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Ma J, Chen M, Liu GH, Gao M, Chen NH, Toh CH, Hsu JL, Wu KY, Huang CM, Lin CM, Fang JT, Lee SH, Lee TMC. Effects of sleep on the glymphatic functioning and multimodal human brain network affecting memory in older adults. Mol Psychiatry 2025; 30:1717-1729. [PMID: 39397082 PMCID: PMC12014484 DOI: 10.1038/s41380-024-02778-0] [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: 02/19/2024] [Revised: 09/25/2024] [Accepted: 09/30/2024] [Indexed: 10/15/2024]
Abstract
Understanding how sleep affects the glymphatic system and human brain networks is crucial for elucidating the neurophysiological mechanism underpinning aging-related memory declines. We analyzed a multimodal dataset collected through magnetic resonance imaging (MRI) and polysomnographic recording from 72 older adults. A proxy of the glymphatic functioning was obtained from the Diffusion Tensor Image Analysis along the Perivascular Space (DTI-ALPS) index. Structural and functional brain networks were constructed based on MRI data, and coupling between the two networks (SC-FC coupling) was also calculated. Correlation analyses revealed that DTI-ALPS was negatively correlated with sleep quality measures [e.g., Pittsburgh Sleep Quality Index (PSQI) and apnea-hypopnea index]. Regarding human brain networks, DTI-ALPS was associated with the strength of both functional connectivity (FC) and structural connectivity (SC) involving regions such as the middle temporal gyrus and parahippocampal gyrus, as well as with the SC-FC coupling of rich-club connections. Furthermore, we found that DTI-ALPS positively mediated the association between sleep quality and rich-club SC-FC coupling. The rich-club SC-FC coupling further mediated the association between DTI-ALPS and memory function in good sleepers but not in poor sleepers. The results suggest a disrupted glymphatic-brain relationship in poor sleepers, which underlies memory decline. Our findings add important evidence that sleep quality affects cognitive health through the underlying neural relationships and the interplay between the glymphatic system and multimodal brain networks.
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Affiliation(s)
- Junji Ma
- State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong SAR, China
- Laboratory of Neuropsychology & Human Neuroscience, The University of Hong Kong, Hong Kong SAR, China
| | - Menglu Chen
- State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong SAR, China
- Laboratory of Neuropsychology & Human Neuroscience, The University of Hong Kong, Hong Kong SAR, China
| | - Geng-Hao Liu
- School of Traditional Chinese Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Division of Acupuncture and Moxibustion, Center for Traditional Chinese Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
- Sleep Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Mengxia Gao
- State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong SAR, China
- Laboratory of Neuropsychology & Human Neuroscience, The University of Hong Kong, Hong Kong SAR, China
| | - Ning-Hung Chen
- School of Traditional Chinese Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
- Sleep Center, Respiratory Therapy, Pulmonary and Critical Care Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Cheng Hong Toh
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
- College of Medicine, Chang Gung University, Taoyuan County, Taiwan
| | - Jung-Lung Hsu
- Department of Neurology, New Taipei Municipal TuCheng Hospital, New Taipei City, Taiwan
- Department of Neurology, at Linkou, Chang Gung Memorial Hospital and College of Medicine, Neuroscience Research Center, Chang-Gung University, Taoyuan, Taiwan
- Graduate Institute of Mind, Brain, & Consciousness, Taipei Medical University, Taipei, Taiwan
| | - Kuan-Yi Wu
- College of Medicine, Chang Gung University, Taoyuan County, Taiwan
- Department of Psychiatry, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Chih-Mao Huang
- Department of Biological Science and Technology, National Yang Ming Chiao Tung University, Hsinchu, Taiwan
| | - Chih-Ming Lin
- College of Medicine, Chang Gung University, Taoyuan County, Taiwan
- Department of Internal Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Ji-Tseng Fang
- College of Medicine, Chang Gung University, Taoyuan County, Taiwan.
- Department of Nephrology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.
| | - Shwu-Hua Lee
- College of Medicine, Chang Gung University, Taoyuan County, Taiwan.
- Department of Psychiatry, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.
| | - Tatia M C Lee
- State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong SAR, China.
- Laboratory of Neuropsychology & Human Neuroscience, The University of Hong Kong, Hong Kong SAR, China.
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Wang J, Wang Z, Wang X, Ji L, Li Y, Cheng C, Su T, Wang E, Han F, Chen R. Altered brain dynamic functional connectivity in patients with obstructive sleep apnea and its association with cognitive performance. Sleep Med 2025; 128:174-182. [PMID: 39954375 DOI: 10.1016/j.sleep.2025.02.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Revised: 02/03/2025] [Accepted: 02/04/2025] [Indexed: 02/17/2025]
Abstract
OBJECTIVES Obstructive sleep apnea (OSA) is associated with potential disruptions in brain function and structure. The aim was to investigate alterations in dynamic functional connectivity (dFC) in OSA patients utilizing resting-state functional magnetic resonance imaging (rs-fMRI) and multiplication of temporal derivatives (MTD) to better understand the neurological implications of OSA. METHODS This cross-sectional study eventually recruited 111 patients, aged 25-65 years. We categorized participants based on the apnea-hypopnea index (AHI) assessed via polysomnography (PSG), 43 patients were groupAHI <15 and 68 patients were group AHI ≥15. Rs-fMRI and neuropsychological assessments were conducted to assess the brain function and visual-spatial memory, respectively. We evaluated the intergroup differences in dFC as well as its correlation with clinical parameters. RESULTS The dFC analysis identified five distinct connectivity states, comprising four hyperconnected states (State 1, 2, 3, and 5) and one hypoconnected state (State 4). Group AHI≥ 15 showed altered fraction time (FT) and mean dwell time (MDT) in States 1, 3, and 4. The partial correlation showed that the FT/MDT of State 1 negatively correlated with hypoxia parameters, while the FT/MDT of State 3 positively correlated with total sleep time in Group AHI≥ 15. Group AHI≥ 15 exhibited a negative association between FT of state 3 and Visuospatial/Executive score in MoCA (r = -0.297, p = 0.033). CONCLUSIONS Untreated male moderate to severe OSA patients exhibited altered in dFC, which significantly correlated with hypoxia parameters and cognitive performance, high lighting that dFC changes may be an indicator of the neurological consequence of OSA, especially moderate to severe OSA.
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Affiliation(s)
- Jing Wang
- Department of Respiratory and Critical Care, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China; Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Zhijun Wang
- Department of Respiratory and Critical Care, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China; Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Xin Wang
- Department of Respiratory and Critical Care, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China; Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Lirong Ji
- Department of Radiology, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Yezhou Li
- Oxford University and Oxford University Hospitals NHS Foundation Trust, United Kingdom
| | - Chaohong Cheng
- Department of Respiratory and Critical Care, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China; Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Tong Su
- Department of Respiratory and Critical Care, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China; Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Erlei Wang
- Department of Radiology, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Fei Han
- Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China
| | - Rui Chen
- Department of Respiratory and Critical Care, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China; Department of Sleep Centre, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, China.
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Li L, Song L, Liu Y, Ayoub M, Song Y, Shu Y, Liu X, Deng Y, Liu Y, Xia Y, Li H, Peng D. Combining static and dynamic functional connectivity analyses to identify male patients with obstructive sleep apnea and predict clinical symptoms. Sleep Med 2025; 126:136-147. [PMID: 39672093 DOI: 10.1016/j.sleep.2024.12.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Revised: 12/01/2024] [Accepted: 12/08/2024] [Indexed: 12/15/2024]
Abstract
BACKGROUND AND PURPOSE Patients with obstructive sleep apnea (OSA) experience chronic intermittent hypoxia and sleep fragmentation, leading to brain ischemia and neurological dysfunction. Therefore, it is important to identify features that can differentiate patients with OSA from healthy controls (HC) and provide insights into the underlying brain alterations associated with OSA. This study aimed to distinguish patients with OSA from healthy individuals and predict clinical symptom alterations using cerebellum-whole-brain static and dynamic functional connectivity (sFC and dFC, respectively), with the cerebellum as the seed region. METHODS Sixty male patients with OSA and 60 male HC matched for age, education level, and sex were included. Using 27 cerebellar seeds, sliding-window analysis was performed to calculate sFC and dFC between the cerebellum and the whole brain. The sFC and dFC values were then combined and used in multiple machine-learning models to distinguish patients with OSA from HC and predict the clinical symptoms of patients with OSA. RESULTS Patients with OSA showed increased dFC between cerebellar subregions and the superior and middle temporal gyri and decreased dFC with the middle frontal gyrus. Conversely, increased sFC was observed between cerebellar subregions and the cerebellar lobule VI, cingulate gyrus, middle frontal gyrus, inferior parietal lobules, insula, and superior temporal gyrus. Combined dynamic-static FC features demonstrated superior classification performance with a support vector machine in discriminating OSA from HC. In clinical symptom prediction, FC alterations contributed up to 30.11 % to cognitive impairment, 55.96 % to excessive sleepiness, and 27.94 % to anxiety and depression. CONCLUSIONS Combining cerebrocerebellar sFC and dFC analyses enables high-precision classification and prediction of OSA. Aberrant FC patterns reflect compensatory brain reorganization and disrupted cognitive network integration, highlighting potential neuroimaging markers for OSA.
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Affiliation(s)
- Lifeng Li
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China; Department of Radiology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Hunan Province, China
| | - Liming Song
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong
| | - Yuting Liu
- Department of Ophthalmology, Hunan Children's Hospital, Hunan Province, China
| | - Muhammad Ayoub
- School of Computer Science and Engineering, Shanghai Jiaotong University, Shanghai City, China
| | - Yucheng Song
- School of Computer Science and Engineering Central South University, Hunan Province, China
| | - Yongqiang Shu
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China; PET Center, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Province, China
| | - Xiang Liu
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China
| | - Yingke Deng
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China
| | - Yumeng Liu
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China
| | - Yunyan Xia
- Department of Otolaryngology Head and Neck Surgery, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Province, China
| | - Haijun Li
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China; PET Center, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Province, China.
| | - Dechang Peng
- Jiangxi Provincial Key Laboratory for Precision Pathology and Intelligent Diagnosis, Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, China; PET Center, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Province, China.
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Ying Q, Wang M, Zhao Z, Wu Y, Sun C, Huang X, Zhang X, Guo J. White Matter Imaging Phenotypes Mediate the Negative Causality of Mitochondrial DNA Copy Number on Sleep Apnea: A Bidirectional Mendelian Randomization Study and Mediation Analysis. Nat Sci Sleep 2024; 16:2045-2061. [PMID: 39736987 PMCID: PMC11684874 DOI: 10.2147/nss.s487782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 11/26/2024] [Indexed: 01/01/2025] Open
Abstract
Purpose Sleep apnea (SA), associated with absent neural output, is characterised by recurrent episodes of hypoxemia and repeated arousals during sleep, resulting in decreased sleep quality and various health complications. Mitochondrial DNA copy number (mtDNA-CN), an easily accessible biomarker in blood, reflects mitochondrial function. However, the causal relationship between mtDNA-CN and SA remains unclear. This study aimed to investigate the causality between mtDNA-CN and SA while identifying potential mediating brain imaging phenotypes (BIPs). Methods Two-sample bidirectional Mendelian randomisation (MR) analysis was performed to estimate the causal relationship between mtDNA-CN and SA, with further validation using Bayesian framework-based MR analysis. A two-step approach was employed to evaluate causal relationships between BIPs, mtDNA-CN and SA, utilising the "product of coefficients" method to assess the mediating effects of BIPs. Multiple testing errors were corrected using the Benjamini-Hochberg method. Results Genetically predicted mtDNA-CN had a negative causal effect on SA (OR = 0.859, 95% CI = 0.785-0.939, P = 3.20×10-4), whereas SA did not have a causal effect on mtDNA-CN (OR = 1.0056, 95% CI = 0.9954-1.0159, P = 0.2825). Among 3935 BIPs, two features related to white matter microstructure served as partial mediators: the second eigenvalue from diffusion MRI data analysed by tract-based spatial statistics in the right posterior thalamic radiation, with a mediation proportion of 11.37% (P = 0.0450), and fractional anisotropy in the right sagittal stratum, with a mediation proportion of 12.79% (P = 0.0323). Conclusion This study demonstrated a causal relationship between mtDNA-CN and SA, with specific brain white matter microstructure phenotypes potentially acting as mediators. These findings highlight the potential of mtDNA-CN as a biomarker for SA and underscore its relevance in guiding future therapeutic strategies targeting mitochondrial health and brain white matter microstructure.
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Affiliation(s)
- Qiaohui Ying
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
| | - Mingwei Wang
- Institute of Blood Transfusion, Chinese Academy of Medical Sciences and Peking Union Medical College, Chengdu, Sichuan, Republic of China.
| | - Zichen Zhao
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
| | - Yongwei Wu
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
| | - Changyun Sun
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
| | - Xinyi Huang
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
| | - Xin Zhang
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
| | - Jie Guo
- Department of Orthodontics, School and Hospital of Stomatology, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Key Laboratory of Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Engineering Research Center of Dental Materials and Oral Tissue Regeneration, Shandong University, Jinan, Shandong, People’s Republic of China
- Shandong Provincial Clinical Research Center for Oral Diseases, Shandong University, Jinan, Shandong, People’s Republic of China
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Byun JI, Jahng GH, Ryu CW, Park S, Lee KH, Hong SO, Jung KY, Shin WC. Low arousal threshold is associated with altered functional connectivity of the ascending reticular activating system in patients with obstructive sleep apnea. Sci Rep 2024; 14:18482. [PMID: 39122842 PMCID: PMC11315983 DOI: 10.1038/s41598-024-68394-8] [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: 11/29/2023] [Accepted: 07/23/2024] [Indexed: 08/12/2024] Open
Abstract
A low arousal threshold (LAT) is a pathophysiological trait of obstructive sleep apnea (OSA) that may be associated with brainstem ascending reticular activating system-cortical functional connectivity changes. We evaluated resting-state connectivity between the brainstem nuclei and 105 cortical/subcortical regions in OSA patients with or without a LAT and healthy controls. Twenty-five patients with moderate to severe OSA with an apnea-hypopnea index between 20 and 40/hr (15 with and 10 without a LAT) and 15 age- and sex-matched controls were evaluated. Participants underwent functional magnetic resonance imaging after overnight polysomnography. Three brainstem nuclei-the locus coeruleus (LC), laterodorsal tegmental nucleus (LDTg), and ventral tegmental area (VTA)-associated with OSA in our previous study were used as seeds. Functional connectivity values of the two brainstem nuclei (LC and LDTg) significantly differed among the three groups. The connectivity of the LC with the precuneus was stronger in OSA patients than in controls regardless of the concomitant LAT. The connectivity between the LDTg and the posterior cingulate cortex was also stronger in OSA patients regardless of the LAT. Moreover, OSA patients without a LAT showed stronger LDTg-posterior cingulate cortex connectivity than those with a LAT (post hoc p = 0.013), and this connectivity strength was negatively correlated with the minimum oxygen saturation in OSA patients (r = - 0.463, p = 0.023). The LAT in OSA patients was associated with altered LDTg-posterior cingulate cortex connectivity. This result may suggested that cholinergic activity may play a role in the LAT in OSA patients.
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Affiliation(s)
- Jung-Ick Byun
- Department of Neurology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, 892 Dongnam-Ro, Gangdong-Gu, Seoul, 05278, Republic of Korea
| | - Geon-Ho Jahng
- Department of Radiology, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul, Republic of Korea
| | - Chang-Woo Ryu
- Department of Radiology, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul, Republic of Korea
| | - Soonchan Park
- Department of Radiology, Kyung Hee University Hospital at Gangdong, Kyung Hee University College of Medicine, Seoul, Republic of Korea
| | - Kun Hee Lee
- Department of Otorhinolaryngology, Head and Neck Surgery, Kyung Hee University College of Medicine, Seoul, Republic of Korea
| | - Sung Ok Hong
- Department of Oral and Maxillofacial Surgery, Kyung Hee University College of Dentistry, Kyung Hee University Dental Hospital at Gangdong, Seoul, Republic of Korea
| | - Ki-Young Jung
- Department of Neurology, Seoul National University Hospital, Neuroscience Research Institute, Seoul National University College of Medicine, 101 Daehak-Ro, Jongno-Gu, Seoul, 110-744, Republic of Korea.
| | - Won Chul Shin
- Department of Neurology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, 892 Dongnam-Ro, Gangdong-Gu, Seoul, 05278, Republic of Korea.
- Department of Medicine, AgeTech-service, Convergence Major, Kyung Hee University, Seoul, Republic of Korea.
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Li L, Long T, Liu Y, Ayoub M, Song Y, Shu Y, Liu X, Zeng L, Huang L, Liu Y, Deng Y, Li H, Peng D. Abnormal dynamic functional connectivity and topological properties of cerebellar network in male obstructive sleep apnea. CNS Neurosci Ther 2024; 30:e14786. [PMID: 38828694 PMCID: PMC11145370 DOI: 10.1111/cns.14786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 05/14/2024] [Accepted: 05/14/2024] [Indexed: 06/05/2024] Open
Abstract
PURPOSE To investigate dynamic functional connectivity (dFC) within the cerebellar-whole brain network and dynamic topological properties of the cerebellar network in obstructive sleep apnea (OSA) patients. METHODS Sixty male patients and 60 male healthy controls were included. The sliding window method examined the fluctuations in cerebellum-whole brain dFC and connection strength in OSA. Furthermore, graph theory metrics evaluated the dynamic topological properties of the cerebellar network. Additionally, hidden Markov modeling validated the robustness of the dFC. The correlations between the abovementioned measures and clinical assessments were assessed. RESULTS Two dynamic network states were characterized. State 2 exhibited a heightened frequency, longer fractional occupancy, and greater mean dwell time in OSA. The cerebellar networks and cerebrocerebellar dFC alterations were mainly located in the default mode network, frontoparietal network, somatomotor network, right cerebellar CrusI/II, and other networks. Global properties indicated aberrant cerebellar topology in OSA. Dynamic properties were correlated with clinical indicators primarily on emotion, cognition, and sleep. CONCLUSION Abnormal dFC in male OSA may indicate an imbalance between the integration and segregation of brain networks, concurrent with global topological alterations. Abnormal default mode network interactions with high-order and low-level cognitive networks, disrupting their coordination, may impair the regulation of cognitive, emotional, and sleep functions in OSA.
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Affiliation(s)
- Lifeng Li
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
- Department of Radiology, The Affiliated Changsha Central Hospital, Hengyang Medical SchoolUniversity of South ChinaHengyangHunan ProvinceChina
| | - Ting Long
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Yuting Liu
- Department of OphthalmologyHunan Children's HospitalChangshaHunan ProvinceChina
| | - Muhammad Ayoub
- School of Computer Science and Engineering, Central South UniversityChangshaHunan ProvinceChina
| | - Yucheng Song
- School of Computer Science and Engineering, Central South UniversityChangshaHunan ProvinceChina
| | - Yongqiang Shu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Xiang Liu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Li Zeng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Ling Huang
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Yumeng Liu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Yingke Deng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Haijun Li
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
- PET Center, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
| | - Dechang Peng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
- PET Center, The First Affiliated Hospital, Jiangxi Medical CollegeNanchang UniversityNanchangJiangxi ProvinceChina
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7
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Li L, Liu Y, Shu Y, Liu X, Song Y, Long T, Li K, Xie W, Zeng Y, Zeng L, Huang L, Liu Y, Deng Y, Li H, Peng D. Altered functional connectivity of cerebellar subregions in male patients with obstructive sleep apnea: A resting-state fMRI study. Neuroradiology 2024; 66:999-1012. [PMID: 38671339 DOI: 10.1007/s00234-024-03356-5] [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: 01/03/2024] [Accepted: 04/07/2024] [Indexed: 04/28/2024]
Abstract
PURPOSE Previous studies have demonstrated impaired cerebellar function in patients with obstructive sleep apnea (OSA), which is associated with impaired cognition. However, the effects of OSA on resting-state functional connectivity (FC) in the cerebellum has not been determined. The purpose of this study was to investigate resting-state FC of the cerebellar subregions and its relevance to clinical symptoms in patients with OSA. METHODS Sixty-eight patients with OSA and seventy-two healthy controls (HCs) were included in the study. Eight subregions of the cerebellum were selected as regions of interest, and the FC values were calculated for each subregion with other voxels. A correlation analysis was performed to examine the relationship between clinical and cognitive data. RESULTS Patients with OSA showed higher FC in specific regions, including the right lobule VI with the right posterior middle temporal gyrus and right angular gyrus, the right Crus I with the bilateral precuneus/left superior parietal lobule, and the right Crus II with the precuneus/right posterior cingulate cortex. Furthermore, the oxygen depletion index was negatively correlated with aberrant FC between the right Crus II and the bilateral precuneus / right posterior cingulate cortex in OSA patients (p = 0.004). CONCLUSION The cerebellum is functionally lateralized and closely linked to the posterior default mode network. Higher FC is related to cognition, emotion, language, and sleep in OSA. Abnormal FC may offer new neuroimaging evidence and insights for a deeper comprehension of OSA-related alterations.
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Affiliation(s)
- Lifeng Li
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
- Department of Radiology, Hengyang Medical School, The Affiliated Changsha Central Hospital, University of South China, Hengyang, 410000, Hunan Province, China
| | - Yuting Liu
- Department of Ophthalmology, Hunan Children's Hospital, Changsha, 410000, Hunan Province, China
| | - Yongqiang Shu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Xiang Liu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Yucheng Song
- School of Computer Science and Engineering, Central South University, Changsha, 410000, Hunan Province, China
| | - Ting Long
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Kunyao Li
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Wei Xie
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Yaping Zeng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Li Zeng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Ling Huang
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Yumeng Liu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Yingke Deng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - Haijun Li
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China.
- PET Center, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Province, Nanchang, 330006, Nanchang Province, China.
| | - Dechang Peng
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, 330006, Jiangxi Province, China.
- PET Center, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Province, Nanchang, 330006, Nanchang Province, China.
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Byun JI, Jahng GH, Ryu CW, Park S, Lee KH, Hong SO, Jung KY, Shin WC. Altered functional connectivity of the ascending reticular activating system in obstructive sleep apnea. Sci Rep 2023; 13:8731. [PMID: 37253837 DOI: 10.1038/s41598-023-35535-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 05/19/2023] [Indexed: 06/01/2023] Open
Abstract
Repeated arousals during sleep in obstructive sleep apnea (OSA) may lead to altered functional connectivity (FC) of the ascending reticular activating system (ARAS). We evaluated resting-state FC between eight ARAS nuclei and 105 cortical/subcortical regions in OSA patients and healthy controls. Fifty patients with moderate to severe OSA and 20 controls underwent overnight polysomnography and resting-state functional magnetic resonance imaging. Seed-to-voxel analysis of ARAS-cortex FC was compared between OSA patients and controls. The ARAS nuclei included the locus coeruleus (LC), laterodorsal tegmental nucleus (LDTg), and ventral tegmental area (VTA). FC values of three ARAS nuclei (the LC, LDTg, and VTA) significantly differed between the groups. FC of the LC with the precuneus, posterior cingulate gyrus, and right lateral occipital cortex (LOC) was stronger in OSA patients than controls. FC between the LDTg and right LOC was stronger in OSA patients than controls, but FC between the VTA and right LOC was weaker. Average LC-cortex FC values positively correlated with the arousal, apnea, and apnea-hypopnea index in OSA patients. Alterations in ARAS-cortex FC were observed in OSA patients. The strength of LC-cortex noradrenergic FC was related to arousal or OSA severity in patients.
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Affiliation(s)
- Jung-Ick Byun
- Department of Neurology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, 05278, Republic of Korea
| | - Geon-Ho Jahng
- Department of Radiology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Chang-Woo Ryu
- Department of Radiology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Soonchan Park
- Department of Radiology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Kun Hee Lee
- Department of Otorhinolaryngology-Head and Neck Surgery, Kyung Hee University College of Medicine, Seoul, Republic of Korea
| | - Sung Ok Hong
- Department of Oral and Maxillofacial Surgery, Kyung Hee University College of Dentistry, Kyung Hee University Dental Hospital at Gangdong, Seoul, Republic of Korea
| | - Ki-Young Jung
- Department of Neurology, Neuroscience Research Institute, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, 110-744, Republic of Korea.
| | - Won Chul Shin
- Department of Neurology, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, 05278, Republic of Korea.
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