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Park BS, Lee DA, Lee H, Kim J, Ko J, Lee WH, Yi J, Park KM. Correlation of diffusion tensor tractography with obstructive sleep apnea severity. Brain Behav 2024; 14:e3541. [PMID: 38773829 PMCID: PMC11109523 DOI: 10.1002/brb3.3541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 03/28/2024] [Accepted: 04/28/2024] [Indexed: 05/24/2024] Open
Abstract
INTRODUCTION Using correlation tractography, this study aimed to find statistically significant correlations between white matter (WM) tracts in participants with obstructive sleep apnea (OSA) and OSA severity. We hypothesized that changes in certain WM tracts could be related to OSA severity. METHODS We enrolled 40 participants with OSA who underwent diffusion tensor imaging (DTI) using a 3.0 Tesla MRI scanner. Fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), radial diffusivity (RD), and quantitative anisotropy (QA)-values were used in the connectometry analysis. The apnea-hypopnea index (AHI) is a representative measure of the severity of OSA. Diffusion MRI connectometry that was used to derive correlational tractography revealed changes in the values of FA, MD, AD, RD, and QA when correlated with the AHI. A false-discovery rate threshold of 0.05 was used to select tracts to conduct multiple corrections. RESULTS Connectometry analysis revealed that the AHI in participants with OSA was negatively correlated with FA values in WM tracts that included the cingulum, corpus callosum, cerebellum, inferior longitudinal fasciculus, fornices, thalamic radiations, inferior fronto-occipital fasciculus, superior and posterior corticostriatal tracts, medial lemnisci, and arcuate fasciculus. However, there were no statistically significant results in the WM tracts, in which FA values were positively correlated with the AHI. In addition, connectometry analysis did not reveal statistically significant results in WM tracts, in which MD, AD, RD, and QA values were positively or negatively correlated with the AHI. CONCLUSION Several WM tract changes were correlated with OSA severity. However, WM changes in OSA likely involve tissue edema and not neuronal changes, such as axonal loss. Connectometry analyses are valuable tools for detecting WM changes in sleep disorders.
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Affiliation(s)
- Bong Soo Park
- Departments of Internal Medicine, Haeundae Paik HospitalInje University College of MedicineBusanSouth Korea
| | - Dong Ah Lee
- Departments of Neurology, Haeundae Paik HospitalInje University College of MedicineBusanSouth Korea
| | - Ho‐Joon Lee
- Departments of Radiology, Haeundae Paik HospitalInje University College of MedicineBusanSouth Korea
| | - Jinseung Kim
- Department of Family Medicine, Busan Paik HospitalInje University College of MedicineBusanRepublic of Korea
| | - Junghae Ko
- Departments of Internal Medicine, Haeundae Paik HospitalInje University College of MedicineBusanSouth Korea
| | - Won Hee Lee
- Department of Neurosurgey, Busan Paik HospitalInje University College of MedicineBusanRepublic of Korea
| | - Jiyae Yi
- Departments of Internal Medicine, Haeundae Paik HospitalInje University College of MedicineBusanSouth Korea
| | - Kang Min Park
- Departments of Neurology, Haeundae Paik HospitalInje University College of MedicineBusanSouth Korea
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Li Y, Wen H, Li W, Peng Y, Li H, Tai J, Ji T, Mei L, Liu Y. Diffusion kurtosis imaging tractography reveals disrupted white matter structural networks in children with obstructive sleep apnea syndrome. Brain Imaging Behav 2024; 18:92-105. [PMID: 37906404 DOI: 10.1007/s11682-023-00809-y] [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] [Accepted: 10/09/2023] [Indexed: 11/02/2023]
Abstract
To assess the disruptions of brain white matter (WM) structural network in children with obstructive sleep apnea (OSA) using diffusion kurtosis imaging (DKI). We use DKI tractography to construct individual whole-brain, region-level WM networks in 40 OSA and 28 healthy children. Then, we apply graph theory approaches to analyze whether OSA children would show altered global and regional network topological properties and whether these alterations would significantly correlate with the clinical characteristics of OSA. We found that both OSA and healthy children showed an efficient small-world organization and highly similar hub distributions in WM networks. However, characterized by kurtosis fractional anisotropy (KFA) weighted networks, OSA children exhibited decreased global and local efficiency, increased shortest path length compared with healthy children. For regional topology, OSA children exhibited significant decreased nodal betweenness centrality (BC) in the bilateral medial orbital superior frontal gyrus (ORBsupmed), right orbital part superior frontal gyrus (ORBsup), insula, postcentral gyrus, left middle temporal gyrus (MTG), and increased nodal BC in the superior parietal gyrus, pallidum. Intriguingly, the altered nodal BC of multiple regions (right ORBsupmed, ORBsup and left MTG) within default mode network showed significant correlations with sleep parameters for OSA patients. Our results suggest that children with OSA showed decreased global integration and local specialization in WM networks, typically characterized by DKI tractography and KFA metric. This study may advance our current understanding of the pathophysiological mechanisms of impaired cognition underlying OSA.
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Affiliation(s)
- Yanhua Li
- Department of Radiology, National Center for Children's Health, Beijing Children's Hospital, Capital Medical University, 56 Nanlishilu, Beijing, 100045, China
- School of Medicine, Nankai University, Tianjin, 300071, China
| | - Hongwei Wen
- Key Laboratory of Cognition and Personality (Ministry of Education), Faculty of Psychology, Southwest University, Chongqing, 400715, China
| | - Wenfeng Li
- Department of Radiology, Beijing Daxing District Hospital of Integrated Chinese and Western Medicine, Beijing, 100163, China
| | - Yun Peng
- Department of Radiology, National Center for Children's Health, Beijing Children's Hospital, Capital Medical University, 56 Nanlishilu, Beijing, 100045, China
| | - Hongbin Li
- Department of Otolaryngology, Head and Neck Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, 100045, China
| | - Jun Tai
- Department of Otolaryngology, Head and Neck Surgery, Children's Hospital, Capital Institute of Pediatrics, Beijing, 100020, China
| | - Tingting Ji
- Department of Otolaryngology, Head and Neck Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, 100045, China
| | - Lin Mei
- Department of Otolaryngology, Head and Neck Surgery, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, 100045, China
| | - Yue Liu
- Department of Radiology, National Center for Children's Health, Beijing Children's Hospital, Capital Medical University, 56 Nanlishilu, Beijing, 100045, China.
- Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, 450018, China.
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Koo DL, Cabeen RP, Yook SH, Cen SY, Joo EY, Kim H. More extensive white matter disruptions present in untreated obstructive sleep apnea than we thought: A large sample diffusion imaging study. Hum Brain Mapp 2023; 44:3045-3056. [PMID: 36896706 PMCID: PMC10171547 DOI: 10.1002/hbm.26261] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 12/22/2022] [Accepted: 02/21/2023] [Indexed: 03/11/2023] Open
Abstract
Obstructive sleep apnea (OSA) may lead to white mater (WM) disruptions and cognitive deficits. However, no studies have investigated the full extent of the brain WM, and its associations with cognitive deficits in OSA remain unclear. We thus applied diffusion tensor imaging (DTI) tractography with multi-fiber models and used atlas-based bundle-specific approach to investigate the WM abnormalities for various tracts of the cerebral cortex, thalamus, brainstem, and cerebellum in patients with untreated OSA. We enrolled 100 OSA patients and 63 healthy controls. Fractional anisotropy (FA) and mean diffusivity (MD) values mapped on 33 regions of interest including WM tracts of cortex, thalamus, brainstem, and cerebellum were obtained from tractography-based reconstructions. We compared FA/MD values between groups and correlated FA/MD with clinical data in the OSA group after controlling for age and body mass index. OSA patients showed significantly lower FA values in multiple WM fibers including corpus callosum, inferior fronto-occipital fasciculus, middle/superior longitudinal fasciculi, thalamic radiations, and uncinate (FDR <0.05). Higher FA values were found in medial lemniscus of patients compared to controls (FDR <0.05). Lower FA values of rostrum of corpus callosum correlated with lower visual memory performance in OSA group (p < .005). Our quantitative DTI analysis demonstrated that untreated OSA could negatively impact the integrity of pathways more broadly, including brainstem structures such as medial lemniscus, in comparison to previous findings. Fiber tract abnormalities of the rostral corpus callosum were associated with impaired visual memory in untreated OSA may provide insights into the related pathomechanism.
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Affiliation(s)
- Dae Lim Koo
- Department of Neurology, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul National University College of Medicine, Seoul, South Korea
| | - Ryan P Cabeen
- Department of Neurology, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Soon Hyun Yook
- Department of Neurology, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Steven Yong Cen
- Department of Radiology, USC Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Eun Yeon Joo
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Samsung Biomedical Research Institute, Seoul, South Korea
| | - Hosung Kim
- Department of Neurology, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
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The Associations between Polysomnographic Parameters and Memory Impairment among Patients with Obstructive Sleep Apnea: A 10-Year Hospital-Based Longitudinal Study. Biomedicines 2023; 11:biomedicines11020621. [PMID: 36831157 PMCID: PMC9953626 DOI: 10.3390/biomedicines11020621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 02/05/2023] [Accepted: 02/14/2023] [Indexed: 02/22/2023] Open
Abstract
Obstructive sleep apnea (OSA) has been associated with cognitive decline via several mechanisms, including intermittent hypoxemia, sleep fragmentation, and neuroinflammation. The neurological consequences of OSA have evolved into a major biopsychosocial concern in the elderly, especially memory impairment. We aimed to identify the polysomnographic (PSG) parameters capable of predicting memory impairment among OSA patients at or over age 50 with OSA. We reviewed the 10-year electronic medical records of OSA patients and compared the initial PSG parameters between those presenting and not presenting self-reported memory impairment. We conducted subgroup analyses based on OSA severity and performed multivariate analysis to correlate PSG parameters with memory impairment. The result showed that 25 out of the 156 (16%) investigated patients experienced self-reported memory impairment during follow-up. As compared to OSA patients without self-reported memory impairment, those reported with self-reported memory impairment had a higher oxygen desaturation index (ODI) (23.9 ± 17.8 versus 18.2 ± 12.0, p = 0.048). Regarding the associations between apnea-hypopnea index (AHI) as well as ODI and self-reported memory impairment among OSA subgroups classified by severity, the associations were only evident in the severe OSA subgroup in both univariate (p < 0.001; p = 0.005) and multivariate analyses (p = 0.014; p = 0.018). We concluded that AHI and ODI are the most relevant PSG parameters in predicting memory impairment in severe OSA patients.
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Pang B, Doshi S, Roy B, Lai M, Ehlert L, Aysola RS, Kang DW, Anderson A, Joshi SH, Tward D, Scalzo F, Vacas S, Kumar R. Machine learning approach for obstructive sleep apnea screening using brain diffusion tensor imaging. J Sleep Res 2023; 32:e13729. [PMID: 36223645 PMCID: PMC9851969 DOI: 10.1111/jsr.13729] [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: 04/07/2022] [Revised: 08/04/2022] [Accepted: 08/31/2022] [Indexed: 02/03/2023]
Abstract
Patients with obstructive sleep apnea (OSA) show autonomic, mood, cognitive, and breathing dysfunctions that are linked to increased morbidity and mortality, which can be improved with early screening and intervention. The gold standard and other available methods for OSA diagnosis are complex, require whole-night data, and have significant wait periods that potentially delay intervention. Our aim was to examine whether using faster and less complicated machine learning models, including support vector machine (SVM) and random forest (RF), with brain diffusion tensor imaging (DTI) data can classify OSA from healthy controls. We collected two DTI series from 59 patients with OSA [age: 50.2 ± 9.9 years; body mass index (BMI): 31.5 ± 5.6 kg/m2 ; apnea-hypopnea index (AHI): 34.1 ± 21.2 events/h 23 female] and 96 controls (age: 51.8 ± 9.7 years; BMI: 26.2 ± 4.1 kg/m2 ; 51 female) using a 3.0-T magnetic resonance imaging scanner. Using DTI data, mean diffusivity maps were calculated from each series, realigned and averaged, normalised to a common space, and used to conduct cross-validation for model training and selection and to predict OSA. The RF model showed 0.73 OSA and controls classification accuracy and 0.85 area under the curve (AUC) value on the receiver-operator curve. Cross-validation showed the RF model with comparable fitting over SVM for OSA and control data (SVM; accuracy, 0.77; AUC, 0.84). The RF ML model performs similar to SVM, indicating the comparable statistical fitness to DTI data. The findings indicate that RF model has similar AUC and accuracy over SVM, and either model can be used as a faster OSA screening tool for subjects having brain DTI data.
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Affiliation(s)
- Bo Pang
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Department of Statistics, University of California Los Angeles, Los Angeles, CA, USA
| | - Suraj Doshi
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Bhaswati Roy
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Milena Lai
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Luke Ehlert
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Ravi S. Aysola
- Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Daniel W. Kang
- Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Ariana Anderson
- Department of Statistics, University of California Los Angeles, Los Angeles, CA, USA
- Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, Los Angeles, CA, USA
| | - Shantanu H. Joshi
- Department of Neurology, University of California Los Angeles, Los Angeles, CA, USA
- Department of Bioengineering, University of California Los Angeles, Los Angeles, CA, USA
| | - Daniel Tward
- Department of Neurology, University of California Los Angeles, Los Angeles, CA, USA
- Department of Computational Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Fabien Scalzo
- Department of Neurology, University of California Los Angeles, Los Angeles, CA, USA
| | - Susana Vacas
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Rajesh Kumar
- Department of Anesthesiology and Perioperative Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Department of Bioengineering, University of California Los Angeles, Los Angeles, CA, USA
- Department of Radiology, University of California Los Angeles, Los Angeles, CA, USA
- Brain Research Institute; University of California Los Angeles, Los Angeles, CA, USA
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6
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Zeng Y, Shu Y, Liu X, Li P, Kong L, Li K, Xie W, Zeng L, Long T, Huang L, Li H, Peng D. Frequency-specific alterations in intrinsic low-frequency oscillations in newly diagnosed male patients with obstructive sleep apnea. Front Neurosci 2022; 16:987015. [PMID: 36248662 PMCID: PMC9561418 DOI: 10.3389/fnins.2022.987015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 09/13/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose Previous studies found abnormal low-frequency spontaneous brain activity related to cognitive impairment in patients with obstructive sleep apnea (OSA). However, it is unclear if low-frequency spontaneous brain activity is related to specific frequency bands in OSA patients. In this study, we used the amplitude of low-frequency fluctuation (ALFF) method in patients with OSA to explore characteristics of spontaneous brain activity in the classical (0.01–0.1 Hz) and five sub-frequency bands (slow-2 to slow-6) and analyzed the relationship between spontaneous brain activity and clinical evaluation was analyzed. Patients and methods Resting-state magnetic resonance imaging data and clinical assessments were collected from 52 newly-diagnosed OSA patients and 62 healthy controls (HCs). We calculated the individual group ALFF values in the classical and five different sub-frequency bands. A two-sample t-test compared ALFF differences, and one-way analysis of variance explored interactions in frequency bands between the two groups. Results ALFF values in the OSA group were lower than those in the HC group in the bilateral precuneus/posterior cingulate cortex, bilateral angular gyrus, left inferior parietal lobule, brainstem, and right fusiform gyrus. In contrast, ALFF values in the OSA group were higher than those in the HC group in the bilateral cerebellum posterior lobe, bilateral superior frontal gyrus, bilateral middle frontal gyrus, left inferior frontal gyrus, left inferior temporal gyrus, and left fusiform gyrus. Some ALFF values in altered brain regions were associated with body mass index, apnea-hypopnea index, neck circumference, snoring history, minimum SaO2, average SaO2, arousal index, oxygen reduction index, deep sleep period naming, abstraction, and delayed recall in specific frequency bands. Conclusion Our results indicated the existence of frequency-specific differences in spontaneous brain activity in OSA patients, which were related to cognitive and other clinical symptoms. This study identified frequency-band characteristics related to brain damage, expanded the cognitive neuroimaging mechanism, and provided additional OSA neuroimaging markers.
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Affiliation(s)
- Yaping Zeng
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Yongqiang Shu
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Xiang Liu
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Panmei Li
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Linghong Kong
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Kunyao Li
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Wei Xie
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Li Zeng
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Ting Long
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Ling Huang
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Haijun Li
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
- PET Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
- *Correspondence: Haijun Li,
| | - Dechang Peng
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
- PET Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Dechang Peng,
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Pal A, Martinez F, Chatterjee R, Aysola RS, Harper RM, Macefield VG, Henderson LA, Macey PM. Baroreflex sensitivity during rest and pressor challenges in obstructive sleep apnea patients with and without CPAP. Sleep Med 2022; 97:73-81. [PMID: 35728308 DOI: 10.1016/j.sleep.2022.05.846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 05/09/2022] [Accepted: 05/29/2022] [Indexed: 01/25/2023]
Abstract
INTRODUCTION Obstructive sleep apnea (OSA) increases sympathetic vasoconstrictor drive and reduces baroreflex sensitivity (BRS), the degree to which blood pressure changes modify cardiac output. Whether nighttime continuous positive airway pressure (CPAP) corrects BRS in the awake state in OSA remains unclear. We assessed spontaneous BRS using non-invasive continuous BP and ECG recordings at rest and during handgrip and Valsalva challenges, maneuvers that increase vasoconstrictor drive with progressively higher BP, in untreated OSA (unOSA), CPAP-treated OSA (cpOSA) and healthy (CON) participants. METHODS In a cross-sectional study of 104 participants, 34 unOSA (age mean±std, 50.6±14.1years; Respiratory Event Index [REI] 21.0±15.3 events/hour; 22male), 31 cpOSA (49.6±14.5years; REI 23.0±14.2 events/hour; 22male; self-report 4+hours/night,5+days/week,6months), and 39 CON (42.2±15.0years; 17male), we calculated BRS at rest and during handgrip and Valsalva. Additionally, we correlated BP variability (BPV) with BRS during these protocols. RESULTS BRS in unOSA, cpOSA and CON was, respectively (mean±sdv in ms/mmHg), at rest: 14.8±11.8, 15.8±17.0, 16.1±11.3; during handgrip 13.3±7.6, 12.7±8.4, 16.4±8.7; and during Valsalva 12.7±8.0, 11.5±6.6, 15.1±8.9. BRS was lower in cpOSA than CON for handgrip (p=0.04) and Valsalva (p=0.03). BRS was negatively correlated with BPV in unOSA during Valsalva and handgrip for cpOSA, both R=-0.4 (p=0.02). BRS was negatively correlated with OSA severity (levels: none, mild, moderate, severe) at R=-0.2 (p=0.04,n=104). CONCLUSIONS As expected, BRS was lower and BPV higher in OSA during the pressor challenges, and disease severity negatively correlated with BRS. In this cross-sectional study, both CPAP-treated (self-reported) and untreated OSA showed reduced BRS, leaving open whether within-person CPAP improves BRS.
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Affiliation(s)
- Amrita Pal
- UCLA School of Nursing, University of California Los Angeles, Los Angeles, CA, USA
| | - Fernando Martinez
- UCLA School of Nursing, University of California Los Angeles, Los Angeles, CA, USA
| | - Roopsha Chatterjee
- UCLA School of Nursing, University of California Los Angeles, Los Angeles, CA, USA
| | - Ravi S Aysola
- Division of Pulmonary and Critical Care, Department of Medicine, David Geffen School of Medicine at UCLA, University of California Los Angeles, Los Angeles, CA, USA
| | - Ronald M Harper
- Neurobiology, David Geffen School of Medicine at UCLA, University of California Los Angeles, Los Angeles, CA, USA
| | - Vaughan G Macefield
- Baker Heart and Diabetes Institute, Melbourne, and Department of Anatomy and Physiology, School of Biomedical Sciences, The University of Melbourne, USA
| | - Luke A Henderson
- Department of Anatomy and Histology, Sydney Medical School, University of Sydney, Sydney, Australia
| | - Paul M Macey
- UCLA School of Nursing, University of California Los Angeles, Los Angeles, CA, USA.
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Advanced brain aging in multiple system atrophy compared to Parkinson's disease. Neuroimage Clin 2022; 34:102997. [PMID: 35397330 PMCID: PMC8987993 DOI: 10.1016/j.nicl.2022.102997] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2021] [Revised: 03/07/2022] [Accepted: 03/28/2022] [Indexed: 11/24/2022]
Abstract
MSA, but not PD, exhibits advanced brain aging in gray matter and white matter. Brain age of gray matter is correlated with that of white matter in PD. Brain age measures can partly reveal associations with symptom severity. Brain features underlying brain age difference between MSA and PD are identified.
Multiple system atrophy (MSA) and Parkinson’s disease (PD) belong to alpha-synucleinopathy, but they have very different clinical courses and prognoses. An imaging biomarker that can differentiate between the two diseases early in the disease course is desirable for appropriate treatment. Neuroimaging-based brain age paradigm provides an individualized marker to differentiate aberrant brain aging patterns in neurodegenerative diseases. In this study, patients with MSA (N = 23), PD (N = 33), and healthy controls (N = 34; HC) were recruited. A deep learning approach was used to estimate brain-predicted age difference (PAD) of gray matter (GM) and white matter (WM) based on image features extracted from T1-weighted and diffusion-weighted magnetic resonance images, respectively. Spatial normative models of image features were utilized to quantify neuroanatomical impairments in patients, which were then used to estimate the contributions of image features to brain age measures. For PAD of GM (GM-PAD), patients with MSA had significantly older brain age (9.33 years) than those with PD (0.75 years; P = 0.002) and HC (-1.47 years; P < 0.001), and no significant difference was found between PD and HC (P = 1.000). For PAD of WM (WM-PAD), it was significantly greater in MSA (9.27 years) than that in PD (1.90 years; P = 0.037) and HC (-0.74 years; P < 0.001); there was no significant difference between PD and HC (P = 0.087). The most salient image features that contributed to PAD in MSA and PD were different. For GM, they were the orbitofrontal regions and the cuneus in MSA and PD, respectively, and for WM, they were the central corpus callosum and the uncinate fasciculus in MSA and PD, respectively. Our results demonstrated that MSA revealed significantly greater PAD than PD, which might be related to markedly different neuroanatomical contributions to brain aging. The image features with distinct contributions to brain aging might be of value in the differential diagnosis of MSA and PD.
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Chuang YC, Lin PW, Lin HC, Chang CT, Friedman M, Salapatas AM, Lin CY. Effects of TORS-OSA Surgery on Lower Urinary Tract Symptoms, Overactive Bladder Symptoms, and Nocturia in Male Patients with Obstructive Sleep Apnea/Hypopnea Syndrome. Nat Sci Sleep 2022; 14:547-556. [PMID: 35387094 PMCID: PMC8979565 DOI: 10.2147/nss.s349807] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 03/13/2022] [Indexed: 12/20/2022] Open
Abstract
OBJECTIVE To determine the presence of lower urinary tract symptoms (LUTS), and overactive bladder (OAB) symptoms in men with obstructive sleep apnea/hypopnea syndrome (OSA) and the effects of transoral robotic surgery (TORS) for the treatment of OSA on these conditions. MATERIALS AND METHODS One hundred twenty-three patients with a diagnosis of OSA were prospectively enrolled. The evaluations of LUTS and OAB symptoms were based on self-administered questionnaires containing international prostate symptom score (IPSS) and OAB symptom score (OABSS), respectively. Men with an OABSS urgency score of ≥2 and sum score of ≥3 were considered to have OAB. The therapeutic outcomes were assessed at baseline, and 12 weeks after TORS-OSA Surgery. RESULTS There were significant differences in IPSS, and OABSS according to OSA severity. After TORS-OSA surgery, significant improvements on OSA severity, daytime quality of life (QoL) and nighttime sleep quality were observed. TORS-OSA surgery was also associated with a statistically significant improvement of LUTS, LUTS QoL score, and OAB symptoms (IPSS 22.1% decrease; IPSS QoL score 21.1% decrease; OABSS17.4% decrease) at post-operative 3 months' follow-up. The presence of OAB, and severe nocturia was significantly reduced from 22.8% to 11.4% (p=0.001), 5.7% to 0.8% (p=0.031) after TORS-OSA surgery. There were no patients who had acute airway compromise or massive bleeding peri- or post-operatively. CONCLUSION TORS upper airway surgery could improve LUTS and OAB symptoms on male patients with OSA in addition to improvement of major parameters of sleep study and sleep-related QoL.
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Affiliation(s)
- Yao-Chi Chuang
- Division of Urology, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Pei-Wen Lin
- College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Division of Glaucoma, Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.,Sleep Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Hsin-Ching Lin
- College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Sleep Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.,Department of Otolaryngology, Robotic Surgery Center and Center for Quality Management, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.,Department of Business Management, Institute of Healthcare Management, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - Chun-Tuan Chang
- Department of Business Management, Institute of Healthcare Management, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - Michael Friedman
- Department of Otolaryngology, Division of Sleep Surgery, Rush University Medical Center, Chicago, IL, USA.,Department of Otolaryngology, Advanced Center for Specialty Care, Advocate Illinois Masonic Medical Center, Chicago, IL, USA
| | - Anna M Salapatas
- Department of Otolaryngology, Advanced Center for Specialty Care, Advocate Illinois Masonic Medical Center, Chicago, IL, USA
| | - Chih-Yun Lin
- Biostatistics Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
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10
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Zhang H, Li P, Liu T, Wang X, Feng W, Chen R, Wei H, Li G, Ning L, Zhang M, Zhang Y. Focal white matter microstructural alteration after anthracycline-based systemic treatment in long-term breast cancer survivors: a structural magnetic resonance imaging study. Brain Imaging Behav 2021; 16:843-854. [PMID: 34608574 DOI: 10.1007/s11682-021-00551-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/27/2021] [Indexed: 11/29/2022]
Abstract
Understanding the neural correlates of cognitive problems in patients with breast cancer (BC) after systemic treatment have been a topic of increasing investigation. The heterogeneity of the systemic treatment regimens may undermine our ability to identify brain microstructural alterations resulting from any given regimen. We investigated the detrimental effects of the anthracycline-based systemic treatment (AST) regimen (epirubicin and cyclophosphamide + docetaxel + tamoxifen) on brain gray matter (GM) and white matter (WM) microstructural alteration in long-term BC survivors. We performed a battery of neuropsychological tests and structural magnetic resonance imaging (MRI) to 31 long-term BC survivors who had received the AST regimen (AST group) and 43 healthy controls (HC group). Voxel-based morphometry evaluated the whole-brain voxel-wise GM volume, while diffusion tensor imaging technique with tract-based spatial statistics analysis evaluated whole-brain WM microstructural alteration. Partial least squares regression (PLSR) was used to evaluate the relationship between cognitive impairment and brain microstructural alteration in BC survivors. Compared with the HC group, the AST group exhibited a significantly poorer performance in attention, as well as a marginal significantly poorer performance in verbal working memory and executive function. Significantly lower fractional anisotropy (FA), higher radial diffusivity (RD), and lower axial diffusivity (AD) in multiple brain WM regions were showed in AST group compared with the HC group. Overlap of lower FA and higher RD was found in the body of corpus callosum (CC) and bilateral superior corona radiata (SCR), whereas overlap of lower FA and AD was found in the body of CC and right SCR. The PLSR results showed that the WM regions with overlap of lower FA and AD were significantly associated with executive and verbal working memory decline. No significant difference was observed in the GM volume between groups. Our results suggest that microstructural abnormalities of certain vulnerable WM regions in the AST regimen-exposed brain may provide neuroimaging evidence for the identification of brain injury and cognitive impairment induced by specific chemotherapy regimens.
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Affiliation(s)
- Huawen Zhang
- Department of Medical Imaging, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Republic of China.,Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Peng Li
- Department of Medical Imaging, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Republic of China.,Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Tonghui Liu
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Xueyuan Wang
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Wei Feng
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Rui Chen
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Hengyang Wei
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Guoqiang Li
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Long Ning
- Department of Medical Imaging, No.215 Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Ming Zhang
- Department of Medical Imaging, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Republic of China.
| | - Yuchen Zhang
- Department of Oncology, The First Affiliated Hospital, Xi'an Jiaotong University, No. 277, West Yanta Road, Xi'an, Shaanxi, 710061, Republic of China.
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11
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Baril AA, Martineau-Dussault MÈ, Sanchez E, André C, Thompson C, Legault J, Gosselin N. Obstructive Sleep Apnea and the Brain: a Focus on Gray and White Matter Structure. Curr Neurol Neurosci Rep 2021; 21:11. [PMID: 33586028 DOI: 10.1007/s11910-021-01094-2] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/13/2021] [Indexed: 12/24/2022]
Abstract
PURPOSE OF REVIEW Obstructive sleep apnea is extremely prevalent in the elderly and may precipitate dementia. We review recent advances on gray and white matter structure in obstructive sleep apnea, the impact of treatment, and potential pathological and neurodegenerative processes underlying brain structural changes. RECENT FINDINGS Two opposite patterns are observed in neuroimaging studies of obstructive sleep apnea. One may indicate cellular damage (gray matter atrophy, higher white matter hyperintensity burden, lower white matter fractional anisotropy, higher water diffusivities), while the other (gray matter hypertrophy, restricted white matter diffusivities) may reflect transitory responses, such as intracellular edema, reactive gliosis or compensatory structural changes. Treating obstructive sleep apnea could partly reverse these structural changes. Structural alterations related to obstructive sleep apnea may follow a multi-determined biphasic pattern depending on numerous factors (e.g. severity, symptomatology, age) that could tip the scale toward neurodegeneration and need to be investigated by longitudinal studies.
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Affiliation(s)
- Andrée-Ann Baril
- The Framingham Heart Study, Boston University School of Medicine, Boston, MA, USA
| | - Marie-Ève Martineau-Dussault
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l'Île-de-Montréal, 5400 boul. Gouin Ouest, local J-5135, Montréal, Québec, H4J 1C5, Canada.,Department of Psychology, Université de Montréal, Montréal, Canada
| | - Erlan Sanchez
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l'Île-de-Montréal, 5400 boul. Gouin Ouest, local J-5135, Montréal, Québec, H4J 1C5, Canada.,Department of Neuroscience, Université de Montréal, Montréal, Canada
| | - Claire André
- Physiopathology and Imaging of Neurological Disorders, Institut National de la Santé et de la Recherche Médicale, Institut Blood and Brain, Université de Caen, Normandie Université, GIP Cyceron, Caen, France.,Neuropsychologie et Imagerie de la Mémoire Humain, Institut National de la Santé et de la Recherche Médicale, Centre Hospitalier Universitaire de Caen, Université de Caen, Normandie Université, Paris Sciences & Lettres Université, École Pratique des Hautes Études, GIP Cyceron, Caen, France
| | - Cynthia Thompson
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l'Île-de-Montréal, 5400 boul. Gouin Ouest, local J-5135, Montréal, Québec, H4J 1C5, Canada
| | - Julie Legault
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l'Île-de-Montréal, 5400 boul. Gouin Ouest, local J-5135, Montréal, Québec, H4J 1C5, Canada.,Department of Psychology, Université de Montréal, Montréal, Canada
| | - Nadia Gosselin
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l'Île-de-Montréal, 5400 boul. Gouin Ouest, local J-5135, Montréal, Québec, H4J 1C5, Canada. .,Department of Psychology, Université de Montréal, Montréal, Canada.
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12
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Li H, Li L, Kong L, Li P, Zeng Y, Li K, Xie W, Shu Y, Liu X, Peng D. Frequency‑Specific Regional Homogeneity Alterations and Cognitive Function in Obstructive Sleep Apnea Before and After Short-Term Continuous Positive Airway Pressure Treatment. Nat Sci Sleep 2021; 13:2221-2238. [PMID: 34992481 PMCID: PMC8714019 DOI: 10.2147/nss.s344842] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 12/14/2021] [Indexed: 12/11/2022] Open
Abstract
PURPOSE Previous studies have demonstrated abnormal local spontaneous brain activity in the conventional frequency bands (0.01-0.08 Hz) in obstructive sleep apnea (OSA). However, it is not clear whether these abnormalities are associated with the specific frequency band of low-frequency oscillations or whether it can be improved with a continuous positive airway pressure (CPAP) treatment. This study aimed to investigate the regional homogeneity (ReHo) in specific frequency at baseline (pre-CPAP) and after one month of CPAP adherence treatment (post-CPAP) in OSA patients. METHODS Twenty-one patients with moderate-to-severe OSA and 21 age- and sex-matched healthy controls (HCs) were included in the final analysis. ReHo was calculated in three different frequency bands (typical frequency band: 0.01-0.1 Hz; slow-5 band: 0.01-0.027 Hz; slow-4 band: 0.027-0.073 Hz), respectively. A partial correlational analysis was performed to assess the relationship between altered ReHo and clinical evaluation. RESULTS OSA patients revealed increased ReHo in the brainstem, bilateral inferior temporal gyrus (ITG)/fusiform, and right-cerebellum posterior lobe (CPL), and decreased ReHo in the bilateral inferior parietal lobule (IPL), right superior temporal gyrus (STG), and left precentral gyrus (PG) compared to HC groups in different frequency bands. Significantly changed ReHo in the bilateral middle temporal gyrus (MTG), PG, medial frontal gyrus (MFG), supplementary motor area (SMA), CPL, IPL, left superior frontal gyrus (SFG), ITG, MTG, and right STG were observed between post-CPAP and pre-CPAP OSA patients, which was associated with specific frequency bands. The altered ReHo in specific frequency bands was correlated with Montreal cognitive assessment score, Epworth sleepiness scale, and apnea hypopnea index in pre-CPAP OSA patients. CONCLUSION These findings indicate that OSA has frequency-related abnormalities of spontaneous neural activity before and after short-term CPAP treatment, which might contribute to a better understanding of local neural psychopathology and may serve as potential biomarkers for clinical CPAP treatment.
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Affiliation(s)
- Haijun Li
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China.,PET Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Lan Li
- Jiangxi Provincial Institute of Parasitic Diseases Control, Nanchang City, Jiangxi Province, People's Republic of China
| | - Linghong Kong
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Panmei Li
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Yaping Zeng
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Kunyao Li
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Wei Xie
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Yongqiang Shu
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Xiang Liu
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
| | - Dechang Peng
- Medical Imaging Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China.,PET Center, The First Affiliated Hospital of Nanchang University, Nanchang City, Jiangxi Province, People's Republic of China
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13
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Taghdiri F, Multani N, Ozzoude M, Tarazi A, Khodadadi M, Wennberg R, Mikulis D, Green R, Colella B, Davis K, Blennow K, Zetterberg H, Tator C, Tartaglia M. Neurofilament‐light in former athletes: a potential biomarker of neurodegeneration and progression. Eur J Neurol 2020; 27:1170-1177. [DOI: 10.1111/ene.14251] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 04/02/2020] [Indexed: 01/16/2023]
Affiliation(s)
- F. Taghdiri
- Tanz Centre for Research in Neurodegenerative Diseases University of Toronto OntarioTorontoCanada
| | - N. Multani
- Tanz Centre for Research in Neurodegenerative Diseases University of Toronto OntarioTorontoCanada
| | - M. Ozzoude
- Tanz Centre for Research in Neurodegenerative Diseases University of Toronto OntarioTorontoCanada
| | - A. Tarazi
- Division of Neurology Krembil Neuroscience Centre Toronto OntarioCanada
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
| | - M. Khodadadi
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
| | - R. Wennberg
- Division of Neurology Krembil Neuroscience Centre Toronto OntarioCanada
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Institute of Medical Science University of Toronto Toronto OntarioCanada
| | - D. Mikulis
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Institute of Medical Science University of Toronto Toronto OntarioCanada
- Division of Neuroradiology Joint Department of Medical Imaging University Health Network Toronto OntarioCanada
| | - R. Green
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Department of Rehabilitation Sciences University of Toronto Toronto OntarioCanada
| | - B. Colella
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Department of Rehabilitation Sciences University of Toronto Toronto OntarioCanada
| | - K.D. Davis
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Institute of Medical Science University of Toronto Toronto OntarioCanada
- Department of Surgery University of Toronto Toronto OntarioCanada
- Division of Brain, Imaging and Behaviour‐systems Neuroscience Krembil Brain Institute University Health Network Toronto Ontario Canada
| | - K. Blennow
- Institute of Neuroscience and Physiology Department of Psychiatry and Neurochemistry The Sahlgrenska Academy at the University of Gothenburg MölndalSweden
- Clinical Neurochemistry Laboratory Sahlgrenska University Hospital Mölndal Sweden
| | - H. Zetterberg
- Institute of Neuroscience and Physiology Department of Psychiatry and Neurochemistry The Sahlgrenska Academy at the University of Gothenburg MölndalSweden
- Clinical Neurochemistry Laboratory Sahlgrenska University Hospital Mölndal Sweden
- Department of Neurodegenerative Disease UCL Institute of Neurology Queen Square LondonUK
- UK Dementia Research Institute at UCL University College London London UK
| | - C. Tator
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Division of Neurosurgery Toronto Western Hospital Krembil Brain Institute University Health Network Toronto Canada
| | - M.C. Tartaglia
- Tanz Centre for Research in Neurodegenerative Diseases University of Toronto OntarioTorontoCanada
- Division of Neurology Krembil Neuroscience Centre Toronto OntarioCanada
- Canadian Concussion Centre Toronto Western Hospital Krembil Brain Institute University Health Network TorontoCanada
- Institute of Medical Science University of Toronto Toronto OntarioCanada
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