Bootstrap confidence intervals for medical costs with censored observations.

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 situations, due to the skewed nature of the cost distribution and non-uniform rate of cost accumulation over time, the currently available normal approximation confidence interval has poor coverage accuracy. In this paper, we propose a bootstrap confidence interval for the mean of medical costs with censored observations. In simulation studies, we show that the proposed bootstrap confidence interval had much better coverage accuracy than the normal approximation one when medical costs had a skewed distribution. When there is light censoring on medical costs (< or =25 per cent), we found that the bootstrap confidence interval based on the simple weighted estimator is preferred due to its simplicity and good coverage accuracy. For heavily censored cost data (censoring rate > or =30 per cent) with larger sample sizes (n > or =200), the bootstrap confidence intervals based on the partitioned estimator has superior performance in terms of both efficiency and coverage accuracy. We also illustrate the use of our methods in a real example.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Jiang H,Zhou XH

doi

10.1002/sim.1556

subject

Has Abstract

pub_date

2004-11-15 00:00:00

pages

3365-76

issue

21

eissn

0277-6715

issn

1097-0258

journal_volume

23

pub_type

杂志文章
  • The power prior: theory and applications.

    abstract::The power prior has been widely used in many applications covering a large number of disciplines. The power prior is intended to be an informative prior constructed from historical data. It has been used in clinical trials, genetics, health care, psychology, environmental health, engineering, economics, and business. ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6728

    authors: Ibrahim JG,Chen MH,Gwon Y,Chen F

    更新日期:2015-12-10 00:00:00

  • Estimating the stage-specific numbers of HIV infection using a Markov model and back-calculation.

    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

    authors: Longini IM Jr,Byers RH,Hessol NA,Tan WY

    更新日期:1992-04-01 00:00:00

  • The relative importance of prognostic factors in studies of survival.

    abstract::The relative importance of prognostic factors in regression can be measured either by standardized regression coefficients or by percentages of explained variation in a dependent variable. One advantage of using explained variation is the direct comparability of qualitative prognostic factors with others, or of groups...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780122413

    authors: Schemper M

    更新日期:1993-12-30 00:00:00

  • Estimating age-related trends in cross-sectional studies using S-distributions.

    abstract::Growth trends in children are often based on cross-sectional studies, in which a sample of the population is investigated at one given point in time. Estimating age-related percentiles in such studies involves fitting data distributions, each of which is specific for one age group, and a subsequent smoothing of the pe...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(20000315)19:5<697::aid-sim

    authors: Sorribas A,March J,Voit EO

    更新日期:2000-03-15 00:00:00

  • Variable selection in covariate dependent random partition models: an application to urinary tract infection.

    abstract::Lower urinary tract symptoms can indicate the presence of urinary tract infection (UTI), a condition that if it becomes chronic requires expensive and time consuming care as well as leading to reduced quality of life. Detecting the presence and gravity of an infection from the earliest symptoms is then highly valuable...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6786

    authors: Barcella W,Iorio MD,Baio G,Malone-Lee J

    更新日期:2016-04-15 00:00:00

  • A refined method for the meta-analysis of controlled clinical trials with binary outcome.

    abstract::For the meta-analysis of controlled clinical trials with binary outcome a test statistic for testing an overall treatment effect is proposed, which is based on a refined estimator for the variance of the treatment effect estimator usually used in the random-effects model of meta-analysis. In simulation studies it is s...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1009

    authors: Hartung J,Knapp G

    更新日期:2001-12-30 00:00:00

  • An empirical Bayes method for studying variation in knee replacement rates.

    abstract::Knee replacement is the most commonly used surgical treatment for knee arthritis. It has been reported that knee replacement rates vary across both regions and counties. This paper used data from Medicare patients to develop explanations for the variation. One problem with our data is that we do not have patient level...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19960915)15:17<1875::AID-S

    authors: Zhou XH,Katz BP,Holleman E,Melfi CA,Dittus R

    更新日期:1996-09-15 00:00:00

  • Statistical methods for multivariate interval-censored recurrent events.

    abstract::Multi-type recurrent event data arise when two or more different kinds of events may occur repeatedly over a period of observation. The scientific objectives in such settings are often to describe features of the marginal processes and to study the association between the different types of events. Interval-censored m...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1936

    authors: Chen BE,Cook RJ,Lawless JF,Zhan M

    更新日期:2005-03-15 00:00:00

  • Power analyses for longitudinal study designs with missing data.

    abstract::Existing methods for power analysis for longitudinal study designs are limited in that they do not adequately address random missing data patterns. Although the pattern of missing data can be assessed during data analysis, it is unknown during the design phase of a study. The random nature of the missing data pattern ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2773

    authors: Tu XM,Zhang J,Kowalski J,Shults J,Feng C,Sun W,Tang W

    更新日期:2007-07-10 00:00:00

  • Practical modifications to the time-to-event continual reassessment method for phase I cancer trials with fast patient accrual and late-onset toxicities.

    abstract::The goal of phase I cancer trials is to determine the highest dose of a treatment regimen with an acceptable toxicity rate. Traditional designs for phase I trials, such as the Continual Reassessment Method (CRM) and the 3 + 3 design, require each patient or a cohort of patients to be fully evaluated for the dose-limit...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4255

    authors: Polley MY

    更新日期:2011-07-30 00:00:00

  • Weighted hurdle regression method for joint modeling of cardiovascular events likelihood and rate in the US dialysis population.

    abstract::We propose a new weighted hurdle regression method for modeling count data, with particular interest in modeling cardiovascular events in patients on dialysis. Cardiovascular disease remains one of the leading causes of hospitalization and death in this population. Our aim is to jointly model the relationship/associat...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6232

    authors: Sentürk D,Dalrymple LS,Mu Y,Nguyen DV

    更新日期:2014-11-10 00:00:00

  • Variation in heart disease mortality across census tracts as a function of overdispersion and social class mixture.

    abstract::Variation in heart disease (HD) mortality rates across census tracts is greater than expected given binomial error and available explanatory variables. We extended an extra-binomial variation model for rates standardized by the direct method. The overdispersion parameter accounted for 36 per cent of the observed varia...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780091009

    authors: Jarjoura D,Logue E

    更新日期:1990-10-01 00:00:00

  • A multiple imputation strategy for incomplete longitudinal data.

    abstract::Longitudinal studies are commonly used to study processes of change. Because data are collected over time, missing data are pervasive in longitudinal studies, and complete ascertainment of all variables is rare. In this paper a new imputation strategy for completing longitudinal data sets is proposed. The proposed met...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.740

    authors: Landrum MB,Becker MP

    更新日期:2001-09-15 00:00:00

  • Modelling age-specific risk: application to dementia.

    abstract::We give up-to-date methods for estimating the age-specific incidence of a disease and for estimating the effect of risk factors. We recommend taking age as the basic time scale of the analysis; then, the hazard function can be interpreted as the age-specific incidence of the disease. This choice raises a delayed entry...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(sici)1097-0258(19980915)17:17<1973::aid-s

    authors: Commenges D,Letenneur L,Joly P,Alioum A,Dartigues JF

    更新日期:1998-09-15 00:00:00

  • Fast linear mixed model computations for genome-wide association studies with longitudinal data.

    abstract::Genome-wide association studies are characterized by a huge number of statistical tests performed to discover new disease-related genetic variants [in the form of single-nucleotide polymorphisms (SNPs)] in human DNA. Many SNPs have been identified for cross-sectionally measured phenotypes. However, there is a growing ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5517

    authors: Sikorska K,Rivadeneira F,Groenen PJ,Hofman A,Uitterlinden AG,Eilers PH,Lesaffre E

    更新日期:2013-01-15 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

  • Computational methods in medical decision making: to screen or not to screen?

    abstract::Screening for a disease such as cancer is often regarded as a beneficial and successful strategy for reducing mortality. However, as with any clinical treatment or intervention, benefit cannot be assumed, and screening can entail both costs and harms, so the screening as a 'treatment' must undergo evaluation. An evalu...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2037

    authors: Kafadar K,Prorok PC

    更新日期:2005-02-28 00:00:00

  • Dropouts in the AB/BA crossover design.

    abstract::Missing data arise in crossover trials, as they do in any form of clinical trial. Several papers have addressed the problems that missing data create, although almost all of these assume that the probability that a planned observation is missing does not depend on the value that would have been observed; that is, the ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4497

    authors: Ho WK,Matthews JN,Henderson R,Farewell D,Rodgers LR

    更新日期:2012-07-20 00:00:00

  • Causal inference in paired two-arm experimental studies under noncompliance with application to prognosis of myocardial infarction.

    abstract::Motivated by a study about prompt coronary angiography in myocardial infarction, we propose a method to estimate the causal effect of a treatment in two-arm experimental studies with possible noncompliance in both treatment and control arms. We base the method on a causal model for repeated binary outcomes (before and...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5856

    authors: Bartolucci F,Farcomeni A

    更新日期:2013-11-10 00:00:00

  • Flexible multistate models for interval-censored data: Specification, estimation, and an application to ageing research.

    abstract::Continuous-time multistate survival models can be used to describe health-related processes over time. In the presence of interval-censored times for transitions between the living states, the likelihood is constructed using transition probabilities. Models can be specified using parametric or semiparametric shapes fo...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7604

    authors: Machado RJM,van den Hout A

    更新日期:2018-05-10 00:00:00

  • A simple test for synergy for a small number of combinations.

    abstract::A method for detecting deviations from the Loewe additive drug combination reference model for in vitro drug combination experimentation is described. It is often difficult to fit a response surface model to drug combination data, especially in situations where the experimental design contains a sparse set of combinat...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5905

    authors: Novick SJ

    更新日期:2013-12-20 00:00:00

  • An extension of the continual reassessment methods using a preliminary up-and-down design in a dose finding study in cancer patients, in order to investigate a greater range of doses.

    abstract::In a phase I clinical trial in cancer patients, the drug involved had one known main adverse effect, which also occurs spontaneously in cancer patients with a fairly high frequency. Experiments in rats have shown marked effects of the drug on tumour growth in high doses, but also dose-dependent toxicity. Consequently,...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780140909

    authors: Møller S

    更新日期:1995-05-15 00:00:00

  • Estimating time-dependent ROC curves using data under prevalent sampling.

    abstract::Prevalent sampling is frequently a convenient and economical sampling technique for the collection of time-to-event data and thus is commonly used in studies of the natural history of a disease. However, it is biased by design because it tends to recruit individuals with longer survival times. This paper considers est...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7184

    authors: Li S

    更新日期:2017-04-15 00:00:00

  • A multivariate Bayesian model for embryonic growth.

    abstract::Most longitudinal growth curve models evaluate the evolution of each of the anthropometric measurements separately. When applied to a 'reference population', this exercise leads to univariate reference curves against which new individuals can be evaluated. However, growth should be evaluated in totality, that is, by e...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6411

    authors: Willemsen SP,Eilers PH,Steegers-Theunissen RP,Lesaffre E

    更新日期:2015-04-15 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

  • Multilocus linkage disequilibrium mapping of epistatic quantitative trait loci that regulate HIV dynamics: a simulation approach.

    abstract::The time-dependent change of HIV particle load, i.e. HIV dynamics, is likely to be controlled by a multitude of quantitative trait loci (QTL) that interact with each other as well as with various developmental and environmental factors in a coordinated manner. In this article, we have derived a new statistical model f...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2489

    authors: Wu S,Yang J,Wu R

    更新日期:2006-11-30 00:00:00

  • Comparisons of risk prediction methods using nested case-control data.

    abstract::Using both simulated and real datasets, we compared two approaches for estimating absolute risk from nested case-control (NCC) data and demonstrated the feasibility of using the NCC design for estimating absolute risk. In contrast to previously published results, we successfully demonstrated not only that data from a ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7143

    authors: Salim A,Delcoigne B,Villaflores K,Koh WP,Yuan JM,van Dam RM,Reilly M

    更新日期:2017-02-10 00:00:00

  • Historical and methodological developments in clinical trials at the National Cancer Institute.

    abstract::The first randomized clinical trial at the National Cancer Institute (NCI), planned in 1954, commenced in 1955 for the treatment of patients with acute leukaemia. The programme in clinical trials at NCI had strong influence from the clinician and administrator, C. Gordon Zubrod, who introduced the randomized clinical ...

    journal_title:Statistics in medicine

    pub_type: 临床试验,历史文章,杂志文章,随机对照试验

    doi:10.1002/sim.4780090803

    authors: Gehan EA,Schneiderman MA

    更新日期:1990-08-01 00:00:00

  • Bayesian modelling of imperfect ascertainment methods in cancer studies.

    abstract::Tumour registry linkage, chart review and patient self-report are all commonly used ascertainment methods in cancer epidemiology. These methods are used for estimating the incidence or prevalence of different cancer types in a population, and for investigating the effects of possible risk factors for cancer. Tumour re...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2116

    authors: Bernatsky S,Joseph L,Bélisle P,Boivin JF,Rajan R,Moore A,Clarke A

    更新日期:2005-08-15 00:00:00

  • Evidence-based medicine as Bayesian decision-making.

    abstract::We review two recent trends: the emergence of evidence-based medicine and the growing use of Bayesian statistics in medical applications. Evidence-based medicine requires an integrated assessment of the available evidence, and associated uncertainty, but there is also an emphasis on decision-making, for individual pat...

    journal_title:Statistics in medicine

    pub_type: 杂志文章,评审

    doi:10.1002/1097-0258(20001215)19:23<3291::aid-sim627>

    authors: Ashby D,Smith AF

    更新日期:2000-12-15 00:00:00