Nabin Poudel, Jingjing Qian, Kimberly B Garza, Peng Zeng, Jeffrey R Curtis, Surachat Ngorsuraches
{"title":"类风湿关节炎患者改善疾病的抗风湿药物属性的相对重要性","authors":"Nabin Poudel, Jingjing Qian, Kimberly B Garza, Peng Zeng, Jeffrey R Curtis, Surachat Ngorsuraches","doi":"10.2147/PPA.S514920","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>The significance of fatigue reduction in rheumatoid arthritis (RA) is well recognized. However, prior patient preference studies on disease-modifying antirheumatic drugs (DMARDs) have not adequately explored the relative importance of fatigue reduction compared to other DMARD attributes or accounted for preference heterogeneity. The objective of this study is to determine the relative importance of DMARD attributes, including fatigue reduction, from the patient perspective.</p><p><strong>Patients and methods: </strong>We conducted a web-based discrete choice experiment (DCE) survey among RA patients in the US. Six DMARD attributes were included: chance of pain reduced by 50% or more, chance of physical function improved by 50% or more, chance of fatigue reduced by 10 points or more, chance of serious side effects, the route and frequency of administration, and out-of-pocket cost per month. Choice sets were constructed using a Bayesian efficient design. Mixed logit (ML) and latent class (LC) models were developed to determine preference weights and to calculate the conditional relative importance of each attribute.</p><p><strong>Results: </strong>Of 228 patients, the ML model showed that the chance of pain reduction had the highest conditional relative importance (2.4), followed by out-of-pocket cost (2.1), the chance of physical function improvement (1.6), the chance of fatigue reduction (1.5), the chance of experiencing serious adverse events (0.6), and the route and frequency of administration (0.09). Preference heterogeneity was observed. The LC model identified two patient classes. The chance of fatigue reduction and the out-of-pocket cost were the most important attributes for class 1 and class 2, respectively.</p><p><strong>Conclusion: </strong>Pain reduction, physical function improvement, fatigue reduction, and out-of-pocket cost were relatively important DMARD attributes for RA patients. However, the presence of preference heterogeneity underscores the need for individualized treatment. Future studies should explore fatigue preferences and generalizability in the broader RA population.</p>","PeriodicalId":19972,"journal":{"name":"Patient preference and adherence","volume":"19 ","pages":"2319-2331"},"PeriodicalIF":2.0000,"publicationDate":"2025-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12333635/pdf/","citationCount":"0","resultStr":"{\"title\":\"Relative Importance of Disease-Modifying Antirheumatic Drug Attributes for Patients with Rheumatoid Arthritis.\",\"authors\":\"Nabin Poudel, Jingjing Qian, Kimberly B Garza, Peng Zeng, Jeffrey R Curtis, Surachat Ngorsuraches\",\"doi\":\"10.2147/PPA.S514920\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Purpose: </strong>The significance of fatigue reduction in rheumatoid arthritis (RA) is well recognized. However, prior patient preference studies on disease-modifying antirheumatic drugs (DMARDs) have not adequately explored the relative importance of fatigue reduction compared to other DMARD attributes or accounted for preference heterogeneity. The objective of this study is to determine the relative importance of DMARD attributes, including fatigue reduction, from the patient perspective.</p><p><strong>Patients and methods: </strong>We conducted a web-based discrete choice experiment (DCE) survey among RA patients in the US. Six DMARD attributes were included: chance of pain reduced by 50% or more, chance of physical function improved by 50% or more, chance of fatigue reduced by 10 points or more, chance of serious side effects, the route and frequency of administration, and out-of-pocket cost per month. Choice sets were constructed using a Bayesian efficient design. Mixed logit (ML) and latent class (LC) models were developed to determine preference weights and to calculate the conditional relative importance of each attribute.</p><p><strong>Results: </strong>Of 228 patients, the ML model showed that the chance of pain reduction had the highest conditional relative importance (2.4), followed by out-of-pocket cost (2.1), the chance of physical function improvement (1.6), the chance of fatigue reduction (1.5), the chance of experiencing serious adverse events (0.6), and the route and frequency of administration (0.09). Preference heterogeneity was observed. The LC model identified two patient classes. The chance of fatigue reduction and the out-of-pocket cost were the most important attributes for class 1 and class 2, respectively.</p><p><strong>Conclusion: </strong>Pain reduction, physical function improvement, fatigue reduction, and out-of-pocket cost were relatively important DMARD attributes for RA patients. However, the presence of preference heterogeneity underscores the need for individualized treatment. Future studies should explore fatigue preferences and generalizability in the broader RA population.</p>\",\"PeriodicalId\":19972,\"journal\":{\"name\":\"Patient preference and adherence\",\"volume\":\"19 \",\"pages\":\"2319-2331\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2025-08-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12333635/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Patient preference and adherence\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.2147/PPA.S514920\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"MEDICINE, GENERAL & INTERNAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Patient preference and adherence","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/PPA.S514920","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
Relative Importance of Disease-Modifying Antirheumatic Drug Attributes for Patients with Rheumatoid Arthritis.
Purpose: The significance of fatigue reduction in rheumatoid arthritis (RA) is well recognized. However, prior patient preference studies on disease-modifying antirheumatic drugs (DMARDs) have not adequately explored the relative importance of fatigue reduction compared to other DMARD attributes or accounted for preference heterogeneity. The objective of this study is to determine the relative importance of DMARD attributes, including fatigue reduction, from the patient perspective.
Patients and methods: We conducted a web-based discrete choice experiment (DCE) survey among RA patients in the US. Six DMARD attributes were included: chance of pain reduced by 50% or more, chance of physical function improved by 50% or more, chance of fatigue reduced by 10 points or more, chance of serious side effects, the route and frequency of administration, and out-of-pocket cost per month. Choice sets were constructed using a Bayesian efficient design. Mixed logit (ML) and latent class (LC) models were developed to determine preference weights and to calculate the conditional relative importance of each attribute.
Results: Of 228 patients, the ML model showed that the chance of pain reduction had the highest conditional relative importance (2.4), followed by out-of-pocket cost (2.1), the chance of physical function improvement (1.6), the chance of fatigue reduction (1.5), the chance of experiencing serious adverse events (0.6), and the route and frequency of administration (0.09). Preference heterogeneity was observed. The LC model identified two patient classes. The chance of fatigue reduction and the out-of-pocket cost were the most important attributes for class 1 and class 2, respectively.
Conclusion: Pain reduction, physical function improvement, fatigue reduction, and out-of-pocket cost were relatively important DMARD attributes for RA patients. However, the presence of preference heterogeneity underscores the need for individualized treatment. Future studies should explore fatigue preferences and generalizability in the broader RA population.
期刊介绍:
Patient Preference and Adherence is an international, peer reviewed, open access journal that focuses on the growing importance of patient preference and adherence throughout the therapeutic continuum. The journal is characterized by the rapid reporting of reviews, original research, modeling and clinical studies across all therapeutic areas. Patient satisfaction, acceptability, quality of life, compliance, persistence and their role in developing new therapeutic modalities and compounds to optimize clinical outcomes for existing disease states are major areas of interest for the journal.
As of 1st April 2019, Patient Preference and Adherence will no longer consider meta-analyses for publication.