| Literature DB >> 27856959 |
Jeevanantham Rajeswaran1, Eugene H Blackstone1, John Barnard1.
Abstract
In many longitudinal follow-up studies, we observe more than one longitudinal outcome. Impaired renal and liver functions are indicators of poor clinical outcomes for patients who are on mechanical circulatory support and awaiting heart transplant. Hence, monitoring organ functions while waiting for heart transplant is an integral part of patient management. Longitudinal measurements of bilirubin can be used as a marker for liver function and glomerular filtration rate for renal function. We derive an approximation to evolution of association between these two organ functions using a bivariate nonlinear mixed effects model for continuous longitudinal measurements, where the two submodels are linked by a common distribution of time-dependent latent variables and a common distribution of measurement errors.Entities:
Keywords: Nonlinear model; additive regression; bivariate mixed effects model; evolution of correlation; mixed effects model; temporal decomposition
Mesh:
Year: 2016 PMID: 27856959 PMCID: PMC5433933 DOI: 10.1177/0962280216678022
Source DB: PubMed Journal: Stat Methods Med Res ISSN: 0962-2802 Impact factor: 3.021