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Pfefferbaum A, Zahr NM, Sassoon SA, Fama R, Saranathan M, Pohl KM, Sullivan EV. Aging, HIV infection, and alcohol exert synergist effects on regional thalamic volumes resulting in functional impairment. Neuroimage Clin 2024; 44:103684. [PMID: 39423567 PMCID: PMC11513528 DOI: 10.1016/j.nicl.2024.103684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2024] [Revised: 09/23/2024] [Accepted: 10/06/2024] [Indexed: 10/21/2024]
Abstract
OBJECTIVE Pharmacologically-treated people living with HIV infection have near-normal life spans with more than 50 % living into at-risk age for dementia and a disproportionate number relative to uninfected people engaging in unhealthy drinking. Accelerated aging in HIV occurs in some brain structures including the multinucleated thalamus. Unknown is whether aging with HIV affects thalamic nuclei and associated functions differentially and whether the common comorbidity of alcohol use disorder (AUD) + HIV accelerates aging. METHODS This mixed cross-sectional/longitudinal design examined 216 control, 69 HIV, and 74 HIV + AUD participants, age 25-75 years old at initial visit, examined 1-8 times. MRI thalamic volumetry, parcellated using THalamus Optimized Multi-Atlas Segmentation (THOMAS), identified 10 nuclei grouped into 4 functional regions for correlation with age and measures of neuropsychological, clinical, and hematological status. RESULTS Aging in the control group was best modeled with quadratic functions in the Anterior and Ventral regions and with linear functions in the Medial and Posterior regions. Relative to controls, age-related decline was even steeper in the Anterior and Ventral regions of the HIV group and in the Anterior region of the comorbid group. Anterior volumes of each HIV group declined significantly faster after age 50 (HIV = -2.4 %/year; HIV + AUD = -2.8 %/year) than that of controls (-1.8 %/year). Anterior and Ventral volumes were significantly smaller in the HIV + AUD than HIV-only group when controlling for infection factors. Although compared with controls HIV + AUD declined faster than HIV alone, the two HIV groups did not differ significantly from each other in aging rates. Declining Attention/Working Memory and Motor Skills performance correlated with Anterior and Posterior volume declines in the HIV + AUD group. CONCLUSIONS Regional thalamic volumetry detected normal aging declines, differential and accelerated volume losses in HIV, relations between age-related nuclear and performance declines, and exacerbation of volume declines in comorbid AUD contributing to functional deficits.
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Affiliation(s)
- Adolf Pfefferbaum
- Center for Health Sciences, SRI International, Menlo Park, CA, United States; Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Natalie M Zahr
- Center for Health Sciences, SRI International, Menlo Park, CA, United States; Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Stephanie A Sassoon
- Center for Health Sciences, SRI International, Menlo Park, CA, United States; Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Rosemary Fama
- Center for Health Sciences, SRI International, Menlo Park, CA, United States; Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Manojkumar Saranathan
- Department of Radiology, University of Massachusetts Chan School of Medicine, Worcester, MA, United States
| | - Kilian M Pohl
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Edith V Sullivan
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, United States.
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Chu WT, Reza SMS, Anibal JT, Landa A, Crozier I, Bağci U, Wood BJ, Solomon J. Artificial Intelligence and Infectious Disease Imaging. J Infect Dis 2023; 228:S322-S336. [PMID: 37788501 PMCID: PMC10547369 DOI: 10.1093/infdis/jiad158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 05/06/2023] [Indexed: 10/05/2023] Open
Abstract
The mass production of the graphics processing unit and the coronavirus disease 2019 (COVID-19) pandemic have provided the means and the motivation, respectively, for rapid developments in artificial intelligence (AI) and medical imaging techniques. This has led to new opportunities to improve patient care but also new challenges that must be overcome before these techniques are put into practice. In particular, early AI models reported high performances but failed to perform as well on new data. However, these mistakes motivated further innovation focused on developing models that were not only accurate but also stable and generalizable to new data. The recent developments in AI in response to the COVID-19 pandemic will reap future dividends by facilitating, expediting, and informing other medical AI applications and educating the broad academic audience on the topic. Furthermore, AI research on imaging animal models of infectious diseases offers a unique problem space that can fill in evidence gaps that exist in clinical infectious disease research. Here, we aim to provide a focused assessment of the AI techniques leveraged in the infectious disease imaging research space, highlight the unique challenges, and discuss burgeoning solutions.
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Affiliation(s)
- Winston T Chu
- Center for Infectious Disease Imaging, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA
- Integrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Frederick, Maryland, USA
| | - Syed M S Reza
- Center for Infectious Disease Imaging, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA
| | - James T Anibal
- Center for Interventional Oncology, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA
| | - Adam Landa
- Center for Interventional Oncology, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA
| | - Ian Crozier
- Clinical Monitoring Research Program Directorate, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, Maryland, USA
| | - Ulaş Bağci
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Bradford J Wood
- Center for Interventional Oncology, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA
- Center for Interventional Oncology, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Jeffrey Solomon
- Clinical Monitoring Research Program Directorate, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, Maryland, USA
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Kim SY, Yeh PH, Ollinger JM, Morris HD, Hood MN, Ho VB, Choi KH. Military-related mild traumatic brain injury: clinical characteristics, advanced neuroimaging, and molecular mechanisms. Transl Psychiatry 2023; 13:289. [PMID: 37652994 PMCID: PMC10471788 DOI: 10.1038/s41398-023-02569-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 07/18/2023] [Accepted: 07/24/2023] [Indexed: 09/02/2023] Open
Abstract
Mild traumatic brain injury (mTBI) is a significant health burden among military service members. Although mTBI was once considered relatively benign compared to more severe TBIs, a growing body of evidence has demonstrated the devastating neurological consequences of mTBI, including chronic post-concussion symptoms and deficits in cognition, memory, sleep, vision, and hearing. The discovery of reliable biomarkers for mTBI has been challenging due to under-reporting and heterogeneity of military-related mTBI, unpredictability of pathological changes, and delay of post-injury clinical evaluations. Moreover, compared to more severe TBI, mTBI is especially difficult to diagnose due to the lack of overt clinical neuroimaging findings. Yet, advanced neuroimaging techniques using magnetic resonance imaging (MRI) hold promise in detecting microstructural aberrations following mTBI. Using different pulse sequences, MRI enables the evaluation of different tissue characteristics without risks associated with ionizing radiation inherent to other imaging modalities, such as X-ray-based studies or computerized tomography (CT). Accordingly, considering the high morbidity of mTBI in military populations, debilitating post-injury symptoms, and lack of robust neuroimaging biomarkers, this review (1) summarizes the nature and mechanisms of mTBI in military settings, (2) describes clinical characteristics of military-related mTBI and associated comorbidities, such as post-traumatic stress disorder (PTSD), (3) highlights advanced neuroimaging techniques used to study mTBI and the molecular mechanisms that can be inferred, and (4) discusses emerging frontiers in advanced neuroimaging for mTBI. We encourage multi-modal approaches combining neuropsychiatric, blood-based, and genetic data as well as the discovery and employment of new imaging techniques with big data analytics that enable accurate detection of post-injury pathologic aberrations related to tissue microstructure, glymphatic function, and neurodegeneration. Ultimately, this review provides a foundational overview of military-related mTBI and advanced neuroimaging techniques that merit further study for mTBI diagnosis, prognosis, and treatment monitoring.
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Affiliation(s)
- Sharon Y Kim
- School of Medicine, Uniformed Services University, Bethesda, MD, USA
- Program in Neuroscience, Uniformed Services University, Bethesda, MD, USA
| | - Ping-Hong Yeh
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - John M Ollinger
- Program in Neuroscience, Uniformed Services University, Bethesda, MD, USA
- National Intrepid Center of Excellence, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Herman D Morris
- Department of Radiology and Radiological Sciences, Uniformed Services University, Bethesda, MD, USA
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Maureen N Hood
- Department of Radiology and Radiological Sciences, Uniformed Services University, Bethesda, MD, USA
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Vincent B Ho
- Department of Radiology and Radiological Sciences, Uniformed Services University, Bethesda, MD, USA
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Kwang H Choi
- Program in Neuroscience, Uniformed Services University, Bethesda, MD, USA.
- Center for the Study of Traumatic Stress, Uniformed Services University, Bethesda, MD, USA.
- Department of Psychiatry, Uniformed Services University, Bethesda, MD, USA.
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Wang W, Liu D, Wang Y, Li R, Liu J, Liu M, Wang H, Li H. Frequency-dependent functional alterations in people living with HIV with early stage of HIV-associated neurocognitive disorder. Front Neurosci 2023; 16:985213. [PMID: 36699529 PMCID: PMC9868721 DOI: 10.3389/fnins.2022.985213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 12/12/2022] [Indexed: 01/11/2023] Open
Abstract
Background HIV enters the brain soon after seroconversion and causes HIV-associated neurocognitive disorder (HAND). However, the pathogenesis of this insidious impairment at an early stage remains unclear. Objectives To explore functional integration and segregation changes at the early stages of HAND, voxel-level indices of regional homogeneity (ReHo), the amplitude of low-frequency fluctuations (ALFF), and voxel-mirrored homotopic connectivity (VMHC) under two different frequency bands (slow-5: 0.01-0.027 Hz; slow-4: 0.027-0.073 Hz) were analyzed. Methods Ninety-eight people living with HIV (PLWH) and 44 seronegative controls underwent resting-state functional magnetic resonance imaging. Furthermore, all PLWHs underwent neuropsychological and daily functioning tests. The main effect of the group and the interaction between the group and frequency band were investigated. Finally, the relationship between the altered indices and the cognitive domains was explored. Results A significant group-by-frequency interaction was demonstrated in the right thalamus for ReHo; for VMHC, the interaction was observed in the bilateral precuneus and paracentral gyrus. The post hoc Bonferroni test indicated that the alteration of ReHo and VMHC could only be detected in slow-5. PLWH showed significantly reduced ALFF in both the frequency bands in the right occipital gyrus and right calcarine. Moreover, some altered functional integration and segregation indices are related to impaired cognitive function. Conclusion People living with HIV displayed aberrant functional integration and segregation at the early stages of HAND, which is linked to cognitive function. The frequency band of slow-5 might be more sensitive for detecting insidious damage at an early stage.
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Affiliation(s)
- Wei Wang
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Dan Liu
- Department of Radiology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yuanyuan Wang
- Department of Radiology, Beijing Second Hospital, Beijing, China
| | - Ruili Li
- Department of Radiology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Jiaojiao Liu
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Mingming Liu
- Physical Examination Center, Cangzhou Central Hospital, Cangzhou, Hebei, China
| | - Huasong Wang
- Department of Neurosurgery, Zhuhai People’s Hospital, Zhuhai, Guangdong, China,*Correspondence: Huasong Wang,
| | - Hongjun Li
- Department of Radiology, Beijing Youan Hospital, Capital Medical University, Beijing, China,Hongjun Li,
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Neurofunctional characteristics of executive control in older people with HIV infection: a comparison with Parkinson's disease. Brain Imaging Behav 2022; 16:1776-1793. [PMID: 35294979 PMCID: PMC10124990 DOI: 10.1007/s11682-022-00645-6] [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] [Accepted: 01/28/2022] [Indexed: 11/02/2022]
Abstract
Expression of executive dysfunctions is marked by substantial heterogeneity in people living with HIV infection (PLWH) and attributed to neuropathological degradation of frontostriatal circuitry with age and disease. We compared the neurophysiology of executive function in older PLWH and Parkinson's disease (PD), both affecting frontostriatal systems. Thirty-one older PLWH, 35 individuals with PD, and 28 older healthy controls underwent executive task-activated fMRI, neuropsychological testing, and a clinical motor exam. fMRI task conditions distinguished cognitive control operations, invoking a lateral frontoparietal network, and motor control operations, activating a cerebellar-precentral-medial prefrontal network. HIV-specific findings denoted a prominent sensorimotor hypoactivation during cognitive control and striatal hypoactivation during motor control related to CD4+ T cell count and HIV disease duration. Activation deficits overlapped for PLWH and PD, relative to controls, in dorsolateral frontal, medial frontal, and middle cingulate cortices for cognitive control, and in limbic, frontal, parietal, and cerebellar regions for motor control. Thus, despite well-controlled HIV infection, frontostriatal and sensorimotor activation deficits occurred during executive control in older PLWH. Overlapping activation deficits in posterior cingulate and hippocampal regions point toward similarities in mesocorticolimbic system aberrations among older PLWH and PD. The extent of pathophysiology in PLWH was associated with variations in immune system health, neural signature consistent with subclinical parkinsonism, and mild neurocognitive impairment. The failure to adequately engage these pathways could be an early sign for cognitive and motor functional decline in the aging population of PLWH.
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Fernandez Cruz AL, Chen CM, Sanford R, Collins DL, Brouillette MJ, Mayo NE, Fellows LK. Multimodal neuroimaging markers of variation in cognitive ability in older HIV+ men. PLoS One 2021; 16:e0243670. [PMID: 34314416 PMCID: PMC8315526 DOI: 10.1371/journal.pone.0243670] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 07/12/2021] [Indexed: 01/18/2023] Open
Abstract
OBJECTIVE This study used converging methods to examine the neural substrates of cognitive ability in middle-aged and older men with well-controlled HIV infection. METHODS Seventy-six HIV+ men on antiretroviral treatment completed an auditory oddball task and an inhibitory control (Simon) task while time-locked high-density EEG was acquired; 66 had usable EEG data from one or both tasks; structural MRI was available for 43. We investigated relationships between task-evoked EEG responses, cognitive ability and immunocompromise. We also explored the structural correlates of these EEG markers in the sub-sample with complete EEG and MRI data (N = 27). RESULTS EEG activity was associated with cognitive ability at later (P300) but not earlier stages of both tasks. Only the oddball task P300 was reliably associated with HIV severity (nadir CD4). Source localization confirmed that the tasks engaged partially distinct circuits. Thalamus volume correlated with oddball task P300 amplitude, while globus pallidus volume was related to the P300 in both tasks. INTERPRETATION This is the first study to use task-evoked EEG to identify neural correlates of individual differences in cognition in men living with well-controlled HIV infection, and to explore the structural basis of the EEG markers. We found that EEG responses evoked by the oddball task are more reliably related to cognitive performance than those evoked by the Simon task. We also provide preliminary evidence for a subcortical contribution to the effects of HIV infection severity on P300 amplitudes. These results suggest brain mechanisms and candidate biomarkers for individual differences in cognition in HIV.
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Affiliation(s)
- Ana Lucia Fernandez Cruz
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - Chien-Ming Chen
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - Ryan Sanford
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - D. Louis Collins
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | | | - Nancy E. Mayo
- School of Physical and Occupational Therapy, Division of Clinical Epidemiology, Department of Medicine, McGill University, Montreal, Quebec, Canada
| | - Lesley K. Fellows
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
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Ruiz-Saez B, García MMB, de Aragon AM, Gil-Correa M, Melero H, Malpica NA, de Ory SJ, Zamora B, Guillen S, Rojo P, Falcon-Neyra L, Alvarez A, Fernandez P, Lorente-Jareño ML, Ramos JT, Sainz T, Velo C, Navarro ML, Gonzalez-Tomé MI. Effects of perinatal HIV-infection on the cortical thickness and subcortical gray matter volumes in young adulthood. Medicine (Baltimore) 2021; 100:e25403. [PMID: 33847637 PMCID: PMC8051971 DOI: 10.1097/md.0000000000025403] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 01/28/2021] [Accepted: 03/15/2021] [Indexed: 01/04/2023] Open
Abstract
ABSTRACT Brain atrophy has been observed in perinatally HIV-infected patients (PHIV) despite initiation on combined antiretroviral treatment (cART), but neuroimaging studies are limited. We aimed to evaluate cortical thickness (CT) and subcortical gray matter (GM) volumes of PHIV youths with stable immunovirological situation and with a normal daily performance.A prospective cross-sectional study was conducted. A total of 25 PHIV patients on cART and 25 HIV-negative (HIV-) controls matched by age, sex, level of education, and socioeconomic status underwent a magnetic resonance imaging scan. CAT12 toolbox was used to extract CT values from T1w images using parcellations from Desikan-Killiany atlas (DK40). To measure regional brain volumes, native segmented images were parceled in regions of interest according to the Neuromorphometrics Atlas. Neuropsychological assessment and psychopathological symptoms were documented.Fifty participants were included (60% females, median age 20 years [interquartile range, IQR 19-23], 64% Whites). No differences regarding neuropsychological tests or psychopathological symptoms were found between groups (all P > .05). All participants presented an average performance in the Fluid Intelligence (FI) test (PHIV mean: -0.12, HIV- mean: 0.24), When comparing CT, PHIV-infected patients showed thinner cortices compared with their peers in fusiform gyrus (P = .000, P = .009), lateral-orbitofrontal gyrus (P = .006, P = .0024), and right parsobitalis gyrus (P = .047). Regarding subcortical GM volumes, PHIV patients showed lower right amygdala (P = .014) and left putamen (P = .016) volumes when compared with HIV- controls. Within the PHIV group, higher CD4 count was associated with higher volumes in right putamen (B = 0.00000038, P = .045). Moreover, increased age at cART initiation and lower nadir CD4 count was associated with larger volumes in left accumbens (B = 0.0000046, P = .033; B = -0.00000008, P = .045, respectively).PHIV patients showed thinner cortices of areas in temporal, orbito-frontal and occipital lobes and lower volumes of subcortical GM volumes when compared with the HIV- control group, suggesting cortical and subcortical brain alterations in otherwise neuroasymptomatic patients. Nevertheless, larger and longitudinal studies are required to determine the impact of HIV on brain structure in PHIV patients and to further identify risk and protective factors that could be implicated.
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Affiliation(s)
- Beatriz Ruiz-Saez
- Immunobiology Department, Hospital Universitario Gregorio Marañon, Instituto de Investigación Sanitaria Gregorio Marañón (IisGM)
| | - Manuela Martín-Bejarano García
- Department of Paediatric Infectious Diseases, Hospital Universitario 12 de Octubre; Instituto de Investigación Sanitaria Hospital 12 de Octubre (i+12)
| | | | - Mario Gil-Correa
- Laboratorio de Análisis de Imagen Médica y Biometría (LAIMBIO), Universidad Rey Juan Carlos
| | - Helena Melero
- Departamento de Psicobiología y Metodología en Ciencias del Comportamiento - Universidad Complutense de Madrid, Spain, y Laboratorio de Análisis de Imagen Médica y Biometría (LAIMBIO), Universidad Rey Juan Carlos
| | | | - Santiago Jimenez de Ory
- Hospital General Universitario Gregorio Marañón. Instituto de Investigación Sanitaria Gregorio Marañón (IisGM)
| | - Berta Zamora
- Paediatric Neuropsychology Department. Hospital Universitario 12 De Octubre, Madrid
| | - Sara Guillen
- Paediatric Infectious Diseases Department, Hospital Universitario de Getafe, Translational Research Network in Pediatric Infectious Diseases (RITIP)
| | - Pablo Rojo
- Paediatric Infectious Diseases Department. Hospital Universitario 12 De Octubre, Madrid, 28041, Spain. Translational Research Network in Pediatric Infectious Diseases (RITIP), Madrid
| | - Lola Falcon-Neyra
- Paediatric Infectious Diseases, Rheumatology and Immunology Unit, Hospital Universitario Virgen del Rocío, Sevilla
| | | | - Pilar Fernandez
- Radiology Department. Hospital Universitario Gregorio Marañón
| | | | - Jose Tomas Ramos
- Paediatric Infectious Diseases Department, Hospital Clínico San Carlos, Madrid, 28040, Spain, Translational Research Network in Pediatric Infectious Diseases (RITIP)
| | - Talía Sainz
- Paediatric Infectious and Tropical Diseases Department, Hospital Universitario La Paz. Hospital La Paz Institute For Health Research (Idipaz), Translational Research Network in Pediatric Infectious Diseases (RITIP)
| | - Carlos Velo
- Department of Paediatric Infectious Diseases, Hospital Universitario 12 de Octubre; Instituto de Investigación Sanitaria Hospital 12 de Octubre (i+12)
| | - Maria Luisa Navarro
- Paediatric Infectious Diseases Department. Hospital Gregorio Marañon, Translational Research Network in Pediatric Infectious Diseases (RITIP)
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Cilliers K, Muller CJF. Effect of human immunodeficiency virus on the brain: A review. Anat Rec (Hoboken) 2020; 304:1389-1399. [PMID: 33231355 DOI: 10.1002/ar.24573] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Revised: 11/04/2020] [Accepted: 11/18/2020] [Indexed: 12/12/2022]
Abstract
Thirty million people are infected with human immunodeficiency virus (HIV) worldwide, and HIV-associated neurocognitive disorder (HAND) is one of the most common comorbidities of HIV. However, the effect of HIV on the brain has not been fully investigated. This article aimed to review the changes to the brain due to HIV in terms of atrophy, diffusion changes, and hyperintensities. Studies have observed significant atrophy in subcortical gray matter, as well as in cortical white and gray matter. Moreover, the ventricles enlarge, and the sulci widen. Although HIV causes changes to the white and gray matter of the brain, few diffusion tensor imaging studies have investigated the changes to gray matter integrity. White and gray matter hyperintensities have frequently been observed in HIV-positive individuals, with the subcortical gray matter (caudate nucleus and putamen) and periventricular white matter frequently affected. In conclusion, subcortical gray matter is the first brain region to be affected and is affected most severely. Additionally, this review highlights the gaps in the literature, since the effect of HIV on the brain is not fully known. Future studies should continue to investigate the effect of HIV on the brain in different stages of the disease, and alternate therapies should be developed since highly active antiretroviral therapy is currently ineffective at treating HAND.
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Affiliation(s)
- Karen Cilliers
- Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, Western Cape, South Africa
| | - Christo J F Muller
- Biomedical Research and Innovation Platform (BRIP), South African Medical Research Council, Tygerberg, Western Cape, South Africa.,Division of Medical Physiology, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, Western Cape, South Africa
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The age-related trajectory of visual attention neural function is altered in adults living with HIV: A cross-sectional MEG study. EBioMedicine 2020; 61:103065. [PMID: 33099087 PMCID: PMC7585051 DOI: 10.1016/j.ebiom.2020.103065] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Revised: 09/25/2020] [Accepted: 09/28/2020] [Indexed: 12/13/2022] Open
Abstract
Background Despite living a normal lifespan, at least 35% of persons with HIV (PWH) in resource-rich countries develop HIV-associated neurocognitive disorder (HAND). This high prevalence of cognitive decline may reflect accelerated ageing in PWH, but the evidence supporting an altered ageing phenotype in PWH has been mixed. Methods We examined the impact of ageing on the orienting of visual attention in PWH using dynamic functional mapping with magnetoencephalography (MEG) in 173 participants age 22–72 years-old (94 uninfected controls, 51 cognitively-unimpaired PWH, and 28 with HAND). All MEG data were imaged using a state-of-the-art beamforming approach and neural oscillatory responses during attentional orienting were examined for ageing, HIV, and cognitive status effects. Findings All participants responded slower during trials that required attentional reorienting. Our functional mapping results revealed HIV-by-age interactions in left prefrontal theta activity, alpha oscillations in the left parietal, right cuneus, and right frontal eye-fields, and left dorsolateral prefrontal beta activity (p<.005). Critically, within PWH, we observed a cognitive status-by-age interaction, which revealed that ageing impacted the oscillatory gamma activity serving attentional reorienting differently in cognitively-normal PWH relative to those with HAND in the left temporoparietal, inferior frontal gyrus, and right prefrontal cortices (p<.005). Interpretation This study provides key evidence supporting altered ageing trajectories across vital attention circuitry in PWH, and further suggests that those with HAND exhibit unique age-related changes in the oscillatory dynamics serving attention function. Additionally, our neural findings suggest that age-related changes in PWH may serve a compensatory function. Funding National Institutes of Health, USA.
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Paul RH, Cho KS, Belden AC, Mellins CA, Malee KM, Robbins RN, Salminen LE, Kerr SJ, Adhikari B, Garcia-Egan PM, Sophonphan J, Aurpibul L, Thongpibul K, Kosalaraksa P, Kanjanavanit S, Ngampiyaskul C, Wongsawat J, Vonthanak S, Suwanlerk T, Valcour VG, Preston-Campbell RN, Bolzenious JD, Robb ML, Ananworanich J, Puthanakit T. Machine-learning classification of neurocognitive performance in children with perinatal HIV initiating de novo antiretroviral therapy. AIDS 2020; 34:737-748. [PMID: 31895148 PMCID: PMC7072001 DOI: 10.1097/qad.0000000000002471] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
OBJECTIVE To develop a predictive model of neurocognitive trajectories in children with perinatal HIV (pHIV). DESIGN Machine learning analysis of baseline and longitudinal predictors derived from clinical measures utilized in pediatric HIV. METHODS Two hundred and eighty-five children (ages 2-14 years at baseline; Mage = 6.4 years) with pHIV in Southeast Asia underwent neurocognitive assessment at study enrollment and twice annually thereafter for an average of 5.4 years. Neurocognitive slopes were modeled to establish two subgroups [above (n = 145) and below average (n = 140) trajectories). Gradient-boosted multivariate regressions (GBM) with five-fold cross validation were conducted to examine baseline (pre-ART) and longitudinal predictive features derived from demographic, HIV disease, immune, mental health, and physical health indices (i.e. complete blood count [CBC]). RESULTS The baseline GBM established a classifier of neurocognitive group designation with an average AUC of 79% built from HIV disease severity and immune markers. GBM analysis of longitudinal predictors with and without interactions improved the average AUC to 87 and 90%, respectively. Mental health problems and hematocrit levels also emerged as salient features in the longitudinal models, with novel interactions between mental health problems and both CD4 cell count and hematocrit levels. Average AUCs derived from each GBM model were higher than results obtained using logistic regression. CONCLUSION Our findings support the feasibility of machine learning to identify children with pHIV at risk for suboptimal neurocognitive development. Results also suggest that interactions between HIV disease and mental health problems are early antecedents to neurocognitive difficulties in later childhood among youth with pHIV.
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Affiliation(s)
- Robert H Paul
- Missouri Institute of Mental Health, University of Missouri-St. Louis, Missouri
| | - Kyu S Cho
- Missouri Institute of Mental Health, University of Missouri-St. Louis, Missouri
| | - Andrew C Belden
- Missouri Institute of Mental Health, University of Missouri-St. Louis, Missouri
| | - Claude A Mellins
- HIV Center for Clinical and Behavioral Studies, New York State Psychiatric Institute, and Columbia University, New York
| | - Kathleen M Malee
- Department of Psychiatry and Behavioral Science, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Reuben N Robbins
- HIV Center for Clinical and Behavioral Studies, New York State Psychiatric Institute, and Columbia University, New York
| | - Lauren E Salminen
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, University of Southern California, Marina del Rey, California, USA
| | - Stephen J Kerr
- HIV Netherlands Australia Thailand (HIV-NAT) Research Collaboration, Thai Red Cross AIDS Research Center
- Research Affairs, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Badri Adhikari
- Department of Mathematics and Computer Science, University of Missouri-St. Louis, Missouri, USA
| | - Paola M Garcia-Egan
- Missouri Institute of Mental Health, University of Missouri-St. Louis, Missouri
| | - Jiratchaya Sophonphan
- HIV Center for Clinical and Behavioral Studies, New York State Psychiatric Institute, and Columbia University, New York
| | | | - Kulvadee Thongpibul
- Department of Psychology, Faculty of Humanities, Chiang Mai University, Chiang Mai
| | - Pope Kosalaraksa
- Department of Pediatrics, Faculty of Medicine, Khon Kaen University, Khon Kaen
| | | | | | - Jurai Wongsawat
- Bamrasnaradura Infectious Diseases Institute, Nonthaburi, Thailand
| | | | - Tulathip Suwanlerk
- HIV Netherlands Australia Thailand (HIV-NAT) Research Collaboration, Thai Red Cross AIDS Research Center
- TREAT Asia, amfAR - The Foundation for AIDS Research, Bangkok, Thailand
| | - Victor G Valcour
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, California
| | | | - Jacob D Bolzenious
- Missouri Institute of Mental Health, University of Missouri-St. Louis, Missouri
| | - Merlin L Robb
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
| | - Jintanat Ananworanich
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
- Department of Global Health, University of Amsterdam, Amsterdam, The Netherlands
| | - Thanyawee Puthanakit
- HIV Netherlands Australia Thailand (HIV-NAT) Research Collaboration, Thai Red Cross AIDS Research Center
- Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
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11
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Sokolova IV, Szucs A, Sanna PP. Reduced intrinsic excitability of CA1 pyramidal neurons in human immunodeficiency virus (HIV) transgenic rats. Brain Res 2019; 1724:146431. [PMID: 31491420 PMCID: PMC6939992 DOI: 10.1016/j.brainres.2019.146431] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 08/24/2019] [Accepted: 08/30/2019] [Indexed: 10/26/2022]
Abstract
The hippocampus is involved in key neuronal circuits that underlie cognition, memory, and anxiety, and it is increasingly recognized as a vulnerable structure that contributes to the pathogenesis of HIV-associated neurocognitive disorder (HAND). However, the mechanisms responsible for hippocampal dysfunction in neuroHIV remain unknown. The present study used HIV transgenic (Tg) rats and patch-clamp electrophysiological techniques to study the effects of the chronic low-level expression of HIV proteins on hippocampal CA1 pyramidal neurons. The dorsal and ventral areas of the hippocampus are involved in different neurocircuits and thus were evaluated separately. We found a significant decrease in the intrinsic excitability of CA1 neurons in the dorsal hippocampus in HIV Tg rats by comparing neuronal spiking induced by current step injections and by dynamic clamp to simulate neuronal spiking activity. The decrease in excitability in the dorsal hippocampus was accompanied by a higher rate of excitatory postsynaptic currents (EPSCs), whereas CA1 pyramidal neurons in the ventral hippocampus in HIV Tg rats had higher EPSC amplitudes. We also observed a reduction of hyperpolarization-activated nonspecific cationic current (Ih) in both the dorsal and ventral hippocampus. Neurotoxic HIV proteins have been shown to increase neuronal excitation. The lower excitability of CA1 pyramidal neurons that was observed herein may represent maladaptive homeostatic plasticity that seeks to stabilize baseline neuronal firing activity but may disrupt neural network function and contribute to HIV-associated neuropsychological disorders, such as HAND and depression.
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Affiliation(s)
- Irina V Sokolova
- The Scripps Research Institute, Department of Immunology and Microbiology, 10550 North Torrey Pines Road, La Jolla, CA 92037-1000, United States
| | - Attila Szucs
- The Scripps Research Institute, Department of Immunology and Microbiology, 10550 North Torrey Pines Road, La Jolla, CA 92037-1000, United States; University of California, San Diego, BioCircuits Institute, 9500 Gilman Drive, La Jolla, CA 92039-0328, United States; MTA-ELTE-NAP B Neuronal Cell Biology Research Group, Eötvös Lóránd University, Budapest, Hungary
| | - Pietro Paolo Sanna
- The Scripps Research Institute, Department of Immunology and Microbiology, 10550 North Torrey Pines Road, La Jolla, CA 92037-1000, United States.
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12
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Milanini B, Samboju V, Cobigo Y, Paul R, Javandel S, Hellmuth J, Allen I, Miller B, Valcour V. Longitudinal brain atrophy patterns and neuropsychological performance in older adults with HIV-associated neurocognitive disorder compared with early Alzheimer's disease. Neurobiol Aging 2019; 82:69-76. [PMID: 31425903 PMCID: PMC6823146 DOI: 10.1016/j.neurobiolaging.2019.07.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 06/26/2019] [Accepted: 07/07/2019] [Indexed: 12/12/2022]
Abstract
Older HIV-infected patients are at risk for both HIV-associated neurocognitive disorder (HAND) and Alzheimer's disease. We investigated neuroimaging and neuropsychological performance of 61 virally suppressed older adults with HAND (mean (SD) age 64.3 (3.9) years), 53 demographically matched individuals with mild cognitive impairment of the Alzheimer's type (MCI-AD; 65.0 [4.8]), and 89 healthy controls (65.0 [4.3]) cross-sectionally and over 20 months. At the baseline, both disease groups exhibited lower volumes in multiple cortical and subcortical regions compared with controls. Hippocampal volume differentiated MCI-AD from HAND. Cognitively, MCI-AD performed worse on memory and language compared with HAND. Adjusted longitudinal models revealed greater diffuse brain atrophy in MCI-AD compared with controls, whereas HAND showed greater atrophy in frontal gray matter and cerebellum compared with controls. Comparing HAND with MCI-AD showed similar atrophy rates in all brain regions explored, with no significant findings. MCI-AD exhibited more pronounced language decline compared with HAND. These findings reveal the need for further work on unique cognitive phenotypes and neuroimaging signatures of HAND compared with early AD, providing preliminary clinical insight for differential diagnosis of age-related brain dysfunction in geriatric neuroHIV.
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Affiliation(s)
- Benedetta Milanini
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA.
| | - Vishal Samboju
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Yann Cobigo
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Robert Paul
- Missouri Institute of Mental Health, University of Missouri, St. Louis, MO, USA
| | - Shireen Javandel
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Joanna Hellmuth
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Isabel Allen
- Department of Epidemiology, University of California, San Francisco, CA, USA
| | - Bruce Miller
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Victor Valcour
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
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13
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Subcortical shape and neuropsychological function among U.S. service members with mild traumatic brain injury. Brain Imaging Behav 2019; 13:377-388. [PMID: 29564659 DOI: 10.1007/s11682-018-9854-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
In a recent manuscript, our group demonstrated shape differences in the thalamus, nucleus accumbens, and amygdala in a cohort of U.S. Service Members with mild traumatic brain injury (mTBI). Given the significant role these structures play in cognitive function, this study directly examined the relationship between shape metrics and neuropsychological performance. The imaging and neuropsychological data from 135 post-deployed United States Service Members from two groups (mTBI and orthopedic injured) were examined. Two shape features modeling local deformations in thickness (RD) and surface area (JD) were defined vertex-wise on parametric mesh-representations of 7 bilateral subcortical gray matter structures. Linear regression was used to model associations between subcortical morphometry and neuropsychological performance as a function of either TBI status or, among TBI patients, subjective reporting of initial concussion severity (CS). Results demonstrated several significant group-by-cognition relationships with shape metrics across multiple cognitive domains including processing speed, memory, and executive function. Higher processing speed was robustly associated with more dilation of caudate surface area among patients with mTBI who reported more than one CS variables (loss of consciousness (LOC), alteration of consciousness (AOC), and/or post-traumatic amnesia (PTA)). These significant patterns indicate the importance of subcortical structures in cognitive performance and support a growing functional neuroanatomical literature in TBI and other neurologic disorders. However, prospective research will be required before exact directional evolution and progression of shape can be understood and utilized in predicting or tracking cognitive outcomes in this patient population.
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14
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Cerrolaza JJ, Picazo ML, Humbert L, Sato Y, Rueckert D, Ballester MÁG, Linguraru MG. Computational anatomy for multi-organ analysis in medical imaging: A review. Med Image Anal 2019; 56:44-67. [DOI: 10.1016/j.media.2019.04.002] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Revised: 02/05/2019] [Accepted: 04/13/2019] [Indexed: 12/19/2022]
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15
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Volume and shape analysis of the Hippocampus and amygdala in veterans with traumatic brain injury and posttraumatic stress disorder. Brain Imaging Behav 2019; 14:1850-1864. [DOI: 10.1007/s11682-019-00127-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
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16
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Wade BSC, Valcour VG, Puthanakit T, Saremi A, Gutman BA, Nir TM, Watson C, Aurpibul L, Kosalaraksa P, Ounchanum P, Kerr S, Dumrongpisutikul N, Visrutaratna P, Srinakarin J, Pothisri M, Narr KL, Thompson PM, Ananworanich J, Paul RH, Jahanshad N. Mapping abnormal subcortical neurodevelopment in a cohort of Thai children with HIV. Neuroimage Clin 2019; 23:101810. [PMID: 31029050 PMCID: PMC6482384 DOI: 10.1016/j.nicl.2019.101810] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Revised: 03/25/2019] [Accepted: 04/01/2019] [Indexed: 10/27/2022]
Abstract
Alterations in subcortical brain structures have been reported in adults with HIV and, to a lesser extent, pediatric cohorts. The extent of longitudinal structural abnormalities in children with perinatal HIV infection (PaHIV) remains unclear. We modeled subcortical morphometry from whole brain structural magnetic resonance imaging (1.5 T) scans of 43 Thai children with PaHIV (baseline age = 11.09±2.36 years) and 50 HIV- children (11.26±2.80 years) using volumetric and surface-based shape analyses. The PaHIV sample were randomized to initiate combination antiretroviral treatment (cART) when CD4 counts were 15-24% (immediate: n = 22) or when CD4 < 15% (deferred: n = 21). Follow-up scans were acquired approximately 52 weeks after baseline. Volumetric and shape descriptors capturing local thickness and surface area dilation were defined for the bilateral accumbens, amygdala, putamen, pallidum, thalamus, caudate, and hippocampus. Regression models adjusting for clinical and demographic variables examined between and within group differences in morphometry associated with HIV. We assessed whether baseline CD4 count and cART status or timing associated with brain maturation within the PaHIV group. All models were adjusted for multiple comparisons using the false discovery rate. A pallidal subregion was significantly thinner in children with PaHIV. Regional thickness, surface area, and volume of the pallidum was associated with CD4 count in children with PaHIV. Longitudinal morphometry was not associated with HIV or cART status or timing, however, the trajectory of the left pallidum volume was positively associated with baseline CD4 count. Our findings corroborate reports in adult cohorts demonstrating a high predilection for HIV-mediated abnormalities in the basal ganglia, but suggest the effect of stable PaHIV infection on morphological aspects of brain development may be subtle.
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Affiliation(s)
- Benjamin S C Wade
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA; Ahmanson-Lovelace Brain Mapping Center University of California, Los Angeles, Los Angeles, CA, USA; Missouri Institute of Mental Health, University of Missouri St. Louis, St. Louis, USA
| | - Victor G Valcour
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
| | | | - Arvin Saremi
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Boris A Gutman
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Talia M Nir
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Christa Watson
- Memory and Aging Center, Department of Neurology, University of California, San Francisco, CA, USA
| | | | - Pope Kosalaraksa
- Department of Pediatrics, Khon Kaen University, Khon Kaen, Thailand
| | | | - Stephen Kerr
- HIV-NAT, the Thai Red Cross AIDS Research Centre, Bangkok, Thailand
| | | | | | - Jiraporn Srinakarin
- Department of Radiology, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Monthana Pothisri
- Department of Radiology, Chulalongkorn University Medical Center, Bangkok, Thailand
| | - Katherine L Narr
- Ahmanson-Lovelace Brain Mapping Center University of California, Los Angeles, Los Angeles, CA, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Jintanat Ananworanich
- HIV-NAT, the Thai Red Cross AIDS Research Centre, Bangkok, Thailand; U.S. Military HIV Research Program, Walter Reed Army Institute of Research, MD, USA; Department of Global Health, University of Amsterdam, Amsterdam, the Netherlands; Henry M. Jackson Foundation for the Advancement of Military Medicine, MD, USA
| | - Robert H Paul
- Missouri Institute of Mental Health, University of Missouri St. Louis, St. Louis, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA.
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17
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Adeli E, Zahr NM, Pfefferbaum A, Sullivan EV, Pohl KM. Novel Machine Learning Identifies Brain Patterns Distinguishing Diagnostic Membership of Human Immunodeficiency Virus, Alcoholism, and Their Comorbidity of Individuals. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2019; 4:589-599. [PMID: 30982583 DOI: 10.1016/j.bpsc.2019.02.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2018] [Revised: 02/15/2019] [Accepted: 02/15/2019] [Indexed: 12/13/2022]
Abstract
The incidence of alcohol use disorder (AUD) in human immunodeficiency virus (HIV) infection is twice that of the rest of the population. This study documents complex radiologically identified, neuroanatomical effects of AUD+HIV comorbidity by identifying structural brain systems that predicted diagnosis on an individual basis. Applying novel machine learning analysis to 549 participants (199 control subjects, 222 with AUD, 68 with HIV, 60 with AUD+HIV), 298 magnetic resonance imaging brain measurements were automatically reduced to small subsets per group. Significance of each diagnostic pattern was inferred from its accuracy in predicting diagnosis and performance on six cognitive measures. While all three diagnostic patterns predicted the learning and memory score, the AUD+HIV pattern was the largest and had the highest predication accuracy (78.1%). Providing a roadmap for analyzing large, multimodal datasets, the machine learning analysis revealed imaging phenotypes that predicted diagnostic membership of magnetic resonance imaging scans of individuals with AUD, HIV, and their comorbidity.
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Affiliation(s)
- Ehsan Adeli
- Department of Psychiatry and Behavioral Sciences, Stanford School of Medicine, Stanford, California
| | - Natalie M Zahr
- Department of Psychiatry and Behavioral Sciences, Stanford School of Medicine, Stanford, California; Center for Biomedical Sciences, SRI International, Menlo Park, California
| | - Adolf Pfefferbaum
- Department of Psychiatry and Behavioral Sciences, Stanford School of Medicine, Stanford, California; Center for Biomedical Sciences, SRI International, Menlo Park, California
| | - Edith V Sullivan
- Department of Psychiatry and Behavioral Sciences, Stanford School of Medicine, Stanford, California
| | - Kilian M Pohl
- Department of Psychiatry and Behavioral Sciences, Stanford School of Medicine, Stanford, California; Center for Biomedical Sciences, SRI International, Menlo Park, California.
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18
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Hammoud DA, Sinharay S, Steinbach S, Wakim PG, Geannopoulos K, Traino K, Dey AK, Tramont E, Rapoport SI, Snow J, Mehta NN, Smith BR, Nath A. Global and regional brain hypometabolism on FDG-PET in treated HIV-infected individuals. Neurology 2018; 91:e1591-e1601. [PMID: 30258017 DOI: 10.1212/wnl.0000000000006398] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Accepted: 07/16/2018] [Indexed: 02/07/2023] Open
Abstract
OBJECTIVE To quantitatively measure brain glucose metabolism in treated HIV-positive individuals with [18F]-labeled fluorodeoxyglucose (FDG) PET/CT. METHODS We performed a cross-sectional comparison of FDG uptake in 47 treated HIV+ individuals, 10 age-matched controls (HIV-) sharing many of the comorbid conditions seen in the HIV+ group, and 19 age-matched healthy controls (HCs). We compared whole-brain (WB) and regional FDG standardized uptake values (SUVs) of select subcortical/central structures among the groups and correlated the values to clinical and neuropsychological assessments. A variable selection model was used to predict SUVs in HIV+ (n = 47) and in combined HIV+ and HIV- participants (n = 57). RESULTS We found lower WB SUVmax in HIV+ participants compared to HCs but not to HIV- participants. Among the relative SUVmean measurements (regional SUVmean/WB SUVmean), only relative thalamic uptake values were lower in HIV+ compared to HIV- participants. When HIV+ and HIV- participants were grouped, cardiovascular disease risk scores best predicted WB SUVmean and SUVmax, while HIV status best predicted thalamic relative SUVmean. CONCLUSIONS We identified an important role for cardiovascular disease in neuronal loss/dysfunction, as measured by FDG-PET, in treated HIV+ patients. This underscores the need for shifting the focus of clinical intervention in this vulnerable population from HIV effects alone to a wider set of comorbid conditions, mainly cardiovascular disease. Only the thalamus showed significantly lower relative uptake in the HIV+ compared to the HC and HIV- groups. This needs to be further evaluated for underlying pathophysiology and potential association with memory, executive functioning, and attention deficits seen in the HIV+ population.
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Affiliation(s)
- Dima A Hammoud
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD.
| | - Sanhita Sinharay
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Sally Steinbach
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Paul G Wakim
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Katrina Geannopoulos
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Katherine Traino
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Amit K Dey
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Edmund Tramont
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Stanley I Rapoport
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Joseph Snow
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Nehal N Mehta
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
| | - Bryan R Smith
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD.
| | - Avindra Nath
- From the Center for Infectious Disease Imaging, Radiology and Imaging Sciences (D.A.H., S. Sinharay), Clinical Center, National Institute of Neurological Diseases and Stroke (S. Steinbach, K.G., B.R.S., A.N.), Biostatistics and Clinical Epidemiology Service (P.G.W.), Clinical Center, National Institute of Mental Health (K.T., J.S.), National Heart, Lung, and Blood Institute (A.K.D., N.N.M.), National Institute for Allergy and Infectious Diseases (E.T.), and National Institute on Alcohol Abuse and Alcoholism (S.I.R.), NIH, Bethesda, MD
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19
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Underwood J, Cole JH, Leech R, Sharp DJ, Winston A. Multivariate Pattern Analysis of Volumetric Neuroimaging Data and Its Relationship With Cognitive Function in Treated HIV Disease. J Acquir Immune Defic Syndr 2018; 78:429-436. [PMID: 29608444 PMCID: PMC6019188 DOI: 10.1097/qai.0000000000001687] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND Accurate prediction of longitudinal changes in cognitive function would potentially allow for targeted intervention in those at greatest risk of cognitive decline. We sought to build a multivariate model using volumetric neuroimaging data alone to accurately predict cognitive function. METHODS Volumetric T1-weighted neuroimaging data from virally suppressed HIV-positive individuals from the CHARTER cohort (n = 139) were segmented into gray and white matter and spatially normalized before entering into machine learning models. Prediction of cognitive function at baseline and longitudinally was determined using leave-one-out cross-validation. In addition, a multivariate model of brain aging was used to measure the deviation of apparent brain age from chronological age and assess its relationship with cognitive function. RESULTS Cognitive impairment, defined using the global deficit score, was present in 37.4%. However, it was generally mild and occurred more commonly in those with confounding comorbidities (P < 0.001). Although multivariate prediction of cognitive impairment as a dichotomous variable at baseline was poor (area under the receiver operator curve 0.59), prediction of the global T-score was better than a comparable linear model (adjusted R = 0.08, P < 0.01 vs. adjusted R = 0.01, P = 0.14). Accurate prediction of longitudinal changes in cognitive function was not possible (P = 0.82). Brain-predicted age exceeded chronological age by mean (95% confidence interval) 1.17 (-0.14 to 2.53) years but was greatest in those with confounding comorbidities [5.87 (1.74 to 9.99) years] and prior AIDS [3.03 (0.00 to 6.06) years]. CONCLUSION Accurate prediction of cognitive impairment using multivariate models using only T1-weighted data was not achievable, which may reflect the small sample size, heterogeneity of the data, or that impairment was usually mild.
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Affiliation(s)
| | - James H Cole
- Division of Brain Sciences, Imperial College London, UK
| | - Robert Leech
- Division of Brain Sciences, Imperial College London, UK
| | - David J Sharp
- Division of Brain Sciences, Imperial College London, UK
| | - Alan Winston
- Division of Infectious Diseases, Imperial College London, UK
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20
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Resting-state connectivity and spontaneous activity of ventromedial prefrontal cortex predict depressive symptomology and peripheral inflammation in HIV. J Neurovirol 2018; 24:616-628. [PMID: 30022427 DOI: 10.1007/s13365-018-0658-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Revised: 05/16/2018] [Accepted: 06/11/2018] [Indexed: 02/05/2023]
Abstract
Depression and chronic inflammation are common in persons infected with the human immunodeficiency virus (HIV+). Although depression and response to inflammatory challenge are shown to reflect activity in common neural networks, little is known regarding sub-clinical presentation in persons chronically infected with HIV. The relationship of resting-state functional connectivity (rsFC) between the subgenual anterior cingulate cortex (sgACC) and bilateral amygdala to Beck Depression Inventory-1 (BDI) scores were compared within a group of 23 HIV+ and 23 HIV-negative comparison adults. An interaction was found wherein lower rsFC between the sgACC and both right and left amygdala was associated with higher BDI scores in HIV+ individuals. Total BDI scores and plasma levels of IL-6, IL-8, TNF-α, and IL-10 made available from 10 of the HIV+ patients were regressed upon an index of spontaneous whole-brain activity at rest; i.e., the amplitude of low-frequency fluctuations (ALFFs). Elevated levels of depression and IL-6 were associated with increased ALFF in a cluster of voxels on the medial portion of the ventral surface of the frontal lobe (Brodmann Area 11). Within this sample of HIV+ individuals lower rsFC of the sgACC with subcortical limbic regions predicts greater burden of depressive symptomology whereas elevated activity in the adjacent BA 11 may reflect sickness, indexed by elevated IL-6, and associated depressive behaviors.
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21
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Spooner RK, Wiesman AI, Mills MS, O'Neill J, Robertson KR, Fox HS, Swindells S, Wilson TW. Aberrant oscillatory dynamics during somatosensory processing in HIV-infected adults. Neuroimage Clin 2018; 20:85-91. [PMID: 30094159 PMCID: PMC6070689 DOI: 10.1016/j.nicl.2018.07.009] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Revised: 06/27/2018] [Accepted: 07/09/2018] [Indexed: 12/13/2022]
Abstract
While the arrival of combination antiretroviral therapy significantly decreased the prevalence of HIV-associated dementia, between 35 and 70% of all infected adults continue to develop some form of cognitive impairment. These deficits appears to affect multiple neural subsystems, but the mechanisms and extent of damage are not fully understood. In the current study, we utilized magnetoencephalography (MEG), advanced oscillatory analysis methods, and a paired-pulse somatosensory stimulation paradigm to interrogate pre-attentive inhibitory processing in 43 HIV-infected adults and 28 demographically-matched uninfected controls. MEG responses were imaged using a beamformer, and time series data were extracted from the peak voxel in grand-averaged functional brain images to quantify the dynamics of sensory gating, oscillatory power, spontaneous power, and other neural indices. We found a significantly weakened response to the second stimulation compared to the first across groups, indicating significant sensory gating irrespective of HIV-infection. Interestingly, HIV-infected participants exhibited reduced neural responses in the 20-75 Hz gamma range to each somatosensory stimulation compared to uninfected controls, and exhibited significant alterations in peak gamma frequency in response to the second stimulation. Finally, HIV-infected participants also had significantly stronger spontaneous activity in the gamma range (i.e., 20-75 Hz) during the baseline period before stimulation onset. In conclusion, while HIV-infected participants had the capacity to efficiently gate somatosensory input, their overall oscillatory responses were weaker, spontaneous baseline activity was stronger, and their response to the second stimulation had an altered peak gamma frequency. We propose that this pattern of deficits suggests dysfunction in the somatosensory cortices, which is potentially secondary to accelerated aging.
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Affiliation(s)
- Rachel K Spooner
- Department of Neurological Sciences, University of Nebraska Medical Center (UNMC), Omaha, NE, USA; Center for Magnetoencephalography, UNMC, Omaha, NE, USA
| | - Alex I Wiesman
- Department of Neurological Sciences, University of Nebraska Medical Center (UNMC), Omaha, NE, USA; Center for Magnetoencephalography, UNMC, Omaha, NE, USA
| | - Mackenzie S Mills
- Department of Neurological Sciences, University of Nebraska Medical Center (UNMC), Omaha, NE, USA; Center for Magnetoencephalography, UNMC, Omaha, NE, USA
| | - Jennifer O'Neill
- Department of Internal Medicine, Division of Infectious Diseases, UNMC, Omaha, NE, USA
| | - Kevin R Robertson
- Department of Neurology, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Howard S Fox
- Department of Pharmacology and Experimental Neuroscience, UNMC, Omaha, NE, USA
| | - Susan Swindells
- Department of Internal Medicine, Division of Infectious Diseases, UNMC, Omaha, NE, USA
| | - Tony W Wilson
- Department of Neurological Sciences, University of Nebraska Medical Center (UNMC), Omaha, NE, USA; Center for Magnetoencephalography, UNMC, Omaha, NE, USA.
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22
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Abstract
Despite long-term successful treatment with cART, impairments in cognitive functioning are still being reported in HIV-infected patients. Since changes in cognitive function may be preceded by subtle changes in brain function, neuroimaging techniques, such as resting-state functional magnetic resonance imaging (rs-fMRI) have become useful tools in assessing HIV-associated abnormalities in the brain. The purpose of the current study was to examine the extent to which HIV infection in virologically suppressed patients is associated with disruptions in subcortical regions of the brain in comparison to a matched HIV-negative control group. The sample consisted of 72 patients and 39 controls included between January 2012 and January 2014. Resting state functional connectivity was determined between fourteen regions-of-interest (ROI): the left and right nucleus accumbens, amygdala, caudate nucleus, hippocampus, putamen, pallidum and thalamus. A Bayesian method was used to estimate resting-state functional connectivity, quantified in terms of partial correlations. Both groups showed the strongest partial correlations between the left and right caudate nucleus and the left and right thalamus. However, no differences between the HIV patients and controls were found between the posterior expected network densities (control network density = 0.26, SD = 0.05, patient network density = 0.26, SD = 0.04, p = 0.58). The results of the current study show that HIV does not affect subcortical connectivity in virologically controlled patients who are otherwise healthy.
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23
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Thames AD, Kuhn TP, Mahmood Z, Bilder RM, Williamson TJ, Singer EJ, Arentoft A. Effects of social adversity and HIV on subcortical shape and neurocognitive function. Brain Imaging Behav 2018; 12:96-108. [PMID: 28130744 PMCID: PMC5529267 DOI: 10.1007/s11682-017-9676-0] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
The purpose of the current study was to examine the independent and interactive effects of social adversity (SA) and HIV infection on subcortical shape alterations and cognitive functions. Participants included HIV+ (n = 70) and HIV- (n = 23) individuals who underwent MRI, neurocognitive and clinical assessment, in addition to completing questionnaires from which responses were used to create an SA score. Bilateral amygdalae and hippocampi were extracted from T1-weighted images. Parametric statistical analyses were used to compare the radial distance of the structure surface to a median curve to determine the presence of localized shape differences as a function of HIV, SA and their interaction. Next, multiple regression was used to examine the interactive association between HIV and SA with cognitive performance data. An HIV*SA interactive effect was found on the shape of the right amygdala and left hippocampus. Specifically, HIV-infected participants (but not HIV-uninfected controls) who evidenced higher levels of SA displayed an inward deformation of the surface consistent with reduced volume of these structures. We found interactive effects of HIV and SA on learning/memory performance. These results suggest that HIV+ individuals may be more vulnerable to neurological and cognitive changes in the hippocampus and amygdala as a function of SA than HIV- individuals, and that SA indicators of childhood SES and perceived racial discrimination are important components of adversity that are associated with cognitive performance.
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Affiliation(s)
- April D Thames
- David Geffen School of Medicine, University of California Los Angeles, 760 Westwood Plaza, 28-263, Los Angeles, CA, 90095, USA.
| | - Taylor P Kuhn
- David Geffen School of Medicine, University of California Los Angeles, 760 Westwood Plaza, 28-263, Los Angeles, CA, 90095, USA
- Greater Los Angeles VA Healthcare System, Los Angeles, CA, USA
| | - Zanjbeel Mahmood
- David Geffen School of Medicine, University of California Los Angeles, 760 Westwood Plaza, 28-263, Los Angeles, CA, 90095, USA
- Department of Psychology, University of California Los Angeles, Los Angeles, CA, USA
| | - Robert M Bilder
- David Geffen School of Medicine, University of California Los Angeles, 760 Westwood Plaza, 28-263, Los Angeles, CA, 90095, USA
- Department of Psychology, University of California Los Angeles, Los Angeles, CA, USA
| | - Timothy J Williamson
- Department of Psychology, University of California Los Angeles, Los Angeles, CA, USA
| | - Elyse J Singer
- David Geffen School of Medicine, University of California Los Angeles, 760 Westwood Plaza, 28-263, Los Angeles, CA, 90095, USA
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24
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Abstract
Human immunodeficiency virus (HIV)-associated neurocognitive disorder (HAND) affects roughly half the HIV-positive population. The symptoms of cognitive slowing, poor concentration, and memory problems can impact on everyday life. Its diagnosis is validated where possible by identifying deficits in two cognitive domains on neuropsychologic testing in patients either with or without symptoms. Corroborating evidence may be found on imaging, blood tests, and cerebrospinal fluid analysis, though sensitive and specific biomarkers are currently lacking. The introduction of combined antiretroviral therapy in the 1990s has generated a therapeutic paradox whereby the number of severe cases of HAND has fallen, yet milder forms continue to rise in prevalence. New emphasis has been placed on identifying the cause of apparent ongoing HIV infection and inflammation of the central nervous system (CNS) in the face of durable systemic viral suppression, and how this equates to the neuronal dysfunction underlying HAND. The interaction with aging and comorbidities is becoming increasingly common as the HIV-positive population enters older adulthood, with neurodegenerative, metabolic, and vascular causes of cognitive impairment combining and probably accelerating in the context of chronic HIV infection. Therapies targeted to the CNS, but without neurotoxic side-effects, are being investigated to attempt to reduce the likelihood of developing, and improving, HAND.
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Affiliation(s)
| | - Bruce James Brew
- Departments of Neurology and HIV Medicine, St. Vincent's Hospital and Peter Duncan Neurosciences Unit, St. Vincent's Centre for Applied Medical Research, St. Vincent's Hospital, Sydney, NSW, Australia.
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25
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Abstract
The implementation of combination antiretroviral therapy (cART) has changed HIV infection into a chronic illness, conveying extensive benefits, including greater longevity and advantages for the central nervous system (CNS). However, studies increasingly confirm that the CNS gains are incomplete, with reports of persistent immune activation affecting the CNS despite suppression of plasma HIV RNA. The rate of cognitive impairment is unchanged, although severity is generally milder than in the pre-cART era. In this review, we discuss cognitive outcomes from recently published clinical HIV studies, review observations on HIV biomarkers for cognitive change, and emphasize longitudinal imaging findings. Additionally, we summarize recent studies on CNS viral invasion, CD8 encephalitis, and how CNS involvement during the earliest stages of infection may set the stage for later cognitive manifestations.
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26
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Castillo D, Ernst T, Cunningham E, Chang L. Altered Associations between Pain Symptoms and Brain Morphometry in the Pain Matrix of HIV-Seropositive Individuals. J Neuroimmune Pharmacol 2017; 13:77-89. [PMID: 28866752 DOI: 10.1007/s11481-017-9762-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2017] [Accepted: 08/21/2017] [Indexed: 02/06/2023]
Abstract
Pain remains highly prevalent in HIV-seropositive (HIV+) patients despite their well-suppressed viremia with combined antiretroviral therapy. Investigating brain abnormalities within the pain matrix, and in relation to pain symptoms, in HIV+ participants may provide objective biomarkers and insights regarding their pain symptoms. We used Patient-Reported Outcome Measurement Information System (PROMIS®) pain questionnaire to evaluate pain symptoms (pain intensity, pain interference and pain behavior), and structural MRI to assess brain morphometry using FreeSurfer (cortical area, cortical thickness and subcortical volumes were evaluated in 12 regions within the pain matrix). Compared to seronegative (SN) controls, HIV+ participants had smaller surface areas in prefrontal pars triangularis (right: p = 0.04, left: p = 0.007) and right anterior cingulate cortex (p = 0.03) and smaller subcortical regions (thalamus: p ≤ 0.003 bilaterally; right putamen: p = 0.01), as well as higher pain scores (pain intensity-p = 0.005; pain interference-p = 0.008; pain-behavior-p = 0.04). Furthermore, higher pain scores were associated with larger cortical areas, thinner cortices and larger subcortical volumes in HIV+ participants; but smaller cortical areas, thicker cortices and smaller subcortical volumes in SN controls (interaction-p = 0.009 to p = 0.04). These group differences in the pain-associated brain abnormalities suggest that HIV+ individuals have abnormal pain responses. Since these abnormal pain-associated brain regions belong to the affective component of the pain matrix, affective symptoms may influence pain perception in HIV+ patients and should be treated along with their physical pain symptoms. Lastly, associations of lower pain scores with better physical or mental health scores, regardless of HIV-serostatus (p < 0.001), suggest adequate pain treatment would lead to better quality of life in all participants.
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Affiliation(s)
- Deborrah Castillo
- John A. Burns School of Medicine, Neuroscience and MR Research Program, University of Hawaii at Manoa, 1356 Lusitana Street, 7th Floor, Honolulu, HI, 96813, USA
| | - Thomas Ernst
- John A. Burns School of Medicine, Neuroscience and MR Research Program, University of Hawaii at Manoa, 1356 Lusitana Street, 7th Floor, Honolulu, HI, 96813, USA
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, 419 W. Redwood Street, Suite 225, Baltimore, MD, 21201, USA
| | - Eric Cunningham
- John A. Burns School of Medicine, Neuroscience and MR Research Program, University of Hawaii at Manoa, 1356 Lusitana Street, 7th Floor, Honolulu, HI, 96813, USA
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, 419 W. Redwood Street, Suite 225, Baltimore, MD, 21201, USA
| | - Linda Chang
- John A. Burns School of Medicine, Neuroscience and MR Research Program, University of Hawaii at Manoa, 1356 Lusitana Street, 7th Floor, Honolulu, HI, 96813, USA.
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, 419 W. Redwood Street, Suite 225, Baltimore, MD, 21201, USA.
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Goodkin K, Miller EN, Cox C, Reynolds S, Becker JT, Martin E, Selnes OA, Ostrow DG, Sacktor NC. Effect of ageing on neurocognitive function by stage of HIV infection: evidence from the Multicenter AIDS Cohort Study. Lancet HIV 2017; 4:e411-e422. [PMID: 28716545 DOI: 10.1016/s2352-3018(17)30098-x] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2016] [Revised: 05/16/2017] [Accepted: 05/16/2017] [Indexed: 12/25/2022]
Abstract
BACKGROUND The demographics of the HIV epidemic in the USA have shifted towards older age. We aimed to establish the relationship between the processes of ageing and HIV infection in neurocognitive impairment. METHODS With longitudinal data from the Multicenter AIDS Cohort Study, a long-term prospective cohort study of the natural and treated history of HIV infection among men who have sex with men in the USA, we examined the effect of ageing, HIV infection (by disease stage), and their interaction on five neurocognitive domains: information processing speed, executive function, episodic memory, working memory, and motor function. We controlled for duration of serostatus in a subanalysis, as well as comorbidities and other factors that affect cognition. Analyses were by linear mixed models for longitudinal data. FINDINGS 5086 participants (47 886 visits) were included in the analytic sample (2278 HIV-seropositive participants contributed 20 477 visits and 2808 HIV-seronegative control participants contributed 27 409 visits). In an a-priori multivariate analysis with control variables including comorbidities and time since seroconversion, significant, direct negative effects of ageing were noted on all neurocognitive domains (p<0·0001 for all). Similar effects were noted for late-stage HIV disease progression on information processing speed (p=0·002), executive function (p<0·0001), motor function (p<0·0001), and working memory (p=0·001). Deleterious interaction effects were also noted in the domains of episodic memory (p=0·03) and motor function (p=0·02). INTERPRETATION A greater than expected effect of ageing on episodic memory and motor function with advanced stages of HIV infection suggests that these two domains are most susceptible to the progression of neurocognitive impairment caused by ageing in individuals with HIV. This deficit pattern suggests differential damage to the hippocampus and basal ganglia (specifically nigrostriatal pathways). Older individuals with HIV infection should be targeted for regular screening for HIV-associate neurocognitive disorder, particularly with tests referable to the episodic memory and motor domains. FUNDING National Institute of Mental Health.
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Affiliation(s)
- Karl Goodkin
- Department of Psychiatry and Behavioral Sciences, James H Quillen College of Medicine, East Tennessee State University, Johnson City, TN, USA.
| | - Eric N Miller
- University of California, Los Angeles, Los Angeles, CA, USA
| | | | | | | | | | - Ola A Selnes
- Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - David G Ostrow
- David G Ostrow & Associates Consulting, Chicago, IL, USA
| | - Ned C Sacktor
- Johns Hopkins School of Medicine, Baltimore, MD, USA
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28
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Regionally Specific Brain Volumetric and Cortical Thickness Changes in HIV-Infected Patients in the HAART Era. J Acquir Immune Defic Syndr 2017; 74:563-570. [PMID: 28129254 DOI: 10.1097/qai.0000000000001294] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
BACKGROUND Cognitive impairment still occurs in a substantial subset of HIV-infected patients, despite effective viral suppression with highly active antiretroviral therapy (HAART). Structural brain changes may provide clues about the underlying pathophysiology. This study provides a detailed spatial characterization of the pattern and extent of brain volume changes associated with HIV and relates these brain measures to cognitive ability and clinical variables. METHODS Multiple novel neuroimaging techniques (deformation-based morphometry, voxel-based morphometry, and cortical modeling) were used to assess regional brain volumes in 125 HIV-infected patients and 62 HIV-uninfected individuals. Ninety percent of the HIV-infected patients were on stable HAART with most of them (75%) having plasma viral suppression. Brain volumetrics and cortical thickness estimates were compared between the HIV-infected and uninfected groups, and the relationships between these measures of brain volume and indices of current and past infection severity, central nervous system penetration of HAART, and cognitive performance were assessed. RESULTS Regionally specific patterns of reduced thalamic and brainstem volumes and reduced cortical thickness in the orbitofrontal cortex, cingulate gyrus, primary motor and sensory cortex, temporal, and frontal lobes were seen in HIV-infected patients compared to HIV-uninfected participants. Observed white matter loss and subcortical atrophy were associated with lower nadir CD4 cell counts, while reduction in cortical thickness was related to worse cognitive performance. CONCLUSIONS Our findings suggest that distinct mechanisms may underlie cortical and subcortical injury in people with HIV and argues for the potential importance of early initiation of HAART to protect long-term brain health.
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29
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Cole JH, Underwood J, Caan MWA, De Francesco D, van Zoest RA, Leech R, Wit FWNM, Portegies P, Geurtsen GJ, Schmand BA, Schim van der Loeff MF, Franceschi C, Sabin CA, Majoie CBLM, Winston A, Reiss P, Sharp DJ. Increased brain-predicted aging in treated HIV disease. Neurology 2017; 88:1349-1357. [PMID: 28258081 PMCID: PMC5379929 DOI: 10.1212/wnl.0000000000003790] [Citation(s) in RCA: 155] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2016] [Accepted: 01/17/2017] [Indexed: 01/30/2023] Open
Abstract
OBJECTIVE To establish whether HIV disease is associated with abnormal levels of age-related brain atrophy, by estimating apparent brain age using neuroimaging and exploring whether these estimates related to HIV status, age, cognitive performance, and HIV-related clinical parameters. METHODS A large sample of virologically suppressed HIV-positive adults (n = 162, age 45-82 years) and highly comparable HIV-negative controls (n = 105) were recruited as part of the Comorbidity in Relation to AIDS (COBRA) collaboration. Using T1-weighted MRI scans, a machine-learning model of healthy brain aging was defined in an independent cohort (n = 2,001, aged 18-90 years). Neuroimaging data from HIV-positive and HIV-negative individuals were then used to estimate brain-predicted age; then brain-predicted age difference (brain-PAD = brain-predicted brain age - chronological age) scores were calculated. Neuropsychological and clinical assessments were also carried out. RESULTS HIV-positive individuals had greater brain-PAD score (mean ± SD 2.15 ± 7.79 years) compared to HIV-negative individuals (-0.87 ± 8.40 years; b = 3.48, p < 0.01). Increased brain-PAD score was associated with decreased performance in multiple cognitive domains (information processing speed, executive function, memory) and general cognitive performance across all participants. Brain-PAD score was not associated with age, duration of HIV infection, or other HIV-related measures. CONCLUSION Increased apparent brain aging, predicted using neuroimaging, was observed in HIV-positive adults, despite effective viral suppression. Furthermore, the magnitude of increased apparent brain aging related to cognitive deficits. However, predicted brain age difference did not correlate with chronological age or duration of HIV infection, suggesting that HIV disease may accentuate rather than accelerate brain aging.
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Affiliation(s)
- James H Cole
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy.
| | - Jonathan Underwood
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Matthan W A Caan
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Davide De Francesco
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Rosan A van Zoest
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Robert Leech
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Ferdinand W N M Wit
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Peter Portegies
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Gert J Geurtsen
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Ben A Schmand
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Maarten F Schim van der Loeff
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Claudio Franceschi
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Caroline A Sabin
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Charles B L M Majoie
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Alan Winston
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - Peter Reiss
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
| | - David J Sharp
- From the Computational, Cognitive & Clinical Neuroimaging Laboratory, Division of Brain Sciences, Department of Medicine (J.H.C., R.L., D.J.S.), and Division of Infectious Diseases (J.U., A.W.), Imperial College London, UK; Departments of Radiology (M.W.A.C., C.B.L.M.M.), Global Health, Amsterdam Institute for Global Health and Development (AIGHD) (R.A.v.Z., F.W.N.M.W., P.R.), Neurology (P.P., B.A.S.), and Medical Psychology (G.J.G., B.A.S.), Academic Medical Center, Amsterdam, the Netherlands; Department of Infection & Population Health (D.D.F., C.A.S.), University College London, UK; Dutch HIV Monitoring Foundation (F.W.N.M.W., P.R.); Department of Neurology (P.P.), OLVG Hospital; Public Health Service of Amsterdam (M.F.S.v.d.L.), the Netherlands; and Alma Mater Studiorum (C.F.), University of Bologna, Italy
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30
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Lewis-de los Angeles CP, Alpert KI, Williams PL, Malee K, Huo Y, Csernansky JG, Yogev R, Van Dyke RB, Sowell ER, Wang L. Deformed Subcortical Structures Are Related to Past HIV Disease Severity in Youth With Perinatally Acquired HIV Infection. J Pediatric Infect Dis Soc 2016; 5:S6-S14. [PMID: 27856671 PMCID: PMC5181545 DOI: 10.1093/jpids/piw051] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Accepted: 07/25/2016] [Indexed: 02/05/2023]
Abstract
BACKGROUND Combination antiretroviral therapy has led to increased survival among youth with perinatally acquired HIV (PHIV). However, cognitive deficits continue to be common. Histopathological studies in adults have found HIV concentrated in subcortical structures, which are involved in sensory processing, movement, and higher-order cognition that emerges with development. METHODS We conducted magnetic resonance imaging and cognitive testing in 40 youth with PHIV at one site of the Adolescent Master Protocol of the Pediatric HIV/AIDS Cohort Study. We collected HIV disease-severity measures and substance-use reports. Subcortical volume and shape deformation were generated with FreeSurfer-Initiated Large Deformation Diffeomorphic Metric Mapping. Inward shape deformation was defined as negative displacement. We evaluated associations of subcortical shape deformation with past HIV severity after adjustment for sex, age at neuroimaging, age at HIV severity marker, and substance use. We examined associations between subcortical deformation and cognitive function. RESULTS Negative correlations between shape deformation and peak HIV viral load (VL) were found in clusters in the caudate tail, globus pallidus, lateral putamen, and anterior and medial thalamus. Positive correlations between shape deformation and nadir CD4-positive T-lymphocyte percentage (CD4%) were found in clusters in the medial and posterior thalamus. Inward deformation in caudate and thalamic clusters correlated with worse cognition. CONCLUSIONS Youth with PHIV have demonstrable subcortical shape deformation related to past HIV severity and cognition; inward deformation was associated with higher peak VL, lower nadir CD4%, and worse cognition. Identifying subcortical deformation may inform clinical practice for early intervention to help improve cognitive outcomes and assess the neuroefficacy of combination antiretroviral therapy in youth with PHIV.
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Affiliation(s)
| | | | - Paige L. Williams
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | | | - Yanling Huo
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | | | - Ram Yogev
- Department of Pediatrics, Ann and Robert H. Lurie Children's Hospital of Chicago, Illinois
| | - Russell B. Van Dyke
- Department of Pediatrics, Tulane University School of Medicine, New Orleans, Louisiana
| | - Elizabeth R. Sowell
- Department of Pediatrics, Children's Hospital Los Angeles
- Department of Pediatrics, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Lei Wang
- Department of Psychiatry and Behavioral Sciences
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, and
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31
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Tate DF, Wade BSC, Velez CS, Drennon AM, Bolzenius J, Gutman BA, Thompson PM, Lewis JD, Wilde EA, Bigler ED, Shenton ME, Ritter JL, York GE. Volumetric and shape analyses of subcortical structures in United States service members with mild traumatic brain injury. J Neurol 2016; 263:2065-79. [PMID: 27435967 PMCID: PMC5564450 DOI: 10.1007/s00415-016-8236-7] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 07/07/2016] [Accepted: 07/08/2016] [Indexed: 10/21/2022]
Abstract
Mild traumatic brain injury (mTBI) is a significant health concern. The majority who sustain mTBI recover, although ~20 % continue to experience symptoms that can interfere with quality of life. Accordingly, there is a critical need to improve diagnosis, prognostic accuracy, and monitoring (recovery trajectory over time) of mTBI. Volumetric magnetic resonance imaging (MRI) has been successfully utilized to examine TBI. One promising improvement over standard volumetric approaches is to analyze high-dimensional shape characteristics of brain structures. In this study, subcortical shape and volume in 76 Service Members with mTBI was compared to 59 Service Members with orthopedic injury (OI) and 17 with post-traumatic stress disorder (PTSD) only. FreeSurfer was used to quantify structures from T1-weighted 3 T MRI data. Radial distance (RD) and Jacobian determinant (JD) were defined vertex-wise on parametric mesh-representations of subcortical structures. Linear regression was used to model associations between morphometry (volume and shape), TBI status, and time since injury (TSI) correcting for age, sex, intracranial volume, and level of education. Volumetric data was not significantly different between the groups. JD was significantly increased in the accumbens and caudate and significantly reduced in the thalamus of mTBI participants. Additional significant associations were noted between RD of the amygdala and TSI. Positive trend-level associations between TSI and the amygdala and accumbens were observed, while a negative association was observed for third ventricle. Our findings may aid in the initial diagnosis of mTBI, provide biological targets for functional examination, and elucidate regions that may continue remodeling after injury.
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Affiliation(s)
- David F Tate
- Missouri Institute of Mental Health, University of Missouri, St. Louis, 4633 World Parkway Circle, Berkeley, MO, 63134-3115, USA.
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA.
| | - Benjamin S C Wade
- Imaging Genetics Center, University of Southern California, Marina del Rey, CA, USA
| | - Carmen S Velez
- Missouri Institute of Mental Health, University of Missouri, St. Louis, 4633 World Parkway Circle, Berkeley, MO, 63134-3115, USA
| | - Ann Marie Drennon
- Defense and Veterans Brain Injury Centers, San Antonio Military Medical Center, San Antonio, TX, USA
| | - Jacob Bolzenius
- Missouri Institute of Mental Health, University of Missouri, St. Louis, 4633 World Parkway Circle, Berkeley, MO, 63134-3115, USA
| | - Boris A Gutman
- Imaging Genetics Center, University of Southern California, Marina del Rey, CA, USA
| | - Paul M Thompson
- Imaging Genetics Center, University of Southern California, Marina del Rey, CA, USA
| | - Jeffrey D Lewis
- Department of Neurology, Uniformed Services University of the Health Sciences School of Medicine, Bethesda, MD, USA
| | - Elisabeth A Wilde
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
- Michael E. DeBakey VA Medical Center, Houston, TX, USA
| | - Erin D Bigler
- Departments of Psychology and Neuroscience, Brigham Young University, Provo, UT, USA
| | - Martha E Shenton
- Psychiatry Neuroimaging Laboratory, Department of Psychiatry and Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Brockton Division, VA Boston Healthcare System, Brockton, MA, USA
| | - John L Ritter
- Department of Radiology, Brooke Army Medical Center, San Antonio, TX, USA
| | - Gerald E York
- Alaska Radiology Associates, TBI Imaging and Research, Anchorage, AK, USA
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