Correcting covariate-dependent measurement error with non-zero mean.

Abstract:

:There are many settings in which the distribution of error in a mismeasured covariate varies with the value of another covariate. Take, for example, the case of HIV phylogenetic cluster size, large values of which are an indication of rapid HIV transmission. Researchers wish to find behavioral correlates of HIV phylogenetic cluster size; however, the distribution of its measurement error depends on the correctly measured variable, HIV status, and does not have a mean of zero. Further, it is not feasible to obtain validation data or repeated measurements. We propose an extension of simulation-extrapolation, an estimation technique for bias reduction in the presence of measurement error that does not require validation data and can accommodate errors whose distribution depends on other, error-free covariates. The proposed extension performs well in simulation, typically exhibiting less bias and variability than either regression calibration or multiple imputation for measurement error. We apply the proposed method to data from the province of Quebec in Canada to examine the association between HIV phylogenetic cluster size and the number of reported sex partners. Copyright © 2017 John Wiley & Sons, Ltd.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Parveen N,Moodie E,Brenner B

doi

10.1002/sim.7289

subject

Has Abstract

pub_date

2017-07-30 00:00:00

pages

2786-2800

issue

17

eissn

0277-6715

issn

1097-0258

journal_volume

36

pub_type

杂志文章
  • Association models for periodontal disease progression: a comparison of methods for clustered binary data.

    abstract::We investigate population-averaged (PA) and cluster-specific (CS) associations for clustered binary logistic regression in the context of a longitudinal clinical trial that investigated the association between tooth-specific visual elastase kit results and periodontal disease progression within 26 weeks of follow-up. ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780140407

    authors: Ten Have TR,Landis JR,Weaver SL

    更新日期:1995-02-28 00:00:00

  • Comparing onset of antidepressant action using a repeated measures approach and a traditional assessment schedule.

    abstract:BACKGROUND:It has been recommended that onset of antidepressant action be assessed using survival analyses with assessments taken at least twice per week. However, such an assessment schedule is problematic to implement. The present study assessed the feasibility of comparing onset of action between treatments using a ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2309

    authors: Mallinckrodt CH,Detke MJ,Kaiser CJ,Watkin JG,Molenberghs G,Carroll RJ

    更新日期:2006-07-30 00:00:00

  • Comparison of methods for the analysis of longitudinal interval count data.

    abstract::Longitudinal studies are often concerned with estimating the recurrence rate of a non-fatal event. In many cases, only the total number of events occurring during successive time intervals is known. We compared a mixed Poisson-gamma regression method proposed by Thall and a quasi-likelihood method proposed by Zeger an...

    journal_title:Statistics in medicine

    pub_type: 临床试验,杂志文章,随机对照试验

    doi:10.1002/sim.4780121406

    authors: Stukel TA

    更新日期:1993-07-30 00:00:00

  • A new approach to training back-propagation artificial neural networks: empirical evaluation on ten data sets from clinical studies.

    abstract::We present a new approach to training back-propagation artificial neural nets (BP-ANN) based on regularization and cross-validation and on initialization by a logistic regression (LR) model. The new approach is expected to produce a BP-ANN predictor at least as good as the LR-based one. We have applied the approach to...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1107

    authors: Ciampi A,Zhang F

    更新日期:2002-05-15 00:00:00

  • Logistic regression with incompletely observed categorical covariates--investigating the sensitivity against violation of the missing at random assumption.

    abstract::Missing values in the covariates are a widespread complication in the statistical inference of regression models. The maximum likelihood principle requires specification of the distribution of the covariates, at least in part. For categorical covariates, log-linear models can be used. Additionally, the missing at rand...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780141205

    authors: Vach W,Blettner M

    更新日期:1995-06-30 00:00:00

  • Testing for central mixtures of compartment model parameters.

    abstract::I discuss alternatives to the one compartment model, delta Yt = alpha + beta exp(- gamma t). Instead of comparing the one and two compartment models, I derive statistics for testing mixtures of the parameters (beta, gamma) in the one compartment model. I apply the proposed methods to the problem of hydrogen clearance ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780080811

    authors: Zelterman D

    更新日期:1989-08-01 00:00:00

  • An empirical Bayes method for studying variation in knee replacement rates.

    abstract::Knee replacement is the most commonly used surgical treatment for knee arthritis. It has been reported that knee replacement rates vary across both regions and counties. This paper used data from Medicare patients to develop explanations for the variation. One problem with our data is that we do not have patient level...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19960915)15:17<1875::AID-S

    authors: Zhou XH,Katz BP,Holleman E,Melfi CA,Dittus R

    更新日期:1996-09-15 00:00:00

  • Identifying optimal risk windows for self-controlled case series studies of vaccine safety.

    abstract::In vaccine safety studies, subjects are considered at increased risk for adverse events for a period of time after vaccination known as risk window. To our knowledge, risk windows for vaccine safety studies have tended to be pre-defined and not to use information from the current study. Inaccurate specification of the...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4125

    authors: Xu S,Zhang L,Nelson JC,Zeng C,Mullooly J,McClure D,Glanz J

    更新日期:2011-03-30 00:00:00

  • True verification probabilities should not be used in estimating the area under receiver operating characteristic curve.

    abstract::In medical research, a two-phase study is often used for the estimation of the area under the receiver operating characteristic curve (AUC) of a diagnostic test. However, such a design introduces verification bias. One of the methods to correct verification bias is inverse probability weighting (IPW). Since the probab...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8700

    authors: Wu Y

    更新日期:2020-11-30 00:00:00

  • Some statistical issues in project prioritization in the pharmaceutical industry.

    abstract::Various aspects of portfolio management and project prioritization within the pharmaceutical industry are examined. It is shown that the cost and probability architecture of a project is a crucial aspect of its value. An appropriate simple tool for ranking projects is the Pearson index. Various difficulties are consid...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19961230)15:24<2689::AID-S

    authors: Senn S

    更新日期:1996-12-30 00:00:00

  • Optimal seamless phase 2/3 oncology trial designs based on Probability of Success (PoS).

    abstract::In recent years, there has been an increasing trend in conducting seamless phase 2/3 clinical trials for drug development in the pharmaceutical industry due to the visible advantages compared with traditional approaches for separate phase 2 and 3 development. Innovative study designs have been proposed for seamless ph...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7910

    authors: Teng Z,Liang L,Liu G,Liu Y

    更新日期:2018-12-10 00:00:00

  • Statistical comparison of two handwashing protocols.

    abstract::This paper describes statistical procedures for use in an experiment that compares two handwashing protocols. The evaluation of a handwashing protocol entails collection of the wash effluent. Colony counts for the effluent reflect the number of flora removed by the wash protocol. The analysis aims to formulate and est...

    journal_title:Statistics in medicine

    pub_type: 临床试验,杂志文章,随机对照试验

    doi:10.1002/sim.4780050412

    authors: Le CT

    更新日期:1986-07-01 00:00:00

  • Drug treatment of mild hypertension to reduce the risk of CHD: is it worth-while?

    abstract::Although hypertension is regarded as a causal factor for coronary heart disease (CHD) a reduction in the risk of CHD as a result of lowering blood pressure in mild hypertension could not be demonstrated. This conclusion is based on an overview analysis of all published randomized trials in mild hypertension, including...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780071104

    authors: Holme I

    更新日期:1988-11-01 00:00:00

  • Mixture distributions in multi-state modelling: some considerations in a study of psoriatic arthritis.

    abstract::In many studies, interest lies in determining whether members of the study population will undergo a particular event of interest. Such scenarios are often termed 'mover-stayer' scenarios, and interest lies in modelling two sub-populations of 'movers' (those who have a propensity to undergo the event of interest) and ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5529

    authors: O'Keeffe AG,Tom BD,Farewell VT

    更新日期:2013-02-20 00:00:00

  • Random models for margins of a 2 x 2 contingency table and application to pharmacovigilance.

    abstract::The identification of new adverse drug reactions is often tricky. For a given case, the relationship between drug exposure and symptom occurrence is usually questionable. It could be investigated statistically from a series of drug-event association cases with an independence test between the two variables. Analysing ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780100621

    authors: Tubert P,Begaud B

    更新日期:1991-06-01 00:00:00

  • Reducing false alarms in syndromic surveillance.

    abstract::Algorithms for identifying public health threats or disease outbreaks are vulnerable to false alarms arising from sudden shifts in health-care utilization or data participation. This paper describes a method of reducing false alerts in automated public health surveillance algorithms, and in particular, automated syndr...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4204

    authors: Peter W,Najmi AH,Burkom HS

    更新日期:2011-06-30 00:00:00

  • Simple methods for checking for possible errors in reported odds ratios, relative risks and confidence intervals.

    abstract::Meta-analyses of data from epidemiological studies are often based on odds ratios (ORs) or relative risks (RRs) and their 95 per cent confidence intervals (CIs) as reported by the authors. Where possible ORs, RRs and CIs should be checked against the source data. Some simple methods are presented for checking the vali...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19990815)18:15<1973::aid-s

    authors: Lee PN

    更新日期:1999-08-15 00:00:00

  • Corrections for exposure measurement error in logistic regression models with an application to nutritional data.

    abstract::Two correction methods are considered for multiple logistic regression models with some covariates measured with error. Both methods are based on approximating the complicated regression model between the response and the observed covariates with simpler models. The first model is the logistic approximation proposed b...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780131105

    authors: Kuha J

    更新日期:1994-06-15 00:00:00

  • Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond.

    abstract::Identification of key factors associated with the risk of developing cardiovascular disease and quantification of this risk using multivariable prediction algorithms are among the major advances made in preventive cardiology and cardiovascular epidemiology in the 20th century. The ongoing discovery of new risk markers...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2929

    authors: Pencina MJ,D'Agostino RB Sr,D'Agostino RB Jr,Vasan RS

    更新日期:2008-01-30 00:00:00

  • Methodological considerations on the design and analysis of an equivalence stratified cluster randomization trial.

    abstract::The World Health Organization and collaborating institutions in four developing countries have conducted a multi-centre randomized controlled trial, in which clinics were allocated at random to two antenatal care (ANC) models. These were the standard 'Western' ANC model and a 'new' ANC model consisting of tests, clini...

    journal_title:Statistics in medicine

    pub_type: 临床试验,杂志文章,随机对照试验

    doi:10.1002/1097-0258(20010215)20:3<401::aid-sim801>3.

    authors: Piaggio G,Carroli G,Villar J,Pinol A,Bakketeig L,Lumbiganon P,Bergsjø P,Al-Mazrou Y,Ba'aqeel H,Belizán JM,Farnot U,Berendes H,WHO Antenatal Care Trial Research Group.

    更新日期:2001-02-15 00:00:00

  • Viral load detectability profiles for HIV infection.

    abstract::The introduction of potent antiretroviral therapies for treatment of HIV infection typically results in a dramatic reduction in plasma HIV RNA concentration, often to levels undetectable by current measurement practices. However, although a high proportion of patients achieve 'undetectability', many then experience a ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1325

    authors: McKinnon EJ,James IR,John M,Mallal SA

    更新日期:2003-02-15 00:00:00

  • Conflicts of interest in data monitoring of industry versus publicly financed clinical trials.

    abstract::The FDA Guidance, while highly appropriate for industry sponsored trials, need not be imposed on publicly (e.g. NIH) financed clinical trials. While the potential for conflicts of interest exist in the latter, they are in general manageable and pose an acceptable low risk of threatening the integrity of a study. Howev...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1787

    authors: Lachin JM

    更新日期:2004-05-30 00:00:00

  • Selection of patients for randomized controlled trials: implications of wide or narrow eligibility criteria.

    abstract::This paper discusses the various philosophies that influence the selection of patients for entry into randomized controlled trials. Although a number of different and often competing issues have to be considered depending upon the trial, keeping entry criteria simple, wide and at times even flexible is usually prefera...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780090114

    authors: Yusuf S,Held P,Teo KK,Toretsky ER

    更新日期:1990-01-01 00:00:00

  • Constructing multiple test procedures for partially ordered hypothesis sets.

    abstract::A popular method to control multiplicity in confirmatory clinical trials is to use a so-called hierarchical, or fixed sequence, test procedure. This requires that the null hypotheses are ordered a priori, for example, in order of clinical importance. The procedure tests the hypotheses in this order using alpha-level t...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2905

    authors: Edwards D,Madsen J

    更新日期:2007-12-10 00:00:00

  • Practical issues in equivalence trials.

    abstract::Equivalence trials aim to show that two treatments have equivalent therapeutic effects. The approach is to define, in advance, a range of equivalence -d to +d for the treatment difference such that any value in the range is clinically unimportant. If the confidence interval for the difference, calculated after the tri...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19980815/30)17:15/16<1691:

    authors: Ebbutt AF,Frith L

    更新日期:1998-08-15 00:00:00

  • Robust Bayesian sample size determination in clinical trials.

    abstract::This article deals with determination of a sample size that guarantees the success of a trial. We follow a Bayesian approach and we say an experiment is successful if it yields a large posterior probability that an unknown parameter of interest (an unknown treatment effect or an effects-difference) is greater than a c...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3175

    authors: Brutti P,De Santis F,Gubbiotti S

    更新日期:2008-06-15 00:00:00

  • Nonparametric meta-analysis for diagnostic accuracy studies.

    abstract::Summarizing the information of many studies using a meta-analysis becomes more and more important, also in the field of diagnostic studies. The special challenge in meta-analysis of diagnostic accuracy studies is that in general sensitivity and specificity are co-primary endpoints. Across the studies both endpoints ar...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6583

    authors: Zapf A,Hoyer A,Kramer K,Kuss O

    更新日期:2015-12-20 00:00:00

  • Multiple outputation for the analysis of longitudinal data subject to irregular observation.

    abstract::Observational cohort studies often feature longitudinal data subject to irregular observation. Moreover, the timings of observations may be associated with the underlying disease process and must thus be accounted for when analysing the data. This paper suggests that multiple outputation, which consists of repeatedly ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6829

    authors: Pullenayegum EM

    更新日期:2016-05-20 00:00:00

  • Efficient evaluation of treatment effects in the presence of missing covariate values.

    abstract::In clinical trials, treatment comparisons are often performed by models that incorporate important prognostic factors. Since these models require complete covariate information on all patients, statisticians frequently resort to complete case analysis or to omission of an important covariate. A probability imputation ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780090707

    authors: Schemper M,Smith TL

    更新日期:1990-07-01 00:00:00

  • Some extensions and applications of a Bayesian strategy for monitoring multiple outcomes in clinical trials.

    abstract::We present some practical extensions and applications of a strategy proposed by Thall, Simon and Estey for designing and monitoring single-arm clinical trials with multiple outcomes. We show by application how the strategy may be applied to construct designs for phase IIA activity trials and phase II equivalence trial...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19980730)17:14<1563::aid-s

    authors: Thall PF,Sung HG

    更新日期:1998-07-30 00:00:00