scholarly journals Longitudinal Analysis of Patient-Reported Outcomes in Clinical Trials: Applications of Multilevel and Multidimensional Item Response Theory

Psychometrika ◽  
2021 ◽  
Author(s):  
Li Cai ◽  
Carrie R. Houts
Keyword(s):  
Clinical Trial ◽  
Clinical Trials ◽  
Latent Variable ◽  
Patient Reported Outcomes ◽  
Multilevel Models ◽  
Latent Variable Models ◽  
Trial Data ◽  
Regulatory Science ◽  
Measurement Information ◽  
Patient Reported

AbstractWith decades of advance research and recent developments in the drug and medical device regulatory approval process, patient-reported outcomes (PROs) are becoming increasingly important in clinical trials. While clinical trial analyses typically treat scores from PROs as observed variables, the potential to use latent variable models when analyzing patient responses in clinical trial data presents novel opportunities for both psychometrics and regulatory science. An accessible overview of analyses commonly used to analyze longitudinal trial data and statistical models familiar in both psychometrics and biometrics, such as growth models, multilevel models, and latent variable models, is provided to call attention to connections and common themes among these models that have found use across many research areas. Additionally, examples using empirical data from a randomized clinical trial provide concrete demonstrations of the implementation of these models. The increasing availability of high-quality, psychometrically rigorous assessment instruments in clinical trials, of which the Patient-Reported Outcomes Measurement Information System (PROMIS®) is a prominent example, provides rare possibilities for psychometrics to help improve the statistical tools used in regulatory science.

scholarly journals End points for sickle cell disease clinical trials: patient-reported outcomes, pain, and the brain

2019 ◽  
Vol 3 (23) ◽  
pp. 3982-4001 ◽  
Author(s):  
Ann T. Farrell ◽  
Julie Panepinto ◽  
C. Patrick Carroll ◽  
Deepika S. Darbari ◽  
Ankit A. Desai ◽  
...  
Keyword(s):  
Clinical Trial ◽  
Clinical Trials ◽  
Sickle Cell Disease ◽  
Sickle Cell ◽  
Patient Reported Outcomes ◽  
Cell Disease ◽  
End Points ◽  
Additional Clinical Trial ◽  
Patient Reported ◽  
The Brain

Abstract To address the global burden of sickle cell disease (SCD) and the need for novel therapies, the American Society of Hematology partnered with the US Food and Drug Administration to engage the work of 7 panels of clinicians, investigators, and patients to develop consensus recommendations for clinical trial end points. The panels conducted their work through literature reviews, assessment of available evidence, and expert judgment focusing on end points related to: patient-reported outcomes (PROs), pain (non-PROs), the brain, end-organ considerations, biomarkers, measurement of cure, and low-resource settings. This article presents the findings and recommendations of the PROs, pain, and brain panels, as well as relevant findings and recommendations from the biomarkers panel. The panels identify end points, where there were supporting data, to use in clinical trials of SCD. In addition, the panels discuss where further research is needed to support the development and validation of additional clinical trial end points.

scholarly journals The impact of patient-reported outcome (PRO) data from clinical trials: a systematic review and critical analysis

2019 ◽  
Vol 17 (1) ◽  
Author(s):  
Samantha Cruz Rivera ◽  
Derek G. Kyte ◽  
Olalekan Lee Aiyegbusi ◽  
Anita L. Slade ◽  
Christel McMullan ◽  
...  
Keyword(s):  
Systematic Review ◽  
Clinical Trial ◽  
Clinical Trials ◽  
Case Studies ◽  
Real World ◽  
Clinical Trial Data ◽  
Research Impact ◽  
Trial Data ◽  
Patient Reported ◽  
The Impact

Abstract Background Patient-reported outcomes (PROs) are commonly collected in clinical trials and should provide impactful evidence on the effect of interventions on patient symptoms and quality of life. However, it is unclear how PRO impact is currently realised in practice. In addition, the different types of impact associated with PRO trial results, their barriers and facilitators, and appropriate impact metrics are not well defined. Therefore, our objectives were: i) to determine the range of potential impacts from PRO clinical trial data, ii) identify potential PRO impact metrics and iii) identify barriers/facilitators to maximising PRO impact; and iv) to examine real-world evidence of PRO trial data impact based on Research Excellence Framework (REF) impact case studies. Methods Two independent investigators searched MEDLINE, EMBASE, CINAHL+, HMIC databases from inception until December 2018. Articles were eligible if they discussed research impact in the context of PRO clinical trial data. In addition, the REF 2014 database was systematically searched. REF impact case studies were included if they incorporated PRO data in a clinical trial. Results Thirty-nine publications of eleven thousand four hundred eighty screened met the inclusion criteria. Nine types of PRO trial impact were identified; the most frequent of which centred around PRO data informing clinical decision-making. The included publications identified several barriers and facilitators around PRO trial design, conduct, analysis and report that can hinder or promote the impact of PRO trial data. Sixty-nine out of two hundred nine screened REF 2014 case studies were included. 12 (17%) REF case studies led to demonstrable impact including changes to international guidelines; national guidelines; influencing cost-effectiveness analysis; and influencing drug approvals. Conclusions PRO trial data may potentially lead to a range of benefits for patients and society, which can be measured through appropriate impact metrics. However, in practice there is relatively limited evidence demonstrating directly attributable and indirect real world PRO-related research impact. In part, this is due to the wider challenges of measuring the impact of research and PRO-specific issues around design, conduct, analysis and reporting. Adherence to guidelines and multi-stakeholder collaboration is essential to maximise the use of PRO trial data, facilitate impact and minimise research waste. Trial registration Systematic Review registration PROSPERO CRD42017067799.

A pilot study of the patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE) in a phase I clinical trial.

2013 ◽  
Vol 31 (15_suppl) ◽  
pp. 6587-6587 ◽  
Author(s):  
Rui Qin ◽  
Amylou C. Dueck ◽  
Daniel Satele ◽  
Julian R. Molina ◽  
Charles Erlichman ◽  
...  
Keyword(s):  
Clinical Trial ◽  
Clinical Trials ◽  
Pilot Study ◽  
Adverse Events ◽  
Phase I ◽  
Patient Reported Outcomes ◽  
Point Of View ◽  
Phase I Clinical Trial ◽  
Phase I Clinical Trials ◽  
Patient Reported

6587 Background: Recently the Patient-Reported Outcomes version of the CTCAE was developed to augment clinically graded adverse events with information reported directly by patients on clinical trials (Basch, 2009). The validation and potential application of PRO-CTCAE in phase I clinical trials are of great interest as toxicity is the primary endpoint. Methods: Selected PRO-CTCAE items (21 items measuring 12 symptomatic adverse events) corresponding to the major adverse events required to be graded clinically were collected in an ongoing phase I clinical trial of weekly cilengitide and paclitaxel in patients with advanced solid malignancies (NCT01276496). PRO-CTCAE was administered in a paper booklet by a clinical research associate prior to treatment on days 1, 8 and 15 of their regular visits. These PRO-CTCAE items were summarized descriptively in comparison to clinician-assessed CTCAE ver 4.0 (NCI, 2009) during the first cycle. As a pilot study to assess feasibility of PRO-CTCAE in phase I trials, PRO-CTCAE was not intended for determination of dose-limiting toxicity. Results: Twelve patients were accrued to two separate doses of cilengitide and paclitaxel. The median age was 56 (range 36—67) and half of patients were female. All patients had an ECOG performance score <= 1. Over 90% of patients had received prior surgery and chemotherapy. All but one patient completed weekly PRO-CTCAE during the first cycle, the only patient refused to complete weeks 2 and 3 did not give a reason. PRO-CTCAE captured most of the symptomatic adverse events reflected in clinician-assessed CTCAE. Some symptomatic adverse events were not reported clinically by CTCAE but were reported by patients by PRO-CTCAE. Overall, PRO-CTCAE items indicated slightly more severe degree of symptoms experienced by patients than those reported in CTCAE. Conclusions: This is the first study that PRO-CTCAE items were integrated within regular study visits in a phase I trial. The administration of PRO-CTCAE has been proved feasible and fruitful, providing consistent and enhanced symptomatic toxicity from the patient point of view. The addition of PRO-CTCAE did not significantly increase patient burden. Clinical trial information: NCT01276496.

scholarly journals Rare use of patient-reported outcomes in childhood cancer clinical trials – a systematic review of clinical trial registries

2021 ◽  
Vol 152 ◽  
pp. 90-99
Author(s):  
David Riedl ◽  
Maria Rothmund ◽  
Anne-Sophie Darlington ◽  
Samantha Sodergren ◽  
Roman Crazzolara ◽  
...  
Keyword(s):  
Systematic Review ◽  
Clinical Trial ◽  
Clinical Trials ◽  
Childhood Cancer ◽  
Patient Reported Outcomes ◽  
Cancer Clinical Trials ◽  
Clinical Trial Registries ◽  
Patient Reported

scholarly journals Clinical trial considerations in sickle cell disease: patient-reported outcomes, data elements, and the stakeholder engagement framework

Hematology ◽  
2021 ◽  
Vol 2021 (1) ◽  
pp. 196-205
Author(s):  
Sherif M. Badawy
Keyword(s):  
Clinical Trial ◽  
Clinical Trials ◽  
Sickle Cell Disease ◽  
Sickle Cell ◽  
Stakeholder Engagement ◽  
Patient Reported Outcomes ◽  
Outcomes Assessment ◽  
Cell Disease ◽  
Patient Centered ◽  
Patient Reported

Abstract Patients with sickle cell disease (SCD) have significant impairment in their quality of life across the life span as a consequence of serious disease burden with several SCD-related complications. A number of disease-modifying therapies are currently available, yet long-term clinical benefits in real-world settings remain unclear. Over the past few years, a number of important initiatives have been launched to optimize clinical trials in SCD in different ways, including: (1) established panels through a partnership between the American Society of Hematology (ASH) and the US Food and Drug Administration; (2) the ASH Research Collaborative SCD Clinical Trials Network; (3) the PhenX Toolkit (consensus measures for Phenotypes and eXposures) in SCD; and (4) the Cure Sickle Cell Initiative, led by the National Heart, Lung, and Blood Institute. Electronic patient-reported outcomes assessment is highly recommended, and patient-reported outcomes (PROs) should be evaluated in all SCD trials and reported using Standard Protocol Items Recommendations for Interventional Trials guidelines. Patient-centered outcomes research (PCOR) approaches and meaningful stakeholder engagement throughout the process have the potential to optimize the execution and success of clinical trials in SCD with considerable financial value. This article reviews several clinical trial considerations in SCD related to study design and outcomes assessment as informed by recent initiatives as well as patient-centered research approaches and stakeholder engagement. A proposed hematology stakeholder-engagement framework for clinical trials is also discussed.

Standardizing Patient-Reported Outcomes Assessment in Cancer Clinical Trials: A Patient-Reported Outcomes Measurement Information System Initiative

2007 ◽  
Vol 25 (32) ◽  
pp. 5106-5112 ◽  
Author(s):  
Sofia F. Garcia ◽  
David Cella ◽  
Steven B. Clauser ◽  
Kathryn E. Flynn ◽  
Thomas Lad ◽  
...  
Keyword(s):  
Information System ◽  
Clinical Trials ◽  
Patient Reported Outcomes ◽  
Measurement Information ◽  
Outcomes Measurement ◽  
Oncology Research ◽  
Patient Reported ◽  
Health Domains ◽  
Measurement Information System ◽  
Reported Health

Patient-reported outcomes (PROs), such as symptom scales or more broad-based health-related quality-of-life measures, play an important role in oncology clinical trials. They frequently are used to help evaluate cancer treatments, as well as for supportive and palliative oncology care. To be most beneficial, these PROs must be relevant to patients and clinicians, valid, and easily understood and interpreted. The Patient-Reported Outcomes Measurement Information System (PROMIS) Network, part of the National Institutes of Health Roadmap Initiative, aims to improve appreciably how PROs are selected and assessed in clinical research, including clinical trials. PROMIS is establishing a publicly available resource of standardized, accurate, and efficient PRO measures of major self-reported health domains (eg, pain, fatigue, emotional distress, physical function, social function) that are relevant across chronic illnesses including cancer. PROMIS is also developing measures of self-reported health domains specifically targeted to cancer, such as sleep/wake function, sexual function, cognitive function, and the psychosocial impacts of the illness experience (ie, stress response and coping; shifts in self-concept, social interactions, and spirituality). We outline the qualitative and quantitative methods by which PROMIS measures are being developed and adapted for use in clinical oncology research. At the core of this activity is the formation and application of item banks using item response theory modeling. We also present our work in the fatigue domain, including a short-form measure, as a sample of PROMIS methodology and work to date. Plans for future validation and application of PROMIS measures are discussed.

scholarly journals Exploration, Development, and Validation of Patient-reported Outcomes in Antineutrophil Cytoplasmic Antibody–associated Vasculitis Using the OMERACT Process

2015 ◽  
Vol 42 (11) ◽  
pp. 2204-2209 ◽  
Author(s):  
Joanna C. Robson ◽  
Nataliya Milman ◽  
Gunnar Tomasson ◽  
Jill Dawson ◽  
Peter F. Cronholm ◽  
...  
Keyword(s):  
Clinical Trials ◽  
Outcome Measures ◽  
Working Group ◽  
Patient Reported Outcomes ◽  
Outcome Measurement ◽  
Antineutrophil Cytoplasmic Antibody ◽  
International Classification Of Functioning ◽  
Measurement Information ◽  
Core Set ◽  
Patient Reported

Objective.Antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) is a group of linked multisystem life- and organ-threatening diseases. The Outcome Measures in Rheumatology (OMERACT) vasculitis working group has been at the forefront of outcome development in the field and has achieved OMERACT endorsement of a core set of outcomes for AAV. Patients with AAV report as important some manifestations of disease not routinely collected through physician-completed outcome tools; and they rate common manifestations differently from investigators. The core set includes the domain of patient-reported outcomes (PRO). However, PRO currently used in clinical trials of AAV do not fully characterize patients’ perspectives on their burden of disease. The OMERACT vasculitis working group is addressing the unmet needs for PRO in AAV.Methods.Current activities of the working group include (1) evaluating the feasibility and construct validity of instruments within the PROMIS (Patient-Reported Outcome Measurement Information System) to record components of the disease experience among patients with AAV; (2) creating a disease-specific PRO measure for AAV; and (3) applying The International Classification of Functioning, Disability and Health to examine the scope of outcome measures used in AAV.Results.The working group has developed a comprehensive research strategy, organized an investigative team, included patient research partners, obtained peer-reviewed funding, and is using a considerable research infrastructure to complete these interrelated projects to develop evidence-based validated outcome instruments that meet the OMERACT filter of truth, discrimination, and feasibility.Conclusion.The OMERACT vasculitis working group is on schedule to achieve its goals of developing validated PRO for use in clinical trials of AAV.

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