Wilcoxon-Mann-Whitney test: stratify or not?

Abstract:

:The Wilcoxon-Mann-Whitney (WMW) test is the most commonly used nonparametric method to compare two treatments when the underlying distribution of the outcome variable is not normally distributed. In the presence of stratum effects, the van Elteren (vE) test, a stratified WMW test, can be used to adjust for the stratum effect. We provide guidance on how to choose between the two tests in the design phase of clinical trials and in the analysis of clinical data. We show by simulations that both tests preserve the type I error rate regardless of the presence of the stratum effects. Therefore, the test with greater power is preferred. In comparing powers, we found that the WMW test is better when the stratum effects are small, whereas the vE test is better when the stratum effects are large. Finally, when the stratum effects are moderate, the decision depends on the shape of the distribution and the ratio of the number of strata and the number of subjects. In this case, results presented in this article or from similar simulations may be used to determine which test is better.

journal_name

J Biopharm Stat

authors

Qu Y,Zhao YD,Rahardja D

doi

10.1080/10543400802369103

subject

Has Abstract

pub_date

2008-01-01 00:00:00

pages

1103-11

issue

6

eissn

1054-3406

issn

1520-5711

pii

905236570

journal_volume

18

pub_type

杂志文章
  • Test procedures for disease prevalence with partially validated data.

    abstract::Investigating the prevalence of a disease is an important topic in medical studies. Such investigations are usually based on the classification results of a group of subjects according to whether they have the disease. To classify subjects, screening tests that are inexpensive and nonintrusive to the test subjects are...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2010.544527

    authors: Tang ML,Qiu SF,Poon WY,Tang NS

    更新日期:2012-01-01 00:00:00

  • Nonparametric tests for evaluation of biosimilarity in variability of follow-on biologics.

    abstract::As more biologic products are going off patent protection, the development of follow-on biologic products (also known as biosimilars) has gained much attention from both the biotechnology industry and regulatory agencies. Unlike small molecules, the development of biologic products is not only more complicated but als...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2014.941991

    authors: Zhang N,Yang J,Chow SC,Chi E

    更新日期:2014-01-01 00:00:00

  • FDA draft guidance on adaptive design clinical trials: Pfizer's perspective.

    abstract::The Food and Drug Administration of the United States issued a draft guidance on adaptive design clinical trials in February 2010. This draft guidance has attracted a lot of attention because of the increasing interest in adaptive trials by the pharmaceutical industry in recent years. In this paper, we report on highl...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2010.514456

    authors: Chuang-Stein C,Beltangady M

    更新日期:2010-11-01 00:00:00

  • Detection of activity centers in cellular pathways using transcript profiling.

    abstract::We present a new computational method for identifying regulated pathway components in transcript profiling (TP) experiments by evaluating transcriptional activity in the context of known biological pathways. We construct a graph representing thousands of protein functional relationships by integrating knowledge from p...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1081/BIP-200025678

    authors: Pradines J,Rudolph-Owen L,Hunter J,Leroy P,Cary M,Coopersmith R,Dancik V,Eltsefon Y,Farutin V,Leroy C,Rees J,Rose D,Rowley S,Ruttenberg A,Wieghardt P,Sander C,Reich C

    更新日期:2004-08-01 00:00:00

  • Mixed-effects varying-coefficient model with skewed distribution coupled with cause-specific varying-coefficient hazard model with random-effects for longitudinal-competing risks data analysis.

    abstract::It is well known that there is strong relationship between HIV viral load and CD4 cell counts in AIDS studies. However, the relationship between them changes during the course of treatment and may vary among individuals. During treatments, some individuals may experience terminal events such as death. Because the term...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2015.1052493

    authors: Lu T,Wang M,Liu G,Dong GH,Qian F

    更新日期:2016-01-01 00:00:00

  • A global model to define the behavior of partial agonists (bell-shaped dose-response inducers) in pharmacological evaluation of activity in the presence of the full agonist.

    abstract::The dose-response models for full agonists and for a particular type of partial agonist can be described by sigmoidal curves and bell-shaped curves, respectively. The methods currently used to evaluate the interaction of a full agonist and a partial agonist require a large number of experimental units and base their a...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543409808835266

    authors: Ghosh K,Shen ES,Arey BJ,López FJ

    更新日期:1998-11-01 00:00:00

  • Testing for group structure in high-dimensional data.

    abstract::With the use of finite mixture models for the clustering of a data set, the crucial question of how many clusters there are in the data can be addressed by testing for the smallest number of components in the mixture model compatible with the data. We investigate the performance of a resampling approach to this latter...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2011.608342

    authors: McLachlan GJ,Rathnayake SI

    更新日期:2011-11-01 00:00:00

  • Design and sample size for evaluating combinations of drugs of linear and loglinear dose-response curves.

    abstract::The study of drug combinations has become important in drug development due to its potential for efficacy at lower, less toxic doses and the need to move new therapies rapidly into clinical trials. The goal is to identify which combinations are additive, synergistic, or antagonistic. Although there exists statistical ...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543400902964019

    authors: Fang HB,Tian GL,Li W,Tan M

    更新日期:2009-07-01 00:00:00

  • Bayesian design for two-arm randomized Phase II clinical trials with endpoints from the exponential family using multiple constraints.

    abstract::Frequentist design for two-arm randomized Phase II clinical trials with outcomes from the exponential dispersion family was proposed previously, where the total sample sizes are minimized under multiple constraints on the standard errors of the estimated group means and their difference. This design was generalized fr...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2017.1402779

    authors: Jiang W,Wick JA,He J,Mahnken JD,Mayo MS

    更新日期:2018-01-01 00:00:00

  • Estimating vaccine efficacy from outbreak size household data in the presence of heterogeneous transmission probabilities.

    abstract::We develop a Bayesian approach for estimating vaccine efficacy for susceptibility (VEs) and infectiousness (VEI) using outbreak size household data. Our method allows for heterogeneity in transmission probabilities due to factors that are related to individuals' characteristics, such as age, in addition to vaccination...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543400600719467

    authors: Davis XM,Waller LA,Haber M

    更新日期:2006-01-01 00:00:00

  • False-positive error rates in routine application of repeated measurements ANOVA.

    abstract::Failure to recognize the serious implications of heterogeneous correlations and disregard of the multiple test problem in interpreting the results from repeated measurements ANOVA of any single primary outcome measure can produce false-positive error rates that are more than five times the alpha level that is reported...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543409608835123

    authors: Overall JE,Doyle SR

    更新日期:1996-03-01 00:00:00

  • Statistical applications for in vitro diagnostic tests and other medical device clinical trials.

    abstract::Some statistical methods applied to in vitro diagnostic tests for the three primary indications (screening, diagnosis, and monitoring) are discussed. Various examples with practical statistical applications are presented, including test for k by k ordered categorical matched-pair data for screening of cervical cancer,...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543409708835208

    authors: Lao CS

    更新日期:1997-11-01 00:00:00

  • Statistical design of noninferiority multiple region clinical trials to assess global and consistent treatment effects.

    abstract::Noninferiority multiregional clinical trials (MRCTs) have recently received increasing attention in drug development. While a major goal in an MRCT is to estimate the global treatment effect, it is also important to assess the consistency of treatment effects across multiple regions. In this paper, we propose an intui...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2017.1293075

    authors: Diao G,Zeng D,Ibrahim JG,Rong A,Lee O,Zhang K,Chen Q

    更新日期:2017-01-01 00:00:00

  • A simulation study of approaches for handling disease progression in dose-finding clinical trials.

    abstract::In traditional dose-finding studies, dose-limiting toxicity (DLT) is determined within a fixed time observation window where DLT is often defined as a binary outcome. In the setting of oncology dose-finding trials, often patients in advanced stage of diseases are enrolled. Therefore, disease progression may occur with...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2020.1814796

    authors: Biard L,Cheng B,Manji GA,Lee SM

    更新日期:2020-09-15 00:00:00

  • How to assess the relative range of two consecutive laboratory measurements to monitor patients.

    abstract::An integral part of routine health checkups involves laboratory measurements on various analytes in the blood. It is then common to compare the value of two consecutive measurements sampled at different times from the same patient. A "significant" change requires an action (additional sample and/or clinical action). T...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1081/BIP-100107656

    authors: Cohen A,Doveh E,Umansky T

    更新日期:2001-01-01 00:00:00

  • A bias correction in testing treatment efficacy under informative dropout in clinical trials.

    abstract::In clinical trials of drug development, patients are often followed for a certain period of time, and the outcome variables are measured at scheduled time intervals. The main interest of the trial is the treatment efficacy at a prespecified time point, which is often the last visit. In such trials, patient dropout is ...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543400903242753

    authors: Kong F,Chen YF,Jin K

    更新日期:2009-11-01 00:00:00

  • Modeling the covariance structure in pharmacokinetic crossover trials.

    abstract::Pharmacokinetic studies of drug and metabolite concentrations in the blood are usually conducted as crossover trials, especially in phases I and II. A longitudinal series of measurements is collected on each subject within each period. However, much of the dependence among such observations, within and between periods...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1081/BIP-100101186

    authors: Lindsey JK,Wang J,Byrom WD,Jones B

    更新日期:1999-08-01 00:00:00

  • Bayesian penalized log-likelihood ratio approach for dose response clinical trial studies.

    abstract::In literature, there are a few unified approaches to test proof of concept and estimate a target dose, including the multiple comparison procedure using modeling approach, and the permutation approach proposed by Klingenberg. We discuss and compare the operating characteristics of these unified approaches and further ...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2017.1293081

    authors: Tang Y,Cai C,Sun L,He J

    更新日期:2017-01-01 00:00:00

  • Power comparisons for group sequential tests with nonparametric statistics in case of nonproportional hazards.

    abstract::In clinical trials, it is important to set up a design to reach a decision on effectiveness of a drug in treating a disease with the loss of the minimum number of patients. Group sequential designs are very beneficial on this point. However, the proportional hazards assumption must hold to work under a group sequentia...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2011.616975

    authors: Demirhan H,Demirhan YP,Bacanli S

    更新日期:2013-03-11 00:00:00

  • Innovative Thinking on Endpoint Selection in Clinical Trials.

    abstract::In clinical trials, selection of appropriate study endpoints is critical for an accurate and reliable evaluation of safety and effectiveness of a test treatment under investigation. In practice, however, there are usually multiple endpoints available for measurement of disease status and/or therapeutic effect of the t...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2019.1657140

    authors: Chow SC,Huang Z

    更新日期:2019-01-01 00:00:00

  • Approximately optimal designs for phase II clinical studies.

    abstract::There is no consensus on determination of sample size in phase II clinical trials. The use of Bayesian decision theory has been proposed by Stallard (1), among others. In this article, optimal three-stage designs are obtained using decision theory. These are compared with procedures proposed by Schoenfeld (2), Ensign ...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543409808835253

    authors: Stallard N

    更新日期:1998-07-01 00:00:00

  • New nonparametric confidence intervals for the Youden index.

    abstract::The Youden index, a main summary index for the receiver operating characteristic (ROC) curve, is a comprehensive measurement for the effectiveness of a diagnostic test. For a continuous-scale diagnostic test, the optimal cut point for positive disease is the cut point leading to the maximization of the sum of sensitiv...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2011.592234

    authors: Zhou H,Qin G

    更新日期:2012-01-01 00:00:00

  • Planning survival studies to compare a treatment to an active control.

    abstract::Rubinstein et al. presented a procedure for determining the required duration of accrual for a clinical trial comparing the survival distributions of two treatments using a classical hypothesis testing formulation. Here their testing procedure is modified in two ways. First, the asymptotic variances used in computatio...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543409308835056

    authors: Bristol DR

    更新日期:1993-09-01 00:00:00

  • On the designs of thorough QT/QTc clinical trials.

    abstract::A thorough QT trial is typically designed to test for two set of hypotheses. The primary set of hypotheses is for demonstrating that the test treatment will not prolong QT interval. The second set of hypotheses is to demonstrate the assay sensitivity of the positive control treatment in the study population. The conve...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2013.735762

    authors: Tsong Y

    更新日期:2013-01-01 00:00:00

  • Bayesian hierarchical modeling of receptor occupancy in PET trials.

    abstract::Receptor occupancy (RO) PET is a non-invasive way to determine drug on target. Given the complexity of procedures, long acquisition times, and high cost, ligand displacement imaging trials often have a limited size and produce sparse RO results over the time course of the blocking drug. To take the best advantage of t...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543400701697158

    authors: Vandenhende F,Renard D,Nie Y,Kumar A,Miller J,Tauscher J,Witcher J,Zhou Y,Wong DF

    更新日期:2008-01-01 00:00:00

  • Design effects for highly clustered count data with varying length of follow-up--applying to the analysis of ICD shocks.

    abstract::Highly clustered count data are commonly seen in medical device clinical studies such as cardiac rhythm management. For instance, anti-arrhythmia shocks delivered from an implantable cardioverter-defibrillator (ICD) often occur as "storms", i.e., multiple shocks within a short period of time. There are unique challeng...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543400701668241

    authors: Wang ZJ

    更新日期:2008-01-01 00:00:00

  • Analysis of recurrent hypoglycemic events.

    abstract::Hypoglycemia is a major safety concern for diabetic patients. Hypoglycemic events can be modeled based on time to recurrent events or count data. In this article, we evaluated a gamma frailty model with variance estimated by the inverse of observed Fisher information matrix, a gamma frailty model with the sandwich var...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2020.1765370

    authors: Ma C,Qu Y,Fu H

    更新日期:2020-05-18 00:00:00

  • A useful testing strategy in phase III trials: combined test of superiority and test of equivalence.

    abstract::A useful testing strategy is proposed for a confirmatory phase III clinical trial. It consists of a combined test of superiority and test of equivalence, and it is easy to apply. By introducing the strategy, we can perform a post hoc analysis in a confirmatory experiment. Thus a more flexible decision will be possible...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543409508835115

    authors: Morikawa T,Yoshida M

    更新日期:1995-11-01 00:00:00

  • Designing studies to find early signals of efficacy.

    abstract::We introduce the idea of a design to detect signals of efficacy in early phase clinical trials. Such a design features three possible decisions: to kill the compound; to continue with staged development; or to continue with accelerated development of the compound. We describe how such studies improve the trade-off bet...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章,评审

    doi:10.1080/10543406.2011.570466

    authors: Brown MJ,Chuang-Stein C,Kirby S

    更新日期:2012-01-01 00:00:00

  • Biomarker threshold adaptive designs for survival endpoints.

    abstract::Due to the importance of precision medicine, it is essential to identify the right patients for the right treatment. Biomarkers, which have been commonly used in clinical research as well as in clinical practice, can facilitate selection of patients with a good response to the treatment. In this paper, we describe a b...

    journal_title:Journal of biopharmaceutical statistics

    pub_type: 杂志文章

    doi:10.1080/10543406.2018.1434191

    authors: Diao G,Dong J,Zeng D,Ke C,Rong A,Ibrahim JG

    更新日期:2018-01-01 00:00:00