A comprehensive data-driven analysis framework for detecting impairments in brain function networks with resting state fMRI in HIV-infected individuals on cART

J Neurovirol. 2021 Apr;27(2):239-248. doi: 10.1007/s13365-021-00943-7. Epub 2021 Mar 5.

Abstract

Central nervous system (CNS) sequelae continue to be common in HIV-infected individuals despite combination antiretroviral therapy (cART). These sequelae include HIV-associated neurocognitive disorder (HAND) and virologic persistence in the CNS. Resting state functional magnetic resonance imaging (rsfMRI) is a widely used tool to examine the integrity of brain function and pathology. In this study, we examined 16 HIV-positive (HIV+) subjects and 12 age, sex, and race matched HIV seronegative controls (HIV-) whole-brain high-resolution rsfMRI along with a battery of neurocognitive tests. A comprehensive data-driven analysis of rsfMRI revealed impaired functional connectivity, with very large effect sizes in executive function, language, and multisensory processing networks in HIV+ subjects. These results indicate the potential of high-resolution rsfMRI in combination with advanced data analysis techniques to yield biomarkers of neural impairment in HIV.

Keywords: HIV; MVPA; brain function networks; cognition; executive function; functional connectivity; high-resolution; language; multi-sensory perception; multi-voxel pattern analysis; resting state fMRI.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • AIDS Dementia Complex / diagnostic imaging*
  • AIDS Dementia Complex / physiopathology*
  • Adult
  • Brain / diagnostic imaging*
  • Brain / physiopathology*
  • Female
  • Humans
  • Image Interpretation, Computer-Assisted / methods
  • Magnetic Resonance Imaging / methods
  • Male
  • Middle Aged
  • Nerve Net / diagnostic imaging
  • Nerve Net / physiopathology
  • Neuroimaging / methods*
  • Rest