Dataset Information

Simulation of various randomization strategies for a clinical trial in sickle cell disease.

ABSTRACT:

Objective

To use numerical simulation to evaluate various randomization strategies for a clinical trial in sickle cell disease (SCD).

Methods

The Inhaled Mometasone to Promote Reduction in Vaso-occlusive Events trial* is a randomized, controlled, feasibility study of inhaled mometasone for individuals with SCD who do not have asthma. The target sample size is 45 patients and one goal is to limit imbalance with respect to two important covariates (1) hydroxyurea use and (2) historical emergency department (ED) utilization. We compared three methods of patient allocation (simple randomization, block randomization, and biased-coin adaptive randomization) using numerical simulation (10 000 trials). The primary outcome measure was the proportion of simulated trials with numerically apparent differences in the two covariates: hydroxyurea use (binary) and ED utilization (three-level ordinal).

Results

Overall, only 1.6% of simulated trials had any covariate comparison with P < 0.3 across groups for simple randomization, and 0% for both the block and adaptive randomization. In trials where the total sample size was 45 patients, the block randomization strategy achieved the greatest balance because participants were deterministically assigned to the treatment arm that balanced covariates. The adaptive strategy achieved similar results without deterministic treatment assignments even when trials included only 45 patients.

Discussion

Adaptive clinical trial designs have potential to mitigate some of the challenges that have hampered SCD trials. In small exploratory trials, even non-statistically significant differences in important covariates can threaten interpretability and external validity.

Conclusion

Adaptive randomization performed similarly to block randomization and offers advantages including better allocation concealment and less ability for investigators to predict the next assignment.

SUBMITTER: Meurer WJ

PROVIDER: S-EPMC5012429 | biostudies-literature | 2016 May

REPOSITORIES: biostudies-literature

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Publications

Simulation of various randomization strategies for a clinical trial in sickle cell disease.

Meurer William J WJ Connor Jason T JT Glassberg Jeffrey J

Hematology (Amsterdam, Netherlands) 20160316 4

<h4>Objective</h4>To use numerical simulation to evaluate various randomization strategies for a clinical trial in sickle cell disease (SCD).<h4>Methods</h4>The Inhaled Mometasone to Promote Reduction in Vaso-occlusive Events trial* is a randomized, controlled, feasibility study of inhaled mometasone for individuals with SCD who do not have asthma. The target sample size is 45 patients and one goal is to limit imbalance with respect to two important covariates (1) hydroxyurea use and (2) histori ...[more]

PMID: 26868369

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Project description:ImportanceSickle cell disease (SCD) is characterized by chronic pain and episodic acute pain caused by vasoocclusive crises, often requiring high doses of opioids for prolonged periods. In humanized mouse models of SCD, a synthetic cannabinoid has been found to attenuate both chronic and acute hyperalgesia. The effect of cannabis on chronic pain in adults with SCD is unknown.ObjectiveTo determine whether inhaled cannabis is more effective than inhaled placebo in relieving chronic pain in adults with SCD.Design, setting, and participantsThis pilot randomized clinical trial included participants with SCD with chronic pain admitted to a single inpatient clinical research center for 2 separate 5-day stays from August 2014 to April 2017. Participants inhaled either vaporized cannabis (4.4% Δ-9-tetrahydrocannabinol to 4.9% cannabidiol) 3 times daily or vaporized placebo cannabis. Pain and pain interference ratings using the Brief Pain Inventory were assessed throughout each 5-day period. Participants with SCD and chronic pain on stable analgesics were eligible to enroll. A total of 90 participants were assessed for eligibility; 56 participants were deemed ineligible, and 34 participants were enrolled. Of these, 7 participants dropped out before randomization. Of 27 randomized participants, 23 completed both treatment arms of the crossover study and were included in the final per protocol analysis. Data analysis was completed in June 2019, with the sensitivity analysis conducted in April 2020.InterventionsInhalation of vaporized cannabis plant (4.4% Δ-9-tetrahydrocannbinol to 4.9% cannabidiol) or placebo cannabis plant using a vaporizer 3 times daily for 5 days.Main outcomes and measuresDaily pain assessed with visual analog scale and Brief Pain Inventory.ResultsA total of 23 participants (mean [SD] age, 37.6 [11.4] years; 13 [56%] women) completed the trial. The mean (SD) difference in pain rating assessment between the cannabis and placebo groups was -5.3 (8.1) for day 1, -10.9 (7.0) for day 2, -16.5 (9.2) for day 3, -8.9 (6.7) for day 4, and -8.2 (8.1) for day 5; however, none of these differences were statistically significant. There was no statistically significant mean (SD) difference in pain interference ratings between cannabis and placebo between days 1 and 5 for interference in general activities (day 1: 0.27 [0.35]; day 5: -1.0 [0.5]), walking (day 1: 0.14 [0.73]; day 5: -0.87 [0.63]), sleep (day 1: 0.59 [0.74]; day 5: -1.3 [0.8]), or enjoyment (day 1: 0.23 [0.69]; day 5: -0.91 [0.48]), but there was a statistically significant mean (SD) difference in decrease in interference with mood (day 1: 0.96 [0.59]; day 5: -1.4 [0.6]; P = .02). No differences in treatment-related adverse effects were observed. Use of concomitant opioids was similar during both treatment periods.Conclusions and relevanceThis randomized clinical trial found that, compared with vaporized placebo, vaporized cannabis did not statistically significantly reduce pain and associated symptoms, except interference in mood, in patients with SCD with chronic pain.Trial registrationClinicalTrials.gov Identifier: NCT01771731.

Project description:Background/aimsRecruitment is often a barrier in clinical trials that include minoritized populations, such as individuals with sickle cell disease. In the United States, the majority of people with sickle cell disease identify as Black or African American. In sickle cell disease, 57% of the United States trials that ended early did so due to low enrollment. Thus, there is a need for interventions that improve trial enrollment in this population. After lower-than-expected recruitment during the first 6 months of the Engaging Parents of Children with Sickle Cell Anemia and their Providers in Shared-Decision-Making for Hydroxyurea trial, a multi-site study for young children with sickle cell disease, we collected data to understand barriers and used the Consolidated Framework for Implementation Research to categorize them and guide the development of targeted strategies.MethodsStudy staff used screening logs and coordinator and principal investigator calls to identify recruitment barriers that were then mapped onto Consolidated Framework for Implementation Research constructs. Targeted strategies were implemented during Months 7-13. Recruitment and enrollment data were summarized before (Months 1-6) and during the implementation period (Months 7-13).ResultsDuring the first 13 months, 60 caregivers (M = 30.65 years; SD = 6.35) enrolled in the trial. Most caregivers primarily self-identified as female (n = 54, 95%) and African American or Black (n = 51, 90%). Recruitment barriers mapped onto three Consolidated Framework for Implementation Research constructs: (1) Process barriers (i.e. no identified "site champion" and poor recruitment planning at several sites); (2) Inner setting barriers (i.e. limited communication, low relative study priority at several sites); and (3) Outer setting barriers (i.e. poor patient attendance at clinic appointments). Targeted strategies to improve recruitment included (1) principal investigator site visits and retraining on recruitment procedures to address process barriers; (2) increased frequency of communication through all coordinator, site principal investigator, and individual site calls to address inner setting barriers; and (3) development and implementation of no-show procedures for clinic appointments to address outer setting barriers. After implementation of the recruitment strategies, the number of caregivers identified for pre-screening increased from 54 to 164, and enrollment more than tripled from 14 to 46 caregiver participants.ConclusionConsolidated Framework for Implementation Research constructs guided the development of targeted strategies that increased enrollment. This reflective process reframes recruitment challenges as the responsibility of the research team rather than characterizing minoritized populations as "difficult" or "hard to reach." Future trials including patients with sickle cell disease and minoritized populations may benefit from this approach.

Dataset Information

Simulation of various randomization strategies for a clinical trial in sickle cell disease.

Objective

Methods

Results

Discussion

Conclusion

Publications

Simulation of various randomization strategies for a clinical trial in sickle cell disease.

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