Abstract:
:It is not uncommon for a continuous outcome variable Y to be dichotomized and analysed using logistic regression. Moser and Coombs (Statist. Med. 2004; 23:1843-1860) provide a method for converting the output from a standard linear regression analysis using the original continuous outcome Y to give much more efficient inferences about the same odds-ratio parameters being estimated by the logistic regression. However, these results apply only to prospective studies. This paper follows up Moser and Coombs by providing an efficient linear-model-based solution for data collected using case-control studies. Gains in statistical efficiency of up to 240 per cent are obtained even with small to moderate odds ratios. Differences in design efficiency between case-control and prospective sampling designs are found to be much smaller, however, when linear-model-based analyses are being used than they are when logistic regression analyses are being used.
journal_name
Stat Medjournal_title
Statistics in medicineauthors
Jiang Y,Scott A,Wild CJdoi
10.1002/sim.3474subject
Has Abstractpub_date
2009-01-30 00:00:00pages
194-204issue
2eissn
0277-6715issn
1097-0258journal_volume
28pub_type
杂志文章abstract::The intraclass correlation coefficient rho plays a key role in the design of cluster randomized trials. Estimates of rho obtained from previous cluster trials and used to inform sample size calculation in planned trials may be imprecise due to the typically small numbers of clusters in such studies. It may be useful t...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1643
更新日期:2003-12-30 00:00:00
abstract::For time-to-event outcomes, a rich literature exists on the bias introduced by covariate measurement error in regression models, such as the Cox model, and methods of analysis to address this bias. By comparison, less attention has been given to understanding the impact or addressing errors in the failure time outcome...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7554
更新日期:2018-04-15 00:00:00
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
更新日期:2006-03-30 00:00:00
abstract::Suppression of premature ventricular contractions (PVCs) is one of the goals of antiarrhythmic therapy. In a clinical trial, however, it may be difficult to distinguish antiarrhythmic drug effect from spontaneous variation in PVCs. We propose the application of linear regression to PVC histories to ascertain drug effe...
journal_title:Statistics in medicine
pub_type: 临床试验,杂志文章
doi:10.1002/sim.4780020305
更新日期:1983-07-01 00:00:00
abstract::Relative potency is a measure that has been used for many years to summarize the comparison of dose-response curves in parallel line bioassays. When response curves for two preparations are not parallel the traditional definition of relative potency no longer applies. We review the concept of relative potency and show...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19970530)16:10<1151::aid-s
更新日期:1997-05-30 00:00:00
abstract::We consider bivariate survival times for heterogeneous populations, where heterogeneity induces deviations in an individual's risk of an event as well as associations between survival times. The heterogeneity is characterized by a bivariate frailty model. We measure the heterogeneity effects through deviations associa...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19990430)18:8<907::aid-sim
更新日期:1999-04-30 00:00:00
abstract::Graphical methods are often used to check goodness-of-fit of models to data. It is common to plot residuals against a reference distribution so that when the model fits the data, the configuration should be close to a straight line. Since the resemblance to a straight line is often unclear, it has been suggested to ad...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780141607
更新日期:1995-08-30 00:00:00
abstract::Residuals in normal regression are used to assess a model's goodness-of-fit (GOF) and discover directions for improving the model. However, there is a lack of residuals with a characterized reference distribution for censored regression. In this article, we propose to diagnose censored regression with normalized rando...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.8852
更新日期:2020-12-13 00:00:00
abstract::Omitted variable bias is discussed in the context of linear models. It is shown that the effect of omitted variables can be controlled in linear models for metric dependent variables by using data from follow-up studies. Two different models for analysing such data are proposed. In the first model the omitted variable...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780110906
更新日期:1992-06-30 00:00:00
abstract::Interim analyses are conducted to allow for early termination of the trial, for ethical as well as economical reasons. Here we consider interim analyses in repeated measurements studies where the measurements are binary. Two methods for analysing this kind of data are compared according to their operating characterist...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1361
更新日期:2003-02-28 00:00:00
abstract::Multistate models are increasingly being used to model complex disease profiles. By modelling transitions between disease states, accounting for competing events at each transition, we can gain a much richer understanding of patient trajectories and how risk factors impact over the entire disease pathway. In this arti...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7448
更新日期:2017-12-20 00:00:00
abstract::Longitudinal studies with repeated measures are often subject to non-response. Methods currently employed to alleviate the difficulties caused by missing data are typically unsatisfactory, especially when the cause of the missingness is related to the outcomes. We present an approach for incomplete categorical data in...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.982
更新日期:2002-01-30 00:00:00
abstract::Medical costs data with administratively censored observations often arise in cost-effectiveness studies of treatments for life-threatening diseases. Mean of medical costs incurred from the start of a treatment until death or a certain time point after the implementation of treatment is frequently of interest. In many...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1556
更新日期:2004-11-15 00:00:00
abstract::Frailty models are encountered in many medical applications, yet little research has been devoted to develop measures that quantify the predictive ability of these models. In this paper, we elaborate on the concept of the concordance probability to clustered data, resulting in an 'Overall Conditional C-index' or bfC(O...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4058
更新日期:2010-12-30 00:00:00
abstract::We consider several sources of heterogeneity in a clinical trial with patients' survival time as the main response criterion: differences in prognosis which can be attributed to a latent or ignored prognostic factor; differences in treatment efficacy in subgroups of patients, and differences in treatment combinations ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780060708
更新日期:1987-10-01 00:00:00
abstract::The development of drugs and biologicals whose mechanisms of action may extend beyond their target indications has led to a need to identify unexpected potential toxicities promptly even while blinded clinical trials are under way. One component of recently issued FDA rules regarding safety reporting requirements rais...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7129
更新日期:2017-01-15 00:00:00
abstract::Estimation of genetic and environmental contributions to cancers falls in the framework of generalized linear mixed modelling with several random effect components. Computational challenges remain, however, in dealing with binary or survival phenotypes. In this paper, we consider the analysis of melanoma onset in a po...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2266
更新日期:2006-09-30 00:00:00
abstract::Small but important therapeutic effects of new treatments can be most efficiently detected through the study of large randomized prospective series of patients. Such large scale clinical trials are nowadays commonplace. The alternative is years of polemic and debate surrounding several trials each too small to detect ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780010105
更新日期:1982-01-01 00:00:00
abstract::Methodology for causal inference based on propensity scores has been developed and popularized in the last two decades. However, the majority of the methodology has concentrated on binary treatments. Only recently have these methods been extended to settings with multi-valued treatments. We propose a number of discret...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2095
更新日期:2005-07-30 00:00:00
abstract::Multivariate outcomes measured longitudinally over time are common in medicine, public health, psychology and sociology. The typical (saturated) longitudinal multivariate regression model has a separate set of regression coefficients for each outcome. However, multivariate outcomes are often quite similar and many out...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.3589
更新日期:2009-06-15 00:00:00
abstract::The use of both sequential designs and adaptive treatment allocation are effective in reducing the number of patients receiving an inferior treatment in a clinical trial. In large samples, when the asymptotic normality of test statistics can be utilized, a standard sequential design can be combined with adaptive alloc...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.998
更新日期:2002-02-28 00:00:00
abstract::The back-calculation method has been used to estimate the number of HIV infections from AIDS incidence data in a particular population. We present an extension of back calculation that provides estimates of the numbers of HIV infectives in different stages of infection. We model the staging process with a time-depende...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780110612
更新日期:1992-04-01 00:00:00
abstract::With increasingly abundant spatial data in the form of case counts or rates combined over areal regions (eg, ZIP codes, census tracts, or counties), interest turns to formal identification of difference "boundaries," or barriers on the map, in addition to the estimated statistical map itself. "Boundary" refers to a bo...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7408
更新日期:2017-11-10 00:00:00
abstract::Biomarkers, increasingly used in biomedical studies for the diagnosis and prognosis of acute and chronic diseases, provide insight into the effectiveness of treatments and potential pathways that can be used to guide future treatment targets. The measurement of these markers is often limited by the sensitivity of the ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4503
更新日期:2012-07-30 00:00:00
abstract::In Part I we presented a covariance structure model for analysing measurement error in the assessment of nitrogen intake. In this paper we include data on urine nitrogen excretion which allows a critical assessment of the model proposed. Inclusion of urine nitrogen data produces more pessimistic estimates of the quali...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780121005
更新日期:1993-05-30 00:00:00
abstract::Cox proportional hazard regression model is a popular tool to analyze the relationship between a censored lifetime variable with other relevant factors. The semiparametric Cox model is widely used to study different types of data arising from applied disciplines such as medical science, biology, and reliability studie...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.8377
更新日期:2019-11-30 00:00:00
abstract::Virtually all clinical trials collect multiple endpoints that are usually correlated. Many methods have been proposed to control the family-wise type I error rate (FWER), but these methods often disregard the correlation among the endpoints, such as the commonly used Bonferroni correction, Holm procedure, Wiens' Bonfe...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4434
更新日期:2012-02-20 00:00:00
abstract::A decision-theoretic framework is proposed for designing sequential dose-finding trials with multiple outcomes. The optimal strategy is solvable theoretically via backward induction. However, for dose-finding studies involving k doses, the computational complexity is the same as the bandit problem with k-dependent arm...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2322
更新日期:2006-05-30 00:00:00
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
更新日期:2010-05-30 00:00:00
abstract::This paper presents a general approach for simultaneously assessing, from serial data, diagnostic consistency, interrater reliability and incidence of a strictly progressive disease. Observed data are viewed as incomplete: diagnostic errors are not distinguished from true diagnoses. We introduce a broad class of model...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780070306
更新日期:1988-03-01 00:00:00