Abstract:
:In longitudinal studies, missing observations occur commonly. It has been well known that biased results could be produced if missingness is not properly handled in the analysis. Authors have developed many methods with the focus on either incomplete response or missing covariate observations, but rarely on both. The complexity of modeling and computational difficulty would be the major challenges in handling missingness in both response and covariate variables. In this paper, we develop methods using the pairwise likelihood formulation to handle longitudinal binary data with missing observations present in both response and covariate variables. We propose a unified framework to accommodate various types of missing data patterns. We evaluate the performance of the methods empirically under a variety of circumstances. In particular, we investigate issues on efficiency and robustness. We analyze longitudinal data from the National Population Health Study with the use of our methods.
journal_name
Stat Medjournal_title
Statistics in medicineauthors
Li H,Yi GYdoi
10.1002/sim.5536subject
Has Abstractpub_date
2013-02-28 00:00:00pages
833-48issue
5eissn
0277-6715issn
1097-0258journal_volume
32pub_type
杂志文章abstract::Wittes and Brittain recommended using an 'internal pilot study' to adjust sample size. The approach involves five steps in testing a general linear hypothesis for a general linear univariate model, with Gaussian errors. First, specify the design, hypothesis, desired test size, power, a smallest 'clinically meaningful'...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19990530)18:10<1199::aid-s
更新日期:1999-05-30 00:00:00
abstract::In many medical applications, combining information from multiple biomarkers could yield a better diagnosis than any single one on its own. When there is a lack of a gold standard, an algorithm of classifying subjects into the case and non-case status is necessary for combining multiple markers. The aim of this paper ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.6780
更新日期:2016-04-15 00:00:00
abstract::Correlated data are obtained in longitudinal epidemiological studies, where repeated measurements are taken on individuals or groups over time. Such longitudinal data are ideally analyzed using multilevel modeling approaches, which appropriately account for the correlations in repeated responses in the same individual...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5880
更新日期:2013-12-10 00:00:00
abstract::In many studies, a K degree of freedom large sample chi2 test is used to assess the effect of treatment on a multivariate response, such as an omnibus T2-like test of a difference between two treatment groups in any of K repeated measures. Alternately, a K df chi2 test may be used to test the equality of K+1 groups in...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1637
更新日期:2003-11-15 00:00:00
abstract::In this paper, we define a modified version τ(b) of Kendall's tau to measure the association in a pair (X,Y) of random variables subject to fixed left censoring due to known lower detection limits. We provide a nonparametric estimator of τ(b) and investigate its asymptotic properties. We then assume an Archimedean cop...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4319
更新日期:2011-11-20 00:00:00
abstract::Cancer patients, chronic kidney disease patients, and subjects infected with HIV are routinely monitored over time using biomarkers that represent key health status indicators. Furthermore, biomarkers are frequently used to guide initiation of new treatments or to inform changes in intervention strategies. Since key m...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7675
更新日期:2018-08-15 00:00:00
abstract::Recent studies have indicated variation in the infectivity beta of HIV among heterosexual couples. We represent this heterogeneity by modelling beta as a random variable. Using data on the number of contacts and seroconversion of couples, we fit the model by maximum-likelihood estimation with a beta distribution and a...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780080110
更新日期:1989-01-01 00:00:00
abstract::A problem occurring in chronic disease modeling is the estimation of transition probabilities of moving from one state of a categorical risk factor to another. Transitions could be obtained from a cohort study, but often such data may not be available. However, under the assumption that transitions remain stable over ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4423
更新日期:2012-03-15 00:00:00
abstract::During phase III clinical trials in life-threatening disease settings, it is important to ensure that the Data Monitoring Committee (DMC) has exclusive access to the interim efficacy and safety data generated by the data analysis centre, in order to minimize the risk of widespread prejudgement of unreliable trial resu...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1288
更新日期:2002-10-15 00:00:00
abstract::Although the frequentist paradigm has been the predominant approach to clinical trial design since the 1940s, it has several notable limitations. Advancements in computational algorithms and computer hardware have greatly enhanced the alternative Bayesian paradigm. Compared with its frequentist counterpart, the Bayesi...
journal_title:Statistics in medicine
pub_type: 杂志文章,评审
doi:10.1002/sim.5404
更新日期:2012-11-10 00:00:00
abstract::We point out that the conventional methods for ties correction may be seriously biased when censoring times depend on covariates. A simple modification to the Efron correction method is suggested which works remarkably well in simulation studies. The method corresponds closely to breaking ties by random ordering. The ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2173
更新日期:2005-10-30 00:00:00
abstract::We examine the common clinical belief that there is an interaction between epilepsy type and the two standard anti-epileptic drugs, valproate and carbamazepine, using data from several randomized clinical trials. Epilepsy type is not always easy to define, and three possible reclassifications are investigated to see w...
journal_title:Statistics in medicine
pub_type: 杂志文章,meta分析
doi:10.1002/sim.1044
更新日期:2002-09-30 00:00:00
abstract::Group sequential hypothesis testing is now widely used to analyze prospective data. If Monte Carlo simulation is used to construct the signaling threshold, the challenge is how to manage the type I error probability for each one of the multiple tests without losing control on the overall significance level. This paper...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.6805
更新日期:2016-04-30 00:00:00
abstract::We study the group bridge and the adaptive group bridge penalties for competing risks quantile regression with group variables. While the group bridge consistently identifies nonzero group variables, the adaptive group bridge consistently selects variables not only at group level but also at within-group level. We all...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7619
更新日期:2018-04-30 00:00:00
abstract::Clinical trials with multiple endpoints incur increased familywise type I errors. The Bonferroni correction is a common method used to modify the p-values to account for multiple significance testing. For independent endpoints the Bonferroni method is slightly conservative whereas with high correlation the conservatis...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780100712
更新日期:1991-07-01 00:00:00
abstract::The one-step (Peto) method for obtaining pooled effect estimates can yield extremely biased results when applied to unbalanced data. Even for balanced studies, the one-step estimate may incorporate an unacceptable degree of bias. In place of the one-step estimate, we recommend use of ordinary Mantel-Haenszel, weighted...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780090307
更新日期:1990-03-01 00:00:00
abstract::Two important qualities of controlled clinical trials are that they reduce dependence on historical standards for evaluating therapy and separate the effect of treatment from the confounding influence of time. Whatever the theory of the clinical trial, however, time has not easily been banished from the analysis of me...
journal_title:Statistics in medicine
pub_type: 杂志文章,评审
doi:10.1002/sim.4780081106
更新日期:1989-11-01 00:00:00
abstract::Standard methods for analysing survival data or case-control data normally concern factors affecting a subject as a whole. However, in a study of a condition that might develop in one or both of a pair of bodily organs information on response and on covariates may be available for each separately. This information can...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780070509
更新日期:1988-05-01 00:00:00
abstract::In England and Wales, a large-scale multiple statistical surveillance system for infectious disease outbreaks has been in operation for nearly two decades. This system uses a robust quasi-Poisson regression algorithm to identify abberrances in weekly counts of isolates reported to the Health Protection Agency. In this...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5595
更新日期:2013-03-30 00:00:00
abstract::A few large multi-centre male-only heart trials done in the 1970s and 1980s have been seen as ill-conceived because they did not include females. The purpose here is to revisit two of those trials and to consider consequences in terms of cost and power had they been designed to include females. ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19990215)18:3<241::aid-sim
更新日期:1999-02-15 00:00:00
abstract::Estimates of relative efficacy between alternative treatments are crucial for decision making in health care. Bayesian mixed treatment comparison models provide a powerful methodology to obtain such estimates when head-to-head evidence is not available or insufficient. In recent years, this methodology has become wide...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5764
更新日期:2013-07-30 00:00:00
abstract::To study the effect of a mega hydropower dam in southwest Ethiopia on malaria incidence, we have set up a longitudinal study. To gain insight in temporal and spatial aspects, that is, in time (period = year-season combination) and location (village), we need models that account for these effects. The frailty model w...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5752
更新日期:2013-08-15 00:00:00
abstract::Assessing the calibration of methods for estimating the probability of the occurrence of a binary outcome is an important aspect of validating the performance of risk-prediction algorithms. Calibration commonly refers to the agreement between predicted and observed probabilities of the outcome. Graphical methods are a...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.8281
更新日期:2019-09-20 00:00:00
abstract::Biostatistical concepts and methods apply to various problems arising in actual U.S. legal cases. These involve: measures of association, assessing the potential effect of omitted variables and the Peters-Belson approach to regression. In particular, we present the inapplicability of Fisher's exact test in the case wh...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780141505
更新日期:1995-08-15 00:00:00
abstract::The aim of this paper is to demonstrate the effect of excluding incomplete observations and competing events when calculating cross-sectional measures of NHS waiting times, and to obtain a more accurate estimate of the 'time-to-admission' of those listed on NHS waiting lists using life-table methods. The official 'tim...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/1097-0258(20000815)19:15<2037::aid-sim606>
更新日期:2000-08-15 00:00:00
abstract::Interval-censored survival data often occur in medical studies, especially in clinical trials. In this case, many authors have considered estimation of a survival function. There is, however, relatively little discussion on estimating the variance of estimated survival functions. For right-censored data, a special cas...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.719
更新日期:2001-04-30 00:00:00
abstract::Multi-state models are useful for modelling disease progression where the state space of the process is used to represent the discrete disease status of subjects. Often, the disease process is only observed at clinical visits, and the schedule of these visits can depend on the disease status of patients. In such situa...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.6582
更新日期:2015-12-20 00:00:00
abstract::In a recent Statistics in Medicine paper, Warn, Thompson and Spiegelhalter (WTS) made a comparison between the Bayesian approach to the meta-analysis of binary outcomes and a popular Classical approach that uses summary (two-stage) techniques. They included approximate summary (two-stage) Bayesian techniques in their ...
journal_title:Statistics in medicine
pub_type: 评论,信件
doi:10.1002/sim.2115
更新日期:2005-09-15 00:00:00
abstract::This paper considers the regression analysis of CD4 cell counts, a commonly used indicator and prognostic factor of AIDS progression. For this purpose, a number of methods have been proposed and most of them are based on random effects models. We present an alternative that is based on a mean function regression model...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.945
更新日期:2001-11-15 00:00:00
abstract::The problem of testing symmetry about zero has a long and rich history in the statistical literature. We introduce a new test that sequentially discards observations whose absolute value is below increasing thresholds defined by the data. McNemar's statistic is obtained at each threshold and the largest is used as the...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5384
更新日期:2012-11-20 00:00:00