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Arbelaez Ossa L, Milford SR, Rost M, Leist AK, Shaw DM, Elger BS. AI Through Ethical Lenses: A Discourse Analysis of Guidelines for AI in Healthcare. SCIENCE AND ENGINEERING ETHICS 2024; 30:24. [PMID: 38833207 PMCID: PMC11150179 DOI: 10.1007/s11948-024-00486-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 04/30/2024] [Indexed: 06/06/2024]
Abstract
While the technologies that enable Artificial Intelligence (AI) continue to advance rapidly, there are increasing promises regarding AI's beneficial outputs and concerns about the challenges of human-computer interaction in healthcare. To address these concerns, institutions have increasingly resorted to publishing AI guidelines for healthcare, aiming to align AI with ethical practices. However, guidelines as a form of written language can be analyzed to recognize the reciprocal links between its textual communication and underlying societal ideas. From this perspective, we conducted a discourse analysis to understand how these guidelines construct, articulate, and frame ethics for AI in healthcare. We included eight guidelines and identified three prevalent and interwoven discourses: (1) AI is unavoidable and desirable; (2) AI needs to be guided with (some forms of) principles (3) trust in AI is instrumental and primary. These discourses signal an over-spillage of technical ideals to AI ethics, such as over-optimism and resulting hyper-criticism. This research provides insights into the underlying ideas present in AI guidelines and how guidelines influence the practice and alignment of AI with ethical, legal, and societal values expected to shape AI in healthcare.
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Affiliation(s)
| | - Stephen R Milford
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
| | - Michael Rost
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
| | - Anja K Leist
- Institute for Research on Socio-Economic Inequality (IRSEI) in the Department of Social Sciences, University of Luxembourg, Esch-Sur-Alzette, Luxembourg
| | - David M Shaw
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
- Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands
| | - Bernice S Elger
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
- Center for Legal Medicine (CURML), University of Geneva, Geneva, Switzerland
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Lackey LG, Ng X, Veldwijk J, Thokala P, Levitan B, Payne K, Ho M, Tervonen T. Illustrating Emerging Good Practices for Quantitative Benefit-Risk Assessment: A Hypothetical Case Study of Systemic Biologic Treatments for Plaque Psoriasis. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2023; 26:519-527. [PMID: 36764517 DOI: 10.1016/j.jval.2023.01.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 01/23/2023] [Accepted: 01/26/2023] [Indexed: 05/06/2023]
Abstract
OBJECTIVES Quantitative benefit-risk assessment (qBRA) is a structured process to evaluate the benefit-risk balance of treatment options to support decision making. The ISPOR qBRA Task Force was recently established to provide recommendations for the design, conduct, and reporting of qBRA. This report presents a hypothetical case study illustrating how to apply the Task Force's recommendations toward a qBRA to inform the benefit-risk assessment of brodalumab at the time of initial marketing approval. The qBRA evaluated 2 dosing regimens of brodalumab (210 mg or 140 mg twice weekly) compared with weight-based dosing of ustekinumab and placebo. METHODS We followed the 5 steps recommended by the Task Force. Attributes included treatment response (≥75% improvement in Psoriasis Area and Severity Index), suicidal ideation and behavior, and infections. Performance data were drawn from pivotal clinical trials of brodalumab. The qBRA used multicriteria decision analysis and preference weights from a hypothetical discrete choice experiment. Sensitivity analyses examined the robustness of benefit-risk ranking to uncertainty in clinical effect and preference estimates, consideration of a subgroup (nail psoriasis), and the maintenance phase of treatment (52 weeks instead of 12). RESULTS Results from this hypothetical qBRA suggest that brodalumab 210 mg had a more favorable benefit-risk profile compared with ustekinumab and placebo. Ranking of brodalumab compared with ustekinumab was dependent on brodalumab's dose. Sensitivity analyses demonstrated robustness of benefit-risk ranking to uncertainty in clinical effect and preference estimates, as well as choice of attributes and length of follow-up. CONCLUSION This case study demonstrates how to implement the ISPOR Task Force's good practice recommendations on qBRA.
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Affiliation(s)
- Leila G Lackey
- Decision Support and Analysis Staff, Office of Program and Strategic Analysis, Center for Drug Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA.
| | - Xinyi Ng
- Office of Biostatistics and Pharmacovigilance, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD, USA
| | - Jorien Veldwijk
- Erasmus School of Health Policy and Management & Erasmus Choice Modelling Center, Rotterdam, The Netherlands
| | - Praveen Thokala
- School of Health and Related Research, University of Sheffield, Sheffield, England, UK
| | | | - Katherine Payne
- Manchester Centre for Health Economics, School of Health Sciences, The University of Manchester, Manchester, England, UK
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The impact of complete clearance and almost complete clearance of psoriasis on quality of life: a literature review. Arch Dermatol Res 2022; 315:699-706. [PMID: 36336722 DOI: 10.1007/s00403-022-02420-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Revised: 05/15/2022] [Accepted: 10/13/2022] [Indexed: 11/07/2022]
Abstract
BACKGROUND Psoriasis is a chronic skin condition with systemic manifestations that have a detrimental impact on a patient's quality of life, affecting social, psychological, and sexual aspects of life. Complete clearance of lesions is a meaningful end goal of treatment; however, it is often difficult for patients to achieve. In this literature review, we summarized past studies that compared patients who achieved complete clearance to those who were almost clear to highlight the effect of complete clearance on psychological distress, social stigma, self-esteem, and interpersonal relationships in adult patients with psoriasis. METHODS A literature search was performed through the PubMed database using the keywords "clearance of psoriasis", "complete clearance of psoriasis", "psychological impact psoriasis", "social impact psoriasis", and "stigma of psoriasis". Age (< 18) and language (only articles written in English were included) were the only exclusion criteria to include adult patients only. The information was then collected and evaluated to compare complete clearance and almost complete clearance of psoriasis. RESULTS Of the patients with complete skin clearance (sPGA of 0), 61.4-91.1% reported a Dermatology Life Quality Index (DLQI) of 0, indicating no detectable impact of psoriasis on quality of life, compared to 45.7-48.3% who were almost clear. Patients who were completely clear felt psoriasis had less of an effect on their leisure activities and daily living compared to patients who were almost clear. Patient perceptions of disease severity also differed between the two groups, with the majority (65.5%) of those achieving complete clearance reporting a Psoriasis Symptom Inventory (PSI) of 0, which is consistent with their disease being "not at all severe", compared to 32.6% of those who were almost but not completely clear. While patients with complete clearance achieve a DLQI of 0 at a higher rate than those who have only almost complete clearance, the difference in the mean DLQI between patients with sPGA of 0 (completely clear) and sPGA of 1 (almost clear) is less than the minimal clinically important difference (MCID of 3-5) of the DLQI.
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Lang Y, Wu B, Sun Z, Ye E, Dou G, Guan X. Patient Preference for Biologic Treatments of Psoriasis in the Chinese Setting. Patient Prefer Adherence 2022; 16:1071-1084. [PMID: 35479654 PMCID: PMC9038155 DOI: 10.2147/ppa.s357795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 04/09/2022] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE Assessments of patients' preferences can support in clinical decision-making regarding biologic therapies for psoriasis. Our objective was to investigate patient preference for biologic treatments in patients with psoriasis in China. METHODS From October 2020 to January 2021, psoriasis patients were recruited for a survey that included demographic and disease-related questions, as well as a discrete choice experiment to measure their preferences for biologic therapy. A discrete-choice experiment was used in which respondents selected psoriasis treatments based on benefits (ie, early onset of efficacy, long-term efficacy, sustained efficacy) and treatment costs. We analyzed choice data using conditional logit model. RESULTS This study included 236 patients with moderate-to-severe psoriasis. The relative importance of the cost of biologic treatments, probability of keeping PASI100 at 5 years, probability of achieving PASI100 at 3 months and time to achieve PASI50 after initiation the biologic treatment were 0.593, 0.137, 0.185 and 0.085. Over 50% of patients regarded the cost of biologic treatments as the most important attribute. High-income and low-income subgroups had higher preference weight in probability of achieving PASI100 at 3-month and monthly cost. CONCLUSION The cost of biologic treatments was found as the most important attribute for Chinese patients with psoriasis. Among efficacy attributes, the probability of achieving PASI100 at 3 months showed most sensitive. These results may be helpful to understand patient preference for biologic treatments used for psoriasis in China.
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Affiliation(s)
- Yitian Lang
- Department of Pharmacy, Huangpu Branch, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People’s Republic of China
| | - Bin Wu
- Medical Decision and Economic Group, Department of Pharmacy, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 201100, People’s Republic of China
| | - Zhilin Sun
- Department of Dermatology, Peking University Third Hospital, Peking University, Haidian District, Beijing, People’s Republic of China
| | - Erjia Ye
- Lilly China Drug Development and Medical Affairs Center, Eli Lilly and Company, Shanghai, People’s Republic of China
| | - Guanshen Dou
- Lilly China Drug Development and Medical Affairs Center, Eli Lilly and Company, Shanghai, People’s Republic of China
| | - Xin Guan
- Department of Dermatology, Peking University Third Hospital, Peking University, Haidian District, Beijing, People’s Republic of China
- Correspondence: Xin Guan, Department of Dermatology, Peking University Third Hospital, Peking University, No. 49, Huayuan North Road, Haidian District, Beijing, People’s Republic of China, Email
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Yalici-Armagan B, Tabak GH, Dogan-Gunaydin S, Gulseren D, Akdogan N, Atakan N. Treatment of psoriasis with biologics in the early COVID-19 pandemic: A study examining patient attitudes toward the treatment and disease course. J Cosmet Dermatol 2021; 20:3098-3102. [PMID: 34365714 PMCID: PMC8447068 DOI: 10.1111/jocd.14381] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 07/28/2021] [Indexed: 12/29/2022]
Abstract
Background Since March 2020, the coronavirus disease 2019 (COVID‐19) pandemic has been ongoing all around the world with a wide range of clinical course including asymptomatic cases to severe and fatal respiratory tract disease. Patients on immunosuppressive treatments were predicted to be more susceptible to COVID‐19. Aims It was aimed to assess treatment continuity, the course of psoriasis and the course and clinical features of COVID‐19 in patients treated with biological agents for psoriasis at the early initial period of COVID‐19 pandemic. Patients/Methods Patients treated with biological agents for psoriasis at our institute were contacted by phone between 1 and 10 July 2020 and fulfilled a questionnaire about their continuity to psoriasis treatments, clinical course of psoriasis, and any suspicion/diagnosis of COVID‐19. Results A total of 106 patients, 41 females and 65 males, were enrolled. Mean age of the patients was 46.1 ± 12.1 years (range: 19–77). Median duration of psoriasis was 18 years (min–max: 1 month–51 years). Twenty‐four patients (22.6%) were using tumor necrosis alpha inhibitors (ETA:1, IFX:19, ADA:4), whereas 82 patients (77.4%) were using interleukin (IL) 12/23 or IL‐17 inhibitors (UST:48, SECU:30, IXE:4). Seventy‐six patients (71.7%) continued the treatment, whereas 30 patients (28.3%) interrupted the treatment voluntarily. Twenty out of 30 patients (66.6%) who interrupted the treatment had an exacerbation of psoriasis. None of the patients were diagnosed with COVID‐19 in the study period. Conclusion Patients with psoriasis who received biological therapy continued their treatment at a high rate during the early period of the COVID‐19 pandemic. No COVID‐19 diagnosis was made among patients whether they continued or discontinued treatment. Recurrence and exacerbation of psoriasis in a significant proportion of patients who interrupted treatment and absence of COVID‐19 diagnosis in each group support the importance and safety of continuity of biological treatments for psoriasis in COVID‐19 era.
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Affiliation(s)
- Basak Yalici-Armagan
- Department of Dermatology and Venereology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Gulsun Hazan Tabak
- Department of Dermatology and Venereology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Sibel Dogan-Gunaydin
- Department of Dermatology and Venereology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Duygu Gulseren
- Department of Dermatology and Venereology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Neslihan Akdogan
- Department of Dermatology and Venereology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
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Gonzalez JM, Boeri M. The Impact of the Risk Functional Form Assumptions on Maximum Acceptable Risk Measures. PATIENT-PATIENT CENTERED OUTCOMES RESEARCH 2021; 14:827-836. [PMID: 33961275 DOI: 10.1007/s40271-021-00518-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/12/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND Discrete-choice experiments (DCEs) are increasingly conducted to quantify risk tolerance by computing maximum acceptable risk (MAR) for improvements in efficacy or other benefits gained from new medical treatments. To compute MARs from DCE data, respondents are asked to make choices under uncertainty between treatments. Specific treatment-related harms are included in the choice questions as probabilistic adverse events (AEs), and choice variation with the probability of these outcomes is assumed to indicate their effect on the expected utility of treatments. With a limited number of comparisons between profiles, calculation of MARs requires understanding how outcome probabilities that are not explicitly considered in the DCE can change the value of medical technologies. This study aims to examine how various assumptions on the expected disutility of these excluded probabilities can result in different MAR measures. METHODS We summarize commonly used empirical specifications for the expected disutility of AEs and derive the resulting MAR functions. We then discuss an empirical application on treatments to delay bone metastases in oncology patients with solid tumors. RESULTS A total of 187 respondents completed the DCE. Results show the impact of making various assumptions about the expected disutility of AEs, and the resulting MAR values for specific health benefits. As expected, different assumptions resulted in variations in MAR values for specific health benefits. Even with small differences in MAR measures, our results suggest that the assumptions evaluated here can lead to different conclusions about the acceptability of a medical technology. CONCLUSION Results show possible systematic variations in MARs caused by the assumed form of the effect of changes in the probability of AEs. Furthermore, we find that different assumptions can lead to different conclusions about the acceptability of a medical technology, even when MAR distributions overlap. This result suggests that researchers should evaluate the assumptions they are making for these effects and use sensitivity analysis to evaluate the robustness of risk-tolerance measures from stated-preference data.
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Su F, Jin L, Liu W. MicroRNA-125a Correlates with Decreased Psoriasis Severity and Inflammation and Represses Keratinocyte Proliferation. Dermatology 2021; 237:568-578. [PMID: 33735868 DOI: 10.1159/000510681] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 08/04/2020] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Psoriasis has a complex etiology related to inflammation and dysregulated immune system. MicroRNA (miR)-125a is a miRNA intimately related to inflammation and immunity; therefore, we presumed that it might play a role in the pathogenesis of psoriasis. This study aimed to investigate the correlation of miR-125a with disease severity and inflammation in psoriasis patients, and the effect of miR-125a on proliferation, apoptosis as well as its target signaling pathway in keratinocytes. METHODS Sixty psoriasis patients were consecutively recruited, then lesional and non-lesional skin tissue samples were collected. miR-125a in lesional and non-lesional skin tissues, tumor necrosis factor-α (TNF-α), interleukin (IL)-1β, IL-6, and IL-17 mRNA expressions in lesional skin tissues were detected. Then, miR-125a overexpression, control overexpression, miR-125a knockdown and control knockdown plasmids were transfected into HaCaT cells. Subsequently, cell proliferation, apoptosis, IL-23R, JAK2, and STAT3 expressions were assessed. RESULTS miR-125a was reduced in lesional skin tissue compared with non-lesional skin tissue (p < 0.001), and it distinguished lesional skin tissue from non-lesional skin tissue with a high area under curve of 0.917 (95% CI 0.866-0.968). Negative association of miR-125a in lesional skin tissue with lesional body surface area (p = 0.037) and psoriasis area and severity index score (p < 0.001) was found. Additionally, miR-125a was negatively correlated with TNF-α (p = 0.001), IL-1β (p = 0.014), and IL-17 (p = 0.003) in lesional skin tissue. In cellular experiments, miR-125a overexpression inhibited proliferation and promoted apoptosis, while miR-125a knockdown enhanced proliferation and repressed apoptosis in HaCaT cells. Additionally, miR-125a negatively regulated the IL-23R/JAK2/STAT3 pathway in HaCaT cells. CONCLUSION miR-125a could facilitate the disease monitoring and probably has the potential to be a therapeutic target in psoriasis.
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Affiliation(s)
- Fang Su
- Department of Dermatology, The First Hospital of China Medical University, Shenyang, China.,Department of Dermatology, The Seventh People's Hospital of Shenyang, Shenyang, China
| | - Liang Jin
- Department of Dermatology, Air Force Medical Center of the Chinese PLA, Beijing, China
| | - Wei Liu
- Department of Dermatology, The First Hospital of China Medical University, Shenyang, China,
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Feldman SR, Poulos C, Gilloteau I, Mange B, Boehm K, Boeri M, Naatz M, Augustin M. Exploring determinants of psoriasis patients' treatment choices: a discrete-choice experiment study in the United States and Germany. J DERMATOL TREAT 2021; 33:1511-1520. [PMID: 33535847 DOI: 10.1080/09546634.2020.1839007] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
BACKGROUND Biologic psoriasis treatments are differentiated by efficacy, side effects, and other attributes. OBJECTIVE Determine attributes of biologic psoriasis treatments that drive patients' treatment choices. METHODS Respondents (USA: n = 300; Germany: n = 300) with moderate-to-severe psoriasis completed a discrete-choice-experiment survey, choosing between hypothetical treatments characterized by attributes with varying levels: chance of clear skin after 1 year, number of first-year treatments, first-year risks of mild-to-moderate injection site reaction (ISR) and serious infection, and years of proven efficacy/safety. RESULTS U.S. respondents most valued clear skin (conditional relative importance, 1.88; p < .05). While other attributes were of generally equivalent importance, ISR risk outweighed serious-infection risk (1.06 vs. 0.70; p < .05). German respondents placed greatest importance on ISR risk (1.61; p < .05) and clear skin (1.49; p < .05). LIMITATIONS Respondents evaluated hypothetical treatments and were recruited from web panels. CONCLUSIONS Clear skin and ISR risk are stronger drivers of treatment choice than injection frequency and infection risk.
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Affiliation(s)
- Steven R Feldman
- Departmemt of Dermatology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | | | | | - Brennan Mange
- RTI Health Solutions, Research Triangle Park, NC, USA
| | | | | | - Mandy Naatz
- Institute for Health Services Research in Dermatology and Nursing (IVDP), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Matthias Augustin
- Institute for Health Services Research in Dermatology and Nursing (IVDP), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Boeri M, Saure D, Schuster C, Hill J, Guerreiro M, Klein K, Hauber B. Impact of clinical and demographic characteristics on patient preferences for psoriasis treatment features: Results from a discrete-choice experiment in a multicountry study. J DERMATOL TREAT 2021; 33:1598-1605. [PMID: 33406942 DOI: 10.1080/09546634.2020.1869145] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
OBJECTIVES This study aimed to elicit preferences for psoriasis treatment features and to test for preference heterogeneity across groups of respondents. MATERIALS AND METHODS A discrete-choice experiment was employed to elicit preferences of patients with plaque psoriasis in multiple countries. The survey instrument included a series of choice questions between three hypothetical treatments, each characterized by varying levels of six attributes (namely, lesion reduction, risk of impairing side effects, time to reach results, mode and frequency of administration, itching reduction, and side effects). Random parameters logit was used to model the data. Results were compared across a total of 18 subgroup sets. RESULTS The data analysis from 1,123 respondents showed that, on average, respondents receive more utility gain from higher levels of lesion reduction and lower risks of impairing side effects than changes in other attributes included in the study. Systematic differences were detected for 13 sets; the most pronounced differences were observed based on disease severity, nail psoriasis, biologic experience, and quality-of-life scores. CONCLUSION These many sources of preference heterogeneity identified by our analysis suggest that to improve patient satisfaction and, probably, adherence and persistence, clinicians should discuss options with patients when prescribing their treatment.
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Affiliation(s)
- Marco Boeri
- RTI Health Solutions, Health Preference Assessment, Belfast, UK
| | | | - Christopher Schuster
- Eli Lilly and Company, Vienna, Austria.,Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | | | | | - Kathleen Klein
- RTI Health Solutions, Health Preference Assessment, Research Triangle Park, NC, USA
| | - Brett Hauber
- RTI Health Solutions, Health Preference Assessment, Research Triangle Park, NC, USA
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Sain N, Willems D, Charokopou M, Hiligsmann M. The importance of understanding patient and physician preferences for psoriasis treatment characteristics: a systematic review of discrete-choice experiments. Curr Med Res Opin 2020; 36:1257-1275. [PMID: 32468865 DOI: 10.1080/03007995.2020.1776233] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Introduction: Treatment adherence continues to be a major challenge in psoriasis. Patient preference studies, especially discrete-choice experiments, are gaining popularity to gather insights into patient reported treatment outcomes. This systematic literature review aimed to critically assess all discrete choice experiments exploring patients' and physicians' preferences for psoriasis treatment characteristics.Methods: PubMed and EMBASE databases were searched using keywords "psoriasis" and "preferences" to identify relevant literature. Discrete-choice experiments conducted in French or English from the year 2000 onwards, that focused on evaluating psoriasis treatment preferences in patients and/or physicians, were included. The relative importance of treatment attributes was assessed and studies were critically appraised using validated checklists.Results: Out of 987 articles identified, 25 articles fulfilled the inclusion criteria. Overall, patients and physicians prioritize efficacy-specific outcomes. Patients are shown to place greater importance to process attributes when compared to physicians, especially route and location of administration. Physicians focus primarily of efficacy attributes, however when the top two attributes are considered, safety outcomes increasingly become considered important. Of the studies, 60% conducted subgroup analysis, of which many reported associations between specific patient characteristics and preferences. Factors such as age, disease severity, and duration of condition significantly affected preferences for treatment attributes.Conclusions: This review provides insight into the types of attributes that patients and physicians value most, and therefore can help improve shared decision-making. The findings of this study also encourage regulatory agencies to continue integrating patient preferences in their decision-making.
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Affiliation(s)
- Noem Sain
- Department of Health Services Research, CAPHRI Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands
| | - Damon Willems
- Department of Health Services Research, CAPHRI Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands
- UCB Pharma, Brussels, Belgium
| | | | - Mickaël Hiligsmann
- Department of Health Services Research, CAPHRI Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands
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Boeri M, Saure D, Schacht A, Riedl E, Hauber B. Modeling Heterogeneity in Patients' Preferences for Psoriasis Treatments in a Multicountry Study: A Comparison Between Random-Parameters Logit and Latent Class Approaches. PHARMACOECONOMICS 2020; 38:593-606. [PMID: 32128726 DOI: 10.1007/s40273-020-00894-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
BACKGROUND Either a random-parameters logit (RPL) or latent class (LC) model can be used to model or explain preference heterogeneity in discrete-choice experiment (DCE) data. The former assumes continuous distribution of preferences across the sample, while the latter assumes a discrete distribution. This study compared RPL and LC models to explore preference heterogeneity when analyzing patient preferences for psoriasis treatments. METHODS Using DCE data collected from respondents with moderate-to-severe plaque psoriasis, we calculated and compared preference weights derived from RPL and LC models. We then compared how RPL and LC explain preference heterogeneity by exploring differences across subgroups defined by observed characteristics (i.e., country, age, gender, marital status, and psoriasis severity). RESULTS While RPL and LC models resulted in the same mean preference weights, different preference-heterogeneity patterns emerged from the two approaches. In both models, country of residence and self-reported disease severity could be linked to systematic differences in preferences. The RPL also identified gender and marital status, but not age, as sources of heterogeneity; the LC membership probability model indicated that age was a significant factor, but not gender or marital status. CONCLUSIONS Using data from a psoriasis patient survey to compare two widely used methods for exploring heterogeneity identified differences in results between stated-preferences: subgroup analysis in the RPL model and inclusion of subgroup characteristics in the class membership probability function of the LC model. Researchers should model data using the most adaptable approach to address the initial study question.
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Affiliation(s)
- Marco Boeri
- RTI Health Solutions, Health Preference Assessment, Forsyth House, Cromac Square, Belfast, BT2 8LA, UK.
| | | | | | | | - Brett Hauber
- RTI Health Solutions, Health Preference Assessment, Research Triangle Park, NC, USA
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Wang L, Tao Y, Deng S, Chu L, Li L. Effectiveness comparisons of traditional Chinese medicine for psoriasis: A Bayesian network meta-analysis. Medicine (Baltimore) 2019; 98:e17055. [PMID: 31490403 PMCID: PMC6739008 DOI: 10.1097/md.0000000000017055] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 08/12/2019] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Psoriasis is an immune-mediated polygenic hereditary skin disease quality of the patients' life because of the great trouble it causes to patients. Whereas, there is variability when we regard the selection of traditional Chinese medicine treatments in practice and most choices are made based on personal experience or preference of clinician. This study uses network meta-analysis to compare the effectiveness of different forms of TCM for psoriasis and assesses the evidence with the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) approach. METHODS We will search for PubMed, Cochrane Library, AMED, EMbase, WorldSciNet; Nature, Science online and China Journal Full-text Database (CNKI), China Biomedical Literature CD-ROM Database (CBM), and related randomized controlled trials included in the China Resources Database. The time is limited from the construction of the library to April 2019. The quality of the included RCTs will be evaluated by the risk of bias (ROB) tool and the evidence will be evaluated by GRADE. STATA 13.0 and WinBUGS 1.4.3 through the GeMTC package will be used to perform a network meta-analysis to synthesize direct and indirect evidence. RESULTS The results of this network meta-analysis (NMA) will be submitted to a peer-reviewed journal for publication. TRIAL REGISTRATION NUMBER PROSPERO CRD42019137250.
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Affiliation(s)
| | - Yun Tao
- Department of Dermatology, Huabei Petroleum General Hospital
| | - Sheng Deng
- Department of Dermatology, Dongzhimen Hospital Affiliated to Beijing University of Traditional Chinese Medicine
| | - Liyuan Chu
- Department of Dermatology, Dongzhimen Hospital Affiliated to Beijing University of Traditional Chinese Medicine
| | - Linge Li
- Shijiazhuang traditional Chinese Medicine Hospital, China
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Xie ZY, Zhou Y, Deng S, Ding W, Duan XW, Yang LR. Effectiveness comparisons of acupuncture for psoriasis: A Bayesian network meta-analysis protocol. Medicine (Baltimore) 2019; 98:e15356. [PMID: 31027118 PMCID: PMC6831452 DOI: 10.1097/md.0000000000015356] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Accepted: 04/01/2019] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND Psoriasis is an immune-mediated polygenic hereditary skin disease quality of the patients' life because of the great trouble it causes to patients. Whereas there is variability when we regard the selection of acupuncture treatments in practice and most choices are made based on personal experience or preference of clinician. This study uses network meta-analysis to compare the effectiveness of different forms of acupuncture for psoriasis and assesses the evidence with the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) approach. METHODS We will search for PubMed, Cochrane Library, AMED, EMbase, WorldSciNet; Nature, Science online and China Journal Full-text Database (CNKI), China Biomedical Literature CD-ROM Database (CBM), and related randomized controlled trials included in the China Resources Database. The time is limited from the construction of the library to April 2019. The quality of the included RCTs will be evaluated by the risk of bias (ROB) tool and the evidence will be evaluated by GRADE. STATA 13.0 and WinBUGS 1.4.3 through the GeMTC package will be used to perform a network meta-analysis to synthesize direct and indirect evidence. RESULTS The results of this network meta-analysis (NMA) will be submitted to a peer-reviewed journal for publication. TRIAL REGISTRATION NUMBER PROSPERO CRD42019123437.
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Affiliation(s)
- Zhi-yin Xie
- Department of Dermatology, Beijing Changping Hospital of Traditional Chinese Medicine, Beijing
| | - Yu Zhou
- Department of Dermatology, Beijing Changping Hospital of Traditional Chinese Medicine, Beijing
| | - Sheng Deng
- Academy of Traditional Chinese Medicine, Chengde Medical University, Hebei
| | - Wei Ding
- Academy of Traditional Chinese Medicine, Chengde Medical University, Hebei
| | - Xing-wu Duan
- Department of Dermatology, Dongzhimen Hospital Affiliated to Beijing University of Traditional Chinese Medicine
| | - Li-rong Yang
- Infirmary of Shahe Campus, Central University of Finance and Economics, Beijing, China
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Soekhai V, de Bekker-Grob EW, Ellis AR, Vass CM. Discrete Choice Experiments in Health Economics: Past, Present and Future. PHARMACOECONOMICS 2019; 37:201-226. [PMID: 30392040 PMCID: PMC6386055 DOI: 10.1007/s40273-018-0734-2] [Citation(s) in RCA: 390] [Impact Index Per Article: 78.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
OBJECTIVES Discrete choice experiments (DCEs) are increasingly advocated as a way to quantify preferences for health. However, increasing support does not necessarily result in increasing quality. Although specific reviews have been conducted in certain contexts, there exists no recent description of the general state of the science of health-related DCEs. The aim of this paper was to update prior reviews (1990-2012), to identify all health-related DCEs and to provide a description of trends, current practice and future challenges. METHODS A systematic literature review was conducted to identify health-related empirical DCEs published between 2013 and 2017. The search strategy and data extraction replicated prior reviews to allow the reporting of trends, although additional extraction fields were incorporated. RESULTS Of the 7877 abstracts generated, 301 studies met the inclusion criteria and underwent data extraction. In general, the total number of DCEs per year continued to increase, with broader areas of application and increased geographic scope. Studies reported using more sophisticated designs (e.g. D-efficient) with associated software (e.g. Ngene). The trend towards using more sophisticated econometric models also continued. However, many studies presented sophisticated methods with insufficient detail. Qualitative research methods continued to be a popular approach for identifying attributes and levels. CONCLUSIONS The use of empirical DCEs in health economics continues to grow. However, inadequate reporting of methodological details inhibits quality assessment. This may reduce decision-makers' confidence in results and their ability to act on the findings. How and when to integrate health-related DCE outcomes into decision-making remains an important area for future research.
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Affiliation(s)
- Vikas Soekhai
- Section of Health Technology Assessment (HTA) and Erasmus Choice Modelling Centre (ECMC), Erasmus School of Health Policy & Management (ESHPM), Erasmus University Rotterdam (EUR), P.O. Box 1738, Rotterdam, 3000 DR The Netherlands
- Department of Public Health, Erasmus MC, University Medical Center, P.O. Box 2040, Rotterdam, 3000 CA The Netherlands
| | - Esther W. de Bekker-Grob
- Section of Health Technology Assessment (HTA) and Erasmus Choice Modelling Centre (ECMC), Erasmus School of Health Policy & Management (ESHPM), Erasmus University Rotterdam (EUR), P.O. Box 1738, Rotterdam, 3000 DR The Netherlands
| | - Alan R. Ellis
- Department of Social Work, North Carolina State University, Raleigh, NC USA
| | - Caroline M. Vass
- Manchester Centre for Health Economics, The University of Manchester, Manchester, UK
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15
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Husni ME, Fernandez A, Hauber B, Singh R, Posner J, Sutphin J, Ganguli A. Comparison of US patient, rheumatologist, and dermatologist perceptions of psoriatic disease symptoms: results from the DISCONNECT study. Arthritis Res Ther 2018; 20:102. [PMID: 29848385 PMCID: PMC5977464 DOI: 10.1186/s13075-018-1601-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 04/20/2018] [Indexed: 01/13/2023] Open
Abstract
Background The perceived bother of skin and joint-related manifestations of psoriatic disease may differ among patients, rheumatologists, and dermatologists. This study identified and compared the patient and dermatologist/rheumatologist-perceived bother of psoriatic disease manifestations. Methods Online surveys were administered to patients with both psoriasis and psoriatic arthritis and to dermatologists and rheumatologists. Object-case best–worst scaling was used to identify the most and least bothersome items from a set of five items in a series of questions. Each item set was drawn from 20 items describing psoriatic disease skin and joint symptoms and impacts on daily activities. Survey responses were analyzed using random-parameters logit models for each surveyed group, yielding a relative-bother weight (RBW) for each item compared with joint pain, soreness, or tenderness. Results Surveys were completed by 200 patients, 150 dermatologists, and 150 rheumatologists. Patients and physicians agreed that joint pain, soreness, and tenderness are among the most bothersome manifestations of psoriatic disease (RBW 1.00). For patients, painful, inflamed, or broken skin (RBW 1.03) was more bothersome, while both rheumatologists and dermatologists considered painful skin much less bothersome (RBW 0.17 and 0.22, respectively) than joint pain. Relative to joint pain, rheumatologists were more likely to perceive other joint symptoms as bothersome, while dermatologists were more likely to perceive other skin symptoms as bothersome. Conclusions This study has identified important areas of discordance both between patients and physicians and between rheumatologists and dermatologists about the relative bother of a comprehensive set of psoriatic disease symptoms and functional impacts. Both physician specialists should ask patients which manifestations of psoriatic disease are most bothersome to them, as these discussions may have important implications for drug and other patient management options. Electronic supplementary material The online version of this article (10.1186/s13075-018-1601-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- M Elaine Husni
- Rheumatology Department, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Anthony Fernandez
- Dermatology and Pathology Department, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Brett Hauber
- RTI Health Solutions, 3040 Cornwallis Road, Post Office Box 12194, Research Triangle Park, NC, 27709-2194, USA.
| | | | | | - Jessie Sutphin
- RTI Health Solutions, 3040 Cornwallis Road, Post Office Box 12194, Research Triangle Park, NC, 27709-2194, USA
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16
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Gonzalez JM. Evaluating Risk Tolerance from a Systematic Review of Preferences: The Case of Patients with Psoriasis. PATIENT-PATIENT CENTERED OUTCOMES RESEARCH 2018; 11:285-300. [DOI: 10.1007/s40271-017-0295-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
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17
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Fairchild AO, Reed SD, Johnson FR, Anglin G, Wolka AM, Noel RA. What is clearance worth? Patients’ stated risk tolerance for psoriasis treatments. J DERMATOL TREAT 2017; 28:709-715. [DOI: 10.1080/09546634.2017.1329499] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Angelyn O. Fairchild
- Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC, USA
| | - Shelby D. Reed
- Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC, USA
- Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | - F. Reed Johnson
- Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC, USA
- Department of Medicine, Duke University School of Medicine, Durham, NC, USA
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18
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Eliasson L, Bewley AP, Mughal F, Johnston KM, Kuznik A, Patel C, Lloyd AJ. Evaluation of psoriasis patients' attitudes toward benefit-risk and therapeutic trade-offs in their choice of treatments. Patient Prefer Adherence 2017; 11:353-362. [PMID: 28280308 PMCID: PMC5338964 DOI: 10.2147/ppa.s121838] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE Treatment options for psoriasis offer trade-offs in terms of efficacy, convenience, and risk of adverse events. We evaluated patients' preferences with respect to benefit-risk in the treatment of psoriasis. METHODS A discrete choice experiment was conducted in adults from the UK with moderate-to-severe psoriasis using an orthogonal design with 32 hypothetical choice sets. Participants were randomly assigned to one of two surveys with 16 choice sets. Patients' preferences were investigated with respect to the following attributes: reduction in body surface area affected by psoriasis, treatment administration (frequency and mode of delivery), short-term diarrhea or nausea risk, and 10-year risk of developing melanoma or nonmelanoma skin cancer, tuberculosis, or serious infections. A mixed effects logistic regression model generated relative preferences between treatment profiles. RESULTS Participants (N=292) had a strong preference to avoid increased risk of melanoma or nonmelanoma skin cancer (odds ratio [OR]: 0.44 per 5% increased 10-year risk) and increased risks of tuberculosis and serious infections (both ORs: 0.73 per 5% increased 10-year risk) and preferred once-weekly to twice-daily tablets (OR: 0.76) and weekly (OR: 0.56) or fortnightly (OR: 0.65) injections. Participants preferred avoiding treatments that may cause diarrhea or nausea in the first 2 weeks (OR: 0.87 per 5% increase) and preferred treatments that effectively resolved plaque lesions (OR: 0.93 for each palm area still affected). CONCLUSION All attributes were significant predictors of choice. Patients' preference research complements clinical trial data by providing insight regarding the relative weight of efficacy, tolerability, and other factors for patients when making treatment choices.
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Affiliation(s)
- Lina Eliasson
- Clinical Outcomes Assessment, ICON Clinical Research UK Ltd
- Correspondence: Lina Eliasson, Clinical Outcomes Assessment, ICON Clinical Research UK Ltd, 22 Tudor Street, 2nd Floor, London EC4Y 0AY, UK, Tel +44 20 186 532 0142, Fax +44 20 203 194 6619, Email
| | - Anthony P Bewley
- Department of Dermatology, Whipps Cross University Hospital, Barts Health National Health Service Trust, London
| | - Farhan Mughal
- Health Economics Outcomes Research, Celgene Ltd, Uxbridge, UK
| | - Karissa M Johnston
- Epidemiology, ICON Commercialisation and Outcomes, Vancouver, BC, Canada
| | - Andreas Kuznik
- Global Health Economics and Outcomes Research, Celgene Corporation, Summit, NJ, USA
| | - Chloe Patel
- Clinical Outcomes Assessment, ICON Clinical Research UK Ltd
| | - Andrew J Lloyd
- Clinical Outcomes Assessment, ICON Clinical Research UK Ltd
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19
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Wolka AM, Fairchild AO, Reed SD, Anglin G, Johnson FR, Siegel M, Noel R. Effective Partnering in Conducting Benefit-Risk Patient Preference Studies: Perspectives From a Patient Advocacy Organization, a Pharmaceutical Company, and Academic Stated-Preference Researchers. Ther Innov Regul Sci 2017; 52:507-513. [PMID: 29714550 DOI: 10.1177/2168479017746404] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Formal incorporation of patients' perspectives is becoming increasingly important in medical product development and decision making. This article shares practical advice regarding how patient advocacy organizations, the pharmaceutical industry, and academic experts in stated-preference research can effectively partner on benefit-risk patient preference studies. METHODS The authors partnered on a benefit-risk patient preference study related to the treatment of psoriasis. The authors from Duke Clinical Research Institute also share their experiences in collaborating with numerous other organizations in conducting benefit-risk patient preference studies. RESULTS Upon initiation of the study partnership with appropriate experts, training is important to ensure all collaborators have a common understanding of the methodology, what objectives stated-preference methods can support, and expectations for the project. To the extent possible, partners should align on and document relevant clinical and logistical details prior to study implementation. During study implementation, partners should use good communication practices and document and maintain a record of any changes to the original plan. Presentation of the study results should be tailored to the particular audience, with the appropriate partner leading the presentation based on its format and audience. CONCLUSION Partners from patient advocacy organizations, the pharmaceutical industry, and academia can effectively collaborate on benefit-risk patient preference studies with sufficient planning and ongoing communication. This article is a call for action for other organizations to engage in sharing of experiences regarding effective partnering in quantifying patient preferences in medical product development.
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Affiliation(s)
| | | | | | - Greg Anglin
- 3 Eli Lilly Canada, Inc, Toronto, Ontario, Canada
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20
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Gonzalez JM, Johnson FR, McAteer H, Posner J, Mughal F. Comparing preferences for outcomes of psoriasis treatments among patients and dermatologists in the U.K.: results from a discrete-choice experiment. Br J Dermatol 2016; 176:777-785. [PMID: 27292093 DOI: 10.1111/bjd.14798] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/03/2016] [Indexed: 12/11/2022]
Abstract
BACKGROUND Plaque psoriasis can have a significant negative effect on patients' quality of life, and treatments can result in serious toxicities. Although there have been several studies of patients' and physicians' relative preferences for the benefits and risks of psoriasis treatments, it is unclear how and whether patients' and physicians' preferences for the outcomes of psoriasis treatments differ. OBJECTIVES To quantify patient and dermatologist preferences for improvements in psoriasis symptoms and for increases in the risk of treatment-related serious adverse events. METHODS Members of the U.K. Psoriasis Association and U.K. dermatologists with experience prescribing biologics completed a web-enabled discrete-choice experiment survey in which they evaluated efficacy and safety features of biological treatments for psoriasis. Choices between hypothetical treatment options were used to estimate preference weights indicating respondents' relative trade-off preferences among treatment outcomes. These outcomes included improvements in the severity and coverage of psoriatic plaques and treatment-related risks of tuberculosis, serious infections and lymphoma. Preference estimates were used to derive the maximum level of side-effect risks that respondents would accept for improvements in psoriasis symptoms. RESULTS Respondents' tolerance for side-effect risks varied with side-effect severity and location of plaques, and risk tolerance for serious side-effects was greater for patients than for dermatologists. CONCLUSIONS Estimates of patients' risk tolerance for serious side-effects indicate that patients valued psoriasis symptom control highly and suggest that psoriasis symptoms have a significant effect on patients' quality of life. In light of research showing increased treatment satisfaction and improved treatment adherence among patients who receive therapies that are consistent with their preferences, our findings suggest that greater communication between dermatologists and patients about risk tolerance could help improve patient care.
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Affiliation(s)
- J M Gonzalez
- RTI Health Solutions, Research Triangle Park, NC, U.S.A
| | - F R Johnson
- Duke Clinical Research Institute, Duke University, Durham, NC, U.S.A
| | - H McAteer
- Psoriasis Association, Northampton, U.K
| | - J Posner
- RTI Health Solutions, Research Triangle Park, NC, U.S.A
| | - F Mughal
- RTI Health Solutions, Research Triangle Park, NC, U.S.A
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21
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Feldman SR, Holmen Moeller A, Erntoft Idemyr ST, González JM. Relative Importance of Mode of Administration in Treatment Preferences among Plaque Psoriasis Patients in the United States. JOURNAL OF HEALTH ECONOMICS AND OUTCOMES RESEARCH 2016; 4:141-157. [PMID: 37661952 PMCID: PMC10471409 DOI: 10.36469/9817] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
Background: Some aspects of psoriasis treatments can negatively influence patients' quality of life. There is evidence from previous preference-elicitation research in psoriasis that administration characteristics are at least as important as treatment outcomes to patients. Objectives: Our objective was to test the hypothesis that patients' preferences for reduced disease and treatment burden are as important as preferences around treatment efficacy. We evaluated patient preferences for attributes of psoriasis treatments, including efficacy, tolerability, and mode and frequency of administration. Methods: Adult patients in the United States with a self-reported physician diagnosis of psoriasis completed an online discrete-choice experiment survey. The survey included eight choice questions, each asking respondents to choose between pairs of hypothetical psoriasis medications defined by attributes including efficacy, adverse reactions, and mode and frequency of administration. A random-parameters logit regression model was used to model the preference data. Results from this model were used to calculate respondents' willingness to trade efficacy for reduced treatment burden. Results: A total of 397 respondents, with a mean self-assessed Psoriasis Activity and Severity Index score of 8.2 (SD, 9.8), provided data for analysis. Improvements in treatment efficacy were more important than improvements in speed of onset and were more important than most increases in the chance of treatment side effects. The maximum possible improvement in treatment efficacy offered in the study was not enough to match the improvements in well being associated with some changes in mode of administration. For example, respondents were willing to accept a reduction in the percentage of patients who achieve clear or almost-clear skin after treatment from approximately 70% to 40% to avoid injections at home and use a topical treatment. Topical treatments were the most preferred option of administration followed by oral agents and intravenous infusion. Conclusions: Psoriasis patients had well-defined preferences for changes in the treatment attributes considered. Avoiding injections in favor of oral or topical treatment was more important to patients than some improvements in efficacy. These findings support previous research regarding the importance of treatment burden relative to outcomes in psoriasis and emphasize the importance of individual patient preferences in determining treatment strategy.
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Affiliation(s)
- Steven R Feldman
- Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, United States
| | | | | | - Juan Marcos González
- RTI Health Solutions, 200 Park Offices Drive, Research Triangle Park, NC, 27709, United States
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22
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Hauber AB, González JM, Groothuis-Oudshoorn CGM, Prior T, Marshall DA, Cunningham C, IJzerman MJ, Bridges JFP. Statistical Methods for the Analysis of Discrete Choice Experiments: A Report of the ISPOR Conjoint Analysis Good Research Practices Task Force. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2016; 19:300-15. [PMID: 27325321 DOI: 10.1016/j.jval.2016.04.004] [Citation(s) in RCA: 676] [Impact Index Per Article: 84.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2016] [Accepted: 04/03/2016] [Indexed: 05/09/2023]
Abstract
Conjoint analysis is a stated-preference survey method that can be used to elicit responses that reveal preferences, priorities, and the relative importance of individual features associated with health care interventions or services. Conjoint analysis methods, particularly discrete choice experiments (DCEs), have been increasingly used to quantify preferences of patients, caregivers, physicians, and other stakeholders. Recent consensus-based guidance on good research practices, including two recent task force reports from the International Society for Pharmacoeconomics and Outcomes Research, has aided in improving the quality of conjoint analyses and DCEs in outcomes research. Nevertheless, uncertainty regarding good research practices for the statistical analysis of data from DCEs persists. There are multiple methods for analyzing DCE data. Understanding the characteristics and appropriate use of different analysis methods is critical to conducting a well-designed DCE study. This report will assist researchers in evaluating and selecting among alternative approaches to conducting statistical analysis of DCE data. We first present a simplistic DCE example and a simple method for using the resulting data. We then present a pedagogical example of a DCE and one of the most common approaches to analyzing data from such a question format-conditional logit. We then describe some common alternative methods for analyzing these data and the strengths and weaknesses of each alternative. We present the ESTIMATE checklist, which includes a list of questions to consider when justifying the choice of analysis method, describing the analysis, and interpreting the results.
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Affiliation(s)
| | | | | | - Thomas Prior
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Deborah A Marshall
- Department of Community Health Sciences, Faculty of Medicine, University of Calgary and O'Brien Institute for Public Health, Calgary, Alberta, Canada
| | - Charles Cunningham
- Department of Psychiatry and Behavioural Neuroscience, Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Maarten J IJzerman
- Department of Health Technology and Services Research, University of Twente, Enschede, The Netherlands
| | - John F P Bridges
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
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