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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

Up-to-Date Colonoscopy Use in Asian and Hispanic Subgroups in New York City, 2003-2016

Liang, Peter S; Dubner, Rachel; Xia, Yuhe; Glenn, Matthew; Lin, Kevin; Nagpal, Neha; Ng, Sandy; Trinh-Shevrin, Chau; Troxel, Andrea B; Kwon, Simona C
BACKGROUND:Colorectal cancer screening uptake in the United States overall has increased, but racial/ethnic disparities persist and data on colonoscopy uptake by racial/ethnic subgroups are lacking. We sought to better characterize these trends and to identify predictors of colonoscopy uptake, particularly among Asian and Hispanic subgroups. STUDY/METHODS:We used data from the New York City Community Health Survey to generate estimates of up-to-date colonoscopy use in Asian and Hispanic subgroups across 6 time periods spanning 2003-2016. For each subgroup, we calculated the percent change in colonoscopy uptake over the study period and the difference in uptake compared to non-Hispanic Whites in 2015-2016. We also used multivariable logistic regression to identify predictors of colonoscopy uptake. RESULTS:All racial and ethnic subgroups with reliable estimates saw a net increase in colonoscopy uptake between 2003 and 2016. In 2015-2016, compared with non-Hispanic Whites, Puerto Ricans, Dominicans, and Central/South Americans had higher colonoscopy uptake, whereas Chinese, Asian Indians, and Mexicans had lower uptake. On multivariable analysis, age, marital status, insurance status, primary care provider, receipt of flu vaccine, frequency of exercise, and smoking status were the most consistent predictors of colonoscopy uptake (≥4 time periods). CONCLUSIONS:We found significant variation in colonoscopy uptake among Asian and Hispanic subgroups. We also identified numerous demographic, socioeconomic, and health-related predictors of colonoscopy uptake. These findings highlight the importance of examining health disparities through the lens of disaggregated racial/ethnic subgroups and have the potential to inform future public health interventions.
PMID: 36753456
ISSN: 1539-2031
CID: 5420872

Evaluation of the SSTR2-targeted radiopharmaceutical 177Lu-DOTATATE and SSTR2-specific 68Ga-DOTATATE PET as imaging biomarker in patients with intracranial meningioma

Kurz, Sylvia C; Zan, Elcin; Cordova, Christine; Troxel, Andrea B; Barbaro, Marissa; Silverman, Joshua S; Snuderl, Matija; Zagzag, David; Kondziolka, Douglas; Golfinos, John G; Chi, Andrew S; Sulman, Erik P
BACKGROUND:There are no effective medical therapies for patients with meningioma who progress beyond surgical and radiotherapeutic interventions. Somatostatin receptor Type 2 (SSTR2) represents a promising treatment target in meningiomas. In this multicenter, single-arm phase II clinical study (NCT03971461), the SSTR2-targeting radiopharmaceutical 177Lu-DOTATATE is evaluated for its feasibility, safety, and therapeutic efficacy in these patients. PATIENTS AND METHODS/METHODS:Adult patients with progressive intracranial meningiomas received 177Lu-DOTATATE at a dose of 7.4 GBq (200 mCi) every eight weeks for four cycles. 68Ga-DOTATATE PET-MRI was performed before and six months after begin of treatment. The primary endpoint was progression-free survival (PFS) at 6 months (PFS-6). Secondary endpoints were safety and tolerability, overall survival (OS) at 12 months (OS-12), median PFS, and median OS. RESULTS:Fourteen patients (F=11, M=3) with progressive meningiomas (WHO 1=3, 2=10, 3=1) were enrolled. Median age was 63.1 (range 49.7-78) years. All patients previously underwent tumor resection and at least one course of radiation. Treatment with 177Lu-DOTATATE was well tolerated. Seven patients (50%) achieved PFS-6. Best radiographic response by modified Macdonald criteria was stable disease (SD) in all seven patients. A >25% reduction in 68Ga-DOTATATE (PET) was observed in five meningiomas and two patients. In one lesion, this corresponded to >50% reduction in bidirectional tumor measurements (MRI). CONCLUSIONS:Treatment with 177Lu-DOTATATE was well tolerated. The predefined PFS-6 threshold was met in this interim analysis, thereby allowing this multicenter clinical trial to continue enrollment. 68Ga-DOTATATE PET may be a useful imaging biomarker to assess therapeutic outcome in patients with meningioma.
PMID: 38048045
ISSN: 1557-3265
CID: 5595302

A Phase 1/2 multicenter trial of DKN-01 as monotherapy or in combination with docetaxel for the treatment of metastatic castration-resistant prostate cancer (mCRPC)

Wise, David R; Pachynski, Russell K; Denmeade, Samuel R; Aggarwal, Rahul R; Deng, Jiehui; Febles, Victor Adorno; Balar, Arjun V; Economides, Minas P; Loomis, Cynthia; Selvaraj, Shanmugapriya; Haas, Michael; Kagey, Michael H; Newman, Walter; Baum, Jason; Troxel, Andrea B; Griglun, Sarah; Leis, Dayna; Yang, Nina; Aranchiy, Viktoriya; Machado, Sabrina; Waalkes, Erika; Gargano, Gabrielle; Soamchand, Nadia; Puranik, Amrutesh; Chattopadhyay, Pratip; Fedal, Ezeddin; Deng, Fang-Ming; Ren, Qinghu; Chiriboga, Luis; Melamed, Jonathan; Sirard, Cynthia A; Wong, Kwok-Kin
BACKGROUND:Dickkopf-related protein 1 (DKK1) is a Wingless-related integrate site (Wnt) signaling modulator that is upregulated in prostate cancers (PCa) with low androgen receptor expression. DKN-01, an IgG4 that neutralizes DKK1, delays PCa growth in pre-clinical DKK1-expressing models. These data provided the rationale for a clinical trial testing DKN-01 in patients with metastatic castration-resistant PCa (mCRPC). METHODS:(combination) for men with mCRPC who progressed on ≥1 AR signaling inhibitors. DKK1 status was determined by RNA in-situ expression. The primary endpoint of the phase 1 dose escalation cohorts was the determination of the recommended phase 2 dose (RP2D). The primary endpoint of the phase 2 expansion cohorts was objective response rate by iRECIST criteria in patients treated with the combination. RESULTS:18 pts were enrolled into the study-10 patients in the monotherapy cohorts and 8 patients in the combination cohorts. No DLTs were observed and DKN-01 600 mg was determined as the RP2D. A best overall response of stable disease occurred in two out of seven (29%) evaluable patients in the monotherapy cohort. In the combination cohort, five out of seven (71%) evaluable patients had a partial response (PR). A median rPFS of 5.7 months was observed in the combination cohort. In the combination cohort, the median tumoral DKK1 expression H-score was 0.75 and the rPFS observed was similar between patients with DKK1 H-score ≥1 versus H-score = 0. CONCLUSION/CONCLUSIONS:DKN-01 600 mg was well tolerated. DKK1 blockade has modest anti-tumor activity as a monotherapy for mCRPC. Anti-tumor activity was observed in the combination cohorts, but the response duration was limited. DKK1 expression in the majority of mCRPC is low and did not clearly correlate with anti-tumor activity of DKN-01 plus docetaxel.
PMID: 38341461
ISSN: 1476-5608
CID: 5635542

Author Correction: Mortality outcomes with hydroxychloroquine and chloroquine in COVID-19 from an international collaborative meta-analysis of randomized trials

Axfors, Cathrine; Schmitt, Andreas M; Janiaud, Perrine; Van't Hooft, Janneke; Abd-Elsalam, Sherief; Abdo, Ehab F; Abella, Benjamin S; Akram, Javed; Amaravadi, Ravi K; Angus, Derek C; Arabi, Yaseen M; Azhar, Shehnoor; Baden, Lindsey R; Baker, Arthur W; Belkhir, Leila; Benfield, Thomas; Berrevoets, Marvin A H; Chen, Cheng-Pin; Chen, Tsung-Chia; Cheng, Shu-Hsing; Cheng, Chien-Yu; Chung, Wei-Sheng; Cohen, Yehuda Z; Cowan, Lisa N; Dalgard, Olav; de Almeida E Val, Fernando F; de Lacerda, Marcus V G; de Melo, Gisely C; Derde, Lennie; Dubee, Vincent; Elfakir, Anissa; Gordon, Anthony C; Hernandez-Cardenas, Carmen M; Hills, Thomas; Hoepelman, Andy I M; Huang, Yi-Wen; Igau, Bruno; Jin, Ronghua; Jurado-Camacho, Felipe; Khan, Khalid S; Kremsner, Peter G; Kreuels, Benno; Kuo, Cheng-Yu; Le, Thuy; Lin, Yi-Chun; Lin, Wu-Pu; Lin, Tse-Hung; Lyngbakken, Magnus Nakrem; McArthur, Colin; McVerry, Bryan J; Meza-Meneses, Patricia; Monteiro, Wuelton M; Morpeth, Susan C; Mourad, Ahmad; Mulligan, Mark J; Murthy, Srinivas; Naggie, Susanna; Narayanasamy, Shanti; Nichol, Alistair; Novack, Lewis A; O'Brien, Sean M; Okeke, Nwora Lance; Perez, Léna; Perez-Padilla, Rogelio; Perrin, Laurent; Remigio-Luna, Arantxa; Rivera-Martinez, Norma E; Rockhold, Frank W; Rodriguez-Llamazares, Sebastian; Rolfe, Robert; Rosa, Rossana; Røsjø, Helge; Sampaio, Vanderson S; Seto, Todd B; Shahzad, Muhammad; Soliman, Shaimaa; Stout, Jason E; Thirion-Romero, Ireri; Troxel, Andrea B; Tseng, Ting-Yu; Turner, Nicholas A; Ulrich, Robert J; Walsh, Stephen R; Webb, Steve A; Weehuizen, Jesper M; Velinova, Maria; Wong, Hon-Lai; Wrenn, Rebekah; Zampieri, Fernando G; Zhong, Wu; Moher, David; Goodman, Steven N; Ioannidis, John P A; Hemkens, Lars G
PMID: 38316844
ISSN: 2041-1723
CID: 5632832

The Registry-Based Randomized Trial - A Pragmatic Study Design [Editorial]

Troxel, Andrea B; Hade, Erinn M
Randomized controlled trials are the gold standard of clinical research for comparing therapies in well-defined groups of participants.1 Randomization avoids confounding due to unmeasured variables or to treatment selection and enables a causal interpretation of the estimated treatment effect. It has long been recognized, however, that standard explanatory clinical trials are slow, costly, and subject to participant selection. To preserve the strengths of randomized trials while mitigating their weaknesses, pragmatic randomized clinical trials emerged; these trials aim to facilitate decision-making rather than explicate a mechanism of action and enroll a diverse set of participants using existing structures and data sources.2.
PMID: 38320494
ISSN: 2766-5526
CID: 5632552

Researching COVID to enhance recovery (RECOVER) tissue pathology study protocol: Rationale, objectives, and design

Troxel, Andrea B; Bind, Marie-Abele C; Flotte, Thomas J; Cordon-Cardo, Carlos; Decker, Lauren A; Finn, Aloke V; Padera, Robert F; Reichard, R Ross; Stone, James R; Adolphi, Natalie L; Casimero, Faye Victoria C; Crary, John F; Elifritz, Jamie; Faustin, Arline; Ghosh, Saikat Kumar B; Krausert, Amanda; Martinez-Lage, Maria; Melamed, Jonathan; Mitchell, Roger A; Sampson, Barbara A; Seifert, Alan C; Simsir, Aylin; Adams, Cheryle; Haasnoot, Stephanie; Hafner, Stephanie; Siciliano, Michelle A; Vallejos, Brittany B; Del Boccio, Phoebe; Lamendola-Essel, Michelle F; Young, Chloe E; Kewlani, Deepshikha; Akinbo, Precious A; Parent, Brendan; Chung, Alicia; Cato, Teresa C; Mudumbi, Praveen C; Esquenazi-Karonika, Shari; Wood, Marion J; Chan, James; Monteiro, Jonathan; Shinnick, Daniel J; Thaweethai, Tanayott; Nguyen, Amber N; Fitzgerald, Megan L; Perlowski, Alice A; Stiles, Lauren E; Paskett, Moira L; Katz, Stuart D; Foulkes, Andrea S; ,
IMPORTANCE/OBJECTIVE:SARS-CoV-2 infection can result in ongoing, relapsing, or new symptoms or organ dysfunction after the acute phase of infection, termed Post-Acute Sequelae of SARS-CoV-2 (PASC), or long COVID. The characteristics, prevalence, trajectory and mechanisms of PASC are poorly understood. The objectives of the Researching COVID to Enhance Recovery (RECOVER) tissue pathology study (RECOVER-Pathology) are to: (1) characterize prevalence and types of organ injury/disease and pathology occurring with PASC; (2) characterize the association of pathologic findings with clinical and other characteristics; (3) define the pathophysiology and mechanisms of PASC, and possible mediation via viral persistence; and (4) establish a post-mortem tissue biobank and post-mortem brain imaging biorepository. METHODS:RECOVER-Pathology is a cross-sectional study of decedents dying at least 15 days following initial SARS-CoV-2 infection. Eligible decedents must meet WHO criteria for suspected, probable, or confirmed infection and must be aged 18 years or more at the time of death. Enrollment occurs at 7 sites in four U.S. states and Washington, DC. Comprehensive autopsies are conducted according to a standardized protocol within 24 hours of death; tissue samples are sent to the PASC Biorepository for later analyses. Data on clinical history are collected from the medical records and/or next of kin. The primary study outcomes include an array of pathologic features organized by organ system. Causal inference methods will be employed to investigate associations between risk factors and pathologic outcomes. DISCUSSION/CONCLUSIONS:RECOVER-Pathology is the largest autopsy study addressing PASC among US adults. Results of this study are intended to elucidate mechanisms of organ injury and disease and enhance our understanding of the pathophysiology of PASC.
PMCID:10781091
PMID: 38198481
ISSN: 1932-6203
CID: 5628642

Qualitative analysis of a remote monitoring intervention for managing heart failure

Klaiman, Tamar; Iannotte, L G; Josephs, Michael; Russell, Louise B; Norton, Laurie; Mehta, Shivan; Troxel, Andrea; Zhu, Jingsan; Volpp, Kevin; Asch, David A
BACKGROUND:Heart failure (HF) is one of the most common reasons for hospital admission and is a major cause of morbidity, mortality, and increasing health care costs. The EMPOWER study was a randomized trial that used remote monitoring technology to track patients' weight and diuretic adherence and a state-of-the-art approach derived from behavioral economics to motivate adherence to the reverse monitoring technology. OBJECTIVE:The goal was to explore patient and clinician perceptions of the program and its impact on perceived health outcomes and better understand why some patients or clinicians did better or worse than others in response to the intervention. APPROACH:This was a retrospective qualitative study utilizing semi-structured interviews with 43 patients and 16 clinicians to understand the trial's processes, reflecting on successes and areas for improvement for future iterations of behavioral economic interventions. KEY RESULTS:Many patients felt supported, and they appreciated the intervention. Many also appreciated the lottery intervention, and while it was not an incentive for enrolling for many respondents, it may have increased adherence during the study. Clinicians felt that the intervention integrated well into their workflow, but the number of alerts was burdensome. Additionally, responses to alerts varied considerably by provider, perhaps because there are no professional guidelines for alerts unaccompanied by severe symptoms. CONCLUSION:Our qualitative analysis indicates potential areas for additional exploration and consideration to design better behavioral economic interventions to improve cardiovascular health outcomes for patients with HF. Patients appreciated lottery incentives for adhering to program requirements; however, many were too far along in their disease progression to benefit from the intervention. Clinicians found the amount and frequency of electronic alerts burdensome and felt they did not improve patient outcomes. TRIAL REGISTRATION:ClinicalTrials.gov Identifier: NCT02708654.
PMID: 37679712
ISSN: 1471-2261
CID: 5599012