Back to results

Department of Statistical Sciences

Longitudinal analysis of Brain Metabolite levels for HIV infected Children from ages five to eleven

Abstract

dc:description.abstract

HIV infected (HIV+) children initiate antiretroviral therapy (ART) early in life and remain on it lifelong. However, the long-term impact of ART and HIV on the maturing brain is not well documented and longitudinal neuroimaging studies are rare, especially in developing countries most heavily impacted by HIV/AIDS where access to imaging resources are limited. We have examined HIV related changes in metabolite level trajectories from 5-11 years in three brain regions using Magnetic Resonance Spectroscopy (MRS). We used univariate linear mixed effect models to identify independent profiles of the metabolites measured in each region of the brain. To explore the metabolite trends in a multivariate setting we generated multilevel mixed effects models, and correlated response models. There was an element of confounding introduced through the change of MRI scanner during the follow-up period and we compare different methods to resolve this issue. Consequently, we did observe differences in metabolite profiles from HIV+ children compared to HIV uninfected (HIV-) controls. This suggests that while these children are on ART treatment, there is still some underlying effect on their neurochemistry which sets their development apart from the normal healthy profiles we expect.

Degree

thesis:*
Grantor
Department of Statistical Sciences
Year dc:date.issued
2020

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Van Biljon, Noëlle
Advisors dc:contributor.advisor
  • Little, Francesca
  • Meintjes, Ernesta
  • Holmes, Martha
  • Robertson, Frances

Subjects

dc:subject × 1

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/11427/32370
OAI identifier oai:identifier
oai:open.uct.ac.za:11427/32370

Chain of custody

source
Harvested from
University of Cape Town
Base URL
open.uct.ac.za/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Van Biljon, Noëlle. Longitudinal analysis of Brain Metabolite levels for HIV infected Children from ages five to eleven. Department of Statistical Sciences, 2020. http://hdl.handle.net/11427/32370