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Grant Details

Grant Number: 7R01CA087746-06 Interpret this number
Primary Investigator: Rosenberger, William
Organization: George Mason University
Project Title: Statistical Methodology for Cancer Clinical Trials
Fiscal Year: 2004


Abstract

DESCRIPTION (Applicant's abstract): The long-term goal of this proposal is to determine efficient and ethically attractive designs for phase I clinical trials, determine appropriate estimation procedures for the maximum tolerated dose (MTD), and to impact practice by providing state-of-the art design software for use by investigators. Background: Phase I clinical trials are typically very small, uncontrolled, sequential studies of human subjects designed to determine the maximum tolerate dose of an experimental drug. Perhaps because phase I clinical trials are generally non- randomized, do not involve large samples, and are not hypothesis-driven, statistical considerations have often been ignored. However, trials that do not accurately find the correct MTD may result in inadequate dose levels (from the standpoint oi effectiveness) being passed on to further testing or in highly toxic dose levels being passed on to later phase trials. "Conventional" designs have been popular for some time, where patients are treated in groups of three, and doses are escalated or de-escalated depending on their responses. Such methods simply identify an MTD as a function of the data, and hence estimation is not relevant. Others have taken a more formal approach, by treating the MTD as an unknown parameter of a dose-response curve. The problem then becomes one of quantile estimation. This is the approach we take in this proposal. Parametric Bayesian methods (e.g., continual reassessment method; escalation with overdose control) and nonparametric methods (e.g., random walk rules) have been proposed as designs that allow efficient estimation of a quantile of interest. Specific Aim I derives the Bayesian optimal design for estimation of a quantile under a constraint that the assigned dose levels do not exceed a specified quantile. We extend this problem into a Bayesian sequential design, under the same constraint, in specific Aim II. Specific Aim III extends Specific Aims I and 11 by dealing with non-binary ordinal responses from the WHO toxicity scale. We propose to use a proportional odds model to derive the constrained Bayesian optimal design and its sequential analog. Specific Aim IV proposes to use a random walk rule to develop a nonparametric design for a trial with ordinal toxicity scale. We will explore appropriate estimation procedures in Specific Aim V. In Specific Aim VI, we intend to do a formal comparison of existing methodology for phase I clinical trials with the methodology developed in Specific Aims I-V. We intend to use state-of-the-art computational facilities to find exact distributions of ethical parameters of interest. Finally, we develop user-friendly front-end software to facilitate the conduct of phase I clinical trials in Specific Aim VII.



Publications

Design considerations for two-stage enrichment clinical trials.
Authors: Frieri R. , Rosenberger W.F. , Flournoy N. , Lin Z. .
Source: Biometrics, 2022-11-27 00:00:00.0; , .
EPub date: 2022-11-27 00:00:00.0.
PMID: 36435977
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The Temptation of Overgeneralizing Response-adaptive Randomization.
Authors: Villar S.S. , Robertson D.S. , Rosenberger W.F. .
Source: Clinical Infectious Diseases : An Official Publication Of The Infectious Diseases Society Of America, 2021-08-02 00:00:00.0; 73(3), p. e842.
PMID: 32702084
Related Citations

Randomization-based interval estimation in randomized clinical trials.
Authors: Wang Y. , Rosenberger W.F. .
Source: Statistics In Medicine, 2020-09-20 00:00:00.0; 39(21), p. 2843-2854.
EPub date: 2020-06-03 00:00:00.0.
PMID: 32491198
Related Citations

Design and analysis of stratified clinical trials in the presence of bias.
Authors: Hilgers R.D. , Manolov M. , Heussen N. , Rosenberger W.F. .
Source: Statistical Methods In Medical Research, 2020 Jun; 29(6), p. 1715-1727.
EPub date: 2019-05-10 00:00:00.0.
PMID: 31074333
Related Citations

Randomization tests for multiarmed randomized clinical trials.
Authors: Wang Y. , Rosenberger W.F. , Uschner D. .
Source: Statistics In Medicine, 2020-02-20 00:00:00.0; 39(4), p. 494-509.
EPub date: 2019-12-17 00:00:00.0.
PMID: 31846110
Related Citations

Randomization: The forgotten component of the randomized clinical trial.
Authors: Rosenberger W.F. , Uschner D. , Wang Y. .
Source: Statistics In Medicine, 2019-01-15 00:00:00.0; 38(1), p. 1-12.
EPub date: 2018-07-25 00:00:00.0.
PMID: 30047159
Related Citations

Lifetime discrimination burden, racial discrimination, and subclinical cerebrovascular disease among African Americans.
Authors: Beatty Moody D.L. , Taylor A.D. , Leibel D.K. , Al-Najjar E. , Katzel L.I. , Davatzikos C. , Gullapalli R.P. , Seliger S.L. , Kouo T. , Erus G. , et al. .
Source: Health Psychology : Official Journal Of The Division Of Health Psychology, American Psychological Association, 2019 Jan; 38(1), p. 63-74.
EPub date: 2018-11-26 00:00:00.0.
PMID: 30474995
Related Citations

Sociodemographic disparities in corticolimbic structures.
Authors: Shaked D. , Millman Z.B. , Moody D.L.B. , Rosenberger W.F. , Shao H. , Katzel L.I. , Davatzikos C. , Gullapalli R.P. , Seliger S.L. , Erus G. , et al. .
Source: Plos One, 2019; 14(5), p. e0216338.
EPub date: 2019-05-09 00:00:00.0.
PMID: 31071128
Related Citations

Covariate-adjusted response-adaptive randomization for multi-arm clinical trials using a modified forward looking Gittins index rule.
Authors: Villar S.S. , Rosenberger W.F. .
Source: Biometrics, 2018 Mar; 74(1), p. 49-57.
EPub date: 2017-07-06 00:00:00.0.
PMID: 28682442
Related Citations

A class of semiparametric cure models with current status data.
Authors: Diao G. , Yuan A. .
Source: Lifetime Data Analysis, 2018-02-08 00:00:00.0; , .
EPub date: 2018-02-08 00:00:00.0.
PMID: 29423775
Related Citations

ERDO - a framework to select an appropriate randomization procedure for clinical trials.
Authors: Hilgers R.D. , Uschner D. , Rosenberger W.F. , Heussen N. .
Source: Bmc Medical Research Methodology, 2017-12-04 00:00:00.0; 17(1), p. 159.
EPub date: 2017-12-04 00:00:00.0.
PMID: 29202708
Related Citations

Differential Associations of Socioeconomic Status With Global Brain Volumes and White Matter Lesions in African American and White Adults: the HANDLS SCAN Study.
Authors: Waldstein S.R. , Dore G.A. , Davatzikos C. , Katzel L.I. , Gullapalli R. , Seliger S.L. , Kouo T. , Rosenberger W.F. , Erus G. , Evans M.K. , et al. .
Source: Psychosomatic Medicine, 2017 Apr; 79(3), p. 327-335.
PMID: 27806019
Related Citations

Beneficial Effects of Dry Needling for Treatment of Chronic Myofascial Pain Persist for 6 Weeks After Treatment Completion.
Authors: Gerber L.H. , Sikdar S. , Aredo J.V. , Armstrong K. , Rosenberger W.F. , Shao H. , Shah J.P. .
Source: Pm & R : The Journal Of Injury, Function, And Rehabilitation, 2017 Feb; 9(2), p. 105-112.
EPub date: 2016-06-11 00:00:00.0.
PMID: 27297448
Related Citations

A Bayesian Hybrid Adaptive Randomisation Design for Clinical Trials with Survival Outcomes.
Authors: Moatti M. , Chevret S. , Zohar S. , Rosenberger W.F. .
Source: Methods Of Information In Medicine, 2016; 55(1), p. 4-13.
EPub date: 2015-09-25 00:00:00.0.
PMID: 26404511
Related Citations

Novel Use of Ultrasound Elastography to Quantify Muscle Tissue Changes After Dry Needling of Myofascial Trigger Points in Patients With Chronic Myofascial Pain.
Authors: Turo D. , Otto P. , Hossain M. , Gebreab T. , Armstrong K. , Rosenberger W.F. , Shao H. , Shah J.P. , Gerber L.H. , Sikdar S. .
Source: Journal Of Ultrasound In Medicine : Official Journal Of The American Institute Of Ultrasound In Medicine, 2015 Dec; 34(12), p. 2149-61.
EPub date: 2015-10-21 00:00:00.0.
PMID: 26491094
Related Citations

Dry Needling Alters Trigger Points in the Upper Trapezius Muscle and Reduces Pain in Subjects With Chronic Myofascial Pain.
Authors: Gerber L.H. , Shah J. , Rosenberger W. , Armstrong K. , Turo D. , Otto P. , Heimur J. , Thaker N. , Sikdar S. .
Source: Pm & R : The Journal Of Injury, Function, And Rehabilitation, 2015 Jul; 7(7), p. 711-718.
EPub date: 2015-02-04 00:00:00.0.
PMID: 25661462
Related Citations

Fasting glucose and glucose tolerance as potential predictors of neurocognitive function among nondiabetic older adults.
Authors: Sims Wright R. , Levy S.A. , Katzel L.I. , Rosenberger W.F. , Manukyan Z. , Whitfield K.E. , Waldstein S.R. .
Source: Journal Of Clinical And Experimental Neuropsychology, 2015; 37(1), p. 49-60.
EPub date: 2015-01-06 00:00:00.0.
PMID: 25562529
Related Citations

Conditional Monte Carlo Randomization Tests For Regression Models
Authors: Parhat P. , Rosenberger W.F. , Diao G. .
Source: Statistics In Medicine, 2014-08-15 00:00:00.0; 33(18), p. 3078-88.
PMID: 24648378
Related Citations

Association of fasting glucose with subclinical cerebrovascular disease in older adults without Type 2 diabetes.
Authors: Sims R.C. , Katzel L.I. , Lefkowitz D.M. , Siegel E.L. , Rosenberger W.F. , Manukyan Z. , Whitfield K.E. , Waldstein S.R. .
Source: Diabetic Medicine : A Journal Of The British Diabetic Association, 2014 Jun; 31(6), p. 691-8.
EPub date: 2014-01-17 00:00:00.0.
PMID: 24344757
Related Citations

Combining Markers With And Without The Limit Of Detection
Authors: Dong T. , Liu C.C. , Petricoin E.F. , Tang L.L. .
Source: Statistics In Medicine, 2014-04-15 00:00:00.0; 33(8), p. 1307-20.
PMID: 24132938
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Nonparametric Roc Summary Statistics For Correlated Diagnostic Marker Data
Authors: Tang L.L. , Liu A. , Chen Z. , Schisterman E.F. , Zhang B. , Miao Z. .
Source: Statistics In Medicine, 2013-06-15 00:00:00.0; 32(13), p. 2209-20.
PMID: 23055248
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Homogeneity Tests Of Clustered Diagnostic Markers With Applications To The Biocycle Study
Authors: Tang L.L. , Liu A. , Schisterman E.F. , Zhou X.H. , Liu C.C. .
Source: Statistics In Medicine, 2012-12-10 00:00:00.0; 31(28), p. 3638-48.
PMID: 22733707
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Adaptive Randomization For Clinical Trials
Authors: Rosenberger,W.F. , Sverdlov,O. , Hu,F. .
Source: Journal Of Biopharmaceutical Statistics, 2012; 22(4), p. 719-36.
PMID: 22651111
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A Sequential Conditional Probability Ratio Test Procedure For Comparing Diagnostic Tests
Authors: Tang L. , Tan M. , Zhou X.H. .
Source: Journal Of Applied Statistics, 2011-08-01 00:00:00.0; 38(8), p. 1623-1632.
PMID: 22523441
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Zinc-suppressed Inflammatory Cytokines By Induction Of A20-mediated Inhibition Of Nuclear Factor-¿b
Authors: Prasad,A.S. , Bao,B. , Beck,F.W. , Sarkar,F.H. .
Source: Nutrition (burbank, Los Angeles County, Calif.), 2011 Jul-Aug; 27(7-8), p. 816-23.
PMID: 21035309
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A Random-sum Wilcoxon Statistic And Its Application To Analysis Of Roc And Lroc Data
Authors: Tang L.L. , Balakrishnan N. .
Source: Journal Of Statistical Planning And Inference, 2011-01-01 00:00:00.0; 141(1), p. 335-344.
PMID: 22639485
Related Citations

Reduced Cerebral Blood Flow In Older Men With Higher Levels Of Blood Pressure
Authors: Waldstein,S.R. , Lefkowitz,D.M. , Siegel,E.L. , Rosenberger,W.F. , Spencer,R.J. , Tankard,C.F. , Manukyan,Z. , Gerber,E.J. , Katzel,L. .
Source: Journal Of Hypertension, 2010 May; 28(5), p. 993-8.
PMID: 20408259
Related Citations

Sequential Designs For Ordinal Phase I Clinical Trials
Authors: Liu G. , Rosenberger W.F. , Haines L.M. .
Source: Biometrical Journal. Biometrische Zeitschrift, 2009 Apr; 51(2), p. 335-47.
PMID: 19358220
Related Citations

Response-adaptive Randomization For Clinical Trials With Continuous Outcomes
Authors: Zhang,L. , Rosenberger,W.F. .
Source: Biometrics, 2006 Jun; 62(2), p. 562-9.
PMID: 16918921
Related Citations

Sequential Designs For Logistic Phase I Clinical Trials
Authors: Liu G. , Rosenberger W.F. , Haines L.M. .
Source: Journal Of Biopharmaceutical Statistics, 2006; 16(5), p. 605-21.
PMID: 17037261
Related Citations

Quantile Estimation Following Non-parametric Phase I Clinical Trials With Ordinal Response
Authors: Paul R.K. , Rosenberger W.F. , Flournoy N. .
Source: Statistics In Medicine, 2004-08-30 00:00:00.0; 23(16), p. 2483-95.
PMID: 15287079
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Adaptive Urn Designs For Estimating Several Percentiles Of A Dose--response Curve
Authors: Mugno R. , Zhus W. , Rosenberger W.F. .
Source: Statistics In Medicine, 2004-07-15 00:00:00.0; 23(13), p. 2137-50.
PMID: 15211608
Related Citations

Bayesian Optimal Designs For Phase I Clinical Trials
Authors: Haines L.M. , Perevozskaya I. , Rosenberger W.F. .
Source: Biometrics, 2003 Sep; 59(3), p. 591-600.
PMID: 14601760
Related Citations

Competing Designs For Phase I Clinical Trials: A Review
Authors: Rosenberger W.F. , Haines L.M. .
Source: Statistics In Medicine, 2002-09-30 00:00:00.0; 21(18), p. 2757-70.
PMID: 12228889
Related Citations

Optimal adaptive designs for binary response trials.
Authors: Rosenberger W.F. , Stallard N. , Ivanova A. , Harper C.N. , Ricks M.L. .
Source: Biometrics, 2001 Sep; 57(3), p. 909-13.
PMID: 11550944
Related Citations

Analysis of time trends in adaptive designs with application to a neurophysiology experiment.
Authors: Hu F. , Rosenberger W.F. .
Source: Statistics In Medicine, 2000-08-15 00:00:00.0; 19(15), p. 2067-75.
PMID: 10900452
Related Citations

A comparison of urn designs for randomized clinical trials of K > 2 treatments.
Authors: Ivanova A. , Rosenberger W.F. .
Source: Journal Of Biopharmaceutical Statistics, 2000 Feb; 10(1), p. 93-107.
PMID: 10709804
Related Citations

Randomized play-the-winner clinical trials: review and recommendations.
Authors: Rosenberger W.F. .
Source: Controlled Clinical Trials, 1999 Aug; 20(4), p. 328-42.
PMID: 10440560
Related Citations

Bootstrap methods for adaptive designs.
Authors: Rosenberger W.F. , Hu F. .
Source: Statistics In Medicine, 1999-07-30 00:00:00.0; 18(14), p. 1757-67.
PMID: 10407246
Related Citations

A comparison of the randomized play-the-winner rule and the triangular test for clinical trials with binary responses.
Authors: Coad D.S. , Rosenberger W.F. .
Source: Statistics In Medicine, 1999-04-15 00:00:00.0; 18(7), p. 761-9.
PMID: 10327525
Related Citations

Ethics and practice: alternative designs for phase III randomized clinical trials.
Authors: Palmer C.R. , Rosenberger W.F. .
Source: Controlled Clinical Trials, 1999 Apr; 20(2), p. 172-86.
PMID: 10227416
Related Citations

Perception of timing of kinesthetic stimuli.
Authors: Grill S.E. , Rosenberger W.F. , Boyle K. , Cannon M. , Hallett M. .
Source: Neuroreport, 1998-12-21 00:00:00.0; 9(18), p. 4001-5.
PMID: 9926837
Related Citations

Adaptive survival trials.
Authors: Rosenberger W.F. , Seshaiyer P. .
Source: Journal Of Biopharmaceutical Statistics, 1997 Nov; 7(4), p. 617-24.
PMID: 9358333
Related Citations

A sequential design for psychophysical experiments: an application to estimating timing of sensory events.
Authors: Rosenberger W.F. , Grill S.E. .
Source: Statistics In Medicine, 1997-10-15 00:00:00.0; 16(19), p. 2245-60.
PMID: 9330431
Related Citations

Comparison of open and laparoscopic live donor nephrectomy.
Authors: Flowers J.L. , Jacobs S. , Cho E. , Morton A. , Rosenberger W.F. , Evans D. , Imbembo A.L. , Bartlett S.T. .
Source: Annals Of Surgery, 1997 Oct; 226(4), p. 483-9; discussion 489-90.
PMID: 9351716
Related Citations

A random walk rule for phase I clinical trials.
Authors: Durham S.D. , Flournoy N. , Rosenberger W.F. .
Source: Biometrics, 1997 Jun; 53(2), p. 745-60.
PMID: 9192462
Related Citations

Dealing with multiplicities in pharmacoepidemiologic studies.
Authors: Rosenberger W.F. .
Source: Pharmacoepidemiology And Drug Safety, 1996 Mar; 5(2), p. 95-100.
PMID: 15073837
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Nonparametric test of stochastic ordering for multiple longitudinal measures.
Authors: Rosenberger W.F. , Lachin J.M. , Bain R.P. .
Source: Journal Of Biopharmaceutical Statistics, 1995 Nov; 5(3), p. 235-43.
PMID: 8580926
Related Citations

Sequential Monitoring Of Survival Data With The Wilcoxon Statistic
Authors: Lan K.K. , Rosenberger W.F. , Lachin J.M. .
Source: Biometrics, 1995 Sep; 51(3), p. 1175-83.
PMID: 7548701
Related Citations

Use Of Spending Functions For Occasional Or Continuous Monitoring Of Data In Clinical Trials
Authors: Lan K.K. , Rosenberger W.F. , Lachin J.M. .
Source: Statistics In Medicine, 1993-12-15 00:00:00.0; 12(23), p. 2219-31.
PMID: 8310191
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