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Statistical issues in pragmatic trials of behavioral economic interventions

Troxel, Andrea B; Asch, David A; Volpp, Kevin G
BACKGROUND: Randomized clinical trials provide gold-standard evidence for the efficacy of interventions, but have limitations, including highly selected populations that make inference on effectiveness difficult and a lack of ability to adapt and change midstream. METHODS: We propose two innovations for pragmatic trial design. RESULTS: Evidence-based evolutionary testing, a framework that allows adaptation of interventions and rapid-cycle innovation, preserves the power of randomization while acknowledging the need for adaptation and learning. An opt-out consent framework increases the fraction of the target population who participate in trials, but may lead to dampening of effect sizes. CONCLUSION: Pragmatic trials offer numerous advantages in the evaluation of behavioral interventions in health. Statistical innovations, including evidence-based evolutionary testing and opt-out framing of consent and enrollment processes, can enhance the power of pragmatic trials and lead to more rapid progress.
PMCID:5454570
PMID: 27365015
ISSN: 1740-7753
CID: 2230972

Rationale and Design of EMPOWER, a Pragmatic Randomized Trial of Automated Hovering in Patients With Congestive Heart Failure

Mehta, Shivan J; Volpp, Kevin G; Asch, David A; Goldberg, Lee R; Russell, Louise B; Norton, Laurie A; Iannotte, Lauren G; Troxel, Andrea B
BACKGROUND:Congestive heart failure is a major cause of morbidity, mortality, and cost. Disease management programs have shown promise but lack firm evidence of effectiveness and scalability. We describe the motivation, design, and planned analyses of EMPOWER (Electronic Monitoring of Patients Offers Ways to Enhance Recovery), a randomized clinical trial of an innovative intervention incorporating behavioral economic principles with remote monitoring technology embedded within a healthcare system. METHODS AND RESULTS/RESULTS:EMPOWER is an ongoing, pragmatic, randomized clinical trial comparing usual care to an automated hovering intervention that includes patient-level incentives for daily weight monitoring and diuretic adherence combined with automated feedback into the clinical care pathway, enabling real-time response to concerning clinical symptoms. Identification of eligible patients began in May 2016, and implementation of the intervention is feasible. Trial processes are embedded into existing clinical pathways. The primary outcome is time to readmission for any cause. Cost-effectiveness analyses are planned to evaluate the healthcare costs and health outcomes of the approach. CONCLUSIONS:The EMPOWER trial incorporates leading-edge approaches in human motivation, derived from behavioral economics, with contemporary technology to provide scale and exception handling at low cost. The trial is also implemented within the naturalized environment of a health system, as much as possible taking advantage of the existing journeys of patients and workflows of clinicians. A goal of this pragmatic design is to limit resource utilization and also to test an intervention that would need minimal modification to be translated from research into a new way of practice. CLINICAL TRIAL REGISTRATION/BACKGROUND:URL: https://www.clinicaltrials.gov . Unique identifier: NCT02708654.
PMCID:6450407
PMID: 30939922
ISSN: 1941-7705
CID: 3815042

Modeling lottery incentives for daily adherence

Humphrey, Colman H; Small, Dylan S; Jensen, Shane T; Volpp, Kevin G; Asch, David A; Zhu, Jingsan; Troxel, Andrea B
Many health issues require adherence to recommended daily activities, such as taking medication to manage a chronic condition, walking a certain distance to promote weight loss, or measuring weights to assess fluid balance in heart failure. The cost of nonadherence can be high, with respect to both individual health outcomes and the healthcare system. Incentivizing adherence to daily activities can promote better health in patients and populations and potentially provide long-term cost savings. Multiple incentive structures are possible. We focus here on a daily lottery incentive in which payment occurs when both the participant's lottery number matches the number drawn and the participant adheres to the targeted daily behavior. Our objective is to model the lottery's effect on participants' probability to complete the targeted task, particularly over the short term. We combine two procedures for analyzing such binary time series: a parameter-driven regression model with an autocorrelated latent process and a comparative interrupted time series. We use the output of the regression model as the control generator for the comparative time series in order to create a quasi-experimental design.
PMID: 30941805
ISSN: 1097-0258
CID: 3807422

Stromal Keratitis in the Zoster Eye Disease Study (ZEDS): Lessons Learned

Jacobs, Deborah S; Lee, TingFang; Asbell, Penny; Shen, Joanne; Choulakian, Mazen; Baratz, Keith H; Prescott, Christina R; Colby, Kathryn; Hochman, Judith S; Troxel, Andrea B; Cohen, Elisabeth; Jeng, Bennie H; Holland, Gary N
PURPOSE/OBJECTIVE:To report on the presentation, treatment, and visual outcome of stromal keratitis (SK) in the Zoster Eye Disease Study (ZEDS). DESIGN/METHODS:Secondary analysis of SK endpoint of randomized clinical trial. SUBJECTS/METHODS:Herpes Zoster Ophthalmicus (HZO) patients were randomized in a double-masked clinical trial of oral valacyclovir 1g daily or placebo for 1 year. They were followed prospectively every 3 months for 18 months for endpoints of SK, iritis (IR), endothelial keratitis (EK), or dendritiform epithelial keratitis (DEK). METHODS:Presentation of recurrent, new, or worsening SK was evaluated retrospectively by treatment assignment, randomization strata, and use of topical steroids. Investigators had been allowed discretionary treatment of endpoints including open label valacyclovir and topical steroids. Visual outcome and treatment with open label oral valacyclovir and topical steroids were evaluated. MAIN OUTCOME MEASURES/METHODS:Use of open label valacyclovir and topical steroid treatment of recurrent, new, or worsening SK, and visual acuity at 12 months. RESULTS:Recurrent, new, or worsening SK occurred in 105/527(20%) participants. Randomization group was not associated with this complication. Mean best corrected visual acuity at enrollment was logMAR 0.10±0.14 with no difference at 1 year, logMAR 0.13±0.2, and no difference between valacyclovir and placebo groups at enrollment or at 1 year. Among the 105 instances of SK, 79(75%) were recognized at scheduled study visits rather than at episodic visits. In only 11/105(10%) of recurrent, new, or worsening SK, did masked investigators opt to treat with open label oral antiviral. At the time of SK complication, 52/105(50%) were on topical steroid, but 47/52(90%) on topical steroids were using 1x daily or less, 21/47(45%) high potency and 26/47(55%) low potency (p=0.47). Of 48/105(47%) on no topical steroids at recurrent, new, or worsening SK, 18/48(38%) had discontinued steroids in the prior 3 months. 38/48(75%) on no topical steroids at complication SK were subsequently treated with high potency steroids 2x daily or more. Of 26/52(50%) on low potency steroids at complication SK, 23/26(88%) were treated with increase in frequency only. CONCLUSIONS:Individuals with ocular complications of HZO who develop SK generally maintain very good vision without use of oral antiviral therapy when monitored closely and SK is recognized and treated. Low potency topical steroids should be considered for treatment and ongoing suppression of SK in HZO.
PMID: 41655829
ISSN: 1879-1891
CID: 6001532

Understanding sleep behaviors and barriers to OSA evaluation and treatment among highway maintenance vehicle operators

Robbins, Rebecca; Troxel, Andrea B; Quan, Stuart F; Barger, Laura K; DiClemente, Ralph; Fray-Witzer, Maya; Jean-Louis, Girardin; Rapoport, David M; Czeisler, Charles A
OBJECTIVE:Poor sleep and obstructive sleep apnea (OSA) are prevalent among transportation workers. METHODS:45 transportation workers from worksites in the Northeast US completed surveys assessing 1) sleepiness, 2) OSA, and 3) OSA stage of change, then participated in focus groups or interviews. RESULTS:Participants were 93.2% male, 90.1% white non-Hispanic. 77.8% scored high risk for OSA, while 11.1% of those at risk reported an OSA diagnosis. Only 31.4% of high risk participants reported having contemplated OSA evaluation or treatment. Qualitative themes pertained to difficulty unwinding, uncertain work hours, fears about and barriers to OSA treatment, and misinformation about OSA. CONCLUSIONS:Results reveal a high prevalence of OSA risk and a low rate of diagnosis and OSA readiness to change. We identify themes for future interventions to improve awareness about OSA among transportation workers.
PMID: 40952978
ISSN: 1536-5948
CID: 5934992

A double-blind, placebo-controlled, multi-crossover trial of treatment with a chemokine antagonist for knee osteoarthritis pain

Edwards, Robert R; Tarpey, Thaddeus; Ashburn, Michael; Baer, Caitlin; Campbell, Allison; Dworkin, Robert H; Gaspard, Gabrielle; Flynn, Martina; Hade, Erinn; Jain, Nitin; Judge, Heidi; Kamp, Cornelia; Li, Yi; Meropol, Sharon; Petkova, Eva; Philip, Annie; Przkora, Rene; Rathmell, James P; Robinson-Papp, Jessica; Samuels, Jonathan; Sehgal, Nalini; Sienty, Jackie; Stacey, Brett; Wallace, Mark; Wasan, Ajay D; Wise, Barton; Yu, Chang; Fava, Maurizio; Troxel, Andrea B
Osteoarthritis, especially knee osteoarthritis, is a leading cause of disability and reduced quality of life. The etiology of pain in osteoarthritis is multifactorial, and one promising potential treatment approach involves targeting chemokine systems. The present study was a phase 2, multisite, multiperiod randomized crossover trial of CNTX-6970, a small molecule and selective oral cytokine chemokine receptor type 2 (CCR2) and CCR5 antagonist, in patients with painful knee osteoarthritis (OA). It represents the first trial performed within the National Institutes of Health's Early Phase Pain Investigation Clinical Network. The primary objectives were to evaluate the safety and efficacy of CNTX-6970, relative to placebo, for the treatment of moderate to severe pain related to knee OA. A total of 55 participants were randomized in this multiperiod crossover trial. Linear mixed effects models revealed no significant pain-related benefits of active medication; indeed, trial participants reported slightly higher knee pain intensity when taking the novel chemokine antagonist CNTX-6970 than when taking placebo. In addition, biomarker analysis revealed notably higher level of serum monocyte chemoattractant protein 1 levels when patients were on CNTX-6970 compared to placebo. Overall, although CNTX-6970 was safe and relatively well-tolerated, pharmacologic blockade of specific chemokine receptors with this compound was not effective in reducing moderate-to-severe knee osteoarthritis pain.
PMID: 41468282
ISSN: 1872-6623
CID: 6001132

Statistics in Medicine - What's in an Estimand?

Troxel, Andrea B; Gatsonis, Constantine A; Hogan, Joseph W; Hubbard, Rebecca A; Hunter, David J; Normand, Sharon-Lise T
PMID: 41406466
ISSN: 1533-4406
CID: 5979432

Bayesian Analysis of Valacyclovir Treatment Effect in the Zoster Eye Disease Study

Jeng, Bennie H; Lee, Ting-Fang; Troxel, Andrea B; Lu, Ying; Cohen, Elisabeth J; Kim, Jiyu; Hochman, Judith S; ,
PMID: 40940003
ISSN: 1549-4713
CID: 5980052

When do platform trials in chronic pain make sense?

Robinson-Papp, Jessica; Rathmell, James P; Tarpey, Thaddeus; Troxel, Andrea B
PMID: 41380093
ISSN: 1872-6623
CID: 5977812

Behavioral Economics and Medication Adherence for Hypertension: A Randomized Clinical Trial

Dodson, John A; Adhikari, Samrachana; Schoenthaler, Antoinette M; Shimbo, Daichi; Berman, Adam N; Levy, Natalie; Hanley, Kathleen; Richardson, Safiya; Varghese, Ashwini; Meng, Yuchen; Pena, Stephanie; de Brito, Stefany; Gutierrez, Yasmin; Rojas, Michelle; Rosado, Victoria; Olkhinha, Ekaterina; Troxel, Andrea B
BACKGROUND:Nonadherence to antihypertensive medications is common. Mobile health (mHealth)-based behavioral economic interventions may improve adherence, but remain largely untested, especially in vulnerable populations. OBJECTIVE:The study sought to test whether an mHealth incentive lottery would lower systolic blood pressure (SBP) and improve adherence. METHODS:BETTER-BP (Behavioral Economics Trial To Enhance Regulation of Blood Pressure) was a randomized trial conducted in 3 safety-net clinics in New York City. Eligible participants were adults with hypertension prescribed at least 1 antihypertensive medication, with SBP >140 mm Hg, and poor self-reported adherence. In the intervention arm, an incentive lottery was administered via SMS messaging. All participants received passive adherence monitoring. The intervention lasted 6 months, with continued monitoring until 12 months. The primary clinical endpoint was change in SBP at 6 months. The primary process endpoint was adequate antihypertensive medication adherence (≥80% days adherent) from baseline to 6 months. RESULTS:Four-hundred participants (265 intervention:135 control) were enrolled with median age 57 years, 60.5% women, 61.5% Hispanic, and 20.3% non-Hispanic Black. Over 70% had Medicaid or no insurance. At 6 months, intervention arm participants were twice as likely to achieve adequate adherence (71% vs 34%; adjusted risk ratio: 2.04; 95% CI: 1.58-2.63), but there was no significant change in mean SBP (-6.7 mm Hg intervention vs -5.8 mm Hg control; P = 0.62). From 6 to 12 months, adherence was similar (31% intervention vs 26% control; adjusted risk ratio: 1.17; 95% CI: 0.83-1.65). CONCLUSIONS:In a diverse safety-net population, the BETTER-BP intervention doubled the rate of adequate antihypertensive medication adherence but did not reduce SBP at 6 months.
PMID: 41379039
ISSN: 1558-3597
CID: 5977742