A frailty model approach for regression analysis of multivariate current status data.

Abstract:

:This paper discusses regression analysis of multivariate current status failure time data (The Statistical Analysis of Interval-censoring Failure Time Data. Springer: New York, 2006), which occur quite often in, for example, tumorigenicity experiments and epidemiologic investigations of the natural history of a disease. For the problem, several marginal approaches have been proposed that model each failure time of interest individually (Biometrics 2000; 56:940-943; Statist. Med. 2002; 21:3715-3726). In this paper, we present a full likelihood approach based on the proportional hazards frailty model. For estimation, an Expectation Maximization (EM) algorithm is developed and simulation studies suggest that the presented approach performs well for practical situations. The approach is applied to a set of bivariate current status data arising from a tumorigenicity experiment.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Chen MH,Tong X,Sun J

doi

10.1002/sim.3715

subject

Has Abstract

pub_date

2009-11-30 00:00:00

pages

3424-36

issue

27

eissn

0277-6715

issn

1097-0258

journal_volume

28

pub_type

杂志文章
  • A new permutation-based method for assessing agreement between two observers making replicated quantitative readings.

    abstract::The coefficient of individual equivalence is a permutation-based measure of agreement between two observers making replicated readings on each subject. It compares the observed disagreement between the observers to the expected disagreement under individual equivalence. Individual equivalence of observers requires tha...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5323

    authors: Pan Y,Haber M,Gao J,Barnhart HX

    更新日期:2012-09-10 00:00:00

  • Determining the size of a cross-sectional sample to estimate the age-specific incidence of an irreversible disease.

    abstract::The design of a cross-sectional survey to estimate the age-specific incidence of an irreversible disease is considered, where the incidence rate is not changing over time and the risk of mortality is not affected by the onset of disease. The sample is assumed to give information on the current age and disease status o...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780132208

    authors: Marschner IC

    更新日期:1994-11-30 00:00:00

  • Item response models for longitudinal quality of life data in clinical trials.

    abstract::Assessment of quality of life is becoming standard in clinical trials. A popular method for measuring quality of life is with instruments which utilize multiple-item subscales, in which each item is scored on a Likert scale. Most statistical methods for the analysis of quality of life data in clinical trials do not ex...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19991115)18:21<2917::aid-s

    authors: Douglas JA

    更新日期:1999-11-15 00:00:00

  • Bounds on natural direct effects in the presence of confounded intermediate variables.

    abstract::In epidemiological studies we often want to learn about the direct effect of an exposure on an outcome, i.e. the effect that is not relayed by a specific intermediate variable. In the literature, there are two common definitions of direct effects; controlled and natural. When the intermediate variable and the outcome ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3493

    authors: Sjölander A

    更新日期:2009-02-15 00:00:00

  • Proportional hazards models with frailties and random effects.

    abstract::We discuss some of the fundamental concepts underlying the development of frailty and random effects models in survival. One of these fundamental concepts was the idea of a frailty model where each subject has his or her own disposition to failure, their so-called frailty, additional to any effects we wish to quantify...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1259

    authors: O'Quigley J,Stare J

    更新日期:2002-11-15 00:00:00

  • The analysis of incomplete data in the three-period two-treatment cross-over design for clinical trials.

    abstract::The additional time to complete a three-period two-treatment (3P2T) cross-over trial may cause a greater number of patient dropouts than with a two-period trial. This paper develops maximum likelihood (ML), single imputation and multiple imputation missing data analysis methods for the 3P2T cross-over designs. We use ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19960130)15:2<127::AID-SIM

    authors: Richardson BA,Flack VF

    更新日期:1996-01-30 00:00:00

  • Bayesian methods for meta-analysis of causal relationships estimated using genetic instrumental variables.

    abstract::Genetic markers can be used as instrumental variables, in an analogous way to randomization in a clinical trial, to estimate the causal relationship between a phenotype and an outcome variable. Our purpose is to extend the existing methods for such Mendelian randomization studies to the context of multiple genetic mar...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3843

    authors: Burgess S,Thompson SG,CRP CHD Genetics Collaboration.,Burgess S,Thompson SG,Andrews G,Samani NJ,Hall A,Whincup P,Morris R,Lawlor DA,Davey Smith G,Timpson N,Ebrahim S,Ben-Shlomo Y,Davey Smith G,Timpson N,Brown M,Ricket

    更新日期:2010-05-30 00:00:00

  • Methodological pitfalls in the analysis of contraceptive failure.

    abstract::Although the literature on contraceptive failure is vast and is expanding rapidly, our understanding of the relative efficacy of methods is quite limited because of defects in the research design and in the analytical tools used by investigators. Errors in the literature range from simple arithmetical mistakes to outr...

    journal_title:Statistics in medicine

    pub_type: 杂志文章,评审

    doi:10.1002/sim.4780100206

    authors: Trussell J

    更新日期:1991-02-01 00:00:00

  • Prognostic modelling with logistic regression analysis: a comparison of selection and estimation methods in small data sets.

    abstract::Logistic regression analysis may well be used to develop a prognostic model for a dichotomous outcome. Especially when limited data are available, it is difficult to determine an appropriate selection of covariables for inclusion in such models. Also, predictions may be improved by applying some sort of shrinkage in t...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(20000430)19:8<1059::aid-si

    authors: Steyerberg EW,Eijkemans MJ,Harrell FE Jr,Habbema JD

    更新日期:2000-04-30 00:00:00

  • Generalization of normal discriminant analysis using Fourier series density estimators. Transfusion Safety Study Group.

    abstract::In this paper we examine the efficiency of a generalization of the traditional normal linear (LDA) or quadratic (QDA) discriminant analysis. This procedure (the generalized discriminant analysis, GDA) replaces each normal density used in the traditional classification rule by a Fourier series density estimator which '...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780100319

    authors: Odom-Maryon T,Langholz B,Niland J,Azen S

    更新日期:1991-03-01 00:00:00

  • Bias resulting from the use of 'assay sensitivity' as an inclusion criterion for meta-analysis.

    abstract::Assay sensitivity has been proposed as a criterion for including psychiatric clinical outcome studies in meta-analyses. The authors assess the performance of assay sensitivity as a method for determining study appropriateness for meta-analysis by calculating expected standard drug vs placebo effect sizes for various c...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2240

    authors: Gelfand LA,Strunk DR,Tu XM,Noble RE,Derubeis RJ

    更新日期:2006-03-30 00:00:00

  • Testing whether genetic variation explains correlation of quantitative measures of gene expression, and application to genetic network analysis.

    abstract::Genetic networks for gene expression data are often built by graphical models, which in turn are built from pair-wise correlations of gene expression levels. A key feature of building graphical models is the evaluation of conditional independence of two traits, given other traits. When conditional independence can be ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3274

    authors: Yu Z,Wang L,Hildebrandt MA,Schaid DJ

    更新日期:2008-08-30 00:00:00

  • Common sense and figures: the rhetoric of validity in medicine (Bradford Hill Memorial Lecture 1999).

    abstract::Austin Bradford Hill was once a friend to The Lancet, but, as occasionally happens, friends fall out. The great legacy of his association with the journal, however, was Principles of Medical Statistics. As each edition was succeeded by another--the first in 1937, the last in 1991--he seemed to shift his view about the...

    journal_title:Statistics in medicine

    pub_type:

    doi:10.1002/1097-0258(20001215)19:23<3149::aid-sim617>

    authors: Horton R

    更新日期:2000-12-15 00:00:00

  • Boosting for detection of gene-environment interactions.

    abstract::In genetic association studies, it is typically thought that genetic variants and environmental variables jointly will explain more of the inheritance of a phenotype than either of these two components separately. Traditional methods to identify gene-environment interactions typically consider only one measured enviro...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5444

    authors: Pashova H,LeBlanc M,Kooperberg C

    更新日期:2013-01-30 00:00:00

  • Group sequential designs for clinical trials with bivariate endpoints.

    abstract::Although all clinical trials are designed and monitored using more than one endpoint, methods are needed to assure that decision criteria are chosen to reflect the clinically relevant tradeoffs that assure the trial's scientific integrity. This article presents a framework for the design and monitoring clinical trials...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8696

    authors: Hu J,Blatchford PJ,Goldenberg NA,Kittelson JM

    更新日期:2020-11-20 00:00:00

  • Reducing cost in sequential testing: a limit of indifference approach.

    abstract::In noninferiority studies, a limit of indifference is used to express a tolerance in results such that the clinician would regard such results as being acceptable or 'not worse'. We applied this concept to a measure of accuracy, the Receiver Operating Characteristic (ROC) curve, for a sequence of tests. We expressed a...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5741

    authors: Ahmed AE,Schubert CM,McClish DK

    更新日期:2013-07-20 00:00:00

  • Model averaging for robust assessment of QT prolongation by concentration-response analysis.

    abstract::Assessing the QT prolongation potential of a drug is typically done based on pivotal safety studies called thorough QT studies. Model-based estimation of the drug-induced QT prolongation at the estimated mean maximum drug concentration could increase efficiency over the currently used intersection-union test. However,...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7395

    authors: Dosne AG,Bergstrand M,Karlsson MO,Renard D,Heimann G

    更新日期:2017-10-30 00:00:00

  • Power and money in cluster randomized trials: when is it worth measuring a covariate?

    abstract::The power to detect a treatment effect in cluster randomized trials can be increased by increasing the number of clusters. An alternative is to include covariates into the regression model that relates treatment condition to outcome. In this paper, formulae are derived in order to evaluate both strategies on basis of ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2297

    authors: Moerbeek M

    更新日期:2006-08-15 00:00:00

  • Statistical inferences for data from studies conducted with an aggregated multivariate outcome-dependent sample design.

    abstract::Outcome-dependent sampling (ODS) scheme is a cost-effective sampling scheme where one observes the exposure with a probability that depends on the outcome. The well-known such design is the case-control design for binary response, the case-cohort design for the failure time data, and the general ODS design for a conti...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7195

    authors: Lu TS,Longnecker MP,Zhou H

    更新日期:2017-03-15 00:00:00

  • Psychiatric admissions and choice of abortion.

    abstract::A statistical analysis is presented of the intensities of admissions to psychiatric hospitals among women in Denmark who either gave birth to a child in the year 1975 or had an induced abortion in the same year. The models used are time-continuous Markov and semi-Markov processes, and the methods employed include non-...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780050305

    authors: Andersen PK,Rasmussen NK

    更新日期:1986-05-01 00:00:00

  • The power to detect differences in average rates of change in longitudinal studies.

    abstract::With considerable current interest in longitudinal epidemiologic studies, little is available regarding sample size requirements. This paper considers a method for analysis of longitudinal data, where one compares the mean rates of change for two or more groups, and proposes a statistic for use in determining sample s...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780090414

    authors: Lefante JJ

    更新日期:1990-04-01 00:00:00

  • Adjusting for verification bias in diagnostic test evaluation: a Bayesian approach.

    abstract::Obtaining accurate estimates of the performance of a diagnostic test for some population of patients might be difficult when the sample of subjects used for this purpose is not representative for the whole population. Thus, in the motivating example of this paper a test is evaluated by comparing its results with those...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3099

    authors: Buzoianu M,Kadane JB

    更新日期:2008-06-15 00:00:00

  • Quantifying the impact of between-study heterogeneity in multivariate meta-analyses.

    abstract::Measures that quantify the impact of heterogeneity in univariate meta-analysis, including the very popular I(2) statistic, are now well established. Multivariate meta-analysis, where studies provide multiple outcomes that are pooled in a single analysis, is also becoming more commonly used. The question of how to quan...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5453

    authors: Jackson D,White IR,Riley RD

    更新日期:2012-12-20 00:00:00

  • Estimating transmission probabilities for chlamydial infection.

    abstract::Estimates of transmission probabilities for sexually transmitted diseases historically come from studies of uninfected individuals exposed to those with a high disease prevalence (for example, prostitutes). However, changes in sexual behaviour, much of which relates to concerns about AIDS, has made identification of p...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780110502

    authors: Katz BP

    更新日期:1992-03-01 00:00:00

  • An evaluation of phase I clinical trial designs in the continuous dose-response setting.

    abstract::Both traditional phase I designs and the increasingly popular continual reassessment method (CRM) designs select an estimate of maximum tolerable dose (MTD) from among a set of prespecified dose levels. Although CRM designs use an implied dose-response model to select the next dose level, in general it is neither assu...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.903

    authors: Storer BE

    更新日期:2001-08-30 00:00:00

  • Sample size calculations for comparative studies of medical tests for detecting presence of disease.

    abstract::Technologic advances give rise to new tests for detecting disease in many fields, including cancer and sexually transmitted disease. Before a new disease screening test is approved for public use, its accuracy should be shown to be better than or at least not inferior to an existing test. Standards do not yet exist fo...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1058

    authors: Alonzo TA,Pepe MS,Moskowitz CS

    更新日期:2002-03-30 00:00:00

  • Family-based association tests for survival and times-to-onset analysis.

    abstract::In this paper, we discuss family-based association test (FBATs) relating genetic data to survival and time-to-onset data. We show how the standard logrank and Wilcoxon statistics can be used with family data to develop tests of association. We prove that the FBAT-logrank approach can be identical to the proportional h...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1707

    authors: Lange C,Blacker D,Laird NM

    更新日期:2004-01-30 00:00:00

  • Survival time models for analysing drug combination treatments.

    abstract::Several relative risk models for survival time data in drug combination therapy are derived and their properties are discussed. The main intention of this paper is to clarify the differences among the models in order to help to choose the appropriate one in a given situation. The models are motivated by discussing the...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780091216

    authors: Kübler J,Schumacher M

    更新日期:1990-12-01 00:00:00

  • Tutorial in biostatistics methods for interval-censored data.

    abstract::In standard time-to-event or survival analysis, occurrence times of the event of interest are observed exactly or are right-censored, meaning that it is only known that the event occurred after the last observation time. There are numerous methods available for estimating the survival curve and for testing and estimat...

    journal_title:Statistics in medicine

    pub_type: 杂志文章,评审

    doi:10.1002/(sici)1097-0258(19980130)17:2<219::aid-sim

    authors: Lindsey JC,Ryan LM

    更新日期:1998-01-30 00:00:00

  • A penalized robust semiparametric approach for gene-environment interactions.

    abstract::In genetic and genomic studies, gene-environment (G×E) interactions have important implications. Some of the existing G×E interaction methods are limited by analyzing a small number of G factors at a time, by assuming linear effects of E factors, by assuming no data contamination, and by adopting ineffective selection...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6609

    authors: Wu C,Shi X,Cui Y,Ma S

    更新日期:2015-12-30 00:00:00