Cargando…

Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection

Treatment guidelines recommend that children with perinatal HIV infection (PHIV) initiate antiretroviral therapy (ART) early in life and remain on it lifelong. As part of a longitudinal study examining the long-term consequences of PHIV and early ART on the developing brain, 89 PHIV children and a c...

Descripción completa

Detalles Bibliográficos
Autores principales: van Biljon, Noëlle, Robertson, Frances, Holmes, Martha, Cotton, Mark F, Laughton, Barbara, van der Kouwe, Andre, Meintjes, Ernesta, Little, Francesca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8295244/
https://www.ncbi.nlm.nih.gov/pubmed/33961998
http://dx.doi.org/10.1016/j.neuroimage.2021.118101
_version_ 1783725390168064000
author van Biljon, Noëlle
Robertson, Frances
Holmes, Martha
Cotton, Mark F
Laughton, Barbara
van der Kouwe, Andre
Meintjes, Ernesta
Little, Francesca
author_facet van Biljon, Noëlle
Robertson, Frances
Holmes, Martha
Cotton, Mark F
Laughton, Barbara
van der Kouwe, Andre
Meintjes, Ernesta
Little, Francesca
author_sort van Biljon, Noëlle
collection PubMed
description Treatment guidelines recommend that children with perinatal HIV infection (PHIV) initiate antiretroviral therapy (ART) early in life and remain on it lifelong. As part of a longitudinal study examining the long-term consequences of PHIV and early ART on the developing brain, 89 PHIV children and a control group of 85 HIV uninfected children (HIV−) received neuroimaging at ages 5, 7, 9 and 11 years, including single voxel magnetic resonance spectroscopy (MRS) in three brain regions, namely the basal ganglia (BG), midfrontal gray matter (MFGM) and peritrigonal white matter (PWM). We analysed age-related changes in absolute metabolite concentrations using a multivariate approach traditionally applied to ecological data, the Correlated Response Model (CRM) and compared these to results obtained from a multilevel mixed effect modelling (MMEM) approach. Both approaches produce similar outcomes in relation to HIV status and age effects on longitudinal trajectories. Both methods found similar age-related increases in both PHIV and HIV− children in almost all metabolites across regions. We found significantly elevated GPC+PCh across regions (95% CI=[0.033; 0.105] in BG; 95% CI=[0.021; 0.099] in PWM; 95% CI= [0.059; 0.137] in MFGM) and elevated mI in MFGM (95% CI=[0.131; 0.407]) among children living with PHIV compared to HIV− children; additionally the CRM model also indicated elevated mI in BG (95% CI= [0.008; 0.248]). These findings suggest persistent inflammation across the brain in young children living with HIV despite early ART initiation.
format Online
Article
Text
id pubmed-8295244
institution National Center for Biotechnology Information
language English
publishDate 2021
record_format MEDLINE/PubMed
spelling pubmed-82952442021-08-15 Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection van Biljon, Noëlle Robertson, Frances Holmes, Martha Cotton, Mark F Laughton, Barbara van der Kouwe, Andre Meintjes, Ernesta Little, Francesca Neuroimage Article Treatment guidelines recommend that children with perinatal HIV infection (PHIV) initiate antiretroviral therapy (ART) early in life and remain on it lifelong. As part of a longitudinal study examining the long-term consequences of PHIV and early ART on the developing brain, 89 PHIV children and a control group of 85 HIV uninfected children (HIV−) received neuroimaging at ages 5, 7, 9 and 11 years, including single voxel magnetic resonance spectroscopy (MRS) in three brain regions, namely the basal ganglia (BG), midfrontal gray matter (MFGM) and peritrigonal white matter (PWM). We analysed age-related changes in absolute metabolite concentrations using a multivariate approach traditionally applied to ecological data, the Correlated Response Model (CRM) and compared these to results obtained from a multilevel mixed effect modelling (MMEM) approach. Both approaches produce similar outcomes in relation to HIV status and age effects on longitudinal trajectories. Both methods found similar age-related increases in both PHIV and HIV− children in almost all metabolites across regions. We found significantly elevated GPC+PCh across regions (95% CI=[0.033; 0.105] in BG; 95% CI=[0.021; 0.099] in PWM; 95% CI= [0.059; 0.137] in MFGM) and elevated mI in MFGM (95% CI=[0.131; 0.407]) among children living with PHIV compared to HIV− children; additionally the CRM model also indicated elevated mI in BG (95% CI= [0.008; 0.248]). These findings suggest persistent inflammation across the brain in young children living with HIV despite early ART initiation. 2021-05-04 2021-08-15 /pmc/articles/PMC8295244/ /pubmed/33961998 http://dx.doi.org/10.1016/j.neuroimage.2021.118101 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) )
spellingShingle Article
van Biljon, Noëlle
Robertson, Frances
Holmes, Martha
Cotton, Mark F
Laughton, Barbara
van der Kouwe, Andre
Meintjes, Ernesta
Little, Francesca
Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection
title Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection
title_full Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection
title_fullStr Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection
title_full_unstemmed Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection
title_short Multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal HIV infection
title_sort multivariate approach for longitudinal analysis of brain metabolite levels from ages 5–11 years in children with perinatal hiv infection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8295244/
https://www.ncbi.nlm.nih.gov/pubmed/33961998
http://dx.doi.org/10.1016/j.neuroimage.2021.118101
work_keys_str_mv AT vanbiljonnoelle multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT robertsonfrances multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT holmesmartha multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT cottonmarkf multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT laughtonbarbara multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT vanderkouweandre multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT meintjesernesta multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection
AT littlefrancesca multivariateapproachforlongitudinalanalysisofbrainmetabolitelevelsfromages511yearsinchildrenwithperinatalhivinfection