Mixed-effects regression models for studying the natural history of prostate disease.

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 historic prospective study of changes in PSA levels for decades prior to the diagnosis of prostate disease. Linear mixed-effects regression models were used to test whether rates of change in PSA were different in men with and without prostate disease. In addition, since the prostate cancer cases developed their tumours at different (and unknown) times during their periods of follow-up, a piece-wise non-linear mixed-effects regression model was used to estimate the time when rapid increases in PSA were first observable beyond the background level of PSA change. These methods have a wide range of applications in biomedical research utilizing repeated measures data such as pharmacokinetic studies, crossover trials, growth and development studies, aging studies, and disease detection.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Pearson JD,Morrell CH,Landis PK,Carter HB,Brant LJ

doi

10.1002/sim.4780130520

subject

Has Abstract

pub_date

1994-03-15 00:00:00

pages

587-601

issue

5-7

eissn

0277-6715

issn

1097-0258

journal_volume

13

pub_type

杂志文章
  • Second-stage least squares versus penalized quasi-likelihood for fitting hierarchical models in epidemiologic analyses.

    abstract::Hierarchical regression analysis holds much promise for epidemiologic analysis, but has as yet seen limited application because of lack of easily used software and the relatively lengthy run times of preferred fitting methods (such as true maximum likelihood and Bayesian approaches). This paper compares three relative...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19970315)16:5<515::aid-sim

    authors: Greenland S

    更新日期:1997-03-15 00:00:00

  • Assessing agreement with relative area under the coverage probability curve.

    abstract::There has been substantial statistical literature in the last several decades on assessing agreement, and coverage probability approach was selected as a preferred index for assessing and improving measurement agreement in a core laboratory setting. With this approach, a satisfactory agreement is based on pre-specifie...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6903

    authors: Barnhart HX

    更新日期:2016-08-15 00:00:00

  • Alpha calculus in clinical trials: considerations and commentary for the new millennium.

    abstract::Regardless of whether a statistician believes in letting a data set speak for itself through nominal p-values or believes in strict alpha conservation, the interpretation of experiments which are negative for the primary endpoint but positive for secondary endpoints is the source of some angst. The purpose of this pap...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(20000330)19:6<767::aid-sim

    authors: Moyé LA

    更新日期:2000-03-30 00:00:00

  • Regression models for mixed Poisson and continuous longitudinal data.

    abstract::In this article we develop flexible regression models in two respects to evaluate the influence of the covariate variables on the mixed Poisson and continuous responses and to evaluate how the correlation between Poisson response and continuous response changes over time. A scenario for dealing with regression models ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2776

    authors: Yang Y,Kang J,Mao K,Zhang J

    更新日期:2007-09-10 00:00:00

  • A comparison of arm-based and contrast-based models for network meta-analysis.

    abstract::Differences between arm-based (AB) and contrast-based (CB) models for network meta-analysis (NMA) are controversial. We compare the CB model of Lu and Ades (2006), the AB model of Hong et al(2016), and two intermediate models, using hypothetical data and a selected real data set. Differences between models arise prima...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8360

    authors: White IR,Turner RM,Karahalios A,Salanti G

    更新日期:2019-11-30 00:00:00

  • Direct effects testing: a two-stage procedure to test for effect size and variable importance for correlated binary predictors and a binary response.

    abstract::In applications such as medical statistics and genetics, we encounter situations where a large number of highly correlated predictors explain a response. For example, the response may be a disease indicator and the predictors may be treatment indicators or single nucleotide polymorphisms (SNPs). Constructing a good pr...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4014

    authors: Sperrin M,Jaki T

    更新日期:2010-10-30 00:00:00

  • Positing, fitting, and selecting regression models for pooled biomarker data.

    abstract::Pooling biospecimens prior to performing lab assays can help reduce lab costs, preserve specimens, and reduce information loss when subject to a limit of detection. Because many biomarkers measured in epidemiological studies are positive and right-skewed, proper analysis of pooled specimens requires special methods. I...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6496

    authors: Mitchell EM,Lyles RH,Schisterman EF

    更新日期:2015-07-30 00:00:00

  • Adjustments to the Mantel-Haenszel chi-square statistic and odds ratio variance estimator when the data are clustered.

    abstract::Dependence between observations on a dichotomous variable renders invalid the usual chi-square tests of independence and inflates the variances of parameter estimates. Such a situation occurs, for example, when subjects consist of members of the same family or with repeated observations on the same person. In this pap...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780060408

    authors: Donald A,Donner A

    更新日期:1987-06-01 00:00:00

  • Analyzing longitudinal data with patients in different disease states during follow-up and death as final state.

    abstract::This paper considers the analysis of longitudinal data complicated by the fact that during follow-up patients can be in different disease states, such as remission, relapse or death. If both the response of interest (for example, quality of life (QOL)) and the amount of missing data depend on this disease state, ignor...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3755

    authors: le Cessie S,de Vries EG,Buijs C,Post WJ

    更新日期:2009-12-30 00:00:00

  • Exploring the benefits of adaptive sequential designs in time-to-event endpoint settings.

    abstract::Sequential analysis is frequently employed to address ethical and financial issues in clinical trials. Sequential analysis may be performed using standard group sequential designs, or, more recently, with adaptive designs that use estimates of treatment effect to modify the maximal statistical information to be collec...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4156

    authors: Emerson SC,Rudser KD,Emerson SS

    更新日期:2011-05-20 00:00:00

  • A Bayesian semiparametric Markov regression model for juvenile dermatomyositis.

    abstract::Juvenile dermatomyositis (JDM) is a rare autoimmune disease that may lead to serious complications, even to death. We develop a 2-state Markov regression model in a Bayesian framework to characterise disease progression in JDM over time and gain a better understanding of the factors influencing disease risk. The trans...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7613

    authors: De Iorio M,Gallot N,Valcarcel B,Wedderburn L

    更新日期:2018-05-10 00:00:00

  • A statistical assessment of clinical equivalence.

    abstract::An observed confidence distribution is proposed as a measure of strength of evidence for practically equivalent efficacies of two treatments. The concept is independent of prior opinions about relevant sizes of a difference in efficacy. It also avoids retrospective power calculations for trials with missed recruitment...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780071207

    authors: Mau J

    更新日期:1988-12-01 00:00:00

  • Comparing the performance of two indices for spatial model selection: application to two mortality data.

    abstract::The statistical analysis of spatially correlated data has become an important scientific research topic lately. The analysis of the mortality or morbidity rates observed at different areas may help to decide if people living in certain locations are considered at higher risk than others. Once the statistical model for...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/1097-0258(20000730)19:14<1915::aid-sim503>

    authors: Hsiao CK,Tzeng JY,Wang CH

    更新日期:2000-07-30 00:00:00

  • Beta-binomial/Poisson regression models for repeated bivariate counts.

    abstract::We analyze data obtained from a study designed to evaluate training effects on the performance of certain motor activities of Parkinson's disease patients. Maximum likelihood methods were used to fit beta-binomial/Poisson regression models tailored to evaluate the effects of training on the numbers of attempted and su...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3303

    authors: Lora MI,Singer JM

    更新日期:2008-07-30 00:00:00

  • A community trial strategy for evaluating treatment for symptomatic conditions.

    abstract::A method has been developed for simultaneously comparing the usefulness of many treatments of established value for symptomatic medical conditions. Medical assessment of outcome is not employed. Instead patients are required to assess treatments prescribed during the course of ordinary general practice rather than und...

    journal_title:Statistics in medicine

    pub_type: 临床试验,杂志文章,随机对照试验

    doi:10.1002/sim.4780040104

    authors: Charlton JR,D'Souza MF,Tooley M,Silver R

    更新日期:1985-01-01 00:00:00

  • Modelling covariate adjusted mortality relative to a standard population.

    abstract::A study of long term survival of 1487 patients given an allogeneic bone marrow transplant for acute myelogenous leukaemia and 729 patients given a transplant for severe aplastic anaemia was conducted by the International Bone Marrow Transplant Registry. One aim of this study is to determine if the mortality rates of t...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19990630)18:12<1529::aid-s

    authors: Andersen PK,Horowitz MM,Klein JP,Socie G,Stone JV,Zhang MJ

    更新日期:1999-06-30 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

  • Statistical methods for active extension trials.

    abstract::This paper develops methods of analysis for active extension clinical trials. Under this design, patients are randomized to treatment or placebo for a period of time (period 1), and then all patients receive treatment for an additional period of time (period 2). We assume a continuous outcome is measured at baseline a...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2720

    authors: Hu Z,Follmann D

    更新日期:2007-05-30 00:00:00

  • Coping with time and space in modelling malaria incidence: a comparison of survival and count regression models.

    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

    authors: Getachew Y,Janssen P,Yewhalaw D,Speybroeck N,Duchateau L

    更新日期:2013-08-15 00:00:00

  • How should meta-regression analyses be undertaken and interpreted?

    abstract::Appropriate methods for meta-regression applied to a set of clinical trials, and the limitations and pitfalls in interpretation, are insufficiently recognized. Here we summarize recent research focusing on these issues, and consider three published examples of meta-regression in the light of this work. One principal m...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1187

    authors: Thompson SG,Higgins JP

    更新日期:2002-06-15 00:00:00

  • Marginal versus conditional versus 'structural source' models: a rationale for an alternative to log-linear methods for capture-recapture estimates.

    abstract::Log-linear models for capture-recapture type data are widely used for estimating sizes of populations. Log-linear methods model conditional interactions between the sources. Often, however, the marginal associations are more appropriate and easier for the practitioner to conceptualize. Analyses here of previously publ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19980115)17:1<69::aid-sim7

    authors: Regal RR,Hook EB

    更新日期:1998-01-15 00:00:00

  • Proportional hazards models and age-period-cohort analysis of cancer rates.

    abstract::Age-period-cohort (APC) analysis is widely used in cancer epidemiology to model trends in cancer rates. We develop methods for comparative APC analysis of two independent cause-specific hazard rates assuming that an APC model holds for each one. We construct linear hypothesis tests to determine whether the two hazards...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3865

    authors: Rosenberg PS,Anderson WF

    更新日期:2010-05-20 00:00:00

  • Bayesian approach to average power calculations for binary regression models with misclassified outcomes.

    abstract::We develop a simulation-based procedure for determining the required sample size in binomial regression risk assessment studies when response data are subject to misclassification. A Bayesian average power criterion is used to determine a sample size that provides high probability, averaged over the distribution of po...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3505

    authors: Cheng D,Stamey JD,Branscum AJ

    更新日期:2009-02-28 00:00:00

  • Causal inference in survival analysis using pseudo-observations.

    abstract::Causal inference for non-censored response variables, such as binary or quantitative outcomes, is often based on either (1) direct standardization ('G-formula') or (2) inverse probability of treatment assignment weights ('propensity score'). To do causal inference in survival analysis, one needs to address right-censo...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7297

    authors: Andersen PK,Syriopoulou E,Parner ET

    更新日期:2017-07-30 00:00:00

  • Sample size calculation for clinical trials in which entry criteria and outcomes are counts of events. ACIP Investigators. Asymptomatic Cardiac Ischemia Pilot.

    abstract::In many chronic diseases, therapy aims to prevent or reduce the frequency of episodes of a disease manifestation, for example cardiac ischaemic episodes or epileptic seizures. Entry criteria for clinical trials typically include a minimum number of episodes within a baseline period, and regression to the mean should b...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780130806

    authors: McMahon RP,Proschan M,Geller NL,Stone PH,Sopko G

    更新日期:1994-04-30 00:00:00

  • Some statistical issues in project prioritization in the pharmaceutical industry.

    abstract::Various aspects of portfolio management and project prioritization within the pharmaceutical industry are examined. It is shown that the cost and probability architecture of a project is a crucial aspect of its value. An appropriate simple tool for ranking projects is the Pearson index. Various difficulties are consid...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19961230)15:24<2689::AID-S

    authors: Senn S

    更新日期:1996-12-30 00:00:00

  • Estimating a survival curve with unlinked entry and failure times.

    abstract::In monitoring a clinical trial or other observational study with a survival endpoint, sometimes the numbers of patients entering and dying at each time point are presented, but the connections between them are kept confidential. Hence, the exact time to failure or censoring for each individual is missing. We refer to ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2819

    authors: Wu Y,Shih WJ,Moore DF

    更新日期:2007-08-30 00:00:00

  • Interval censoring in longitudinal data of respiratory symptoms in aluminium potroom workers: a comparison of methods.

    abstract::In a longitudinal study of workers in seven Norwegian aluminium plants, the time to development of asthmatic symptoms could only be determined to lie in the interval between two consecutive health examinations. In a previous paper we analysed the data by survival techniques for interval censored data. In the present p...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780131708

    authors: Samuelsen SO,Kongerud J

    更新日期:1994-09-15 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

  • Sensitivity of Fisher's exact test to minor perturbations in 2 x 2 contingency tables.

    abstract::The two tailed Fisher's exact P value is extremely sensitive to small perturbations in 2 x 2 contingency tables. An example indicates that a 1 per cent increase in the denominator of one treatment group results in a 32 per cent drop in the exact P value, but a mere 0.1 per cent decrease in the treatment success rate. ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780050610

    authors: Dupont WD

    更新日期:1986-11-01 00:00:00