| Literature DB >> 26058083 |
Christian Kromer1, Marthe-Lisa Schaarschmidt1, Astrid Schmieder1, Raphael Herr2, Sergij Goerdt1, Wiebke K Peitsch1.
Abstract
Treatment dissatisfaction and non-adherence are common among patients with psoriasis, partly due to discordance between individual preferences and recommended treatments. However, patients are more satisfied with biologicals than with other treatments. The aim of our study was to assess patient preferences for treatment of psoriasis with biologicals by using computer-based conjoint analysis. Biologicals approved for psoriasis in Germany were decomposed into outcome (probability of 50% and 90% improvement, time until response, sustainability of success, probability of mild and severe adverse events (AE), probability of American College of Rheumatology (ACR) 20 response) and process attributes (treatment location, frequency, duration and delivery method). Impact of sociodemographic and socioeconomic characteristics and disease severity on Relative Importance Scores (RIS) of each attribute was assessed with analyses of variance, post hoc tests, and multivariate regression. Averaged across the cohort of 200 participants with moderate-to-severe psoriasis, preferences were highest for avoiding severe AE (RIS = 17.3), followed by 90% improvement (RIS = 14.0) and avoiding mild AE (RIS = 10.5). Process attributes reached intermediate RIS (8.2-8.8). Men were more concerned about efficacy than women (50% improvement: RIS = 6.9 vs. 9.5, p = 0.008; β = -0.191, p = 0.011 in multivariate models; 90% improvement: RIS = 12.1 vs. 15.4, p = 0.002; β = -0.197, p = 0.009). Older participants judged the probability of 50% and 90% improvement less relevant than younger ones (50% improvement: Pearson's Correlation (PC) = -0.161, p = 0.022; β = -0.219, p = 0.017; 90% improvement: PC = -0.155, p = 0.028; β = -0.264, p = 0.004) but worried more about severe AE (PC = 0.175, p = 0.013; β = 0.166, p = 0.082). In summary, participants with moderate-to-severe psoriasis were most interested in safety of biologicals, followed by efficacy, but preferences varied with sociodemographic characteristics and working status. Based on this knowledge, physicians should identify preferences of each individual patient during shared decision-making in order to optimize treatment satisfaction, adherence and outcome.Entities:
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Year: 2015 PMID: 26058083 PMCID: PMC4461256 DOI: 10.1371/journal.pone.0129120
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Outcome and process attributes and attribute levels used in the conjoint scenarios.
| Outcome attribute | Level |
|---|---|
| Probability of 50% improvement | 90–95% |
| 85–90% | |
| 80–85% | |
| 70–80% | |
| Probability of 90% improvement | 50–60% |
| 40–50% | |
| 30–40% | |
| 20–30% | |
| Time until response | 2 weeks |
| 4 weeks | |
| 8 weeks | |
| 12 weeks | |
| Sustainability of therapeutic success | 20% |
| 15% | |
| 10% | |
| 5% | |
| Probability of mild AE | 50–70% |
| 30–50% | |
| 10–30% | |
| <10% | |
| Probability of severe AE | 5–10% |
| 2–5% | |
| 1–2% | |
| <1% | |
| Probability of ACR 20 response | 50–60% |
| 40–50% | |
| 30–40% | |
| 20–30% | |
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| Treatment location | at home |
| at a general practitioner’s office | |
| at a dermatologist’s office | |
| as an outpatient in a hospital | |
| Treatment frequency | once to twice per week |
| every two weeks | |
| every 4–8 weeks | |
| every 12 weeks | |
| Delivery method | syringes into the subcutaneous fatty tissue administered by the patient |
| syringes into the subcutaneous fatty tissue administered by medically trained persons | |
| injections into the subcutaneous fatty tissue with a pen administered by the patient | |
| infusions administered by a doctor | |
| Treatment duration | 5 minutes |
| 15–30 minutes | |
| 1 hour | |
| 2–3 hours |
1 Probability of loss of response within one year
2 per treatment session
AE: adverse events.
Examples of discrete choice scenarios.
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| The probability of reduction of my psoriasis by half is 90–95%. | The probability of reduction of my psoriasis by half is 80–85%. |
| The time until response is ca. 8 weeks. | The time until response is ca. 2 weeks. |
| The risk of mild adverse events (e.g., mild infections, injection-site reactions, headache, gastrointestinal symptoms, mild temporary change of laboratory parameters) is 35–50%. | The risk of mild adverse events (e.g., mild infections, injection-site reactions, headache, gastrointestinal symptoms, mild temporary change of laboratory parameters) is less than 10%. |
| The probability of improvement of psoriatic arthritis is 40–50%. | The probability of improvement of psoriatic arthritis is 20–30%. |
| My treatment will be administered every 2 weeks. | My treatment will be administered every 12 weeks. |
| Each treatment will take 1 hour. | Each treatment will take 5 minutes. |
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| The probability of almost complete clearing of my psoriasis is 20–30%. | The probability of almost complete clearing of my psoriasis is 50–60%. |
| The probability that the efficacy of the treatment will decrease within one year is ca. 5%. | The probability that the efficacy of the treatment will decrease within one year is ca. 10%. |
| The risk of severe adverse events (e.g., tuberculosis, other severe infections, severe intolerance reactions, autoimmune diseases) is less than 1%. | The risk of severe adverse events (e.g., tuberculosis, other severe infections, severe intolerance reactions, autoimmune diseases) is 2–5%. |
| My treatments will take place at home. | My treatments will take place as an outpatient in a hospital. |
| My treatments include injections into the subcutaneous fatty tissue with an easy-to-handle injection pen which I administer myself. | My treatments include infusions administered by a doctor. |
| Each treatment will take 5 minutes. | Each treatment will take 2–3 hours. |
Characteristics of the study cohort.
| Category | N (%) |
|---|---|
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| Female | 85 (42.5) |
| Male | 115 (57.5) |
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| Mean (SD) | 50.8 (14.1) |
| Median (min-max; IQR) | 51 (18–84; 17.8) |
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| Living with a partner | 121 (60.5) |
| Living without a partner | 79 (39.5) |
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| Working full-time | 102 (51) |
| Working part-time | 30 (15) |
| Not working | 62 (31) |
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| <1500 | 40 (20) |
| 1500–3000 | 75 (37.5) |
| ≥3000 | 39 (19.5) |
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| Mean (SD) | 3.4 (4.1) |
| Median (min-max; IQR) | 2 (0–26.7; 4.4) |
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| Mean (SD) | 6.2 (7.1) |
| Median (min-max; IQR) | 4 (0–30; 9) |
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| Mean (SD) | 19.9 (13.1) |
| Median (min-max; IQR) | 19.5 (1–60; 21) |
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| 45 (22.5) |
1 Mean (SD) and median (min-max; IQR) are indicated for age, PASI and DLQI. N (%) are displayed for all other variables.
2 Information on the working status was unavailable for 6 participants (3%).
3 The subgroup of non-working participants comprised 51 retirees and 11 younger individuals who were either homemakers or unemployed.
4 46 participants (23%) did not want to disclose their net monthly household income.
DLQI: Dermatology Life Quality Index; IQR: interquartile range; max: maximum; min: minimum; N: number; PASI: Psoriasis Area and Severity Index; SD: standard deviation.
Fig 1Relative Importance Scores (RIS) averaged across the study cohort.
The probability of severe AE was evaluated as most important (RIS = 17.3), followed by the probability of 90% improvement (RIS = 14.0). Time until response (RIS = 4.5) and sustainability of the therapeutic success (RIS = 5.2) were least relevant. Bars: Means with standard deviations.
Fig 2Impact of gender, age, partnership and working status on patients’ preferences.
(A) Men attached higher value to the probability of 50% and 90% improvement than women. (B) Probability of 50% and 90% improvement, time until response and treatment frequency became less important with increasing age whereas probability of severe AE and probability of ACR 20 response gained relevance. (C) Participants without a partner placed greater importance on the probability of 50% improvement while respondents with a partner valued the probability of ACR 20 response higher. (D) Compared to non-working participants, full-time working participants set higher priority to time until response, treatment location, and treatment frequency. The probability of 90% improvement was more important for full-time working than for part-time working participants. Part-time working participants considered the delivery method more important than non-working participants. Differences in RIS were tested for significance with ANOVA (A, C), 2-tailed t-test (B) or Bonferroni post-hoc tests (D). Bars: Means with standard deviations (A, C, D) or Pearson’s Correlations (B). RIS: Relative Importance Scores. * p≤0.05, ** p≤0.01.
Multivariate linear regression models for outcome attributes.
| Outcome attributes | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Characteristic | Probability of 50% improvement | Probability of 90% improvement | Time until response | Sustainability of success | Probability of mild AE | Probability of severe AE | Probability of ACR 20 response | |||||||
| β | p | β | p | β | p | β | p | β | p | β | p | β | p | |
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| 0.094 | .221 | -0.018 | .823 | 0.054 | .490 | 0.011 | .883 | 0.135 | .074 |
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| -0.146 | .123 | 0.088 | .360 | 0.113 | .236 | 0.166 | .082 | 0.108 | .245 |
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| 0.005 | .948 | -0.063 | .402 | 0.023 | .762 | -0.014 | .848 | 0.027 | .719 |
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| 0.003 | .967 | -0.129 | .094 | -0.065 | .413 | 0.028 | .723 | 0.108 | .177 | 0.082 | .304 | -0.144 | .064 |
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| 0.12 | .189 | 0.169 | .067 | -0.11 | .246 | 0.082 | .398 | -0.032 | .740 | 0.031 | .749 | -0.001 | .994 |
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| -0.023 | .77 | -0.032 | .684 | -0.036 | .658 | 0.012 | .882 | 0.107 | .188 | 0.032 | .694 | -0.006 | .935 |
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| 0.024 | .755 | 0.06 | .456 | 0.08 | .326 | 0.046 | .567 | -0.083 | .304 | 0.08 | .312 |
The RIS was defined as dependent variable; gender, age, partnership, working status, DLQI and PASI were used as independent variables. β represents the standardized regression coefficient. For metric variables (age, DLQI, PASI) a positive β-value indicates that the attribute gains importance with increase of the characteristic whereas a negative β-value indicates loss of importance of the attribute with increase of the characteristic. For all other variables a positive β indicates a higher importance of the attribute compared to the reference group. Statistically significant findings are highlighted in bold.
1 The reference group for “female” was male.
2 The reference group for “no partner” contained all participants living in a partnership.
3 The reference group for “part-time working” and “not working” comprised all participants working full-time.
DLQI: Dermatology Life Quality Index; PASI: Psoriasis Area and Severity Index; RIS: Relative Importance Score.
Multivariate linear regression models for process attributes.
| Process attributes | ||||||||
|---|---|---|---|---|---|---|---|---|
| Characteristic | Treatment location | Treatment frequency | Delivery method | Treatment duration | ||||
| β | p | β | p | β | p | β | p | |
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| 0.01 | .901 |
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| 0.02 | .797 | 0.063 | .409 |
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| -0.023 | .808 | -0.086 | .357 | -0.029 | .757 | 0.173 | .066 |
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| -0.054 | .473 | -0.115 | .123 | -0.053 | .482 | -0.038 | .613 |
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| 0.015 | .845 | -0.051 | .511 | 0.129 | .106 | 0.065 | .405 |
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| -0.093 | .333 | -0.029 | .760 |
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| -0.08 | .322 | 0.019 | .811 | -0.069 | .393 | 0.107 | .181 |
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| -0.007 | .933 | -0.007 | .931 | 0.044 | .590 | 0.147 | .066 |
For explanations and abbreviations, see Table 4.
1 The reference group for “female” was male.
2 The reference group for “no partner” contained all participants living in a partnership.
3 The reference group for “part-time working” and “not working” comprised all participants working full-time.
DLQI: Dermatology Life Quality Index; PASI: Psoriasis Area and Severity Index; RIS: Relative Importance Score.
Fig 3Impact of PASI and DLQI on Relative Importance Scores (RIS).
With increasing PASI (A) and increasing DLQI (B), participants set greater value on treatment duration. The higher the DLQI score, the less importance was attached to probability of 50% improvement. Differences in RIS were tested for significance with 2-tailed t-tests. Bars: Pearson’s Correlations. * p≤0.05.