Abstract:
:This paper reviews models for incomplete continuous and categorical longitudinal data. In terms of Rubin's classification of missing value processes we are specifically concerned with the problem of nonrandom missingness. A distinction is drawn between the classes of selection and pattern-mixture models and, using several examples, these approaches are compared and contrasted. The central roles of identifiability and sensitivity are emphasized throughout.
journal_name
Stat Methods Med Resjournal_title
Statistical methods in medical researchauthors
Kenward MG,Molenberghs Gdoi
10.1177/096228029900800105subject
Has Abstractpub_date
1999-03-01 00:00:00pages
51-83issue
1eissn
0962-2802issn
1477-0334journal_volume
8pub_type
杂志文章,评审abstract::The accuracy of a diagnostic test, which is often quantified by a pair of measures such as sensitivity and specificity, is critical for medical decision making. Separate studies of an investigational diagnostic test can be combined through meta-analysis; however, such an analysis can be threatened by publication bias....
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280218791602
更新日期:2019-10-01 00:00:00
abstract::Many statistical studies report p-values for inferential purposes. In several scenarios, the stochastic aspect of p-values is neglected, which may contribute to drawing wrong conclusions in real data experiments. The stochastic nature of p-values makes their use to examine the performance of given testing procedures o...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280217704451
更新日期:2018-12-01 00:00:00
abstract::In the field of diagnostic studies for tree or umbrella ordering, under which the marker measurement for one class is lower or higher than those for the rest unordered classes, there exist a few diagnostic measures such as the naive AUC ( NAUC), the umbrella volume ( UV), and the recently proposed TAUC, i.e. area unde...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280218755810
更新日期:2019-05-01 00:00:00
abstract::Ordinal classification scales are commonly used to define a patient's disease status in screening and diagnostic tests such as mammography. Challenges arise in agreement studies when evaluating the association between many raters' classifications of patients' disease or health status when an ordered categorical scale ...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280216643347
更新日期:2018-03-01 00:00:00
abstract::Tree-based methods are very powerful and popular tools for analysing survival data with right-censoring. The existing methods assume that the true time-to-event and the censoring times are independent given the covariates. We propose different ways to build survival forests when dependent censoring is suspected, by us...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280217727314
更新日期:2019-02-01 00:00:00
abstract::This article discusses and extends statistical models to jointly analyse the spatial variation of rates of several diseases with common risk factors. We start with a review of methods for separate analyses of diseases, then move to ecological regression approaches, where the rates from one of the diseases enter as sur...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1191/0962280205sm389oa
更新日期:2005-02-01 00:00:00
abstract::Trials run in either rare diseases, such as rare cancers, or rare sub-populations of common diseases are challenging in terms of identifying, recruiting and treating sufficient patients in a sensible period. Treatments for rare diseases are often designed for other disease areas and then later proposed as possible tre...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280216662070
更新日期:2018-05-01 00:00:00
abstract::Optimal therapeutic decisions can be made according to disease prognosis, where the residual lifetime is extensively used because of its straightforward interpretation and formula. To predict the residual lifetime in a dynamic manner, a longitudinal biomarker that is repeatedly measured during the post-baseline follow...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280217753466
更新日期:2019-04-01 00:00:00
abstract::This article is motivated by the need for discovering patterns of patients' health based on their daily settings of care to aid the health policy-makers to improve the effectiveness of distributing funding for health services. The hidden process of one's health status is assumed to be a continuous smooth function, cal...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280220951834
更新日期:2020-09-25 00:00:00
abstract::To evaluate the antiretroviral activity of antiretroviral agents and to compare the effects of two different antiretroviral agents, we propose a non-parametric mixed-effects model to investigate change of CD4+ counts. The proposed model and methods are applied to analyse the data from PACTG345 study. Population and in...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280206075524
更新日期:2008-04-01 00:00:00
abstract::The probability model for periodic screening was extended to provide statistical inference for sensitivity depending on sojourn time, in which the sensitivity was modeled as a function of time spent in the preclinical state and the sojourn time. The likelihood function with the proposed sensitivity model was then eval...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280212465499
更新日期:2016-04-01 00:00:00
abstract::Stochastic transmission dynamic models are needed to quantify the uncertainty in estimates and predictions during outbreaks of infectious diseases. We previously developed a calibration method for stochastic epidemic compartmental models, called Multiple Shooting for Stochastic Systems (MSS), and demonstrated its comp...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280218805780
更新日期:2019-12-01 00:00:00
abstract::This paper focuses on inferential tools in the logistic regression model fitted by the Firth penalized likelihood. In this context, the Likelihood Ratio statistic is often reported to be the preferred choice as compared to the 'traditional' Wald statistic. In this work, we consider and discuss a wider range of test st...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280216661213
更新日期:2018-05-01 00:00:00
abstract::In recent years, there has been a prominent discussion in the literature about the potential for overestimation of the treatment effect when a clinical trial stops at an interim analysis due to the experimental treatment showing a benefit over the control. However, there has been much less attention paid to the conver...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280218795320
更新日期:2019-10-01 00:00:00
abstract::Measurement error is a serious problem in the analysis of epidemiological data. In the past 20 years, a large number of methods for the correction of measurement error have been developed. While at the beginning mostly methods for cohort studies were considered, recently more attention has been paid to case-control st...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1177/096228020000900504
更新日期:2000-10-01 00:00:00
abstract::Repeated measures and multivariate outcomes are an increasingly common feature of trials. Their joint analysis by means of random effects and latent variable models is appealing but patterns of heterogeneity in outcome profile may not conform to standard multivariate normal assumptions. In addition, there is much inte...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1177/0962280209105016
更新日期:2010-06-01 00:00:00
abstract::This paper reviews recent developments by the Washington/Brown groups for the study of anatomical shape in the emerging new discipline of computational anatomy. Parametric representations of anatomical variation for computational anatomy are reviewed, restricted to the assumption of small deformations. The generation ...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1177/096228029700600305
更新日期:1997-09-01 00:00:00
abstract::This work presents a brief overview of Markov models in cancer screening evaluation and focuses on two specific models. A three-state model was first proposed to estimate jointly the sensitivity of the screening procedure and the average duration in the preclinical phase, i.e. the period when the cancer is asymptomati...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1177/0962280209359848
更新日期:2010-10-01 00:00:00
abstract::In this paper, we describe a Bayesian hierarchical Poisson model for the prospective analysis of data for infectious diseases. The proposed model consists of two components. The first component describes the behavior of disease during nonepidemic periods and the second component represents the increase in disease coun...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280214527385
更新日期:2014-12-01 00:00:00
abstract::We propose a cross-validated area under the receiving operator characteristic (ROC) curve (CV-AUC) criterion for tuning parameter selection for penalized methods in sparse, high-dimensional logistic regression models. We use this criterion in combination with the minimax concave penalty (MCP) method for variable selec...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280211428385
更新日期:2013-10-01 00:00:00
abstract::Count responses are becoming increasingly important in biostatistical analysis because of the development of new biomedical techniques such as next-generation sequencing and digital polymerase chain reaction; a commonly met problem in modeling them with the popular Poisson model is overdispersion. Although it has been...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280215583397
更新日期:2017-06-01 00:00:00
abstract::Most diagnostic accuracy measures and criteria for selecting optimal cut-points are only applicable to diseases with binary or three stages. Currently, there exist two diagnostic measures for diseases with general k stages: the hypervolume under the manifold and the generalized Youden index. While hypervolume under th...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280215611631
更新日期:2017-12-01 00:00:00
abstract::In genomic analysis, it is significant though challenging to identify markers associated with cancer outcomes or phenotypes. Based on the biological mechanisms of cancers and the characteristics of datasets, we propose a novel integrative interaction approach under a semiparametric model, in which genetic and environm...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280220909969
更新日期:2020-10-01 00:00:00
abstract::Studies of HIV dynamics in AIDS research are very important for understanding pathogenesis of HIV infection and for assessing the potency of antiviral therapies. Since the viral dynamic results from clinical data were first published by Ho et al. and Wei et al., the study of HIV-1 dynamics in vivo has drawn a great at...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1191/0962280205sm390oa
更新日期:2005-04-01 00:00:00
abstract::In this paper age-space-time models based on one and two-dimensional P-splines with B-spline bases are proposed for smoothing mortality rates, where both fixed relative scale and scale invariant two-dimensional penalties are examined. Model fitting and inference are carried out using integrated nested Laplace approxim...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280217726802
更新日期:2019-02-01 00:00:00
abstract::In biomedical research, various longitudinal markers measuring different quantities are often collected over time. For example, repeated measures of psychometric scores are very informative about the degradation process toward dementia. These trajectories are generally nonlinear with an acceleration of the decline a f...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280219898719
更新日期:2020-09-01 00:00:00
abstract::When comparing two different kinds of group therapy or two individual treatments where patients within each arm are nested within care providers, clustering of observations may occur in both arms. The arms may differ in terms of (a) the intraclass correlation, (b) the outcome variance, (c) the cluster size, and (d) th...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280214563100
更新日期:2015-10-01 00:00:00
abstract::In this paper, a new allocation rule for treatment assignments in sequential clinical trials is proposed. The stratified and randomized play-the-winner rule (SRPWR) is an extension of the randomized play-the-winner rule to more than two treatments. It is applicable to cases where the probabilities of success of a trea...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280207081606
更新日期:2008-12-01 00:00:00
abstract::For semi-continuous data which are a mixture of true zeros and continuously distributed positive values, the use of two-part mixed models provides a convenient modelling framework. However, deriving population-averaged (marginal) effects from such models is not always straightforward. Su et al. presented a model that ...
journal_title:Statistical methods in medical research
pub_type: 杂志文章
doi:10.1177/0962280213509798
更新日期:2016-10-01 00:00:00
abstract::Data in many experiments arise as curves and therefore it is natural to use a curve as a basic unit in the analysis, which is termed functional data analysis (FDA). In longitudinal studies, recent developments in FDA have extended classical linear models and linear mixed effects models to functional linear models (als...
journal_title:Statistical methods in medical research
pub_type: 杂志文章,评审
doi:10.1191/0962280204sm352ra
更新日期:2004-02-01 00:00:00