Literature DB >> 24919830

A multiphase non-linear mixed effects model: An application to spirometry after lung transplantation.

Jeevanantham Rajeswaran1, Eugene H Blackstone1.   

Abstract

In medical sciences, we often encounter longitudinal temporal relationships that are non-linear in nature. The influence of risk factors may also change across longitudinal follow-up. A system of multiphase non-linear mixed effects model is presented to model temporal patterns of longitudinal continuous measurements, with temporal decomposition to identify the phases and risk factors within each phase. Application of this model is illustrated using spirometry data after lung transplantation using readily available statistical software. This application illustrates the usefulness of our flexible model when dealing with complex non-linear patterns and time-varying coefficients.

Entities:  

Keywords:  additive regression; mixed-effects model; non-linear model; spirometry data; temporal decomposition; time-varying coefficient

Mesh:

Year:  2016        PMID: 24919830      PMCID: PMC4263696          DOI: 10.1177/0962280214537255

Source DB:  PubMed          Journal:  Stat Methods Med Res        ISSN: 0962-2802            Impact factor:   3.021


  15 in total

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4.  Joint analysis of repeatedly observed continuous and ordinal measures of disease severity.

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Authors:  S Fieuws; Geert Verbeke; G Molenberghs
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6.  Spirometric reference values from a sample of the general U.S. population.

Authors:  J L Hankinson; J R Odencrantz; K B Fedan
Journal:  Am J Respir Crit Care Med       Date:  1999-01       Impact factor: 21.405

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Journal:  Biometrics       Date:  1989-03       Impact factor: 2.571

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Journal:  Biometrics       Date:  1986-12       Impact factor: 2.571

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Authors:  N M Laird; J H Ware
Journal:  Biometrics       Date:  1982-12       Impact factor: 2.571

10.  Evaluation of methods for estimating population pharmacokinetics parameters. I. Michaelis-Menten model: routine clinical pharmacokinetic data.

Authors:  L B Sheiner; S L Beal
Journal:  J Pharmacokinet Biopharm       Date:  1980-12
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