| Literature DB >> 24443092 |
Beenish Nafees1, Juliana Setyawan, Andrew Lloyd, Shehzad Ali, Sarah Hearn, Rahul Sasane, Edmund Sonuga-Barke, Paul Hodgkins.
Abstract
The objective is to identify attributes of ADHD stimulant medications that influence treatment preferences of parents of children and adolescents with ADHD across six European countries, using a discrete choice experiment (DCE). Different attributes (and associated levels) of stimulant therapies were identified through literature review and clinician input. Attributes included duration and degree of symptom control after each dose, frequency of medication dosing, potential for treatment to be abused, the side effects of vomiting, loss of appetite, and sleep disturbance. Attributes and levels were combined using an orthogonal design to produce a number of discrete hypothetical treatments. Parents were recruited via patient panels in different countries and asked to complete a survey. DCE data were analyzed using conditional logit models to explore the impact of each attribute on participants' choices. Six hundred individuals (220 parents of adolescents and 380 parents of children) participated. All attributes were significant predictors of choice (p < 0.01). 'Degree of symptom control' was the most important attribute whereby the odds of choosing 'very much improved symptoms' compared with 'minimally improved' was 4.85 [95 % confidence interval (CI) = 4.28-5.49] for the adolescent group and 6.37 (95 % CI = 5.79-7.01) for the child group. Some inter-country differences emerged, e.g., achieving the best degree of symptom control was more important to parents in some countries than others. In conclusion, the study showed that duration and degree of symptom control were the most important aspects of treatment for parents in all countries. The findings revealed cultural differences in the relative importance of attributes.Entities:
Mesh:
Substances:
Year: 2014 PMID: 24443092 PMCID: PMC4246123 DOI: 10.1007/s00787-013-0515-6
Source DB: PubMed Journal: Eur Child Adolesc Psychiatry ISSN: 1018-8827 Impact factor: 4.785
A list of final attributes and levels
| Attribute | Description |
|---|---|
| Duration of symptom control after each dose | 4–6 h |
| 10 h | |
| 12 h | |
| Degree of symptom control after each dose | Minimally improved |
| Much improved | |
| Very much improved | |
| Potential of treatment being abused/misuseda | 1 in 5 (20 %) adolescents |
| 1 in 10 (10 %) adolescents | |
| 0 (0 %) adolescents | |
| Frequency of medication | 3 times/day |
| 2 times/day | |
| Once/day | |
| Side effect of vomiting | 1 in 10 (10 %) children/adolescents |
| 1 in 20 (5 %) children/adolescents | |
| 1 in 100 (1 %) children/adolescents | |
| Side effect of loss of appetite | 1 in 10 (10 %) children/adolescents |
| 1 in 20 (5 %) children/adolescents | |
| 1 in 100 (1 %) children/adolescents | |
| Side effect of sleep disturbance | 1 in 5 (20 %) children/adolescents |
| 1 in 10 (10 %) children/adolescents | |
| 1 in 100 (1 %) children/adolescents |
aThis attribute was presented in the adolescent survey only because it was considered inappropriate to ask the parents of children about the risks of substance misuse
Socio-demographic profile of the sample by country (short version)
| Country | Total | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UK | Netherlands | Germany | Spain | Italy | France | |||||||||
| Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | |
| Female parent | 35 (67.3) | 29 (60.4) | 27 (75.0) | 48 (75.0) | 25 (75.8) | 42 (62.7) | 23 (60.5) | 30 (48.4) | 9 (29.0) | 36 (52.2) | 17 (56.7) | 42 (60.0) | 136 (61.8) | 227 (59.7) |
| Age range of parent, years | 40–44 | 35–39 | 40–44 | 35–39 | 40–44 | 35–39 | 35–39 | 30–34 | 35–39 | 35–39 | 40–44 | 35–39 | 35–44 | 30–39 |
| Employment status | ||||||||||||||
| Working full time | 23 (44.2) | 21 (43.8) | 11 (30.6) | 14 (21.9) | 11 (33.3) | 34 (50.7) | 20 (52.6) | 40 (64.5) | 24 (77.4) | 50 (72.5) | 25 (83.3) | 52 (74.3) | 114 (51.8) | 211 (55.5) |
| Working part time | 8 (15.4) | 11 (22.9) | 16 (44.4) | 27 (42.2) | 13 (39.4) | 14 (20.9) | 9 (23.7) | 11 (17.7) | 5 (16.1) | 7 (10.1) | 4 (13.3) | 10 (14.3) | 55 (25.0) | 80 (21.1) |
| Student | 0 | 1 (2.1) | 1 (2.8) | 0 | 0 | 0 | 3 (7.9) | 1 (1.6) | 0 | 1 (1.4) | 0 | 3 (4.3) | 4 (1.8) | 6 (1.6) |
| Home-maker | 19 (36.5) | 11 (22.9) | 2 (5.6) | 19 (29.7) | 5 (15.2) | 16 (23.9) | 2 (5.3) | 4 (6.5) | 2 (6.5) | 8 (11.6) | 0 | 4 (5.7) | 30 (13.6) | 62 (16.3) |
| Unemployed | 1 (1.9) | 3 (6.3) | 5 (13.9) | 3 (4.7) | 4 (12.1) | 3 (4.5) | 4 (10.5) | 6 (9.7) | 0 | 1 (1.4) | 1 (3.3) | 1 (1.4) | 15 (6.8) | 17 (4.5) |
| Prefer not to answer | 1 (1.9) | 1 (2.1) | 1 (2.8) | 1 (1.6) | 0 | 0 | 0 | 0 | 0 | 2 (2.9) | 0 | 0 | 2 (0.9) | 4 (1.1) |
| Education | ||||||||||||||
| 16 year examinations | 17 (32.7) | 19 (39.6) | 10 (27.8) | 32 (50.0) | 4 (12.1) | 5 (7.5) | 1 (2.6) | 4 (6.5) | 0 | 7 (10.1) | 1 (3.3) | 1 (1.4) | 33 (15.0) | 68 (17.9) |
| Vocational qualification | 6 (11.5) | 5 (10.4) | 14 (38.9) | 22 (34.4) | 16 (48.5) | 35 (52.2) | 3 (7.9) | 1 (1.6) | 5 (16.1) | 7 (10.1) | 1 (3.3) | 6 (8.6) | 43 (19.5) | 76 (20.0) |
| Completed high school | 10 (19.2) | 7 (14.6) | 3 (8.3) | 4 (6.3) | 9 (27.2) | 12 (17.9) | 13 (34.2) | 19 (30.6) | 6 (19.4) | 17 (24.6) | 9 (30.0) | 15 (21.4) | 44 (20.0) | 74 (19.5) |
| Under-graduate degree | 8 (15.4) | 8 (16.7) | 6 (16.7) | 3 (4.7) | 1 (3.0) | 3 (4.5) | 15 (39.5) | 23 (37.1) | 5 (16.1) | 11 (15.9) | 7 (23.3) | 27 (38.6) | 42 (19.1) | 75 (19.7) |
| Post-graduate degree | 6 (11.5) | 9 (18.8) | 3 (8.3) | 1 (1.6) | 3 (9.1) | 11 (16.4) | 6 (15.8) | 9 (14.5) | 15 (48.4) | 23 (33.3) | 12 (40.0) | 21 (30.0) | 45 (20.5) | 74 (19.5) |
| Other | 0 | 0 | 0 | 1 (1.6) | 0 | 1 (1.5) | 0 | 6 (9.7) | 0 | 4 (5.8) | 0 | 0 | 0 | 12 (3.2) |
| No formal qualification | 5 (9.6) | 0 | 0 | 1 (1.6) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 (2.3) | 1 (0.3) |
| Child’s age, mean (SD) | 14.4 (1.3) | 9.6 (1.9) | 14.9 (1.4) | 9.9 (1.6) | 14.4 (1.0) | 9.6 (1.9) | 14.4 (1.1) | 9.2 (1.9) | 14.5 (1.1) | 9.1 (2.2) | 14.6 (1.2) | 9.3 (2.1) | 14.5 (1.2) | 9.5 (2.0) |
| Age at diagnosis, years, mean (SD) | 6.6 (3.9) | 5.3 (3.2) | 8.1 (3.2) | 5.9 (2.9) | 5.6 (3.8) | 5.7 (2.2) | 6.3 (4.2) | 4.3 (3.9) | 7.7 (4.8) | 3.0 (4.8) | 7.1 (4.1) | 4.1 (3.7) | 6.9 (4.1) | 4.7 (3.7) |
| Time from first symptoms to diagnosis, years, mean (SD) | 3.2 (3.7) | 1.9 (2.6) | 2.9 (2.7) | 2.5 (2.4) | 2.0 (2.8) | 1.2 (1.4) | 0.9 (1.5) | 0.8 (1.3) | 0.4 (0.7) | 0.7 (2.2) | 0.9 (2.3) | 1.0 (1.8) | 1.9 (2.8) | 1.3 (2.1) |
| Time from diagnosis to medication, months, mean (SD) | 9.6 (19.0) | 4.3 (8.9) | 7.3 (16.3) | 4.4 (7.2) | 11.5 (18.2) | 9.9 (14.6) | 3.7 (7.2) | 4.6 (15.6) | 2.7 (4.2) | 5.5 (11.4)a | 3.0 (5.4) | 3.2 (5.7) | 6.6 (14.2) | 5.4 (11.3)a |
| Child receives additional therapy currentlyb | 30 (57.7) | 29 (60.4) | 19 (52.8) | 37 (57.8) | 20 (60.6) | 56 (83.6) | 24 (63.2) | 50 (80.6) | 23 (74.2) | 49 (71.0) | 22 (73.3) | 56 (80.0) | 138 (62.7) | 277 (72.9) |
| Current medication | ||||||||||||||
| Methylphenidate | 44 (84.6) | 45 (93.8) | 32 (88.9) | 60 (93.8) | 29 (87.9) | 66 (98.5) | 22 (57.9) | 42 (67.7) | 27 (87.1) | 41 (59.4) | 17 (56.7) | 44 (62.9) | 171 (77.7) | 298 (78.4) |
| Amphetamine | 8 (15.4) | 5 (10.4) | 1 (2.8) | 4 (6.3) | 0 | 0 | 19 (50) | 20 (32) | 15 (48) | 42 (61) | 10 (33) | 22 (29) | 50 (23) | 90 (24) |
| Non-stimulants | 9 (17) | 10 (21) | 2 (6) | 5 (8) | 11 (33) | 15 (22) | 13 (34) | 15 (24) | 21 (68) | 41 (59) | 8 (27) | 25 (36) | 64 (29) | 120 (32) |
| Other medication | 3 (5.8) | 3 (6.3) | 4 (11.1) | 6 (9.4) | 0 | 0 | 1 (2.6) | 3 (4.8) | 1 (3.2) | 3 (4.3) | 0 | 1 (1.4) | 9 (4.1) | 16 (4.2) |
| Previous ADHD medication | 24 (46.2) | 5 (10.4) | 17 (47.2) | 18 (28.1) | 23 (69.7) | 22 (32.8) | 10 (26.3) | 14 (22.6) | 5 (16.1) | 15 (21.7) | 2 (6.7) | 13 (18.6) | 81 (36.8) | 87 (22.9) |
| Aware of abuse potential? | 35 (67.3) | N/A | 29 (80.6) | N/A | 25 (75.8) | N/A | 25 (65.8) | N/A | 15 (48.4) | N/A | 17 (56.7) | N/A | 146 (66.4) | N/A |
Data are N (%) unless indicated otherwise
N/A not applicable
aMissing data
bAdditional therapy refers to all other therapy excluding medication
Current treatment and side effect profile of medication by country
| Country | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UK | Netherlands | Germany | Spain | Italy | France | Total | ||||||||
| Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | Adol ( | Child ( | |
| How long effects last, hours | ||||||||||||||
| 4–6 h | 25 (48.1) | 22 (45.8) | 12 (33.3) | 34 (53.1) | 11 (33.3) | 32 (47.8) | 12 (31.6) | 20 (32.3) | 14 (45.2) | 31 (44.9) | 12 (40.0) | 31 (44.3) | 86 (39.1) | 170 (44.7) |
| 10 h | 16 (30.8) | 19 (39.6) | 12 (33.3) | 15 (23.4) | 17 (51.5) | 25 (37.3) | 17 (44.7) | 28 (45.2) | 12 (38.7) | 29 (42.0) | 12 (40.0) | 32 (45.7) | 86 (39.1) | 148 (38.9) |
| 12 h | 11 (21.2) | 7 (14.6) | 12 (33.3) | 14 (21.9) | 5 (15.2) | 10 (14.9) | 9 (23.7) | 13 (21.0) | 5 (16.1) | 9 (13.0) | 6 (20.0) | 7 (10.0) | 48 (21.8) | 60 (15.8) |
| Frequency (per day) | ||||||||||||||
| 3 times | 12 (23.1) | 11 (22.9) | 7 (19.4) | 25 (39.1) | 0 | 7 (10.4) | 5 (13.2) | 11 (17.7) | 2 (6.5) | 7 (10.1) | 2 (6.7) | 14 (20.0) | 28 (12.7) | 75 (19.7) |
| 2 times | 9 (17.3) | 18 (37.5) | 9 (25.0) | 13 (20.3) | 4 (12.1) | 18 (26.9) | 19 (50.0) | 32 (51.6) | 16 (51.6) | 41 (59.4) | 18 (60.0) | 34 (48.6) | 75 (34.1) | 156 (41.1) |
| Once | 31 (59.6) | 19 (39.6) | 20 (55.6) | 26 (40.6) | 29 (87.9) | 42 (62.7) | 14 (36.8) | 19 (30.6) | 13 (41.9) | 21 (30.4) | 10 (33.3) | 22 (31.4) | 117 (53.2) | 149 (39.2) |
| Side effect | ||||||||||||||
| Vomiting | 3 (5.8) | 8 (16.7) | 1 (2.8) | 4 (6.3) | 1 (3.0) | 5 (7.5) | 8 (21.1) | 18 (29.0) | 6 (19.4) | 24 (34.8) | 9 (30.0) | 21 (30.0) | 28 (12.7) | 80 (21.1) |
| Loss of appetite | 29 (55.8) | 21 (43.8) | 11 (30.6) | 30 (46.9) | 22 (66.7) | 32 (47.8) | 18 (47.4) | 26 (41.9) | 12 (38.7) | 23 (33.3) | 9 (30.0) | 33 (47.1) | 101 (45.9) | 165 (43.4) |
| Sleep disturbance | 22 (42.3) | 26 (54.2) | 11 (30.6) | 30 (46.9) | 10 (30.3) | 20 (29.9) | 15 (39.5) | 32 (51.6) | 18 (58.1) | 25 (36.2) | 14 (46.7) | 36 (51.4) | 90 (40.9) | 169 (44.5) |
Data are given as N (%)
Results of the logit model by adolescent and child groups, in order of importance of attributes (most important to least important)
| Attributea | Adolescent | Child | ||
|---|---|---|---|---|
| OR (SE)b | 95 % CI | OR (SE)b | 95 % CI | |
| Degree of symptom control | ||||
| Reference group: minimally improved | ||||
| Much improved | 2.70 (0.16) | 2.41, 3.03 | 3.61 (0.17) | 3.3, 3.95 |
| Very much improved | 4.85 (0.31) | 4.28, 5.49 | 6.37 (0.31) | 5.79, 7.01 |
| Duration of symptom control | ||||
| Reference group: 4–6 h | ||||
| 10 h | 1.38 (0.08) | 1.22, 1.55 | 1.34 (0.06) | 1.23, 1.47 |
| 12 h | 1.59 (0.10) | 1.41, 1.79 | 1.60 (0.08) | 1.46, 1.76 |
| Loss of appetite | ||||
| 1 % increase in risk of loss of appetite | 0.98 (0.01) | 0.97, 0.99 | 0.95 (0.01) | 0.94, 0.96 |
| Potential of treatment abuse | ||||
| 1 % increase in potential of treatment abuse | 0.97 (0.00) | 0.97, 0.98 | – | – |
| Vomiting | ||||
| 1 % increase in risk of vomiting | 0.97 (0.01) | 0.96, 0.98 | 0.96 (0.01) | 0.95, 0.97 |
| Sleep disturbance | ||||
| 1 % increase in risk of sleep disturbance | 0.96 (0.00) | 0.95, 0.97 | 0.96 (0.02) | 0.95, 0.96 |
| Frequency of medication | ||||
| One additional administration in dosage per day | 0.89 (0.03) | 0.83, 0.94 | 0.86 (0.02) | 0.82, 0.90 |
CI confidence interval, OR odds ratio, SE standard error
aIn this model, the attributes are the independent variables and parents’ choice data are the dependent variable. All attributes are significant predicators (p < 0.01)
bStandard error shows whether the ORs are significantly different from 1
Results of the logit model demonstrating country differences by adolescent and child groups in order of preference (only significant results are shown)
| Adolescents | Children | |||
|---|---|---|---|---|
| OR (SE) | 95 % CI | OR (SE) | 95 % CI | |
| Countrya (reference: UKb) | ||||
| Netherlands | 2.92 (1.19) | 1.31, 6.48 | – | – |
| Germany | 9.87 (5.01) | 3.65, 26.7 | – | – |
| Spain | – | – | 0.55 (0.17) | 0.31, 1.00 |
| Degree of symptom control (reference: UK) | ||||
| Much improved | 3.68 (0.47) | 2.88, 4.72 | 3.75 (0.49) | 2.91, 4.84 |
| Very much improved | 8.45 (1.18) | 6.44, 11.11 | 5.87 (0.81) | 4.48, 7.68 |
| Spain × much improved symptoms | 0.64 (0.12) | 0.44, 0.92 | ||
| Spain × very much improved symptoms | 0.39 (0.08) | 0.26, 0.58 | 1.55 (0.29) | 1.07, 2.23 |
| Italy × much improved symptoms | 0.45 (0.09) | 0.31, 0.66 | 0.56 (0.09) | 0.41, 0.77 |
| Italy × very much improved symptoms | 0.27 (0.06) | 0.18, 0.4 | 0.50 (0.09) | 0.36, 0.71 |
| France × much improved symptoms | 0.54 (0.11) | 0.37, 0.8 | – | – |
| France × very much improved symptoms | 0.38 (0.08) | 0.25, 0.58 | – | – |
| Duration of symptom control (reference: UK) | ||||
| 10 h | 1.49 (0.19) | 1.16, 1.91 | 1.52 (0.20) | 1.17, 1.95 |
| 12 h | 1.88 (0.25) | 1.45, 2.44 | 1.81 (0.24) | 1.39, 2.34 |
| Italy × 12 h symptom control | – | – | 0.66 (0.11) | 0.48, 0.92 |
| Potential of treatment abuse (reference: UK) | ||||
| UK 1 % increase in potential of treatment abuse | 0.97 (0.01) | 0.96, 0.99 | N/A | N/A |
| Vomiting (reference: UK) | ||||
| 1 % increase in risk of vomiting | 0.97 (0.01) | 0.94, 0.99 | – | – |
| Netherlands × 1 % increase in risk | 0.95 (0.02) | 0.91, 1 | 0.96 (0.02) | 0.92, 0.99 |
| Germany × 1 % increase in risk | 0.92 (0.03) | 0.87, 0.98 | – | – |
| Sleep disturbance (reference: UK) | ||||
| 1 % increase in risk of sleep disturbance | 0.96 (0.01) | 0.95, 0.97 | – | – |
| Netherlands × 1 % increase in risk | 0.97 (0.01) | 0.95, 0.99 | – | – |
| France × 1 % increase in risk | 1.03 (0.01) | 1.01, 1.05 | 1.52 (0.20) | 1.17, 1.95 |
| Germany × 1 % increase in risk | – | – | 0.55 (0.17) | 0.31, 1.00 |
| Loss of appetite (reference: UK) | ||||
| 1 % increase in risk of loss of appetite | 0.96 (0.01) | 0.95, 0.97 | ||
| Netherlands × 1 % increase in risk | 0.93 (0.02) | 0.88, 0.97 | – | – |
| Germany × 1 % increase in risk | 0.91 (0.03) | 0.85, 0.97 | 0.97 (0.01) | 0.95, 0.99 |
| Frequency of medication (reference: UK) | ||||
| One additional administration in dosage per day | 0.79 (0.05) | 0.69, 0.9 | 0.95 (0.01) | 0.93, 0.98 |
| Germany × one additional administration in dosage | 0.60 (0.08) | 0.46, 0.79 | – | – |
| Spain × one additional administration in dosage | 1.37 (0.13) | 1.13, 1.66 | – | – |
| Italy × one additional administration in dosage | 1.39 (0.14) | 1.14, 1.69 | 1.06 (0.02) | 1.02, 1.10 |
| France × one additional administration in dosage | 1.25 (0.13) | 1.02, 1.53 | – | – |
| Netherlands × one additional administration in dosage | 0.95 (0.02) | 0.91, 0.99 | ||
CI confidence interval, OR odds ratio, SE standard error
This table shows the ORs of the significant attributes by country only in each group. In this table, the country is the dependent variable. Only countries that were significantly different from the UK (reference case) and the attributes that were most important to parents in each country are shown. For example, Spanish parents were more concerned than UK parents about the need to take medication more than once per day (OR = 1.37, 95 % CI = 1.13–1.66)
aCountries with a significant difference in overall patient preference compared with the UK, irrespective of attributes
bUK is base case profile