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Liu X, Lai S, Ma S, Yang H, Liu L, Yu G, Zhong S, Jia Y, Zhong J. Development of a Novel Retina-Based Diagnostic Score for Early Detection of Major Depressive Disorder: An Interdisciplinary View. Front Psychiatry 2022; 13:897759. [PMID: 35664496 PMCID: PMC9162334 DOI: 10.3389/fpsyt.2022.897759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 04/28/2022] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Clinically effective markers for the diagnosis of major depressive disorder (MDD) are lacking. Alterations in retinal features are closely related to the pathophysiological progression of MDD. However, the reliable retina-related diagnostic model for MDD remains to be developed. Thus, our study aimed to quantitatively evaluate retinal vascular and structural changes in MDD patients and to develop a reliable diagnostic model of MDD based on retinal parameters. METHODS Seventy-eight patients with MDD and 47 healthy controls (HCs) underwent retinal vessel density and structure examination using optical coherence tomography angiography and visual field examination using perimetry. Independent-sample t test was used to assess the differences in retinal parameters between the groups. Meanwhile, we constructed the corresponding retina-based diagnostic model by LASSO logistic regression. Finally, the diagnostic ability of the model was evaluated by area under the curve (AUC) of receiver operating characteristic curves and calibration plot of nomogram. RESULTS MDD patients showed lower retinal vessel density (including radial peripapillary capillary vessel density, superficial and deep capillary plexus vessel density), thinner subfoveal choroidal thickness, and poorer visual fields compared to HCs (all p < 0.05). Furthermore, a retina-based diagnostic model was constructed and shows a strong diagnostic capability for MDD (AUC = 0.9015, p < 0.001). CONCLUSION Patients with MDD showed distinct retinal features compared to HCs. The retina-based diagnostic model is expected to be a necessary complement to the diagnosis of MDD.
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Affiliation(s)
- Xiao Liu
- Department of Ophthalmology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Shunkai Lai
- Department of Psychiatry, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Shisi Ma
- Department of Ophthalmology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Hong Yang
- Department of Ophthalmology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Lian Liu
- Department of Ophthalmology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Guocheng Yu
- Department of Ophthalmology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Shuming Zhong
- Department of Psychiatry, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Yanbin Jia
- Department of Psychiatry, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jingxiang Zhong
- Department of Ophthalmology, The Sixth Affiliated Hospital of Jinan University, Dongguan, China.,Department of Ophthalmology, The First Affiliated Hospital of Jinan University, Guangzhou, China
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O'Neill RA, Maxwell AP, Kee F, Young I, Hogg RE, Cruise S, McGuinness B, McKay GJ. Association of reduced retinal arteriolar tortuosity with depression in older participants from the Northern Ireland Cohort for the Longitudinal Study of Ageing. BMC Geriatr 2021; 21:62. [PMID: 33446119 PMCID: PMC7809811 DOI: 10.1186/s12877-021-02009-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 01/04/2021] [Indexed: 01/01/2023] Open
Abstract
INTRODUCTION The retina shares similar anatomical and physiological features with the brain and subtle variations in retinal microvascular parameters (RMPs) may reflect similar vascular variation in the brain. The aim of this study was to assess associations between RMPs and measures of depression in the Northern Ireland Cohort for the Longitudinal Study of Ageing. METHODS RMPs (arteriolar and venular caliber, fractal dimension and tortuosity) were measured from optic disc centred fundus images using semi-automated software. Depression was characterised by the Centre for Epidemiologic Studies Depression Scale (CES-D) in the absence of mild cognitive impairment or use of anti-depressive medications. Associations between depression and RMPs were assessed by regression analyses with adjustment for potential confounders. RESULTS Data were available for 1376 participants of which 113 (8.2%) and 1263 (91.8%) were classified with and without depression. Participants had a mean age of 62.0 ± 8.4 yrs., 52% were female, and 8% were smokers. Individuals with depression had a higher CES-D score than those without (22.0 ± 6.2 versus 4.4 ± 3.9). Lower values of arteriolar tortuosity were significantly associated with depression, before and after adjustment for potential confounders (odds ratio = 0.79; 95% confidence intervals: 0.65, 0.96; P = 0.02). CONCLUSION Decreased retinal arteriolar tortuosity, a measure of the complexity of the retinal microvasculature was associated with depression in older adults independent of potential confounding factors. Retinal measures may offer opportunistic assessment of microvascular health associated with outcomes of depression.
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Affiliation(s)
- R A O'Neill
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - A P Maxwell
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - F Kee
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - I Young
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - R E Hogg
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - S Cruise
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - B McGuinness
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - G J McKay
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland.
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Munsamy AJ, Moodley AA, Brautaset RL. Recognising the threat of vision loss in people living with HIV on antiretroviral therapy without retinitis. AFRICAN VISION AND EYE HEALTH 2020. [DOI: 10.4102/aveh.v79i1.547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
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Callen AL, Dupont SM, Pyne J, Talbott J, Tien P, Calabrese E, Saloner D, Chow FC, Narvid J. The regional pattern of abnormal cerebrovascular reactivity in HIV-infected, virally suppressed women. J Neurovirol 2020; 26:734-742. [PMID: 32500476 DOI: 10.1007/s13365-020-00859-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Revised: 04/23/2020] [Accepted: 05/19/2020] [Indexed: 12/20/2022]
Abstract
The purpose of this study was to assess whole brain and regional patterns of cerebrovascular reactivity (CVR) abnormalities in HIV-infected women using quantitative whole brain arterial spin labeling (ASL). We hypothesized that HIV-infected women would demonstrate decreased regional brain CVR despite viral suppression. This cross-sectional study recruited subjects from the Bay Area Women's Interagency Health Study (WIHS)-a cohort study designed to investigate the progression of HIV disease in women. In addition to conventional noncontrast cerebral MRI sequences, perfusion imaging was performed before and after the administration of intravenous acetazolamide. CVR was measured by comparing quantitative ASL brain perfusion before and after administration of intravenous acetazolamide. In order to validate and corroborate ASL-based whole brain and regional perfusion, phase-contrast (PC) imaging was also performed through the major neck vessels. FLAIR and susceptibility weighted sequences were performed to assess for white matter injury and microbleeds, respectively. Ten HIV-infected women and seven uninfected, age-matched controls were evaluated. Significant group differences were present in whole brain and regional CVR between HIV-infected and uninfected women. These regional differences were significant in the frontal lobe and basal ganglia. CVR measurements were not significantly impacted by the degree of white matter signal abnormality or presence of microbleeds. Despite complete viral suppression, dysfunction of the neurovascular unit persists in the HIV population. Given the lack of association between CVR and traditional imaging markers of small vessel disease, CVR quantification may provide an early biomarker of pre-morbid vascular disease.
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Affiliation(s)
- Andrew L Callen
- Department of Radiology and Biomedical Imaging, University of California San Francisco, 513 Parnassus Ave, Rm S257A, San Francisco, CA, 94143, USA.
| | | | - Jeffrey Pyne
- Department of Mechanical Engineering, University of California Berkeley, Berkeley, CA, USA
| | - Jason Talbott
- Department of Radiology and Biomedical Imaging, University of California San Francisco, 513 Parnassus Ave, Rm S257A, San Francisco, CA, 94143, USA
| | - Phyllis Tien
- Division of Infectious Diseases, University of California San Francisco, San Francisco, CA, USA
| | - Evan Calabrese
- Department of Radiology and Biomedical Imaging, University of California San Francisco, 513 Parnassus Ave, Rm S257A, San Francisco, CA, 94143, USA
| | - David Saloner
- Department of Radiology and Biomedical Imaging, University of California San Francisco, 513 Parnassus Ave, Rm S257A, San Francisco, CA, 94143, USA
| | - Felicia C Chow
- Department of Neurology, and Division of Infectious Diseases, University of California San Francisco, Weill Institute for Neurosciences, San Francisco, CA, USA
| | - Jared Narvid
- Department of Radiology and Biomedical Imaging, University of California San Francisco, 513 Parnassus Ave, Rm S257A, San Francisco, CA, 94143, USA
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Abstract
: The persistence of HIV in the central nervous system is somewhat controversial particularly in the context of HIV viral suppression from combined antiretroviral therapy. Further, its significance in relation to HIV pathogenesis in the context of HIV-associated neurocognitive disorders, systemic HIV pathogenesis, and eradication in general, but especially from the brain, are even more contentious. This review will discuss each of these aspects in detail, highlighting new data, particularly from recent conference presentations.
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HIV infection and cerebral small vessel disease are independently associated with brain atrophy and cognitive impairment. AIDS 2019; 33:1197-1205. [PMID: 30870193 DOI: 10.1097/qad.0000000000002193] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
OBJECTIVE The objective of this study is to investigate whether cerebral small vessel disease (CSVD) is more common in virologically suppressed HIV-positive participants compared with HIV-negative controls and examine the potential synergistic effects of HIV and CSVD on brain structure and cognition. DESIGN Cross-sectional analysis of 119 treated, virologically suppressed HIV-positive and 55 HIV-negative participants. Forty-six HIV-positive and 30 HIV-negative participants had follow-up 2 years later. All participants underwent MRI and neuropsychological testing. METHODS Volume of white matter hyperintensities (WMH) was used as a surrogate measure of CSVD severity. Tensor-based morphometry and cortical modeling estimated brain volumes and cortical thickness, respectively. Rasch measurement theory was applied to neuropsychological test scores to estimate overall cognition. Linear models compared WMH loads, brain volumes, and cognition between groups; evaluated the association of WMH loads with brain volumes and cognition; and tested the interaction between HIV and WMH loads on brain volumes and cognition. Mixed-effects models compared the change in WMH loads between groups. RESULTS WMH loads and change in WMH loads were similar between the groups. HIV-positive participants had poorer cognition, thinner cortex and reduced subcortical volumes compared with HIV-negative controls. Higher WMH loads were associated with reduced cortical thickness and subcortical volumes and worse cognition, regardless of HIV serostatus. No significant interactions were observed between HIV and WMH loads with regards to brain volumes or cognition. CONCLUSION These findings suggest that the contributions of HIV and CSVD on brain atrophy and cognitive impairment are independent but additive processes. This argues that optimizing vascular health may mitigate brain injury and cognitive decline, especially in treated, virologically suppressed HIV-positive individuals.
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Haddow LJ, Sudre CH, Sokolska M, Gilson RC, Williams IG, Golay X, Ourselin S, Winston A, Sabin CA, Cardoso MJ, Jäger HR, Boffito M, Mallon P, Post F, Sabin C, Sachikonye M, Winston A, Anderson J, Asboe D, Boffito M, Garvey L, Mallon P, Post F, Pozniak A, Sabin C, Sachikonye M, Vera J, Williams I, Winston A, Post F, Campbell L, Yurdakul S, Okumu S, Pollard L, Williams I, Otiko D, Phillips L, Laverick R, Beynon M, Salz AL, Fisher M, Clarke A, Vera J, Bexley A, Richardson C, Mallon P, Macken A, Ghavani-Kia B, Maher J, Byrne M, Flaherty A, Babu S, Anderson J, Mguni S, Clark R, Nevin-Dolan R, Pelluri S, Johnson M, Ngwu N, Hemat N, Jones M, Carroll A, Whitehouse A, Burgess L, Babalis D, Winston A, Garvey L, Underwood J, Stott M, McDonald L, Boffito M, Asboe D, Pozniak A, Higgs C, Seah E, Fletcher S, Anthonipillai M, Moyes A, Deats K, Syed I, Matthews C, Fernando P, Sabin C, De Francesco D, Bagkeris E. Magnetic Resonance Imaging of Cerebral Small Vessel Disease in Men Living with HIV and HIV-Negative Men Aged 50 and Above. AIDS Res Hum Retroviruses 2019; 35:453-460. [PMID: 30667282 DOI: 10.1089/aid.2018.0249] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
We assessed whether HIV status was associated with white matter hyperintensities (WMH), a neuroimaging correlate of cerebral small vessel disease (CSVD), in men aged ≥50 years. A cross-sectional substudy was nested within a larger cohort study. Virologically suppressed men living with HIV (MLWH) and demographically matched HIV-negative men aged ≥50 underwent magnetic resonance imaging (MRI) at 3 Tesla. Sequences included volumetric three-dimensional (3D) T1-weighted, fluid-attenuated inversion recovery and pseudocontinuous arterial spin labeling. Regional segmentation by automated image processing algorithms was used to extract WMH volume (WMHV) and resting cerebral blood flow (CBF). The association between HIV status and WMHV as a proportion of intracranial volume (ICV; log-transformed) was estimated using a multivariable linear regression model. Thirty-eight MLWH [median age 59 years (interquartile range, IQR 55-64)] and 37 HIV-negative [median 58 years (54-63)] men were analyzed. MLWH had median CD4+ count 570 (470-700) cells/μL and a median time since diagnosis of 20 (14-24) years. Framingham 10-year risk of cardiovascular disease was 6.5% in MLWH and 7.4% in controls. Two (5%) MLWH reported a history of stroke or transient ischemic attack and five (13%) reported coronary heart disease compared with none of the controls. The total WMHV in MLWH was 1,696 μL (IQR 1,229-3,268 μL) or 0.10% of ICV compared with 1,627 μL (IQR 1,032-3,077 μL), also 0.10% of ICV in the HIV-negative group (p = .43). In the multivariable model, WMHV/ICV was not associated with HIV status (p = .86). There was an age-dependent decline in cortical CBF [-3.9 mL/100 mL/min per decade of life (95% confidence interval 1.1-6.7 mL)] but no association between CBF and HIV status (p > .2 in all brain regions analyzed). In conclusion, we found no quantitative MRI evidence of an increased burden of CSVD in MLWH aged 50 years and older.
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Affiliation(s)
- Lewis J. Haddow
- Centre for Clinical Research in Infection and Sexual Health, Institute for Global Health, University College London, London, United Kingdom
- Central and North West London NHS Foundation Trust, London, United Kingdom
| | - Carole H. Sudre
- Centre for Medical Image Computing, University College London, London, United Kingdom
| | - Magdalena Sokolska
- Department of Medical Physics and Biomedical Engineering, University College London Hospitals NHS Foundation Trust, London, United Kingdom
| | - Richard C. Gilson
- Centre for Clinical Research in Infection and Sexual Health, Institute for Global Health, University College London, London, United Kingdom
- Central and North West London NHS Foundation Trust, London, United Kingdom
| | - Ian G. Williams
- Centre for Clinical Research in Infection and Sexual Health, Institute for Global Health, University College London, London, United Kingdom
- Central and North West London NHS Foundation Trust, London, United Kingdom
| | - Xavier Golay
- Research Department of Brain Repair and Rehabilitation, University College London, London, United Kingdom
| | - Sebastien Ourselin
- Centre for Medical Image Computing, University College London, London, United Kingdom
| | - Alan Winston
- Department of Medicine, Imperial College London, London, United Kingdom
| | - Caroline A. Sabin
- Centre for Clinical Research in Infection and Sexual Health, Institute for Global Health, University College London, London, United Kingdom
| | - M. Jorge Cardoso
- Centre for Medical Image Computing, University College London, London, United Kingdom
| | - H. Rolf Jäger
- Research Department of Brain Repair and Rehabilitation, University College London, London, United Kingdom
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