1
|
Wagner TA, Tierney C, Huang S, Nichols S, Malee KM, Montañez NA, Coletti A, Spiegel HML, Krotje C, Bone F, Wilkins M, Abuogi L, Purswani M, Bearden A, Wiznia A, Agwu A, Chadwick EG, Richman D, Gandhi M, Mehta P, Macatangay B, Spector SA, Spudich S, Persaud D, Chahroudi A. Prevalence of detectable HIV-DNA and HIV-RNA in cerebrospinal fluid of youth with perinatal HIV and impaired cognition on antiretroviral therapy. AIDS 2024; 38:1494-1504. [PMID: 38814693 PMCID: PMC11239098 DOI: 10.1097/qad.0000000000003937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2024]
Abstract
OBJECTIVE Central nervous system (CNS) HIV infection can impact cognition and may be an obstacle to cure in adolescents and young adults with perinatal HIV (AYAPHIV). IMPAACT2015 enrolled AYAPHIV on suppressive antiretroviral therapy (ART) with cognitive impairment to detect and quantify HIV in blood and cerebrospinal fluid (CSF). DESIGN IMPAACT2015 was a U.S.-based multi-site, exploratory, observational study. METHODS Cognitive impairment was defined as NIH Toolbox Fluid Cognition Composite score (FCCS) more than 1 standard deviation below age-adjusted normative group mean. Cell-free HIV-RNA and cell-associated HIV pol/gag -DNA and 10 biomarkers of inflammation/neuronal injury were measured in paired CSF and blood. ART exposure concentrations were quantified in hair. RESULTS Among 24 participants, 20 had successful CSF collection and 18 also met viral suppression criteria. Nine of 18 (50%) were female sex-at-birth, and 14 of 18 (78%) were black. Median (range) age was 20 years (13-27), time on ART was 18.3 years (8.0-25.5), and FCCS was 68 (53-80). HIV-DNA was detected in PBMCs from all participants. In CSF, two of 18 (11%, 95% CI: 1.4-34.7%) participants had detectable cell-free HIV-RNA, while HIV gag or pol -DNA was detectable in 13 of 18 (72%, 95% confidence interval: 47-90). Detectable HIV-DNA in CSF was associated with male sex-at-birth ( P = 0.051), lower CD4 + cell count at enrollment ( P = 0.016), and higher PBMC HIV pol -DNA copies ( P = 0.058). Hair antiretroviral concentrations and biomarkers were not associated with CSF HIV-DNA detection. CONCLUSION We found that a high proportion of AYAPHIV with neurocognitive impairment had CSF cells harboring HIV-DNA during long-term virologic suppression. This evidence of persistent HIV-DNA in CSF suggests that the CNS should be considered in treatment and cure studies.
Collapse
Affiliation(s)
- Thor A Wagner
- University of Washington and Seattle Children's Research Institute, Seattle, WA, USA
| | - Camlin Tierney
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Sharon Huang
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | | | - Kathleen M Malee
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | | | | | - Hans M L Spiegel
- Kelly Government Solutions, Contractor to NIAID/NIH/HHS, Rockville, MD, USA
| | | | | | - Megan Wilkins
- St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lisa Abuogi
- University of Colorado Denver, Denver, CO, USA
| | | | | | | | - Allison Agwu
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ellen G Chadwick
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | | | - Monica Gandhi
- University of California San Francisco, San Francisco, CA, USA
| | - Patrick Mehta
- University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | | | - Stephen A Spector
- University of California San Diego, San Diego, CA, USA
- Rady Children's Hospital, San Diego, San Diego, CA, USA
| | | | | | - Ann Chahroudi
- Emory University School of Medicine and Children's Healthcare of Atlanta, Atlanta, GA, USA
| |
Collapse
|
2
|
Salan T, Willen EJ, Cuadra A, Sheriff S, Maudsley AA, Govind V. Whole-brain MR spectroscopic imaging reveals regional metabolite abnormalities in perinatally HIV infected young adults. Front Neurosci 2023; 17:1134867. [PMID: 36937663 PMCID: PMC10017464 DOI: 10.3389/fnins.2023.1134867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 02/13/2023] [Indexed: 03/06/2023] Open
Abstract
Perinatally acquired HIV (PHIV) has been associated with brain structural and functional deficiencies, and with poorer cognitive performance despite the advent of antiretroviral therapy (ART). However, investigation of brain metabolite levels in PHIV measured by proton magnetic resonance spectroscopy (MRS) methods, is still limited with often inconclusive or contradictory findings. In general, these MRS-based methods have used a single voxel approach that can only evaluate metabolite concentrations in a few select brain anatomical regions. Additionally, most of the published data have been on children perinatally infected with HIV with only a few studies examining adult populations, though not exclusively. Therefore, this prospective and cross-sectional study aims to evaluate metabolite differences at the whole-brain level, using a unique whole-brain proton magnetic resonance spectroscopy imaging (MRSI) method, in a group of PHIV infected young adults (N = 28) compared to age and gender matched control sample (N = 28), and to find associations with HIV clinical factors and neurocognitive scores. MRSI data were acquired on a 3T scanner with a TE of 70 ms. Brain metabolites levels of total N-acetylaspartate (tNAA), total choline (tCho) and total creatine (tCre), as well as ratios of tNAA/tCre, tCho/tCre, and tNAA/tCho, were obtained from the whole brain level and evaluated at the level of gray matter (GM) and white matter (WM) tissue types and anatomical regions of interest (ROI). Our results indicate extensive metabolic abnormalities throughout the brains of PHIV infected subjects with significantly elevated levels of tCre and tCho, notably in GM regions. Decreases in tNAA and ratios of tNAA/tCre and tNAA/tCho were also found mostly in WM regions. These metabolic alterations indicate increased glial activation, inflammation, neuronal dysfunction, and energy metabolism in PHIV infected individuals, which correlated with a reduction in CD4 cell count, and lower cognitive scores. Our findings suggest that significant brain metabolite alterations and associated neurological complications persist in the brains of those with PHIV on long-term ART, and advocates the need for continued monitoring of their brain health.
Collapse
Affiliation(s)
- Teddy Salan
- Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Elizabeth J. Willen
- Department of Pediatrics, University of Missouri-Kansas City School of Medicine, Kansas City, MO, United States
| | - Anai Cuadra
- Department of Pediatrics, Mailman Center for Child Development, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Sulaiman Sheriff
- Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Andrew A. Maudsley
- Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Varan Govind
- Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, United States
| |
Collapse
|
3
|
Han S, Aili X, Ma J, Liu J, Wang W, Yang X, Wang X, Sun L, Li H. Altered regional homogeneity and functional connectivity of brain activity in young HIV-infected patients with asymptomatic neurocognitive impairment. Front Neurol 2022; 13:982520. [PMID: 36303561 PMCID: PMC9593212 DOI: 10.3389/fneur.2022.982520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/16/2022] [Indexed: 01/10/2023] Open
Abstract
Objective Asymptomatic neurocognitive impairment (ANI) is a predominant form of cognitive impairment in young HIV-infected patients. However, the neurophysiological mechanisms underlying this disorder have not been clarified. We aimed to evaluate the altered patterns of functional brain activity in young HIV-infected patients with ANI by quantifying regional homogeneity (ReHo) and region of interest (ROI)-based functional connectivity (FC). Methods The experiment involved 44 young HIV-infected patients with ANI and 47 well-matched healthy controls (HCs) undergoing resting-state functional magnetic resonance imaging (rs-fMRI) and neurocognitive tests. Reho alterations were first explored between the ANI group and HC groups. Subsequently, regions showing differences in ReHo were defined as ROIs for FC analysis. Finally, the correlation of ReHo and FC with cognitive function and clinical variables was assessed. Results Compared with HCs, ANI patients had a significant ReHo decrease in the right lingual gyrus (LING. R), right superior occipital gyrus (SOG. R), left superior occipital gyrus (SOG. L), left middle occipital gyrus (MOG. L), right middle frontal gyrus (MFG. R), cerebellar vermis, ReHo enhancement in the left middle frontal gyrus (MFG. L), and left insula (INS L). The ANI patients showed increased FC between the LING. R and MOG. L compared to HC. For ANI patients, verbal and language scores were negatively correlated with increased mean ReHo values in the MFG.L. Increased mean ReHo values in the INS. L was positively correlated with disease duration—the mean ReHo values in the LING. R was positively correlated with the abstraction and executive function scores. Increased FC between the LING. R and MOG. L was positively correlated with verbal and language performance. Conclusion The results suggest that the visual network might be the most vulnerable area of brain function in young HIV-infected patients with ANI. The middle frontal gyrus, cerebellar vermis, and insula also play an important role in asymptomatic neurocognitive impairment. The regional homogeneity and functional connectivity of these regions have compound alterations, which may be related to the course of the disease and neurocognitive function. These neuroimaging findings will help us understand the characteristics of brain network modifications in young HIV-infected patients with ANI.
Collapse
Affiliation(s)
- Shuai Han
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xire Aili
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
- Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China
| | - Juming Ma
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Jiaojiao Liu
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Wei Wang
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xue Yang
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xi Wang
- STD & AIDS Clinic, Department of Infectious Diseases, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Lijun Sun
- STD & AIDS Clinic, Department of Infectious Diseases, Beijing Youan Hospital, Capital Medical University, Beijing, China
- Lijun Sun
| | - Hongjun Li
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
- Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China
- *Correspondence: Hongjun Li
| |
Collapse
|
4
|
Nichols SL. Central Nervous System Impact of Perinatally Acquired HIV in Adolescents and Adults: an Update. Curr HIV/AIDS Rep 2022; 19:121-132. [PMID: 35107809 PMCID: PMC8904346 DOI: 10.1007/s11904-021-00598-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/10/2021] [Indexed: 11/24/2022]
Abstract
Purpose of Review Perinatally acquired HIV infection (PHIV) can confer neurodevelopmental risk. As children with PHIV increasingly survive through adolescence and into adulthood, understanding its long-term central nervous system (CNS) impacts is critical for maximizing adult outcomes and quality of life. Recent Findings Recently published neurocognitive and neuroimaging findings show impacts on the CNS associated with early HIV disease progression that endure into adolescence and young adulthood. Although developmental trajectories in adolescence largely appear stable, further research on maturational processes is indicated. Summary Although early antiretroviral therapy in infancy appears to be protective, it is not universally available and current youth largely developed without its benefit. The neurocognitive effects of HIV and the multiple other risks to neurodevelopment experienced by youth with PHIV call for further longitudinal research and a multifaceted approach to prevention and intervention.
Collapse
Affiliation(s)
- Sharon L Nichols
- Department of Neurosciences, University of California, San Diego 9500 Gilman Drive, #0935, CA, 92093, La Jolla, USA.
| |
Collapse
|
5
|
Haddad A, Voth B, Brooks J, Swang M, Carryl H, Algarzae N, Taylor S, Parker C, Van Rompay KKA, De Paris K, Burke MW. Reduced neuronal population in the dorsolateral prefrontal cortex in infant macaques infected with simian immunodeficiency virus (SIV). J Neurovirol 2021; 27:923-935. [PMID: 34554407 PMCID: PMC8901521 DOI: 10.1007/s13365-021-01019-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 08/11/2021] [Accepted: 08/26/2021] [Indexed: 11/29/2022]
Abstract
Pediatric HIV infection remains a global health crisis with an estimated 150,000 new mother-to-child (MTCT) infections each year. Antiretroviral therapy (ART) has improved childhood survival, but only an estimated 53% of children worldwide have access to treatment. Adding to the health crisis is the neurological impact of HIV on the developing brain, in particular cognitive and executive function, which persists even when ART is available. Imaging studies suggest structural, connectivity, and functional alterations in perinatally HIV-infected youth. However, the paucity of histological data limits our ability to identify specific cortical regions that may underlie the clinical manifestations. Utilizing the pediatric simian immunodeficiency virus (SIV) infection model in infant macaques, we have previously shown that early-life SIV infection depletes the neuronal population in the hippocampus. Here, we expand on these previous studies to investigate the dorsolateral prefrontal cortex (dlPFC). A total of 11 ART-naïve infant rhesus macaques (Macaca mulatta) from previous studies were retrospectively analyzed. Infant macaques were either intravenously (IV) inoculated with highly virulent SIVmac251 at ~1 week of age and monitored for 6-10 weeks or orally challenged with SIVmac251 from week 9 of age onwards with a monitoring period of 10-23 weeks post-infection (19-34 weeks of age), and SIV-uninfected controls were euthanized at 16-17 weeks of age. Both SIV-infected groups show a significant loss of neurons along with evidence of ongoing neuronal death. Oral- and IV-infected animals showed a similar neuronal loss which was negatively correlated to chronic viremia levels as assessed by an area under the curve (AUC) analysis. The loss of dlPFC neurons may contribute to the rapid neurocognitive decline associated with pediatric HIV infection.
Collapse
Affiliation(s)
- Alexandra Haddad
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Brittany Voth
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Janiya Brooks
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Melanie Swang
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Heather Carryl
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Norah Algarzae
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
- King Saudi University, Riyadh, Riyadh, Kingdom of Saudi Arabia
| | - Shane Taylor
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Camryn Parker
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA
| | - Koen K A Van Rompay
- California National Primate Research Center, University of California Davis, Davis, CA, 95616, USA
| | - Kristina De Paris
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Mark W Burke
- Department of Physiology and Biophysics, Howard University, Washington, DC, 20059, USA.
| |
Collapse
|
6
|
Madzime J, Cotton MF, Laughton B, van der Kouwe AJW, Meintjes EM, Jankiewicz M. Altered White Matter Tracts in the Somatosensory, Salience, Motor, and Default Mode Networks in 7-Year-Old Children Living with Human Immunodeficiency Virus: A Tractographic Analysis. Brain Connect 2021; 12:302-319. [PMID: 34107770 PMCID: PMC9131360 DOI: 10.1089/brain.2020.0948] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Introduction: Even with the increased access and early initiation of combination antiretroviral therapy, children with perinatally acquired human immunodeficiency virus (CPHIV) continue to demonstrate white matter alterations. Children perinatally HIV-exposed, but uninfected (CHEU) alike show differences in white matter integrity compared with children who are HIV-unexposed and uninfected (CHUU). Objectives: Mapping white matter connections that link gray matter regions that form resting-state (RS) functional networks may demonstrate whether structural and functional connectivity alterations in HIV infection and exposure may be related. We hypothesized reduced structural connectivity in CPHIV within the default mode network (DMN), visual, ventral DMN (vDMN), somatosensory, salience, auditory, motor, executive, basal ganglia, and posterior DMN (pDMN). We also hypothesized that CHEU will have increased structural connectivity compared with CHUU in the vDMN, somatosensory, pDMN, dorsal attention, salience, auditory, motor and basal ganglia. Methods: Study participants were 61 seven-year-old CPHIV and 46 age-matched children who are HIV uninfected (CHU) (19 CHEU). We used diffusion tensor imaging-based tractography to investigate white matter connections that link gray matter regions within RS functional networks. Results: We found altered white matter integrity in the somatosensory, salience, default mode, and motor networks of CPHIV compared with CHU. The superior temporal cortex, superior frontal cortex, and putamen were affected in all four networks and have also been reported to demonstrate morphological alterations in the same cohort. In CHEU, white matter integrity was higher in the visual network, pDMN, and motor network compared with CHUU. Conclusion: Our results suggest that altered white matter integrity may influence gray matter morphology and functional network alterations. Impact statement The long-term effects of human immunodeficiency virus (HIV) and exposure on the developing brain in the combination antiretroviral therapy era are still not well known. We use diffusion tensor imaging-based tractography to explore these effects on white matter connections that link gray matter regions within functional networks. Our findings provide a context for HIV-associated white matter and connectivity abnormalities.
Collapse
Affiliation(s)
- Joanah Madzime
- Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, Cape Town, South Africa.,Neurosciences Institute, University of Cape Town, Cape Town, South Africa
| | - Mark F Cotton
- Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, Cape Town, South Africa.,Neurosciences Institute, University of Cape Town, Cape Town, South Africa
| | - Barbara Laughton
- Family Centre for Research with Ubuntu, Department of Pediatrics and Child Health, Stellenbosch University, Stellenbosch, South Africa
| | - Andre J W van der Kouwe
- Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, Cape Town, South Africa.,Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA
| | - Ernesta M Meintjes
- Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, Cape Town, South Africa.,Neurosciences Institute, University of Cape Town, Cape Town, South Africa.,Cape Universities Body Imaging Centre, University of Cape Town, Cape Town, South Africa
| | - Marcin Jankiewicz
- Biomedical Engineering Research Centre, Division of Biomedical Engineering, Department of Human Biology, University of Cape Town, Cape Town, South Africa.,Neurosciences Institute, University of Cape Town, Cape Town, South Africa.,Cape Universities Body Imaging Centre, University of Cape Town, Cape Town, South Africa
| |
Collapse
|
7
|
Sarma MK, Pal A, Keller MA, Welikson T, Ventura J, Michalik DE, Nielsen-Saines K, Deville J, Kovacs A, Operskalski E, Church JA, Macey PM, Biswal B, Thomas MA. White matter of perinatally HIV infected older youths shows low frequency fluctuations that may reflect glial cycling. Sci Rep 2021; 11:3086. [PMID: 33542389 PMCID: PMC7862588 DOI: 10.1038/s41598-021-82587-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 01/12/2021] [Indexed: 12/15/2022] Open
Abstract
In perinatally HIV-infected (PHIV) children, neurodevelopment occurs in the presence of HIV-infection, and even with combination antiretroviral therapy (cART) the brain can be a reservoir for latent HIV. Consequently, patients often demonstrate long-term cognitive deficits and developmental delay, which may be reflected in altered functional brain activity. Our objective was to examine brain function in PHIV on cART by quantifying the amplitude of low frequency fluctuations (ALFF) and regional homogeneity (ReHo). Further, we studied ALFF and ReHo changes with neuropsychological performance and measures of immune health including CD4 count and viral loads in the HIV-infected youths. We found higher ALFF and ReHo in cerebral white matter in the medial orbital lobe for PHIV (N = 11, age mean ± sd = 22.5 ± 2.9 years) compared to controls (N = 16, age = 22.5 ± 3.0 years), with age and gender as co-variates. Bilateral cerebral white matter showed increased spontaneous regional activity in PHIV compared to healthy controls. No brain regions showed lower ALFF or ReHo in PHIV compared to controls. Higher log10 viral load was associated with higher ALFF and ReHo in PHIV in bilateral cerebral white matter and right cerebral white matter respectively after masking the outcomes intrinsic to the brain regions that showed significantly higher ALFF and ReHo in the PHIV compared to the control. Reductions in social cognition and abstract thinking in PHIV were correlated with higher ALFF at the left cerebral white matter in the left medial orbital gyrus and higher ReHo at the right cerebral white matter in the PHIV patients. Although neuroinflammation and associated neuro repair were not directly measured, the findings support their potential role in PHIV impacting neurodevelopment and cognition.
Collapse
Affiliation(s)
- Manoj K Sarma
- Department of Radiological Sciences, David Geffen School of Medicine at UCLA, 10833 Le Conte Avenue, Los Angeles, CA, 90095-1721, USA
| | - Amrita Pal
- UCLA School of Nursing, University of California, Los Angeles, Los Angeles, CA, USA
| | - Margaret A Keller
- Pediatrics, Harbor-UCLA Medical Center, Torrance, CA, USA.,The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Tamara Welikson
- Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Joseph Ventura
- Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - David E Michalik
- Infectious Diseases-Pediatrics, Miller Children's Hospital of Long Beach, Long Beach, CA, USA
| | | | - Jaime Deville
- David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Andrea Kovacs
- Keck School of Medicine of University of Southern California, Los Angeles, CA, USA.,Los Angeles+USC Medical Center, Los Angeles, CA, USA
| | - Eva Operskalski
- Keck School of Medicine of University of Southern California, Los Angeles, CA, USA.,Los Angeles+USC Medical Center, Los Angeles, CA, USA
| | - Joseph A Church
- Pediatrics, Keck School of Medicine of University of Southern California, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Paul M Macey
- UCLA School of Nursing, University of California, Los Angeles, Los Angeles, CA, USA
| | - Bharat Biswal
- Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ, USA
| | - M Albert Thomas
- Department of Radiological Sciences, David Geffen School of Medicine at UCLA, 10833 Le Conte Avenue, Los Angeles, CA, 90095-1721, USA.
| |
Collapse
|
8
|
Zhuang Y, Zhang Z, Tivarus M, Qiu X, Zhong J, Schifitto G. Whole-brain computational modeling reveals disruption of microscale brain dynamics in HIV infected individuals. Hum Brain Mapp 2020; 42:95-109. [PMID: 32941693 PMCID: PMC7721235 DOI: 10.1002/hbm.25207] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 08/13/2020] [Accepted: 08/30/2020] [Indexed: 01/07/2023] Open
Abstract
MRI‐based neuroimaging techniques have been used to investigate brain injury associated with HIV‐infection. Whole‐brain cortical mean‐field dynamic modeling provides a way to integrate structural and functional imaging outcomes, allowing investigation of microscale brain dynamics. In this study, we adopted the relaxed mean‐field dynamic modeling to investigate structural and functional connectivity in 42 HIV‐infected subjects before and after 12‐week of combination antiretroviral therapy (cART) and compared them with 46 age‐matched healthy subjects. Microscale brain dynamics were modeled by a set of parameters including two region‐specific microscale brain properties, recurrent connection strengths, and subcortical inputs. We also analyzed the relationship between the model parameters (i.e., the recurrent connection and subcortical inputs) and functional network topological characterizations, including smallworldness, clustering coefficient, and network efficiency. The results show that untreated HIV‐infected individuals have disrupted local brain dynamics that in part correlate with network topological measurements. Notably, after 12 weeks of cART, both the microscale brain dynamics and the network topological measurements improved and were closer to those in the healthy brain. This was also associated with improved cognitive performance, suggesting that improvement in local brain dynamics translates into clinical improvement.
Collapse
Affiliation(s)
- Yuchuan Zhuang
- Department of Electrical and Computer Engineering, University of Rochester, Rochester, New York, USA
| | - Zhengwu Zhang
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester, New York, USA.,Department of Neuroscience, University of Rochester Medical Center, Rochester, New York, USA
| | - Madalina Tivarus
- Department of Neuroscience, University of Rochester Medical Center, Rochester, New York, USA.,Department of Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA
| | - Xing Qiu
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester, New York, USA
| | - Jianhui Zhong
- Department of Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA.,Department of Biomedical Engineering, University of Rochester, Rochester, New York, USA
| | - Giovanni Schifitto
- Department of Imaging Sciences, University of Rochester Medical Center, Rochester, New York, USA.,Department of Neurology, University of Rochester Medical Center, Rochester, New York, USA
| |
Collapse
|