Research design

Author(s):  
Janet L. Peacock ◽  
Philip J. Peacock

Introduction 2 Introduction to research 3 Research questions 4 Interventional studies 6 Randomized controlled trials 8 Randomization in RCTs 10 Patient consent in research studies 12 Blinding in RCTs 14 RCTs: parallel groups and crossover designs 16 Zelen randomized consent design 18 Superiority and equivalence trials ...

2021 ◽  
Vol 100 (1) ◽  
pp. 29-33
Author(s):  
Chiara Arienti ◽  
Stefano G. Lazzarini ◽  
Michele Patrini ◽  
Livia Puljak ◽  
Alex Pollock ◽  
...  

2021 ◽  
Vol 45 (1-2) ◽  
pp. 70-104
Author(s):  
Kaitlin Anderson ◽  
Gema Zamarro ◽  
Jennifer Steele ◽  
Trey Miller

Background: In randomized controlled trials, attrition rates often differ by treatment status, jeopardizing causal inference. Inverse probability weighting methods and estimation of treatment effect bounds have been used to adjust for this bias. Objectives: We compare the performance of various methods within two samples, both generated through lottery-based randomization: one with considerable differential attrition and an augmented dataset with less problematic attrition. Research Design: We assess the performance of various correction methods within the dataset with problematic attrition. In addition, we conduct simulation analyses. Results: Within the more problematic dataset, we find the correction methods often performed poorly. Simulation analyses indicate that deviations from the underlying assumptions for bounding approaches damage the performance of estimated bounds. Conclusions: We recommend the verification of the underlying assumptions in attrition correction methods whenever possible and, when verification is not possible, using these methods with caution.


Healthcare ◽  
2019 ◽  
Vol 7 (4) ◽  
pp. 137 ◽  
Author(s):  
J. Blackston ◽  
Andrew Chapple ◽  
James McGree ◽  
Suzanne McDonald ◽  
Jane Nikles

Background: N-of-1 trials offer an innovative approach to delivering personalized clinical care together with population-level research. While increasingly used, these methods have raised some statistical concerns in the healthcare community. Methods: We discuss concerns of selection bias, carryover effects from treatment, and trial data analysis conceptually, then rigorously evaluate concerns of effect sizes, power and sample size through simulation study. Four variance structures for patient heterogeneity and model error are considered in a series of 5000 simulated trials with 3 cycles, which compare aggregated N-of-1 trials to parallel randomized controlled trials (RCTs) and crossover trials. Results: Aggregated N-of-1 trials outperformed both traditional parallel RCT and crossover designs when these trial designs were simulated in terms of power and required sample size to obtain a given power. N-of-1 designs resulted in a higher type-I error probability than parallel RCT and cross over designs when moderate-to-strong carryover effects were not considered or in the presence of modeled selection bias. However, N-of-1 designs allowed better estimation of patient-level random effects. These results reinforce the need to account for these factors when planning N-of-1 trials. Conclusion: N-of-1 trial designs offer a rigorous method for advancing personalized medicine and healthcare with the potential to minimize costs and resources. Interventions can be tested with adequate power with far fewer patients than traditional RCT and crossover designs. Operating characteristics compare favorably to both traditional RCT and crossover designs.


2016 ◽  
Author(s):  
Amy Price ◽  
Amanda Burls ◽  
Lenny Vasanthan ◽  
Mike Clarke ◽  
Su May Liew ◽  
...  

BACKGROUND: The use of public engagement and self-management in online clinical trials is growing with benefits, boundaries and minimal methodological guidance. This analysis explores whether running self-recruited online trials can provide trustworthy and useful answers to research questions. AIM: To systematically explore existing self-recruited online randomized controlled trials of self-management interventions and analyze the trials to assess their strengths and weaknesses, the quality of trials reporting and to report how participants were involved in the research process. METHODS: The Online Randomized Controlled Trials of Health Information Database (ORCHID) will be used as a sampling framework to identify a subset of self-management self-recruited interventions. The trials will be used to explore the qualities of self-recruited online randomized controlled trials and to evaluate how useful they are for obtaining trustworthy answers to questions about health self-management and citizen research involvement. This research employs participatory action research where researchers and participants work as collaborators. SUMMARY: This analysis can provide an overall view of effective methods for online trials and to provide insights into integration for online trials development as early as the protocol planning stage.


Pain ◽  
2021 ◽  
Vol Publish Ahead of Print ◽  
Author(s):  
Nathaniel Katz ◽  
Robert H. Dworkin ◽  
Richard North ◽  
Simon Thomson ◽  
Sam Eldabe ◽  
...  

2016 ◽  
Author(s):  
Amy Price ◽  
Amanda Burls ◽  
Lenny Vasanthan ◽  
Mike Clarke ◽  
Su May Liew ◽  
...  

BACKGROUND: The use of public engagement and self-management in online clinical trials is growing with benefits, boundaries and minimal methodological guidance. This analysis explores whether running self-recruited online trials can provide trustworthy and useful answers to research questions. AIM: To systematically explore existing self-recruited online randomized controlled trials of self-management interventions and analyze the trials to assess their strengths and weaknesses, the quality of trials reporting and to report how participants were involved in the research process. METHODS: The Online Randomized Controlled Trials of Health Information Database (ORCHID) will be used as a sampling framework to identify a subset of self-management self-recruited interventions. The trials will be used to explore the qualities of self-recruited online randomized controlled trials and to evaluate how useful they are for obtaining trustworthy answers to questions about health self-management and citizen research involvement. This research employs participatory action research where researchers and participants work as collaborators. SUMMARY: This analysis can provide an overall view of effective methods for online trials and to provide insights into integration for online trials development as early as the protocol planning stage.


2020 ◽  
Author(s):  
Annika Reintam Blaser ◽  
Jan Gunst ◽  
Carole Ichai ◽  
Michael Casaer ◽  
Carina Benstoem ◽  
...  

Abstract Background: Phosphate is the main intracellular anion essential for numerous biological processes. Symptoms of hypophosphataemia are non-specific, yet potentially life-threatening. This systematic review process was initiated to gain a global insight into hypophosphataemia, associated morbidity and treatments. Methods: A systematic review was conducted (PROSPERO CRD42020163191). Nine clinically relevant questions were generated, seven for adult and two for paediatric critically ill patients, and prevalence of hypophosphataemia was assessed in both of these groups. We identified trials through systematic searches of Medline, EMBASE, Scopus, Cochrane Central Register of Controlled Trials, CINAHL, and Web of Science. Quality assessment was performed using the Cochrane risk of bias tool for randomized controlled trials and the Newcastle-Ottawa Scale for observational studies.Results: For all research questions, we identified 2727 titles in total, assessed 399 full texts, and retained 82 full texts for evidence synthesis, with 20 of them identified for several research questions. Only 3 randomized controlled trials were identified with two of them published only in abstract form, as well as 28 prospective and 31 retrospective studies, and 20 case reports. Relevant risk of bias regarding selection and comparability was identified for most of the studies. No meta-analysis could be performed. The prevalence of hypophosphataemia varied substantially in critically ill adults and children, but no study assessed consecutive admissions to intensive care.In both critically ill adults and children, several studies report that hypophosphataemia is associated with worse outcome (prolonged length of stay and the need for respiratory support, and higher mortality). However, there was insufficient evidence regarding the optimal threshold upon which hypophosphataemia becomes critical and requires treatment. We found no studies regarding the optimal frequency of phosphate measurements, and regarding the time window to correct hypophosphataemia. In adults, nutrient restriction on top of phosphate repletion in patients with refeeding syndrome may improve survival, although evidence is weak. Conclusion: Evidence on the definition, outcome and treatment of clinically relevant hypophosphataemia in critically ill adults and children is scarce and does not allow answering clinically relevant questions. High quality clinical research is crucial for the development of respective guidelines.


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