Abstract:
:This paper discusses and compares several estimators of mean rate of change in unbalanced longitudinal data based on a model with randomly distributed regression coefficients across individuals. The estimators are unweighted and weighted means of these coefficients. The paper also evaluates commonly used variance estimates corresponding to the estimators. Results show that in situations of very slight imbalance, the choice of method is not critical. When imbalance is substantial, however, one should weight the regression coefficients by their estimated precision. An example using data from a nutritional study on premature neonates illustrates some issues encountered in the analysis of longitudinal clinical data sets.
journal_name
Stat Medjournal_title
Statistics in medicineauthors
Palta M,Cook Tdoi
10.1002/sim.4780060509subject
Has Abstractpub_date
1987-07-01 00:00:00pages
599-611issue
5eissn
0277-6715issn
1097-0258journal_volume
6pub_type
杂志文章abstract::Population dynamic models, commonly used tools in the study of epidemics and other complex population processes, are implicit non-linear mathematical equations. Inference based on such models can be difficult due to the problems associated with high dimensional parameters that may be non-identified and complex likelih...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1258
更新日期:2002-12-15 00:00:00
abstract::The matched case-control designs are commonly used to control for potential confounding factors in genetic epidemiology studies especially epigenetic studies with DNA methylation. Compared with unmatched case-control studies with high-dimensional genomic or epigenetic data, there have been few variable selection metho...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5694
更新日期:2013-05-30 00:00:00
abstract::To summarize safety data such as clinical adverse experiences in clinical trials with a moderate to long-term follow-up, we may use a measurement which accounts for the potential differences in the follow-up duration between treatment groups. The incidence rate, which uses the total person-time follow-up in a treatmen...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2335
更新日期:2006-04-30 00:00:00
abstract::We compared eight nominal 95 per cent confidence intervals for the ratio of two Poisson parameters, both assumed small, on their true coverage (the probability that the interval includes the ratio of Poisson parameters) and median width. The commonly used log-linear interval, justified by asymptotic considerations, pr...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.3234
更新日期:2008-09-10 00:00:00
abstract::Although prostate cancer and benign prostatic hyperplasia are major health problems in U.S. men, little is known about the early stages of the natural history of prostate disease. A molecular biomarker called prostate specific antigen (PSA), together with a unique longitudinal bank of frozen serum, now allows a histor...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780130520
更新日期:1994-03-15 00:00:00
abstract::In this study, 401 cases of childhood cancer in four California counties in 1980-1988 were analysed with the innovative methodology of density equalizing map projections. The data were originally collected and analysed by the California State Department of Health Services (DHS). In addition to the new analytic techniq...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.686
更新日期:2001-05-15 00:00:00
abstract::We studied the problem of testing a hypothesized distribution in survival regression models when the data is right censored and survival times are influenced by covariates. A modified chi-squared type test, known as Nikulin-Rao-Robson statistic, is applied for the comparison of accelerated failure time models. This st...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7244
更新日期:2017-05-30 00:00:00
abstract::This paper is a compendium of exact and asymptotic formulae and tables for estimating the sample size in a clinical trial with two treatment groups and a dichotomous outcome. The paper provides separate formulae for equal and unequal treatment group sizes, formulae for the calculation of power given the sample size, a...
journal_title:Statistics in medicine
pub_type: 杂志文章,评审
doi:10.1002/(SICI)1097-0258(19960115)15:1<1::AID-SIM13
更新日期:1996-01-15 00:00:00
abstract::A new exponentially weighted moving average (EWMA) control chart well suited for 'online' routine surveillance of medical procedures is introduced. The chart is based on inter-event counts for failures recorded when the failures occur. The method can be used for many types of hospital procedures and activities, such a...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2520
更新日期:2007-01-15 00:00:00
abstract::Bioequivalence or interaction trials are commonly studied in crossover design and can be analysed by nonlinear mixed effects models as an alternative to noncompartmental approach. We propose an extension of the population Fisher information matrix in nonlinear mixed effects models to design crossover pharmacokinetic t...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4390
更新日期:2012-05-20 00:00:00
abstract::Motivated by a study for soft tissue sarcoma, this article considers the analysis of diseases recurrence and survival. A multivariate frailty hazard model is established for joint modeling of three correlated time-to-event outcomes: local disease recurrence, distant disease recurrence (metastasis), and death. The goal...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7030
更新日期:2016-11-20 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::Estimates of analyte concentrations, obtained by immunoassay, have error distributions which are generally underestimated. Better estimates, which take into account the distribution of the response metameter of the calibration curve and uncertainties associated with the location of the fitted curve, have been obtained...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780050208
更新日期:1986-03-01 00:00:00
abstract::The use of outcome-dependent sampling with longitudinal data analysis has previously been shown to improve efficiency in the estimation of regression parameters. The motivating scenario is when outcome data exist for all cohort members but key exposure variables will be gathered only on a subset. Inference with outcom...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7633
更新日期:2018-06-15 00:00:00
abstract::Childhood acute lymphoblastic leukaemia is treated with long-term intensive chemotherapy. During the latter part of the treatment, the maintenance therapy, the patients receive oral doses of two cytostatics. The doses are tailored to blood counts measured on a weekly basis, and the treatment is therefore highly dynami...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4393
更新日期:2012-02-28 00:00:00
abstract::Meta-analysis is the methodology for combining findings from similar research studies asking the same question. When the question of interest involves multiple outcomes, multivariate meta-analysis is used to synthesize the outcomes simultaneously taking into account the correlation between the outcomes. Likelihood-bas...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4327
更新日期:2011-10-30 00:00:00
abstract::Generalized linear models may be extended in several ways. This paper describes five such extensions: (i) generalized additive models; (ii) the use of quasi-likelihood; (iii) joint modelling of mean and dispersion; (iv) introduction of extra random components to give hierarchical generalized linear models; (v) modelli...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19981215)17:23<2747::aid-s
更新日期:1998-12-15 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::A new testing approach is described for improving statistical tests of independence in sets of tables stratified on one or more relevant factors in case of categorical (nominal or ordinal) variables. Common tests of independence that exploit the ordinality of one of the variables use a restricted-alternative approach....
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7006
更新日期:2016-11-10 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::The identification of changes in the recent trend is an important issue in the analysis of cancer mortality and incidence data. We apply a joinpoint regression model to describe such continuous changes and use the grid-search method to fit the regression function with unknown joinpoints assuming constant variance and ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(20000215)19:3<335::aid-sim
更新日期:2000-02-15 00:00:00
abstract::The construction, validation and updating of a prognostic model for kidney graft survival is reported using data from the Eurotransplant database. First, a model is constructed for data from transplantations in the period 1984 to 1987. The model is later updated for the 1988 1990 data. The first data set was randomly ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780141806
更新日期:1995-09-30 00:00:00
abstract::With the increasing availability of detailed clinical information, there is optimism that treatment choices can be selectively directed to those individuals most likely to benefit. While standard clinical trials can establish whether a treatment appears to be effective on average, subsequent work is needed to determin...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.6138
更新日期:2014-07-30 00:00:00
abstract::This paper introduces a new spatial scan statistic designed to adjust cluster detection for longitudinal confounding factors indexed in space. The functional-model-adjusted statistic was developed using generalized functional linear models in which longitudinal confounding factors were considered to be functional cova...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.8459
更新日期:2020-04-15 00:00:00
abstract::In this article, we investigate procedures for comparing two independent Poisson variates that are observed over unequal sampling frames (i.e. time intervals, populations, areas or any combination thereof). We consider two statistics (with and without the logarithmic transformation) for testing the equality of two Poi...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1949
更新日期:2005-03-30 00:00:00
abstract::This article introduces a global hypothesis test intended for studies with multiple endpoints. Our test makes use of a priori predictions about the direction of the result of each endpoint and we weight these predictions using the sample correlation matrix. The global alternative hypothesis concerns a parameter, ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.8724
更新日期:2020-12-10 00:00:00
abstract::Patient reported outcome and observer evaluative studies in clinical trials and post-hoc analyses often use instruments that measure responses on ordinal-rating or Likert scales. We propose a flexible distributional approach by modeling the change scores from the baseline to the end of the study using independent beta...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4012
更新日期:2010-10-30 00:00:00
abstract::This paper describes the Stoke Index which has been designed to give a global measure of disease activity in rheumatoid arthritis. The index is based on two objective laboratory measurements, one subjective and two semi-objective clinical measurements, chosen from 13 measurements using clinical judgement. Variable sel...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.4780121206
更新日期:1993-06-30 00:00:00
abstract::The use of the continual reassessment method (CRM) and other model-based approaches to design Phase I clinical trials has increased owing to the ability of the CRM to identify the maximum tolerated dose better than the 3 + 3 method. However, the CRM can be sensitive to the variance selected for the prior distribution ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5621
更新日期:2013-06-15 00:00:00
abstract::The EQ-5D, a widely used multiattribute utility instrument, is commonly used in health economic evaluations where the goal is to decide on which treatments to reimburse. Like other instruments, value sets of the EQ-5D are constructed using valuation studies typically valuing a subset of the health states and using pre...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.8592
更新日期:2020-10-15 00:00:00