| Literature DB >> 30847838 |
Anne Brooks1, Jakob Langer2, Tommi Tervonen3, Mads Peter Hemmingsen2, Kosei Eguchi2, Elizabeth Dansie Bacci4.
Abstract
INTRODUCTION: The incidence and prevalence of type 2 diabetes mellitus (T2D) are increasing in Japan, and glucagon-like peptide-1 receptor agonists (GLP-1 RAs) are commonly used to treat the disease. The objective of this study was to use a discrete choice experiment (DCE) to characterize patient preferences for clinical treatment features of two GLP-1 RAs-dulaglutide 0.75 mg and semaglutide 0.50 mg-among patients with T2D in Japan.Entities:
Keywords: Cardiovascular (CV) disease risk; Discrete choice experiment; Patient preference; Type 2 diabetes (T2D)
Year: 2019 PMID: 30847838 PMCID: PMC6437254 DOI: 10.1007/s13300-019-0591-9
Source DB: PubMed Journal: Diabetes Ther ISSN: 1869-6961 Impact factor: 2.945
Attributes and levels for the discrete choice experiment
| Attribute | Description | Outcomes |
|---|---|---|
| Method of administration | The device and procedure used to inject the medication once weekly | Multi-dose prefilled pen, used with disposable injection needles, with dose adjustment possiblea Single-dose, disposable prefilled pen, with no dose adjustment possibleb |
| HbA1c change | The amount of reduction in HbA1c level patients will achieve | On average, patients achieve a 1.9% reduction in HbA1c levela On average, patients achieve a 1.6% reduction in HbA1c level On average, patients achieve a 1.4% reduction in HbA1c levelb |
| Cardiovascular risk reduction | The likelihood a patient may experience cardiovascular complications | 26% reduction of risk in cardiovascular diseases (heart attack, stroke, death due to cardiovascular diseases)a No data for the benefit or risk in cardiovascular diseases (heart attack, stroke, death due to cardiovascular diseases)b |
| Weight change | Medication-related weight changes that patients will experience | On average, patients have a 2.2 kg weight lossa On average, patients have a 1.1 kg weight loss On average, patients do not have any weight lossb |
| Common side effects | When beginning the medication, the likelihood that the medication will cause any nausea (without vomiting) with use | On average, 1 out of 9 patients will experience transient nauseaa On average, 1 out of 12 patients will experience transient nausea On average, 1 out of 19 patients will experience transient nauseab |
HbA1c hemoglobin A1c
aLevel representing semaglutide 0.50 mg
bLevel representing dulaglutide 0.75 mg
Fig. 1Subject disposition
Sociodemographic characteristics: final analysis sample (N = 161)
| Characteristic | |
|---|---|
| Gender, | |
| Male | 135 (84%) |
| Female | 26 (16%) |
| Age in years, median (IQR) | 55 (48, 63) |
| Age group, | |
| 20–29 | 3 (2%) |
| 30–39 | 6 (4%) |
| 40–49 | 37 (23%) |
| 50–59 | 58 (36%) |
| 60–69 | 41 (25%) |
| 70 + | 16 (10%) |
| Employment status, | |
| Full-time work | 90 (56%) |
| Part-time work | 18 (11%) |
| Retired | 21 (13%) |
| Unemployed | 18 (11%) |
| Homemaker/housewife | 13 (8%) |
| Disabled | 1 (1%) |
| Education, | |
| Vocational/work-based qualifications | 24 (15%) |
| Junior high school | 2 (1%) |
| Senior high school | 59 (37%) |
| University degree (BA, BSc) | 70 (43%) |
| Postgraduate degree (MA, PhD, PGCE) | 0 (0%) |
| Household income, n (%) | |
| Did not replya | 15 (9%) |
| Less than 1 million yen | 12 (8%) |
| 1 million yen to less than 2 million yen | 11 (8%) |
| 2 million yen to less than 4 million yen | 45 (31%) |
| 4 million yen to less than 6 million yen | 33 (23%) |
| 6 million yen to less than 10 million yen | 30 (21%) |
| 10 million yen to less than 15 million yen | 14 (10%) |
| 15 million yen to less than 20 million yen | 1 (1%) |
IQR interquartile ratio, SD standard deviation
aAnalysis sample, n = 15 subjects declined to provide information on household income. The denominator (%) is based on the 146 subjects that responded
Self-reported clinical characteristics: final analysis sample (N = 161)
| Characteristic | |
|---|---|
| Height (cm), median (IQR) | 170.0 (163.0, 174.5) |
| Weight (kg), median (IQR) | 74.0 (67.0, 84.5) |
| BMI (kg/m2), median (IQR) | 25.9 (23.9, 28.9) |
| Duration of T2D, | |
| Less than 1 year | 2 (1%) |
| 1 up to 5 years | 39 (24%) |
| 5 up to 10 years | 61 (38%) |
| More than 10 years | 59 (37%) |
| Current T2D treatment, | |
| One oral diabetes medication | 50 (31%) |
| Two oral diabetes medications | 67 (42%) |
| Three or more oral diabetes medications | 44 (27%) |
| Current HbA1c level, median (IQR) | 8.3 (7.4, 9.1) |
| HbA1c group, | |
| Between 7.0% and 8.5% | 94 (58%) |
| Higher than 8.5% | 67 (42%) |
| T2D complications, | |
| Yes | 29 (18%) |
| No | 132 (82%) |
| Complications, | |
| Kidney disease | 1 (1%) |
| Tingling or loss of feeling in legs, feet, toes, hands, fingers, or arm | 17 (11%) |
| Eye problems (e.g., cataracts, glaucoma) | 12 (8%) |
| Heart disease | 3 (2%) |
| Other | 2 (1%) |
BMI body mass index, HbA1c hemoglobin A1c, IQR interquartile ratio, SD standard deviation, T2D type 2 diabetes
Multinomial logit regression model results: final analysis sample (N = 161)
| Choice | Coeff. (SE)a | 95% CI |
|---|---|---|
| Constant | 0.04 (0.05) | [− 0.07 to 0.14] |
| Method of administration | ||
| Single-dose, disposable prefilled pen, with no dose adjustment possible | Reference | |
| Multi-dose prefilled pen with disposable injection needles, with dose adjustment possible | 0.05 (0.05) | [− 0.06 to 0.15] |
| HbA1c change | ||
| 1.4% reduction | Reference | |
| 1.6% reduction | 0.31*** (0.07) | [0.17–0.46] |
| 1.9% reduction | 0.60*** (0.07) | [0.46–0.75] |
| Common side effects | ||
| 1 out of 9 experience nausea | Reference | |
| 1 out of 12 experience nausea | 0.45*** (0.08) | [0.30–0.60] |
| 1 out of 19 experience nausea | 0.55*** (0.08) | [0.40–0.70] |
| Weight change | ||
| No weight loss | Reference | |
| 1.1 kg weight loss | 0.27*** (0.07) | [0.12–0.42] |
| 2.2 kg weight loss | 0.33*** (0.07) | [0.25–0.53] |
| Cardiovascular diseases | ||
| No data for the benefit or risk in cardiovascular diseases | Reference | |
| 26% risk reduction | 1.08*** (0.05) | [0.98–1.19] |
| Model fit | ||
| McFadden’s adjusted | 0.21 | |
SE standard error, CI confidence interval
***p < 0.001
aStandard errors are in parentheses
Fig. 2Multinomial logit regression model results: final analysis sample (N = 161)
Fig. 3Direct comparison of dulaglutide 0.75 mg vs. semaglutide 0.50 mg: overall analysis sample and analysis by subgroup
Maximum acceptable risk of nausea: final analysis sample (N = 161)
| Level change | MARa (SE)a | 95% CI (%) |
|---|---|---|
| Multi-dose prefilled pen instead of single-dose pen | 0.53% (0.52) | [− 0.49 to 1.55] |
| Per 1% decrease in HbA1c | 11.52%*** (1.99) | [7.62–15.43] |
| For 1.1 kg weight loss | 2.61%** (0.79) | [1.06–4.16] |
| For 2.2 kg weight loss | 3.91%*** (0.82) | [2.29–5.52] |
| To obtain a 26% reduction in cardiovascular (CV) risk | 10.51%*** (1.43) | [7.71–13.30] |
HbA1c hemoglobin A1c, MAR maximum acceptable risk, MNL multinomial logit, SE standard error, CI confidence interval
***p < 0.001; **p < 0.01
aMAR estimated for an MNL model with linear-coded HbA1c change and nausea risk
Fig. 4Distribution of maximum acceptable nausea risk (MAR) to obtain the CV risk reduction benefit (MXL analysis, conditional parameter density estimated with a Gaussian kernel)
Fig. 5Willingness to initiate treatment with dulaglutide 0.75 mg and semaglutide 0.50 mg