Corrections for exposure measurement error in logistic regression models with an application to nutritional data.

Abstract:

:Two correction methods are considered for multiple logistic regression models with some covariates measured with error. Both methods are based on approximating the complicated regression model between the response and the observed covariates with simpler models. The first model is the logistic approximation proposed by Rosner et al., and the second is a second-order extension of this model. Only the mean and covariance matrix of the true values of the covariates given the observed values have to be specified, but no distributional assumptions about the measurement error are made. The parameters related to the conditional moments are estimated from a separate validation data set. The correction methods considered here are compared to other methods proposed in the literature. They are also applied to a multiple logistic model describing the effect of nutrient intakes on the ratio of serum HDL cholesterol. The data constitute baseline data from an epidemiological cohort study, in which a separate pilot study has been carried out to obtain validation information. In the example the corrected parameter estimates from the two approximate models are very similar. Both differ considerably from the naive logistic estimates, indicating a large effect of the measurement error. The various assumptions required by the correction methods are also discussed.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Kuha J

doi

10.1002/sim.4780131105

subject

Has Abstract

pub_date

1994-06-15 00:00:00

pages

1135-48

issue

11

eissn

0277-6715

issn

1097-0258

journal_volume

13

pub_type

杂志文章
  • Analysis of the ratio of marginal probabilities in a matched-pair setting.

    abstract::Statistical methods for testing and interval estimation of the ratio of marginal probabilities in the matched-pair setting are considered in this paper. We are especially interested in the situation where the null value is not one, as in one-sided equivalence trials. We propose a Fieller-type statistic based on constr...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1017

    authors: Nam JM,Blackwelder WC

    更新日期:2002-03-15 00:00:00

  • Improved tests for a random effects meta-regression with a single covariate.

    abstract::The explanation of heterogeneity plays an important role in meta-analysis. The random effects meta-regression model allows the inclusion of trial-specific covariates which may explain a part of the heterogeneity. We examine the commonly used tests on the parameters in the random effects meta-regression with one covari...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1482

    authors: Knapp G,Hartung J

    更新日期:2003-09-15 00:00:00

  • Modification of the sample size and the schedule of interim analyses in survival trials based on data inspections.

    abstract::A method is presented which allows us to adapt the sample size as well as the number and time points of interim analyses to the treatment difference observed at an interim look during the course of a clinical trial with censored survival time as the endpoint. The method allows the inclusion of data inspections during ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1136

    authors: Schäfer H,Müller HH

    更新日期:2001-12-30 00:00:00

  • A new approach to designing phase I-II cancer trials for cytotoxic chemotherapies.

    abstract::Recently, there has been much work on early phase cancer designs that incorporate both toxicity and efficacy data, called phase I-II designs because they combine elements of both phases. However, they do not explicitly address the phase II hypothesis test of H0 : p ≤ p0 , where p is the probability of efficacy at the ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6124

    authors: Bartroff J,Lai TL,Narasimhan B

    更新日期:2014-07-20 00:00:00

  • Development and applications of a city-level alcohol availability and alcohol problems database.

    abstract::Data on alcohol availability and problems in all cities in Los Angeles County were collected from several different sources and linked together to form a Local Alcohol Availability Database (LAAD). The two major purposes of the project are to provide a city-level alcohol availability and alcohol-related problems datab...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780140517

    authors: MacKinnon DP,Scribner R,Taft KA

    更新日期:1995-03-15 00:00:00

  • Estimating inverse probability weights using super learner when weight-model specification is unknown in a marginal structural Cox model context.

    abstract::Correct specification of the inverse probability weighting (IPW) model is necessary for consistent inference from a marginal structural Cox model (MSCM). In practical applications, researchers are typically unaware of the true specification of the weight model. Nonetheless, IPWs are commonly estimated using parametric...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7266

    authors: Karim ME,Platt RW,BeAMS study group.

    更新日期:2017-06-15 00:00:00

  • Establishing the relationship between nurse staffing and hospital mortality using a clustered discrete-time logistic model.

    abstract::Studies based on aggregated hospital outcome data have established that there is a relationship between nurse staffing and adverse events. However, this result could not be confirmed in Belgium where 96 per cent of the variability of nurse staffing levels over nursing units (belonging to different hospitals) is explai...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3756

    authors: Diya L,Lesaffre E,Van den Heede K,Sermeus W,Vleugels A

    更新日期:2010-03-30 00:00:00

  • Randomization tests for multiarmed randomized clinical trials.

    abstract::We examine the use of randomization-based inference for analyzing multiarmed randomized clinical trials, including the application of conditional randomization tests to multiple comparisons. The view is taken that the linkage of the statistical test to the experimental design (randomization procedure) should be recogn...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8418

    authors: Wang Y,Rosenberger WF,Uschner D

    更新日期:2020-02-20 00:00:00

  • Dynamic clustering detection through multi-valued descriptors of dermoscopic images.

    abstract::This paper introduces a dynamic clustering methodology based on multi-valued descriptors of dermoscopic images. The main idea is to support medical diagnosis to decide if pigmented skin lesions belonging to an uncertain set are nearer to malignant melanoma or to benign nevi. Melanoma is the most deadly skin cancer, an...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4285

    authors: Cozza V,Guarracino MR,Maddalena L,Baroni A

    更新日期:2011-09-10 00:00:00

  • Nonparametric estimation of broad sense agreement between ordinal and censored continuous outcomes.

    abstract::The concept of broad sense agreement (BSA) has recently been proposed for studying the relationship between a continuous measurement and an ordinal measurement. They developed a nonparametric procedure for estimating the BSA index, which is only applicable to completely observed data. In this work, we consider the pro...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8523

    authors: Dai T,Guo Y,Peng L,Manatunga A

    更新日期:2020-06-30 00:00:00

  • A spatial scan statistic for ordinal data.

    abstract::Spatial scan statistics are widely used for count data to detect geographical disease clusters of high or low incidence, mortality or prevalence and to evaluate their statistical significance. Some data are ordinal or continuous in nature, however, so that it is necessary to dichotomize the data to use a traditional s...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2607

    authors: Jung I,Kulldorff M,Klassen AC

    更新日期:2007-03-30 00:00:00

  • Technical uncertainty in the back-calculation of occupational exposure to dioxins.

    abstract::Members of a cohort of workers in chemical industry (the so-called Boehringer cohort) exposed to 2, 3, 7, 8-tetrachlorodibenzo-para-dioxin (TCDD) from 1950 to 1984 were subject in the years 1985-1986 and 1992-1994 to an extensive biomonitoring programme on the TCDD levels of the individual workers. For establishing a ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3074

    authors: Heinzl H,Mittlböck M,Edler L

    更新日期:2008-05-30 00:00:00

  • Robustness of the two independent samples t-test when applied to ordinal scaled data.

    abstract::One may encounter the application of the two independent samples t-test to ordinal scaled data (for example, data that assume only the values 0, 1, 2, 3) from small samples. This situation clearly violates the underlying normality assumption for the t-test and one cannot appeal to large sample theory for validity. In ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780060110

    authors: Heeren T,D'Agostino R

    更新日期:1987-01-01 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

  • Likelihood-based analysis of outcome-dependent sampling designs with longitudinal data.

    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

    authors: Zelnick LR,Schildcrout JS,Heagerty PJ

    更新日期:2018-06-15 00:00:00

  • Comparing the importance of disease rate versus practice style variations in explaining differences in small area hospitalization rates for two respiratory conditions.

    abstract::Many studies have reported large variations in age- and sex-adjusted rates of hospitalizations across small geographic areas. These variations have often been attributed to differences in medical practice style which are not reflected in differences in health care outcomes. There is, however, another potentially impor...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1398

    authors: Peköz EA,Shwartz M,Iezzoni LI,Ash AS,Posner MA,Restuccia JD

    更新日期:2003-05-30 00:00:00

  • Model mis-specification and overestimation of the intraclass correlation coefficient in cluster randomized trials.

    abstract::Intraclass correlation coefficient (ICC) estimates must be provided when reporting the results of a cluster randomized trial. This study demonstrates that estimating this parameter with one-way ANOVA and an underlying mixed-effects statistical model leads to biased estimates. The bias depends on the effect size of the...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2260

    authors: Giraudeau B

    更新日期:2006-03-30 00:00:00

  • Prior event rate ratio adjustment for hidden confounding in observational studies of treatment effectiveness: a pairwise Cox likelihood approach.

    abstract::Observational studies provide a rich source of information for assessing effectiveness of treatment interventions in many situations where it is not ethical or practical to perform randomized controlled trials. However, such studies are prone to bias from hidden (unmeasured) confounding. A promising approach to identi...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7051

    authors: Lin NX,Henley WE

    更新日期:2016-12-10 00:00:00

  • A new proposal to adjust Moran's I for population density.

    abstract::We analyse the effect of using prevalence rates based on populations with different sizes in the power of spatial independence tests. We compare the well known spatial correlation Moran's index to three indexes obtained after adjusting for population density, one proposed by Oden, another proposed by Waldhör, and a th...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19990830)18:16<2147::aid-s

    authors: Assunção RM,Reis EA

    更新日期:1999-08-30 00:00:00

  • Study of coverage of confidence intervals for the standardized mortality ratio in studies with missing death certificates.

    abstract::This paper assesses the coverage probability of commonly used confidence intervals for the standardized mortality ratio (SMR) when death certificates are missing. It also proposes alternative confidence interval approaches with coverage probabilities close to .95. In epidemiology, the SMR is an important measure of ri...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7432

    authors: Timkova J,Kotik L,Tomasek L

    更新日期:2017-11-30 00:00:00

  • Comparing performance of surgeons using risk-adjusted procedures.

    abstract::It is naive and incorrect to use the proportions of successful operations to compare the performance of surgeons because the patients' risk profiles are different. In this paper, we explore the use of risk-adjusted procedures to compare the performance of surgeons. One such risk-adjusted statistic is the standardized ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7310

    authors: Tang X,Gan FF

    更新日期:2017-07-20 00:00:00

  • Bayesian analysis of the differences of count data.

    abstract::Paired count data usually arise in medicine when before and after treatment measurements are considered. In the present paper we assume that the correlated paired count data follow a bivariate Poisson distribution in order to derive the distribution of their difference. The derived distribution is shown to be the same...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2382

    authors: Karlis D,Ntzoufras I

    更新日期:2006-06-15 00:00:00

  • Correction of sampling bias in a cross-sectional study of post-surgical complications.

    abstract::Cross-sectional designs are often used to monitor the proportion of infections and other post-surgical complications acquired in hospitals. However, conventional methods for estimating incidence proportions when applied to cross-sectional data may provide estimators that are highly biased, as cross-sectional designs t...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5608

    authors: Fluss R,Mandel M,Freedman LS,Weiss IS,Zohar AE,Haklai Z,Gordon ES,Simchen E

    更新日期:2013-06-30 00:00:00

  • Effects of time-invariant covariates on the estimation of longitudinal trends for transition mixed models.

    abstract::In this paper, we investigate the impact of time-invariant covariates when fitting transition mixed models. This is carried out by emphasizing on the role of baseline responses on the estimation process. Transition models are allowed for two cases of exogenous and endogenous baseline responses. We illustrate these con...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6270

    authors: Rikhtehgaran R,Kazemi I,Verbeke G

    更新日期:2014-11-30 00:00:00

  • Discovering early diabetic neuropathy from epidermal nerve fiber patterns.

    abstract::Epidermal nerve fibre (ENF) density and morphology are used to study small fibre involvement in diabetic, HIV, chemotherapy induced and other neuropathies. ENF density and summed length of ENFs per epidermal surface area are reduced, and ENFs may appear more clustered within the epidermis in subjects with small fibre ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7009

    authors: Andersson C,Guttorp P,Särkkä A

    更新日期:2016-10-30 00:00:00

  • A joint test for progression and survival with interval-censored data from a cancer clinical trial.

    abstract::Clinical trials often assess efficacy by comparing treatments on the basis of two or more event-time outcomes. In the case of cancer clinical trials, progression-free survival (PFS), which is the minimum of the time from randomization to progression or to death, summarizes the comparison of treatments on the hazards f...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6096

    authors: Finkelstein DM,Schoenfeld DA

    更新日期:2014-05-30 00:00:00

  • Model selection in logistic joinpoint regression with applications to analyzing cohort mortality patterns.

    abstract::We consider a general model for anomaly detection in a longitudinal cohort mortality pattern based on logistic joinpoint regression with unknown joinpoints. We discuss backward and forward sequential procedures for selecting both the locations and the number of joinpoints. Estimation of the model parameters and the se...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3017

    authors: Czajkowski M,Gill R,Rempala G

    更新日期:2008-04-30 00:00:00

  • Hypothesis testing in an errors-in-variables model with heteroscedastic measurement errors.

    abstract::In many epidemiological studies it is common to resort to regression models relating incidence of a disease and its risk factors. The main goal of this paper is to consider inference on such models with error-prone observations and variances of the measurement errors changing across observations. We suppose that the o...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3343

    authors: de Castro M,Galea M,Bolfarine H

    更新日期:2008-11-10 00:00:00

  • Nonparametric group sequential methods for recurrent and terminal events from multiple follow-up windows.

    abstract::Few methods are currently available for group sequential analysis of recurrent events data subject to a terminal event in the clinical trial setting. This research helps fill this gap by developing a completely nonparametric group sequential monitoring procedure for use with the two-sample Tayob and Murray statistic. ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8389

    authors: Xia M,Murray S,Tayob N

    更新日期:2019-12-30 00:00:00

  • Optimizing and evaluating biomarker combinations as trial-level general surrogates.

    abstract::We extend the method proposed in a recent work by the Authors for trial-level general surrogate evaluation to allow combinations of biomarkers and provide a procedure for finding the "best" combination of biomarkers based on the absolute prediction error summary of surrogate quality. We use a nonparametric Bayesian mo...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7996

    authors: Gabriel EE,Sachs MC,Daniels MJ,Halloran ME

    更新日期:2019-03-30 00:00:00