflation rate (2014, 1.5%; 2015, 1.2%; 2016, 3%).33 Thus, daily costs for the ICU and general ward used in the model were ¥6731.50 (SD 1225.68) and ¥884.00 (SD 103.51), respectively.The cost of new infections was included as part of the model cost input, based on the extra antibiotic cost per nosocomial infection reported by Wu et al34 and actualized to 2016 figures by applying the 3.5% medication inflation rate for China during this period (¥4087).33 These costs were limited to additional anti-infective treatments needed and did not include those associated with the effect of new infection on length of hospital stay or mortality rate; this aimed to avoid double counting, as length of stay and mortality rate were already included as clinical outcomes in the model.
Simulation and sensitivity analyses
Sensitivity analyses were performed in order to validate the model’s reliability. These involved changing one or more of the model parameters to see what effect this had on outcomes, thus assessing the sensitivity of the model to such changes. We performed a probabilistic sensitivity analysis and a one-way deterministic sensitivity analysis. The probabilistic sensitivity analysis showed the stability of the model outputs to several simultaneous changes in the parameters as it involved drawing all parameter values simultaneously from their probability distributions to create 1000 sets of unique parameter combinations (Monte Carlo simulations). SDs of 20% of mean values were used if no reliable uncertainty data were available. In the one-way deterministic sensitivity analysis a ±20% variation was applied to model parameter values one by one, keeping the other values constant, to see how sensitive the model results were to relatively extreme changes.
Results
Base-case model outcomes (hospital length of stay and infection rate) for 10 000 simulated patients showed that parenteral nutrition enriched with omega-3 fatty-acidlipid emulsions had the following efficacy advantages over parenteral nutrition with standard (non-omega-3 fatty-acid enriched) lipid emulsions: 1) prevention of more than one-third (2109 of 5932; 35.6%) of infections in ICU patients and 2) reduction of ICU stay by 1.15 days and ward stay by 0.71 days, resulting in a reduction of overall length of hospital stay by 1.87 days for ICU patients (Table 2). Thus, omega-3 fatty-acid-enriched lipid emulsions are expected to be more effective than standard parenteral nutrition. These results are in line with the meta-analysis of Pradelli et al,23 and also confirm the appropriateness of the simulation.
Table 2
Mean clinical outcome parameter results from model simulations
Parameter
ST + Ω3
ST
Difference
LOS – total, days (SD)
19.48 (16.46)
21.35 (17.52)
–1.87 (1.38)
Ward (pre-ICU)
3.31 (7.00)
3.31 (7.00)
0
ICU
5.03 (4.43)
6.18 (5.50)
–1.15 (1.07)
Ward (post-ICU)
11.14 (14.48)
11.85 (15.41)
–0.71 (0.93)
Infections per 10 000 patients (SD)
3822 (4859)
5931 (4913)
–2109 (4080)
Abbreviations: ICU, intensive care unit; LOS, length of stay; SD, standard deviation; ST, standard parenteral nutrition; ST + Ω3, fish-oil-enriched parenteral nutrition.
The main results of the cost-effectiveness analysis (Table 3) demonstrated that parenteral nutrition with omega-3 fatty-acid-enriched lipid emulsions permit significant cost savings vs standard lipid emulsions. Total costs associated with omega-3 fatty-acid-enriched lipid emulsions are significantly lower than with parenteral nutrition supplemented with standard lipid emulsions, with a mean cost saving of ¥7594 (US $1116) per patient. These findings indicate that the extra cost of parenteral nutrition with omega-3 fatty-acid-enriched lipid emulsions is completely offset by a reduction in hospitalization costs for Chinese ICU patients, and to a lesser extent by lower costs associated with treatment of hospital-emergent infections. Thus, omega-3 fatty-acid-enriched lipid emulsions can be considered “dominant” vs standard lipid emulsions within the Chinese ICU population, as their use was associated, on average, with increased effectiveness and a concurrent decrease in overall costs.
Table 3
Results of the cost-effectiveness analysis: mean costs per patient (standard deviation)
Parameter
ST + Ω3
ST
Difference
Total cost, ¥
47 189 (30 950)
54 783 (37 183)
–7594 (7005)
ICU cost, ¥
32 001 (28 228)
39 349 (34 997)
–7348 (6779)
Ward (pre-ICU) cost, ¥
2771 (5885)
2771 (5885)
0 (0)
Ward cost, ¥
9306 (12 099)
9897 (12 874)
–591 (775)
Infection cost, ¥
1562 (1986)
2424 (2008)
–862 (1668)
Treatment cost, ¥
1549 (1339)
342 (294)
1207 (1047)
ICER, ¥/LOS day
Dominant
Abbreviations: ICER, incremental cost-effectiveness ratio (ST + Ω3 vs ST); ICU, intensive care unit; LOS, length of stay; ST, standard parenteral nutrition; ST + Ω3, fish-oil-enriched parenteral nutrition.
The probabilistic sensitivity analysis results are displayed as a scatterplot of the 1000 Monte Carlo simulations performed, showing the incremental cost vs infections avoided by use of omega-3 fatty-acid-enriched lipid emulsions (Figure 5). The group receiving omega-3 fatty-acid-enriched lipid emulsions was less costly than the control group in 93% of the simulations (i.e., 93% of the results are in the southwest quadrant of the cost-effectiveness plane), indicating that the model results are robust.
Figure 5
Scatterplot of the results of the probabilistic sensitivity analysis for parenteral nutrition including omega-3 fatty-acid-enriched lipid emulsions vs standard parenteral nutrition not containing omega-3 fatty acids.
The results of the deterministic sensitivity analysis are displayed as a tornado diagram, showing the influence of variations in each key parameter on cost savings per patient (Figure 6). Daily ICU costs and length of ICU stay were the most influential cost parameters. For example, a 20% variation in daily ICU cost results in savings with omega-3 fatty-acid-enriched lipid emulsions, ranging from a minimum of ¥6124 (US $900) to a maximum of ¥9063 (US $1332) per patient vs standard lipid emulsions. None of the deterministic sensitivity analysis variations tested changed the main study conclusions: on average, omega-3 fatty-acid-enriched parenteral nutrition is a cost-saving strategy in the Chinese ICU setting.
Figure 6
Tornado plot of deterministic sensitivity analysis results on the difference in total cost (¥) between standard parenteral nutrition not containing omega-3 fatty acids minus parenteral nutrition with omega-3 fatty-acid-enriched lipid emulsions.
Abbreviations: ICU, intensive care unit; LOS, length of stay.
Discussion
We conducted a cost-effectiveness analysis using clinical outcomes from an update to our previous meta-analysis, together with financial data from Chinese hospitals. Our cost-effectiveness analysis results showed that parenteral nutrition including an omega-3 fatty-acid-enriched lipid emulsion could significantly improve clinical outcomes in ICU patients in China, and also lead to cost savings, compared with standard parenteral nutrition. This was because the additional acquisition cost of omega-3 fatty-acid-enriched lipid emulsions was completely offset by reduced costs associated with shorter ICU and hospital stays and fewer hospital-emergent infections. In fact, the model results predicted a mean cost saving of ¥7594 (US $1116) per patient given parenteral nutrition including omega-3 fatty-acid-enriched lipid emulsions compared with standard parenteral nutrition regimens.We have confidence in these results for a number of reasons. First, the observed clinical benefits of using lipid emulsions enriched with omega-3 fatty acids are in accordance with other similar meta-analyses. Here, we reported reductions of more than one-third (35.6%) for infection rates and 1.87 days’ reduction in overall length of hospital stay for ICU patients. In Pradelli et al, ICU infections were reduced by 29% and length of hospital stay by 5.17 days for ICU patients.23 Other meta-analyses for ICU populations have shown significant reductions in overall length of hospital stay35,36 and in infectious complications35 when using parenteral nutrition including lipid emulsions enriched with omega-3 fatty acids compared with standard parenteral nutrition. In the current study, the sensitivity analyses demonstrated that the model results were robust. The probabilistic sensitivity analysis results (Figure 5) showed that the group receiving omega-3 fatty-acid-enriched lipid emulsions was less costly than the control group in 93% of the simulations. Moreover, none of the deterministic sensitivity analysis variations altered the conclusion that parenteral nutrition with omega-3 fatty-acid-enriched lipid emulsions was a cost-saving strategy in the Chinese ICU setting (Figure 6). Finally, the cost-effectiveness analysis model used in the current study has been used previously for related studies. A previous pharmacoeconomic study within the Chinese health care setting showed that the addition of omega-3 fatty-acid-enriched lipid emulsion (Omegaven® 10% fish oil emulsion; Fresenius Kabi, Bad Homburg, Germany) to standard parenteral nutrition improved clinical outcome and decreased overall costs in Chinese ICU patients.34 Moreover, a similar pharmacoeconomic study demonstrated that parenteral nutrition regimens with omega-3 fatty acids would be cost effective in Italian, French, German, and UK hospitals for ICU and non-ICU patients.22Limitations of the present study are generally those that are inherent to a modeling approach, such as a need to combine different data sources within one logical construct. However, modeling use in economic evaluations is recognized as an unavoidable fact of life.37 This is because models can represent the complexities of everyday life in a more simple and understandable manner, and are thus often used in health economic evaluations where clinical trials are missing or if they did not include economic data. In these cases decision analytic models are used to synthesize the best available data.37 We used a decision model, as this type of model is useful for combining or linking data from different research areas and sources and/or transferring or extrapolating results from one time, place, population, or setting, to another.38 Another potential weakness is that the relative effectiveness estimates applied to our patient population were derived from international studies conducted on a mixed, international ICU patient population. However, the applicability of similar data to Chinese standards of care was validated externally in our previous study using observations from the Chinese setting, increasing the credibility of our modeling approach and data sources.34 Finally, models must be based on high-quality evidence in order to produce accurate and reliable results. In the current model, we employed the standard approach of utilizing meta-analysis data to increase sample size and thus the power to detect effects of interest. To minimize bias all studies included in the meta-analysis were rated for methodological quality using the modified Jadad scale.39 The studies used to provide clinical data for this cost-effectiveness analysis were all rated as good to excellent quality (Jadad scale ≥3).In conclusion, we have described a pharmacoeconomic evaluation of an omega-3 fatty-acid-enriched lipid emulsion vs standard parenteral nutrition within the Chinese ICU setting. The model results indicate that, within this setting, an omega-3 fatty-acid-enriched lipid emulsion has the potential to significantly improve clinical outcomes and also reduce health care costs. This is because the modest additional acquisition costs of omega-3 fatty-acid-enriched lipid emulsions are more than offset by savings in a reduced length of hospital stay and, to a lesser extent, by reductions in the likelihood of nosocomial infection. The model shows that omega-3 fatty-acid-enriched lipid emulsions provide a better quality of patient care for less cost in 93% of (simulated) ICU patients, so parenteral nutrition with omega-3 fatty-acid-enriched lipid emulsions is said to “dominate” standard parenteral nutrition. Thus, omega-3 fatty-acid-enriched lipid emulsions create a win–win scenario for both health care providers and patients, and should thus become standard care under the circumstances and conditions covered by this cost-effectiveness model.
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