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Andrade A, Bachmann M, Bobot M, Bruchfeld A, Fridolin I, Mani LY, Xu H. Cognitive impairment in chronic kidney disease: role of brain imaging, functional imaging, electroencephalography, cerebrospinal fluid biomarkers and sensors. Nephrol Dial Transplant 2025; 40:ii18-ii27. [PMID: 40080092 PMCID: PMC11997786 DOI: 10.1093/ndt/gfae256] [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: 07/15/2024] [Indexed: 03/15/2025] Open
Abstract
Chronic kidney disease is associated with cognitive impairment although the underlying mechanisms are still not fully understood. Characterization and efficient monitoring of the cognitive impact of kidney disease and ensuing therapies are critical for the accurate clinical management of patients. A vast array of imaging modalities, biomarkers, and sensors have shown relevance for the assessment of cognitive impairment. Knowing the potential and limitations of these paraclinical techniques is a necessary condition to improve the understanding of this phenomenon and to design monitoring protocols and guidelines applicable to this clinical population. The goal of this review is to provide an overview of current imaging modalities and biomarker sources available to the community, for the benefit of the research and clinical community.
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Affiliation(s)
- Alexandre Andrade
- Instituto de Biofísica e Engenharia Biomédica, Faculdade de Ciências da Universidade de Lisboa, Lisboa, Portugal
| | - Maie Bachmann
- Department of Health Technologies, School of Information Technologies, Tallinn University of Technology, Tallinn, Estonia
| | - Mickaël Bobot
- Centre de Néphrologie et Transplantation Rénale, Hôpital de la Conception, AP-HM C2VN, INSERM 1263, INRAE 1260, CERIMED, Aix-Marseille Université, Marseille, France
| | - Annette Bruchfeld
- Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
- Renal Medicine, Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden
| | - Ivo Fridolin
- Department of Health Technologies, School of Information Technologies, Tallinn University of Technology, Tallinn, Estonia
| | - Laila-Yasmin Mani
- Department of Nephrology and Hypertension, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Hong Xu
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Stockholm, Sweden
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Wu Y, Li R, Jiang G, Yang N, Liu M, Chen Y, Chen Z, Yu K, Yin Y, Xu S, Xia B, Meng S. Cognitive impairment assessed by static and dynamic changes of spontaneous brain activity during end stage renal disease patients on early hemodialysis. Front Neurol 2025; 16:1510321. [PMID: 40040917 PMCID: PMC11877905 DOI: 10.3389/fneur.2025.1510321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2024] [Accepted: 02/03/2025] [Indexed: 03/06/2025] Open
Abstract
Background Compared with the general population, patients with end-stage renal disease (ESRD) undergoing maintenance hemodialysis (ESHD) exhibit a higher incidence of cognitive impairment. Early identification of cognitive impairment in these patients is crucial for reducing disability and mortality rates. Examining the characteristics of static and dynamic regional spontaneous activities in ESHD cases may provide insights into neuropathological damage in these patients. Methods Resting-state functional magnetic resonance images were acquired from 40 patients with early ESHD (3 or 4 times/week for more than 30 days but less than 12 months) and 31 healthy matched controls. Group differences in regional static and dynamic regional homogeneity (ReHo) were identified, and correlations examined with clinical variables, including neuropsychological scale scores, while controlling for covariates. Receiving operating characteristic (ROC) curve analyses were conducted to assess the accuracy of ReHo abnormalities for predicting cognitive decline among early ESHD. Results The ESHD group exhibited significantly reduced static and dynamic ReHo in the temporal and parietal lobes, including regions involved in basal ganglia-thalamus-cortex circuits, the default mode network, and ventral attentional network. Several static and dynamic ReHo abnormalities (including those in the right parietal and left middle temporal gyrus) were significantly correlated with neurocognitive scale scores. In addition, the dynamic ReHo value of the left superior temporal gyrus was positively correlated with depression scale scores. Comparing the ROC curve area revealed that numerous brain regions with altered ReHo can effectively distinguish between patients with ESHD and those without cognitive impairment. Conclusion Our study found that spontaneous activity alterations located in the basal ganglia-thalamus-cortex circuit, default mode network, and ventral attentional network are associated with the severity of cognitive deficits and negative emotion in early ESHD patients. These findings provide further insight into the relationship between cognitive impairment and underlying neuropathophysiological mechanisms underlying the interplay between the kidneys and the nervous system in ESRD patients, and provide further possibilities for developing effective clinical intervention measures.
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Affiliation(s)
- Yunfan Wu
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Rujin Li
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Guihua Jiang
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Ning Yang
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Mengchen Liu
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Yanying Chen
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, School of Medicine, Jinan University, Guangzhou, China
| | - Zichao Chen
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, School of Medicine, Jinan University, Guangzhou, China
| | - Kanghui Yu
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Yi Yin
- Department of Medical Imaging, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
| | - Shoujun Xu
- Department of Radiology, Shenzhen Children’s Hospital, Shenzhen, China
| | - Bin Xia
- Department of Medical Imaging, Guangdong Medical University, Zhanjiang, China
| | - Shandong Meng
- The Department of Renal Transplantation, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China
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Wang Y, Chen S, Zhang P, Zhai Z, Chen Z, Li Z. Cortical structural network characteristics in non-cognitive impairment end-stage renal disease. Front Neurosci 2024; 18:1467791. [PMID: 39605792 PMCID: PMC11599166 DOI: 10.3389/fnins.2024.1467791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Accepted: 10/24/2024] [Indexed: 11/29/2024] Open
Abstract
Objective Explore alterations in topological features of gray matter volume (GMV) and structural networks in non-cognitive impairment end-stage renal disease (Non-CI ESRD). Materials and methods Utilizing graph theory, we collected structural magnetic resonance imaging (sMRI) data from 38 Non-CI ESRD patients and 50 normal controls (NC). We compared, and extracted the GMV across subject groups, constructed corresponding structural covariance networks (SCNs), and investigated the alterations in SCNs feature parameters between groups. Results In Non-CI ESRD patients, The GMV were reduced in several brain regions, predominantly on the left side (p < 0.05, FWE correction). The small-world network characteristics of the patient group's brain networks showed a tendency toward regular. In a few densities, global network parameters, transitivity, (p < 0.05) was significantly increased in the ESRD group. Regional network measurements revealed inconsistent changes in regional efficiency across different brain areas. In the analysis of network hubs, the right temporal pole is likely a compensatory hub for Non-CI ESRD patients. The SCNs in Non-CI ESRD patients demonstrated reduced topological stability against targeted attacks. Conclusion This study reveals that patients with renal failure exhibited subtle changes in brain network characteristics even before a decline in cognitive scores. These changes involve compensatory activation in certain brain regions, which enhances network transitivity to maintain the efficiency of whole-brain network information integration without significant loss. Additionally, the SCNs characteristics can serve as a neuroanatomical marker for brain alterations in Non-CI ESRD patients, offering new insights into the mechanisms of early brain injury in ESRD patients.
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Affiliation(s)
- Yimin Wang
- Department of Radiology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Shihua Chen
- Department of Radiology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Peng Zhang
- Qinghai Cardio-Cerebrovascular Specialty Hospital, Qinghai High Altitude Medical Research Institute, Xining, China
| | - Zixuan Zhai
- Department of Radiology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Zheng Chen
- Qinghai Cardio-Cerebrovascular Specialty Hospital, Qinghai High Altitude Medical Research Institute, Xining, China
| | - Zhiming Li
- Department of Radiology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
- Department of Organ Transplantation, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
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Song W, Zhao L, Li X, Wu B. Altered brain activity in patients with end-stage renal disease: A meta-analysis of resting-state functional imaging. Brain Behav 2023:e3057. [PMID: 37190900 DOI: 10.1002/brb3.3057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 04/20/2023] [Accepted: 04/27/2023] [Indexed: 05/17/2023] Open
Abstract
INTRODUCTION Previous studies have revealed abnormal resting-state brain activity in patients with end-stage renal disease (ESRD); however, the results are inconsistent. Thus, we conducted a coordinate-based meta-analysis of whole-brain resting-state functional neuroimaging studies in ESRD to identify the most consistent neural activity alterations in ESRD patients and explore their relation to serological indicators. METHODS A comprehensive literature search strategy was applied to select pertinent studies up to December 2022 in PubMed, Web of Science, and Embase databases. Voxel-wise meta-analysis was conducted via the latest meta-analytic algorithm, seed-based d mapping with permutation of subject images software. Meta-regression analyses were also conducted to explore the potential effect of clinical variables on resting-state neural activity. RESULTS Eleven studies comprising 304 patients with ESRD and 296 healthy controls (HCs) were included. Compared with HCs, ESRD patients showed decreased brain activity in the default mode network (DMN) regions, including the bilateral anterior cingulate cortex/medial prefrontal cortex, bilateral midcingulate cortex/posterior cingulate cortex, bilateral precuneus, and right angular gyrus. The neural activities in the bilateral midcingulate cortex, bilateral midcingulate cortex/posterior cingulate cortex, and right angular gyrus were significantly associated with serological indexes including hemoglobin, urea, and creatinine levels. CONCLUSION The present study provides a quantitative overview of brain activity alterations in patients with ESRD, and the results confirm the essential role of the DMN in ESRD patients, which may be the potential neural basis of their cognitive deficits. Additionally, some serological indicators may be used as predictive markers for progressive impairment of brain function.
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Affiliation(s)
- Wenjuan Song
- Department of Radiology, First People's Hospital of Linping District, Hangzhou, China
| | - Liuyan Zhao
- Department of Radiology, First People's Hospital of Linping District, Hangzhou, China
| | - Xuekun Li
- Department of Magnetic Resonance, First Affiliated Hospital of Xinxiang Medical University, Weihui, China
| | - Baolin Wu
- Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Chengdu, China
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Cao H, Lin F, Ke B, Song J, Xue Y, Fang X, Zeng E. Alterations of amplitude of low-frequency fluctuations and fractional amplitude of low-frequency fluctuations in end-stage renal disease on maintenance dialysis: An activation likelihood estimation meta-analysis. Front Hum Neurosci 2022; 16:1040553. [PMID: 36530199 PMCID: PMC9751321 DOI: 10.3389/fnhum.2022.1040553] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Accepted: 11/16/2022] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND Cognitive impairment (CI) is a common complication of end-stage renal disease (ESRD). Many resting-state functional magnetic resonance imaging (rs-fMRI) studies have identified abnormal spontaneous low-frequency brain activity in ESRD dialysis patients. However, these studies have reported inconsistent results. So far, no meta-analyses on this topic have been published. This meta-analysis aimed to identify the more consistently vulnerable brain regions in ESRD patients at rest and to reveal its possible neuropathophysiological mechanisms. METHODS We systematically searched PubMed, Cochrane Library, Web of Science, Medline, and EMBASE databases up to July 20, 2022 based on the amplitude of low-frequency fluctuation (ALFF) or fractional amplitude of low-frequency fluctuation (fALFF). Brain regions with abnormal spontaneous neural activity in ESRD compared to healthy controls (HCs) from previous studies were integrated and analyzed using an activation likelihood estimation (ALE) method. Jackknife sensitivity analysis was carried out to assess the reproducibility of the results. RESULTS In total, 11 studies (380 patients and 351 HCs) were included in the final analysis. According to the results of the meta-analysis, compared with HCs, ESRD patients had decreased ALFF/fALFF in the right precuneus, right cuneus, and left superior temporal gyrus (STG), while no brain regions with increased brain activity were identified. Jackknife sensitivity analysis showed that our results were highly reliable. CONCLUSION Compared to HCs, ESRD dialysis patients exhibit significant abnormalities in spontaneous neural activity associated with CI, occurring primarily in the default mode network, visual recognition network (VRN), and executive control network (ECN). This contributes to the understanding of its pathophysiological mechanisms. SYSTEMATIC REVIEW REGISTRATION [https://www.crd.york.ac.uk/prospero/], identifier [CRD42022348694].
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Affiliation(s)
- Huiling Cao
- Department of Nephrology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Feng Lin
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Ben Ke
- Department of Nephrology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Jianling Song
- Department of Nephrology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Yuting Xue
- Department of Nephrology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Xiangdong Fang
- Department of Nephrology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Erming Zeng
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
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Peng C, Ran Q, Liu CX, Zhang L, Yang H. The instant impact of a single hemodialysis session on brain morphological measurements in patients with end-stage renal disease. Front Hum Neurosci 2022; 16:967214. [PMID: 36082229 PMCID: PMC9445124 DOI: 10.3389/fnhum.2022.967214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Accepted: 07/27/2022] [Indexed: 11/13/2022] Open
Abstract
ObjectiveTo investigate the instant impact of hemodialysis (HD) on the cerebral morphological measurements of patients with end-stage renal disease (ESRD).Materials and methodsTwenty-five patients undergoing maintenance HD and twenty-eight age-, sex-, and education-matched healthy control (HC) were included. The HD group and HC group had 3D high-resolution structural magnetic resonance imaging (MRI) scans twice and once, respectively. Both groups underwent neuropsychologic tests. The morphological measurements of structural MRI were measured using CAT12 and these measures were compared among three groups. The relationship between morphological measures and clinical parameters and neuropsychological tests were investigated through multiple regression analysis.ResultsCompared to the HC group, the cortical thickness before HD significantly decreased in the bilateral temporal lobe and significantly decreased in the left superior temporal gyrus after HD. The cortical thickness significantly increased in the bilateral temporal lobe, frontal lobe and occipital lobe after HD compared to before HD. The sulcus depth in the bilateral insula, frontal lobe, and parietal lobe after HD significantly increased compared to before HD. No significant differences in sulcus depth between HD and HC were detected. After HD, the cortical thickness of the right parsopercularis was positively correlated with the number connection test-A. Cortical thickness in multiple regions were positively correlated with blood flow velocity and cortical thickness in the left parahippocampal gyrus was negatively correlated with ultrafiltration volume. Patients showed better performance in the digit symbol test and line tracing test after HD compared to before HD, but there were no significant differences in the comparison of neuropsychologic tests between patients and HC.ConclusionThe instant morphological changes were captured during a single hemodialysis in HD patients. There was an association between these instant changes in the brain and clinical parameters and neuropsychologic tests. This work implied the instant impact of a single hemodialysis impact on the brain in HD patients.
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Affiliation(s)
- Cong Peng
- Department of Radiology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
| | - Qian Ran
- Department of Radiology, Xinqiao Hospital, Chongqing, China
- Laboratory for Cognitive Neurology, KU Leuven, Leuven, Belgium
| | - Cheng Xuan Liu
- Department of Nephrology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
| | - Ling Zhang
- Department of Nephrology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
| | - Hua Yang
- Department of Radiology, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
- *Correspondence: Hua Yang,
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Integrated Prediction Framework for Clinical Scores of Cognitive Functions in ESRD Patients. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:8124053. [PMID: 35983157 PMCID: PMC9381242 DOI: 10.1155/2022/8124053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 06/27/2022] [Accepted: 07/05/2022] [Indexed: 12/03/2022]
Abstract
The clinical scores are applied to determine the stage of cognitive function in patients with end-stage renal disease (ESRD). However, accurate clinical scores are hard to come by. This paper proposed an integrated prediction framework with GPLWLSV to predict clinical scores of cognitive functions in ESRD patients. GPLWLSV incorporated three parts, graph theoretic algorithm (GTA) and principal component analysis (PCA), whale optimization algorithm with Levy flight (LWOA), and least squares support vector regression machine (LSSVRM). GTA was adopted to extract features from the brain functional networks in ESRD patients, while PCA was used to select features. LSSVRM was built to explore the relationship between the selected features and the clinical scores of ESRD patients. Whale optimization algorithm (WOA) was introduced to select better parameters of the kernel function in LSSVRM; it aims to improve the exploration competence of LSSVRM. Levy flight was used to optimize the ability to jump out of local optima in WOA and improve the convergence of coefficient vectors in WOA, which lead to an increase in the generalization ability and convergence speed of WOA. The results validated that the prediction accuracy of GPLWLSV was higher than that of several comparable frameworks, such as GPSV, GPLSV, and GPWLSV. In particular, the average of root mean square error (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE) between the predicted scores and the actual scores of ESRD patients was 2.40, 2.06, and 9.83%, respectively. The proposed framework not only can predict the clinical scores more accurately but also can capture imaging markers associated with decline of cognitive function. It helps to understand the potential relationship between structural changes in the brain and cognitive function of ESRD patients.
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Chen JB, Chang CC, Moi SH, Li LC. A Profile of Nanoparticle-Based Plasma Neurodegenerative Biomarkers for Cognitive Function Among Patients Undergoing Hemodialysis. Int J Gen Med 2022; 15:6115-6125. [PMID: 35846795 PMCID: PMC9286482 DOI: 10.2147/ijgm.s368987] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 07/05/2022] [Indexed: 01/20/2023] Open
Abstract
Purpose This study aimed to compare the plasma levels of nanoparticle-based neurodegenerative biomarkers between hemodialysis (HD) participants with grossly normal cognitive function and healthy controls. Patients and Methods A cohort of participants undergoing maintenance HD and healthy controls were enrolled for comparison between July and October 2021. The immunomagnetic reduction method was used to measure plasma neurodegenerative biomarkers Aβ1-40, Aβ1-42, tau protein, and neurofilament light chain (NfL). The clinical dementia rating (CDR) was used to evaluate cognitive function. A receiver operating characteristic curve was used to discriminate between HD participants and healthy controls. Results There were 52 and 18 participants in the HD and healthy control groups, respectively. The mean age of the HD participants was 62 years, and that of the healthy controls was 57 years. The mean HD vintage in the HD cohort was 11.8 years. HD participants demonstrated significantly higher plasma levels of Aβ1-42, tau protein, Aβ1-42 × tau, and NfL and Aβ1-42/Aβ1-40 ratio and significantly lower plasma Aβ1-40 levels than healthy controls. The measured plasma biomarkers could not discriminate between CDR0 and CDR0.5 HD participants. The area under the curve of the study biomarkers to discriminate HD participants from healthy controls ranged from 0.987 (Aβ1-42 × tau) to 0.889 (NfL). Conclusion The plasma levels of nanoparticle-based neurodegenerative biomarkers were higher in HD participants with grossly normal cognitive function than in healthy controls. These findings imply that neurodegenerative changes appear in HD participants. A profile of plasma neurodegenerative biomarkers could be considered a potential surrogate for evaluating long-term cognitive function in HD participants.
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Affiliation(s)
- Jin-Bor Chen
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital and School of Medicine, Kaohsiung, 833, Taiwan, Republic of China.,College of Medicine, Chang Gung University, Taoyuan, 330, Taiwan, Republic of China
| | - Chiung-Chih Chang
- College of Medicine, Chang Gung University, Taoyuan, 330, Taiwan, Republic of China.,Department of Neurology, Kaohsiung Chang Gung Memorial Hospital and School of Medicine, Kaohsiung, 833, Taiwan, Republic of China
| | - Sin-Hua Moi
- Center of Cancer Program Development, E-Da Cancer Hospital, I-Shou University, Kaohsiung, 833, Taiwan, Republic of China
| | - Lung-Chih Li
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital and School of Medicine, Kaohsiung, 833, Taiwan, Republic of China.,College of Medicine, Chang Gung University, Taoyuan, 330, Taiwan, Republic of China
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Su H, Fu S, Liu M, Yin Y, Hua K, Meng S, Jiang G, Quan X. Altered Spontaneous Brain Activity and Functional Integration in Hemodialysis Patients With End-Stage Renal Disease. Front Neurol 2022; 12:801336. [PMID: 35222228 PMCID: PMC8863739 DOI: 10.3389/fneur.2021.801336] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 12/30/2021] [Indexed: 11/25/2022] Open
Abstract
Purpose Using the amplitude of low-frequency fluctuation (ALFF) and functional connectivity (FC) algorithm to study the alteration of brain function in hemodialysis patients with end-stage renal disease (ESRD). Patients and Methods We recruited 20 patients with ESRD on regular hemodialysis and 17 healthy controls (HCs). All of the participants underwent resting-state fMRI (rs-fMRI), neuropsychological tests, and blood biochemical examination. The individual ALFF values between the two groups were tested by an independent sample t-test. Then, we set the altered ALFF brain areas as seed regions of interest (ROIs), and FC analysis was used to investigate the functional integration patterns between the seed ROI and the voxels within the whole brain. Results The ALFF values of the right precuneus and angular gyrus (RAG) in the ESRD group were lower than those in the HC subjects, but the right precentral gyrus showed higher ALFF values in patients. Hemoglobin (Hb) was negatively correlated with the ALFF values of the right precentral gyrus, and the ALFF values of the right precuneus were negatively correlated with line-tracing test (LTT) scores in patients with ESRD. Patients with ESRD show decreased connectivity between the RAG and the left precuneus, right superior frontal gyrus (RSFG), and the connectivity within the RAG was weak. In addition, FC in the RAG-right cuneus, right precuneus-left supramarginal gyrus was enhanced in the patient group. Conclusion Our research suggested that, in hemodialysis patients with ESRD, the brain areas with abnormal spontaneous brain activity and FC are mainly located in the default mode network (DMN) regions. Hb and the LTT results were correlated with abnormal spontaneous brain activity. These findings provide additional evidence to understand the possible underlying neuropathological mechanisms in patients with ESRD.
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Affiliation(s)
- Huanhuan Su
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Shishun Fu
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Mengchen Liu
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Yi Yin
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Kelei Hua
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Shandong Meng
- Department of Organ Transplantation, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Guihua Jiang
- Department of Medical Imaging, Guangdong Second Provincial General Hospital, Guangzhou, China
- Guihua Jiang
| | - Xianyue Quan
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
- *Correspondence: Xianyue Quan
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Herrington JD, Hartung EA, Laney NC, Hooper SR, Furth SL. Decreased Neural Connectivity in the Default Mode Network Among Youth and Young Adults With Chronic Kidney Disease. Semin Nephrol 2021; 41:455-461. [PMID: 34916007 DOI: 10.1016/j.semnephrol.2021.09.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
An increasing amount of literature has indicated that chronic kidney disease (CKD) is associated with cognitive deficits that increase with worsening disease severity. Although abnormalities in brain structure have been widely documented, few studies to date have examined the functioning of brain areas associated with the specific cognitive domains affected by CKD (namely, attention and executive functions). Furthermore, few studies have examined functional connectivity among CKD youth who are relatively early in the course of the disease. The present study used functional magnetic resonance imaging to examine the resting state connectivity in 67 youth with CKD (mean age, 17 y) and 58 age-matched healthy controls. Using seed-based multiple regression, decreased connectivity was observed within the anterior cingulate portion of the default mode network. In addition, decreased connectivity within the dorsolateral prefrontal cortex, paracingulate gyrus, and frontal pole were correlated significantly with disease severity. These data indicate that connectivity deficits in circuits implementing attentional processes may represent an early marker for cognitive decline in CKD.
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Affiliation(s)
- John D Herrington
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA; Department of Child Psychiatry and Behavioral Science, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.
| | - Erum A Hartung
- Division of Nephrology, Children's Hospital of Philadelphia, Philadelphia, PA; Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Nina C Laney
- Division of Nephrology, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Stephen R Hooper
- Department of Allied Health Sciences, School of Medicine, University of North Carolina School-Chapel Hill, Chapel Hill, NC
| | - Susan L Furth
- Division of Nephrology, Children's Hospital of Philadelphia, Philadelphia, PA; Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA; Department of Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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Chang TY, Wu HH, Li YJ, Liu HL, Yeh CH, Jian HS, Huang KL, Lee TH, Tian YC, Wu CW. Changes of Brain Functional Connectivity in End-Stage Renal Disease Patients Receiving Peritoneal Dialysis Without Cognitive Decline. Front Med (Lausanne) 2021; 8:734410. [PMID: 34901056 PMCID: PMC8652044 DOI: 10.3389/fmed.2021.734410] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 10/27/2021] [Indexed: 11/25/2022] Open
Abstract
Background: Functional connectivity detected by resting-state functional MRI (R-fMRI) helps to discover the subtle changes in brain activities. Patients with end-stage renal disease (ESRD) on hemodialysis (HD) have impaired brain networks. However, the functional changes of brain networks in patients with ESRD undergoing peritoneal dialysis (PD) have not been fully delineated, especially among those with preserved cognitive function. Therefore, it is worth knowing about the brain functional connectivity in patients with PD by using R-fMRI. Methods: This case-control study prospectively enrolled 19 patients with ESRD receiving PD and 24 age- and sex- matched controls. All participants without a history of cognitive decline received mini-mental status examination (MMSE) and brain 3-T R-fMRI. Comprehensive R-fMRI analyses included graph analysis for connectivity and seed-based correlation networks. Independent t-tests were used for comparing the graph parameters and connectivity networks between patients with PD and controls. Results: All subjects were cognitively intact (MMSE > 24). Whole-brain connectivity by graph analysis revealed significant differences between the two groups with decreased global efficiency (Eglob, p < 0.05), increased betweenness centrality (BC) (p < 0.01), and increased characteristic path length (L, p < 0.01) in patients with PD. The functional connections of the default-mode network (DMN), sensorimotor network (SMN), salience network (SN), and hippocampal network (HN) were impaired in patients with PD. Meanwhile, in DMN and SN, elevated connectivity was observed in certain brain regions of patients with PD. Conclusion: Patients with ESRD receiving PD had specific disruptions in functional connectivity. In graph analysis, Eglob, BC, and L showed significant connectivity changes compared to the controls. DMN and SN had the most prominent alterations among the observed networks, with both decreased and increased connectivity regions. Our study confirmed that significant changes in cerebral connections existed in cognitively intact patients with PD.
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Affiliation(s)
- Ting-Yu Chang
- Department of Neurology, Stroke Section, Chang Gung Memorial Hospital, Linkou Medical Center and College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Hsin-Hsu Wu
- Graduate Institute of Clinical Medical Sciences, Chang Gung University, Taoyuan, Taiwan.,Kidney Research Center, Department of Nephrology, Chang Gung Memorial Hospital, Linkou Medical Center and College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Yi-Jung Li
- Graduate Institute of Clinical Medical Sciences, Chang Gung University, Taoyuan, Taiwan.,Kidney Research Center, Department of Nephrology, Chang Gung Memorial Hospital, Linkou Medical Center and College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Ho-Ling Liu
- Department of Imaging Physics, The University of Texas M.D. Anderson Cancer Center, Houston, TX, United States
| | - Chih-Hua Yeh
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Taoyuan City, Taiwan
| | - Hui-Shan Jian
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Taoyuan City, Taiwan
| | - Kuo-Lun Huang
- Department of Neurology, Stroke Section, Chang Gung Memorial Hospital, Linkou Medical Center and College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Tsong-Hai Lee
- Department of Neurology, Stroke Section, Chang Gung Memorial Hospital, Linkou Medical Center and College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Ya-Chung Tian
- Graduate Institute of Clinical Medical Sciences, Chang Gung University, Taoyuan, Taiwan.,Kidney Research Center, Department of Nephrology, Chang Gung Memorial Hospital, Linkou Medical Center and College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Changwei W Wu
- Graduate Institute of Mind, Brain and Consciousness, Taipei Medical University, Taipei, Taiwan.,Brain and Consciousness Research Center, Shuang-Ho Hospital-Taipei Medical University, New Taipei, Taiwan
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12
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Li P, Mu J, Ma X, Ding D, Ma S, Zhang H, Liu J, Zhang M. Neurovascular coupling dysfunction in end-stage renal disease patients related to cognitive impairment. J Cereb Blood Flow Metab 2021; 41:2593-2606. [PMID: 33853410 PMCID: PMC8504946 DOI: 10.1177/0271678x211007960] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
We aimed to investigate the neurovascular coupling (NVC) dysfunction in end-stage renal disease (ESRD) patients related with cognitive impairment. Twenty-five ESRD patients and 22 healthy controls were enrolled. To assess the NVC dysfunctional pattern, resting-state functional MRI and arterial spin labeling were explored to estimate the coupling of spontaneous neuronal activity and cerebral blood perfusion based on amplitude of low-frequency fluctuation (ALFF)-cerebral blood flow (CBF), fractional ALFF (fALFF)-CBF, regional homogeneity (ReHo)-CBF, and degree centrality (DC)-CBF correlation coefficients. Multivariate partial least-squares correlation and mediation analyses were used to evaluate the relationship among NVC dysfunctional pattern, cognitive impairment and clinical characteristics. The NVC dysfunctional patterns in ESRD patients were significantly decreased in 34 brain regions compared with healthy controls. The decreased fALFF-CBF coefficients in the cingulate gyrus (CG) were associated positively with lower kinetic transfer/volume urea (Kt/V) and lower short-term memory scores, and were negatively associated with higher serum urea. The relationship between Kt/V and memory deficits of ESRD patients was partially mediated by the fALFF-CBF alteration of the CG. These findings reveal the NVC dysfunction may be a potential neural mechanism for cognitive impairment in ESRD. The regional NVC dysfunction may mediate the impact of dialysis adequacy on memory function.
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Affiliation(s)
- Peng Li
- Department of Medical Imaging, First Affiliated Hospital of Xi'an, Jiaotong University, Xi'an, China.,Department of Medical Imaging, Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Junya Mu
- Center for Brain Imaging, School of Life Science and Technology, Xidian University, Xi'an, China
| | - Xueying Ma
- Department of Medical Imaging, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, China
| | - Dun Ding
- Department of Medical Imaging, The Second Affiliated Hospital of Xi'an, Jiaotong University, Xi'an, China
| | - Shaohui Ma
- Department of Medical Imaging, First Affiliated Hospital of Xi'an, Jiaotong University, Xi'an, China
| | - Huawen Zhang
- Department of Medical Imaging, Hospital of Shaanxi Nuclear Geology, Xianyang, China
| | - Jixin Liu
- Center for Brain Imaging, School of Life Science and Technology, Xidian University, Xi'an, China
| | - Ming Zhang
- Department of Medical Imaging, First Affiliated Hospital of Xi'an, Jiaotong University, Xi'an, China
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13
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Huang J, Xie L, Guo R, Wang J, Lin J, Sun Z, Duan S, Lin Z, Li H, Ma S. Abnormal brain activity patterns during spatial working memory task in patients with end-stage renal disease on maintenance hemodialysis: a fMRI study. Brain Imaging Behav 2021; 15:1898-1911. [PMID: 32996012 PMCID: PMC8413196 DOI: 10.1007/s11682-020-00383-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Hemodialysis (HD) is associated with cognitive impairment in patients with end-stage renal disease (ESRD). However, the neural mechanism of spatial working memory (SWM) impairment in HD-ESRD patients remains unclear. We investigated the abnormal alterations in SWM-associated brain activity patterns in HD-ESRD patients using blood oxygen level-dependent functional magnetic resonance imaging (BOLD-fMRI) technique during n-back tasks. Twenty-two HD-ESRD patients and 22 well-matched controls underwent an fMRI scan while undergoing a three-load n-back tasks with different difficulty levels. Cognitive and mental states were assessed using a battery of neuropsychologic tests. The HD-ESRD patients exhibited worse memory abilities than controls. Compared with the control group, the HD-ESRD patient group showed lower accuracy and longer response time under the n-back tasks, especially in the 2-back task. The patterns of brain activation changed under different working memory loads in the HD-ESRD patients, showing decreased activity in the right medial frontal gyrus and inferior frontal gyrus under 0-back and 1-back task, while more decreased activation in the bilateral frontal cortex, parietal lobule, anterior/posterior cingulate cortex and insula cortex under 2-back task. With the increase of task difficulty, the activation degree of the frontal and parietal cortex decreased. More importantly, we found that lower activation in frontal cortex and parietal lobule was associated with worse cognitive function in the HD-ESRD patients. These results demonstrate that the abnormal brain activity patterns of frontal cortex and parietal lobule may reflect the neural mediation of SWM impairment.
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Affiliation(s)
- Jinzhuang Huang
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
- Shantou University Medical College, Shantou, 515041, Guangdong, China
- Guangdong Key Laboratory of Medical Molecular Imaging, Shantou, 515041, China
| | - Lei Xie
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China.
- Shantou University Medical College, Shantou, 515041, Guangdong, China.
- Guangdong Key Laboratory of Medical Molecular Imaging, Shantou, 515041, China.
| | - Ruiwei Guo
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
- Shantou University Medical College, Shantou, 515041, Guangdong, China
- Guangdong Key Laboratory of Medical Molecular Imaging, Shantou, 515041, China
| | - Jinhong Wang
- Department of Ultrasound, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
| | - Jinquan Lin
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
| | - Zongbo Sun
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
- Shantou University Medical College, Shantou, 515041, Guangdong, China
- Guangdong Key Laboratory of Medical Molecular Imaging, Shantou, 515041, China
| | - Shouxing Duan
- Department of Pediatric Surgery, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
| | - Zhirong Lin
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China
| | - Hui Li
- Mental Health Center, Shantou University Medical College, Shantou, 515000, China
| | - Shuhua Ma
- Department of Radiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China.
- Shantou University Medical College, Shantou, 515041, Guangdong, China.
- Guangdong Key Laboratory of Medical Molecular Imaging, Shantou, 515041, China.
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14
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Jin M, Wang L, Wang H, Han X, Diao Z, Guo W, Yang Z, Ding H, Wang Z, Zhang P, Zhao P, Lv H, Liu W, Wang Z. Altered resting-state functional networks in patients with hemodialysis: a graph-theoretical based study. Brain Imaging Behav 2021; 15:833-845. [PMID: 32314197 DOI: 10.1007/s11682-020-00293-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Recent studies have demonstrated that hemodialysis patients exhibit disruptions in functional networks with invisible cerebral alterations. We explored the alterations of functional connectivity in hemodialysis patients using the graph-theory method. A total of 46 hemodialysis patients (53.11 ± 1.58 years, 28 males) and 47 healthy controls (55.57 ± 0.86 years, 22 males) were scanned by using resting-state functional magnetic resonance imaging. The brains of these patients were divided into 90 regions and functional connectivity was constructed with the automatic anatomical labeling atlas. In the defined threshold range, the graph-theory analysis was performed to compare the topological properties including global, regional and edge parameters between the hemodialysis and the healthy control groups. Both hemodialysis patients and healthy control subjects demonstrated common small-world property of the brain functional connections. At the global level, the parameters normalized clustering coefficients and small-worldness were significantly decreased in hemodialysis patients compared with those noted in healthy controls. At the regional level, abnormal nodal metrics (increased or decreased nodal degree, betweenness centrality and efficiency) were widely found in hemodialysis patients compared with those of healthy controls. The network-based statistical method was employed and two disrupted neural circuits with 18 nodes and 19 edges (P = 0.0139, corrected) and 10 nodes and 11 edges (P = 0.0399, corrected) were detected. Of note, the edge-increased functional connectivity was associated with the salience network and the frontal-temporal-basal ganglia connection, whereas the edge-decreased functional connectivity was associated with the frontoparietal network. The graph-theory method may be one of the potential tools to detect disruptions of cerebral functional connectivity and provide important evidence for understanding the neuropathology of hemodialysis patients from the disrupted network organization perspective.
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Affiliation(s)
- Mei Jin
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Liyan Wang
- Department of Nephrology, Faculty of Kidney Diseases, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Hao Wang
- Department of Nephrology, Faculty of Kidney Diseases, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Xue Han
- Department of Nephrology, Faculty of Kidney Diseases, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Zongli Diao
- Department of Nephrology, Faculty of Kidney Diseases, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Wang Guo
- Department of Nephrology, Faculty of Kidney Diseases, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Zhenghan Yang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Heyu Ding
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Zheng Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Peng Zhang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Pengfei Zhao
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Han Lv
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Wenhu Liu
- Department of Nephrology, Faculty of Kidney Diseases, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Zhenchang Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China.
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15
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Yue Z, Wang P, Li X, Ren J, Wu B. Abnormal brain functional networks in end-stage renal disease patients with cognitive impairment. Brain Behav 2021; 11:e02076. [PMID: 33605530 PMCID: PMC8035483 DOI: 10.1002/brb3.2076] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 01/31/2021] [Accepted: 02/04/2021] [Indexed: 02/05/2023] Open
Abstract
INTRODUCTION Cognitive impairment (CI) is common in patients with end-stage renal disease (ESRD). Neuroimaging studies have demonstrated structural and functional brain alterations underlying CI in patients with ESRD. However, the patterns of change in whole-brain functional networks in ESRD patients with CI remain poorly understood. METHODS We enrolled 66 patients with ESRD (36 patients with CI and 30 patients without CI) and 48 healthy control subjects (HCs). We calculated the topological properties using a graph theoretical analysis. An analysis of covariance (ANCOVA) was used to compare network metrics among the three groups. Moreover, we analyzed the relationships between altered network measures and clinical variables in ESRD patients with CI. RESULTS Compared with HCs, both patient groups showed lower local efficiency and small-worldness. ESRD patients had decreased nodal centralities in the default mode regions and right amygdala. Comparison of the two patient groups showed significantly decreased global (small-worldness) and nodal (nodal centralities in the default mode regions) properties in the CI group. Altered nodal centralities in the bilateral medial part of the superior frontal gyrus, left posterior cingulate gyrus, and right precuneus were associated with cognitive performance in the CI group. CONCLUSION Disrupted brain functional networks were demonstrated in patients with ESRD, which were more severe in those with CI. Moreover, impaired nodal centralities in the default mode regions might underlie CI in patients with ESRD.
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Affiliation(s)
- Zheng Yue
- Department of Magnetic Resonance, The First Affiliated Hospital of Xinxiang Medical University, Weihui, China
| | - Pengming Wang
- Department of Radiology, The First Affiliated Hospital of Xinxiang Medical University, Weihui, China
| | - Xuekun Li
- Department of Magnetic Resonance, The First Affiliated Hospital of Xinxiang Medical University, Weihui, China
| | - Jipeng Ren
- Department of Magnetic Resonance, The First Affiliated Hospital of Xinxiang Medical University, Weihui, China
| | - Baolin Wu
- Department of Magnetic Resonance, The First Affiliated Hospital of Xinxiang Medical University, Weihui, China.,Department of Radiology, Huaxi MR Research Center (HMRRC), Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital of Sichuan University, Chengdu, China
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16
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Guo H, Liu W, Li H, Yang J. Structural and Functional Brain Changes in Hemodialysis Patients with End-Stage Renal Disease: DTI Analysis Results and ALFF Analysis Results. Int J Nephrol Renovasc Dis 2021; 14:77-86. [PMID: 33727853 PMCID: PMC7955761 DOI: 10.2147/ijnrd.s295025] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 02/13/2021] [Indexed: 01/19/2023] Open
Abstract
Introduction The current study aimed to depict intrinsic structural changes and the spontaneous brain activity patterns in voxel level in patients with end-stage renal disease (ESRD) undergoing hemodialysis (HD) by using diffusion-tensor imaging and resting-state functional magnetic resonance (MR) imaging with an amplitude of low-frequency fluctuations (ALFF) algorithm and their clinical relevance. Materials and Methods In the study, the diffusion-tensor imaging and resting-state functional MR imaging were performed in forty-two hemodialysis patients with ESRD and 42 healthy control subjects. Neuropsychological and laboratory tests were performed in all subjects. ALFF, fraction anisotropy (FA), and mean diffusivity (MD) values were compared between the two groups. Correlations between ALFF, FA or MD values, and clinical markers were analyzed. Results We found that ESRD patients exhibited significantly lower ALFF values in multiple areas, including medial frontal gyrus, limbic lobe, superior frontal gyrus, bilateral lingual gyri, occipital lobe, parahippocampal gyrus, precuneus, while increased ALFF values in medial frontal gyrus than healthy controls. FA values were decreased in medial frontal gyrus, parietal lobe, and left precuneus regions in the ESRD group compared with controls. Importantly, FA for the frontal and parietal lobes was negatively associated with the dialysis duration of ESRD patients, ALFF z-scores for the medial prefrontal cortex (MPFC) were positively correlated with the dialysis duration of ESRD patients and Serum calcium of ESRD patients negatively correlated with FA values in the frontal and parietal lobes (p<0.05). Conclusion Our study revealed that both impaired brain structure and function in ESRD patients with routine hemodialysis distributed mainly in the parietal, temporal, and frontal lobes. ESRD patients have cognitive impairment and declined memory ability. Serum calcium and dialysis duration might be associated with the impairment of brain structure and function in patients with ESRD.
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Affiliation(s)
- Huiying Guo
- Department of Radiology, Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
| | - Wenjin Liu
- Center for Kidney Disease, Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
| | - Haige Li
- Department of Radiology, Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
| | - Junwei Yang
- Center for Kidney Disease, Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, People's Republic of China
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17
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Wu B, Li X, Zhang M, Zhang F, Long X, Gong Q, Jia Z. Disrupted brain functional networks in patients with end-stage renal disease undergoing hemodialysis. J Neurosci Res 2020; 98:2566-2578. [PMID: 32930417 DOI: 10.1002/jnr.24725] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 08/17/2020] [Accepted: 08/17/2020] [Indexed: 02/05/2023]
Abstract
Patterns of change in whole-brain functional networks remain poorly understood in patients with end-stage renal disease (ESRD) undergoing hemodialysis (HD). We conducted a prospective research to investigate the topological properties of whole-brain functional networks in those patients using a graph-based network analysis. Resting-state functional magnetic resonance imaging was performed on 51 ESRD patients (25 HD and 26 nondialysis patients) and 36 healthy controls (HCs). We compared the topological properties of brain functional networks among the three groups, and analyzed the relationships between those significant parameters and clinical variables in ESRD patients. Progressively disrupted global topological organizations were observed from nondialysis patients to HD patients compared with HCs (all p < 0.05 after Bonferroni correction). HD patients, relative to HCs, showed significantly decreased nodal centralities in the left temporal pole: superior temporal gyrus, bilateral median cingulate and paracingulate gyri, bilateral hippocampus, bilateral parahippocampal gyrus, and bilateral amygdala, and showed increased nodal centralities in the orbital part of the bilateral middle frontal gyrus, left cuneus, and left superior occipital gyrus (all p < 0.05 after Bonferroni correction). Furthermore, nodal centralities in the bilateral hippocampus were significantly decreased in HD patients compared with nondialysis patients (p < 0.05 after Bonferroni correction). Dialysis duration negatively correlated with global efficiency in ESRD patients undergoing HD (r = -0.676, FDR q = 0.004). This study indicates that ESRD patients exhibit disruptions in brain functional networks, which are more severe in HD patients, and these alterations are correlated with cognitive performance and clinical markers.
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Affiliation(s)
- Baolin Wu
- Huaxi MR Research Center (HMRRC), Functional and Molecular Imaging Key Laboratory of Sichuan Province, Department of Radiology, West China Hospital of Sichuan University, Chengdu, PR China.,Department of MR, First Affiliated Hospital of Xinxiang Medical University, Weihui, PR China
| | - Xuekun Li
- Department of MR, First Affiliated Hospital of Xinxiang Medical University, Weihui, PR China
| | - Meng Zhang
- Department of MR, First Affiliated Hospital of Xinxiang Medical University, Weihui, PR China
| | - Feifei Zhang
- Huaxi MR Research Center (HMRRC), Functional and Molecular Imaging Key Laboratory of Sichuan Province, Department of Radiology, West China Hospital of Sichuan University, Chengdu, PR China
| | - Xipeng Long
- Huaxi MR Research Center (HMRRC), Functional and Molecular Imaging Key Laboratory of Sichuan Province, Department of Radiology, West China Hospital of Sichuan University, Chengdu, PR China.,Department of Nuclear Medicine, West China Hospital of Sichuan University, Chengdu, PR China
| | - Qiyong Gong
- Huaxi MR Research Center (HMRRC), Functional and Molecular Imaging Key Laboratory of Sichuan Province, Department of Radiology, West China Hospital of Sichuan University, Chengdu, PR China.,Psychoradiology Research Unit of Chinese Academy of Medical Sciences (2018RU011), Chengdu, PR China
| | - Zhiyun Jia
- Huaxi MR Research Center (HMRRC), Functional and Molecular Imaging Key Laboratory of Sichuan Province, Department of Radiology, West China Hospital of Sichuan University, Chengdu, PR China.,Department of Nuclear Medicine, West China Hospital of Sichuan University, Chengdu, PR China
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18
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Chen HJ, Qiu J, Fu Q, Chen F. Alterations of Spontaneous Brain Activity in Hemodialysis Patients. Front Hum Neurosci 2020; 14:278. [PMID: 32765243 PMCID: PMC7381103 DOI: 10.3389/fnhum.2020.00278] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 06/18/2020] [Indexed: 11/13/2022] Open
Abstract
Cognitive impairment is prevalent in hemodialysis end-stage renal disease (ESRD) patients. It might be associated with poor prognosis. Nevertheless, the underlying mechanisms have not been completely clarified. This study explored spontaneous brain activity in ESRD patients on hemodialysis by using the amplitude of low-frequency fluctuation (ALFF). Nineteen ESRD patients on regular hemodialysis were included in this study. Eighteen age-, sex- and education level-matched volunteers were enrolled as the healthy control group. All participants had resting-state functional MRI scanning, neuropsychological tests, and laboratory testing. ALFF was used for assessing intrinsic brain activity. Independent samples t-test was used for obtaining group differences. Spearman correlation analysis was applied to assess the association between ALFF changes, neuropsychological, and clinical indices. Compared to the healthy control group, hemodialysis patients showed decreased ALFF in the precuneus, right angular gyrus/inferior lobule as well as increased ALFF in the left parahippocampus/hippocampus and right precentral/postcentral gyrus. The ALFF abnormalities in these regions were closely associated with hemoglobin levels. Also, increased ALFF in the left parahippocampus/hippocampus showed a negative correlation with the score of long-delayed free recall. Hemodialysis patients had aberrant ALFF in the default mode network (DMN) regions, particularly in the precuneus and parahippocampus/hippocampus, which may be correlated with neuropathological mechanisms involved in hemodialysis.
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Affiliation(s)
- Hui Juan Chen
- Department of Radiology, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), Haikou, China
| | - Jie Qiu
- Department of Ultrasound, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), Haikou, China
| | - Qingqing Fu
- Department of Radiology, Hainan General Hospital (Hainan Affiliated Hospital of University of South China), Haikou, China
| | - Feng Chen
- Department of Radiology, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), Haikou, China
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19
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Peng C, Yang H, Ran Q, Zhang L, Liu C, Fang Y, Liu Y, Cao Y, Liang R, Ren H, Hu Q, Mei X, Jiang Y, Luo T. Immediate Abnormal Intrinsic Brain Activity Patterns in Patients with End-stage Renal Disease During a Single Dialysis Session : Resting-state Functional MRI Study. Clin Neuroradiol 2020; 31:373-381. [PMID: 32601841 DOI: 10.1007/s00062-020-00915-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 05/12/2020] [Indexed: 01/15/2023]
Abstract
PURPOSE To investigate cerebral amplitude of low-frequency fluctuations (ALFF) changes during a single hemodialysis (HD) in end-stage renal disease (ESRD) patients who need maintenance HD. MATERIALS AND METHODS A total of 24 patients and 27 healthy subjects were included. The patients underwent neuropsychological tests and took twice resting-state fMRI (rs-fMRI) (before and after HD). Healthy group had one rs-fMRI. The zALFF based on rs-fMRI was calculated. Paired t and independent t test was applied to compare zALFF among groups. The associations between zALFF and duration of HD, ultrafiltration volume, and neuropsychological tests was calculated by partial correlation. RESULTS Compared to healthy group, patients before HD showed significant worse performances on digit symbol test (DST) and serial dotting test (SDT). Patients after HD performed DST better than before HD. The patients after HD showed higher zALFF in left putamen than before HD. Multiple regions of both HD groups showed significant lower zALFF than healthy group. The zALFF of left putamen of patients after HD was significant negative correlated with the ultrafiltration volume (R = -0.679). The zALFF in patients before HD exhibited significantly positive or negative correlations with DST and SDT in multiple regions. The zALFF of patients after HD significantly negative correlated with DST in right temporal, positive and negative correlated with ultrafiltration volume in right frontal, left putamen respectively. CONCLUSION ESRD patients showed changed spontaneous brain activity and cognitive impairments. After a single HD session, patients performed better in neuropsychological test, and spontaneous brain activity changed in left putamen. Ultrafiltration volume might be associated with activity of left putamen.
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Affiliation(s)
- Cong Peng
- Department of Radiology, First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, 400016, Chongqing, Yuzhong District, China.,Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Hua Yang
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Qian Ran
- Department of Radiology, Xin Qiao Hospital, Chongqing, China.,Laboratory for Cognitive Neurology, KU Leuven, Leuven, Belgium
| | - Ling Zhang
- Department of Nephrology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Chengxuan Liu
- Department of Nephrology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Yu Fang
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Yingjiang Liu
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Yi Cao
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Renrong Liang
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - He Ren
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Qinqin Hu
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Xiuting Mei
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Yang Jiang
- Department of Radiology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China
| | - Tianyou Luo
- Department of Radiology, First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, 400016, Chongqing, Yuzhong District, China.
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Park BS, Kim SE, Lee HJ, Kim YW, Kim IH, Park JH, Park SH, Lee YJ, Seo SA, Park KM. Alterations in Structural and Functional Connectivities in Patients with End-Stage Renal Disease. J Clin Neurol 2020; 16:390-400. [PMID: 32657059 PMCID: PMC7354985 DOI: 10.3988/jcn.2020.16.3.390] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2019] [Revised: 09/05/2019] [Accepted: 09/06/2019] [Indexed: 12/12/2022] Open
Abstract
Background and Purpose The aim of this study was to evaluate the structural and functional connectivities of brain network using graph theoretical analysis in neurologically asymptomatic patients with end-stage renal disease (ESRD). We further investigated the prevalence of cognitive impairment (CI) in ESRD patients and analyzed the association between network measures of brain connectivity and cognitive function. Methods We prospectively enrolled 40 neurologically asymptomatic ESRD patients, 40 healthy controls, and 20 disease controls. All of the subjects underwent diffusion-tensor imaging (DTI) and resting-state functional magnetic resonance imaging (rs-fMRI). We calculated measures of structural and functional connectivities based on DTI and rs-fMRI, respectively, and investigated differences therein between the ESRD patients and the healthy controls. We assessed cognitive function in the ESRD patients using the Korean version of the Consortium to Establish a Registry for Alzheimer's Disease neuropsychological battery. Results The ESRD patients exhibited decreased global structural and functional brain connectivities, as well as alterations of network hubs compared to the healthy controls and disease controls. About 70% of the ESRD patients had CI. Moreover, ESRD patients without CI exhibited decreased global connectivity and alterations of network hubs. Furthermore, there was a significant positive association between measures of brain connectivity and cognitive function. Conclusions We found that ESRD patients exhibited decreased structural and functional brain connectivities, and that there was a significant association between brain connectivity and cognitive function. These alterations in the brain network may contribute to the pathophysiological mechanism of CI in ESRD patients.
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Affiliation(s)
- Bong Soo Park
- Department of Internal Medicine, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Si Eun Kim
- Department of Neurology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Ho Joon Lee
- Department of Radiology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Yang Wook Kim
- Department of Internal Medicine, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Il Hwan Kim
- Department of Internal Medicine, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Jin Han Park
- Department of Internal Medicine, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Si Hyung Park
- Department of Internal Medicine, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Yoo Jin Lee
- Department of Internal Medicine, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea
| | - Sol A Seo
- Department of Biomedical Engineering, Inje University, Gimhae, Korea
| | - Kang Min Park
- Department of Neurology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, Korea.
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21
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Shi Y, Tong C, Zhang M, Gao X. Altered functional connectivity density in the brains of hemodialysis end-stage renal disease patients: An in vivo resting-state functional MRI study. PLoS One 2019; 14:e0227123. [PMID: 31891646 PMCID: PMC6938298 DOI: 10.1371/journal.pone.0227123] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 12/12/2019] [Indexed: 01/25/2023] Open
Abstract
Background End-stage renal disease (ESRD) patients usually suffer from a high prevalence of central nervous system abnormalities, including cognitive impairment and emotional disorders, which severely influence their quality of life. There have been many neuroimaging research developments in ESRD patients with brain function abnormalities; however, the dysfunction of the salience network (SN) of them has received little attention. The purpose of this study was to investigate the changes of global functional connectivity density (gFCD) in brains of ESRD patients undergoing hemodialysis using resting-state functional magnetic resonance imaging (re-fMRI). Methods re-fMRI data were collected from 30 ESRD patients undergoing hemodialysis (14 men, 38.33±7.44 years old) and 30 matched healthy controls (13 men, 39.17±5.7 years old). Neuropsychological tests including the Montreal Cognitive Assessment (MoCA) and Beck Depression Inventory (BDI) were used to evaluate the neurocognitive and psychiatric conditions of the subjects. Blood biochemistry tests, including hemoglobin level, serum albumin level, blood urea level, serum phosphate, serum calcium, and parathyroid hormone level, and dialysis-related indicators, including blood pressure fluctuations in dialysis, single-pool Kt/V(spKt/V), and ultrafiltration volume of dialysis were obtained from the ESRD patients. A two-sample t-test was used to examine the group differences in gFCD between ESRD patients and healthy controls after controlling for age, gender and education. Results Compared with healthy controls, ESRD patients exhibited a significantly increased gFCD in the salience network, including the bilateral insula, and dorsal anterior cingulated cortex (dACC), and there was no significant correlation between gFCD and the structural mean grey matter volume in patients for every cluster in the brain regions showing significant different gFCD between the two groups. Furthermore, there were significant negative correlations between the degree of connectivity in the right insula and spKt/V. Conclusion Our findings revealed abnormal intrinsic dysconnectivity pattern of salience network-related regions in ESRD patients from the whole brain network perspective. The negative correlation between the right insula and spKt/V suggested that increased fractional removal of urea may reduce the pathological activity in the insula.
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Affiliation(s)
- Yan Shi
- Department of Nephrology, The Ninth People’s Hospital of Chongqing, Chongqing, China
| | - Chaoyang Tong
- Department of Medical Imaging, The Ninth People’s Hospital of Chongqing, Chongqing, China
| | - Minghao Zhang
- Center for Lab Teaching and Management, Chongqing Medical University, Chongqing, China
| | - Xiaoling Gao
- Department of Nephrology, The Ninth People’s Hospital of Chongqing, Chongqing, China
- * E-mail:
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Li P, Ding D, Ma XY, Zhang HW, Liu JX, Zhang M. Altered intrinsic brain activity and memory performance improvement in patients with end-stage renal disease during a single dialysis session. Brain Imaging Behav 2018; 12:1640-1649. [DOI: 10.1007/s11682-018-9828-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Chen HJ, Wen J, Qi R, Zhong J, Schoepf UJ, Varga-Szemes A, Lesslie VW, Kong X, Wang YF, Xu Q, Zhang Z, Li X, Lu GM, Zhang LJ. Re-Establishing Brain Networks in Patients with ESRD after Successful Kidney Transplantation. Clin J Am Soc Nephrol 2018; 13:109-117. [PMID: 29046290 PMCID: PMC5753300 DOI: 10.2215/cjn.00420117] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2017] [Accepted: 09/05/2017] [Indexed: 11/23/2022]
Abstract
BACKGROUND AND OBJECTIVES Cognition in ESRD may be improved by kidney transplantation, but mechanisms are unclear. We explored patterns of resting-state networks with resting-state functional magnetic resonance imaging among patients with ESRD before and after kidney transplantation. DESIGN, SETTING, PARTICIPANTS, & MEASUREMENTS Thirty-seven patients with ESRD scheduled for kidney transplantation and 22 age-, sex-, and education-matched healthy subjects underwent resting-state functional magnetic resonance imaging. Patients were imaged before and 1 and 6 months after kidney transplantation. Functional connectivity of seven resting-state subnetworks was evaluated: default mode network, dorsal attention network, central executive network, self-referential network, sensorimotor network, visual network, and auditory network. Mixed effects models tested associations of ESRD, kidney transplantation, and neuropsychological measurements with functional connectivity. RESULTS Compared with controls, pretransplant patients showed abnormal functional connectivity in six subnetworks. Compared with pretransplant patients, increased functional connectivity was observed in the default mode network, the dorsal attention network, the central executive network, the sensorimotor network, the auditory network, and the visual network 1 and 6 months after kidney transplantation (P=0.01). Six months after kidney transplantation, no significant difference in functional connectivity was observed for the dorsal attention network, the central executive network, the auditory network, or the visual network between patients and controls. Default mode network and sensorimotor network remained significantly different from those in controls when assessed 6 months after kidney transplantation. A relationship between functional connectivity and neuropsychological measurements was found in specific brain regions of some brain networks. CONCLUSIONS The recovery patterns of resting-state subnetworks vary after kidney transplantation. The dorsal attention network, the central executive network, the auditory network, and the visual network recovered to normal levels, whereas the default mode network and the sensorimotor network did not recover completely 6 months after kidney transplantation. Neural resting-state functional connectivity was lower among patients with ESRD compared with control subjects, but it significantly improved with kidney transplantation. Resting-state subnetworks exhibited variable recovery, in some cases to levels that were no longer significantly different from those of normal controls.
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Affiliation(s)
- Hui Juan Chen
- Department of Medical Imaging and
- Department of Radiology, Hainan General Hospital, Haikou, China
| | - Jiqiu Wen
- National Clinical Research Center of Kidney Disease, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | | | - Jianhui Zhong
- Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China; and
| | - U. Joseph Schoepf
- Department of Medical Imaging and
- Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, South Carolina
| | - Akos Varga-Szemes
- Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, South Carolina
| | - Virginia W. Lesslie
- Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, South Carolina
| | | | | | - Qiang Xu
- Department of Medical Imaging and
| | - Zhe Zhang
- National Clinical Research Center of Kidney Disease, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - Xue Li
- National Clinical Research Center of Kidney Disease, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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Chen X, Zhang Q, Wang J, Liu J, Zhang W, Qi S, Xu H, Li C, Zhang J, Zhao H, Meng S, Li D, Lu H, Aschner M, Li B, Yin H, Chen J, Luo W. Cognitive and neuroimaging changes in healthy immigrants upon relocation to a high altitude: A panel study. Hum Brain Mapp 2017; 38:3865-3877. [PMID: 28480993 DOI: 10.1002/hbm.23635] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Revised: 04/19/2017] [Accepted: 04/20/2017] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Cognitive and neuroimaging changes under chronic high-altitude exposure have never been followed up and dynamically assessed. OBJECTIVES To investigate the cognitive and brain structural/functional alterations associated with chronic high-altitude exposure. METHODS Sixty-nine college freshmen that were immigrating to Tibet were enrolled and followed up for two years. Neuropsychological tests, including verbal/visual memory and simple/recognition reaction time, were utilized to determine whether the subjects' cognitive function had changed in response to chronic high-altitude exposure. Structural magnetic resonance imaging (MRI) and resting-state functional MRI (rs-fMRI) were used to quantify brain gray matter (GM) volumes, regional homogeneity (ReHo) and functional connectivity (FC) alterations before and after exposure. Areas with changes in both GM and ReHo were used as seeds in the inter-regional FC analysis. RESULTS The subjects showed significantly lower accuracy in memory tests and longer reaction times after exposure, and neuroimaging analysis showed markedly decreased GM volumes and ReHo in the left putamen. FC analysis seeding of the left putamen showed significantly weakened FC with the superior temporal gyrus, anterior/middle cingulate gyrus and other brain regions. In addition, decreased ReHo was found in the superior temporal gyrus, superior parietal lobule, anterior cingulate gyrus and medial frontal gyrus, while increased ReHo was found in the hippocampus. Differences in ReHo/FC before and after high-altitude exposure in multiple regions were significantly correlated with the cognitive changes. CONCLUSION Cognitive functions such as working memory and psychomotor function are impaired during chronic high-altitude exposure. The putamen may play an important role in chronic hypoxia-induced cognitive impairment. Hum Brain Mapp 38:3865-3877, 2017. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Xiaoming Chen
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Qian Zhang
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Jiye Wang
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Jie Liu
- Department of Radiology, General Hospital of Tibet Military Region, Lhasa, China
| | - Wenbin Zhang
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Shun Qi
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Hui Xu
- Department of Ultrasound, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Chen Li
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Jinsong Zhang
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Haitao Zhao
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Shanshan Meng
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Dan Li
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Huanyu Lu
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Michael Aschner
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, New York
| | - Bin Li
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Hong Yin
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Jingyuan Chen
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
| | - Wenjing Luo
- Department of Occupational and Environmental Health, the Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, School of Public Health, Fourth Military Medical University, Xi'an, China
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Ma X, Tian J, Wu Z, Zong X, Dong J, Zhan W, Xu Y, Li Z, Jiang G. Spatial Disassociation of Disrupted Functional Connectivity for the Default Mode Network in Patients with End-Stage Renal Disease. PLoS One 2016; 11:e0161392. [PMID: 27560146 PMCID: PMC4999135 DOI: 10.1371/journal.pone.0161392] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2016] [Accepted: 08/04/2016] [Indexed: 11/18/2022] Open
Abstract
PURPOSE To investigate the aberrant functional connectivity of the default mode network (DMN) in patients with end-stage renal disease (ESRD) and their clinical relevance. MATERIALS AND METHODS Resting-state functional MRI data were collected from 31 patients with ESRD (24 men, 24-61 years) and 31 age- and gender-matched healthy controls (HCs, 21 men, 26-61years). A whole-brain seed-based functional connectivity analysis of these collected R-fMRI data was performed by locating the seeds in the posterior cingulate cortex (PCC) and ventromedial prefrontal cortex (vmPFC) to investigate the functional connectivity of the posterior and anterior DMN over the whole brain, respectively. RESULTS Compared to the HCs, the patients exhibited significantly decreased functional connectivity with the PCC in the left middle temporal gyrus, the right anterior cingulate gyrus, and the bilateral medial superior frontal gyrus. For the vmPFC seed, only the right thalamus showed significantly decreased functional connectivity in the patients with ESRD compared to HCs. Interestingly, functional connectivity between the PCC and right medial superior frontal gyrus exhibited a significantly positive correlation with the hemoglobin level in the patients. CONCLUSION Our findings suggest a spatially specific disruption of functional connectivity in the DMN in patients with ESRD, thereby providing novel insights into our understanding of the neurophysiology mechanism that underlies the disease.
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Affiliation(s)
- Xiaofen Ma
- Department of Medical Imaging, Guangdong Provincial No.2 People’s Hospital, Guangzhou City, Guangdong province, PR China
| | - Junzhang Tian
- Department of Medical Imaging, Guangdong Provincial No.2 People’s Hospital, Guangzhou City, Guangdong province, PR China
| | - Zhanhong Wu
- Biomedical Research Imaging Center and Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Xiaopeng Zong
- Biomedical Research Imaging Center and Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jianwei Dong
- Department of Mathematics, Guangdong Pharmaceutical University, Guangzhou City, Guangdong province, PR China
| | - Wenfeng Zhan
- Department of Medical Imaging, Guangdong Provincial No.2 People’s Hospital, Guangzhou City, Guangdong province, PR China
| | - Yikai Xu
- Department of Medical Imaging Center, Nanfang Hospital, Southern Medical University, Guangzhou City, Guangdong province, PR China
| | - Zibo Li
- Biomedical Research Imaging Center and Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail: (GJ); (ZL)
| | - Guihua Jiang
- Department of Medical Imaging, Guangdong Provincial No.2 People’s Hospital, Guangzhou City, Guangdong province, PR China
- * E-mail: (GJ); (ZL)
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Zhang XD, Wen JQ, Xu Q, Qi R, Chen HJ, Kong X, Wei LD, Xu M, Zhang LJ, Lu GM. Altered long- and short-range functional connectivity in the patients with end-stage renal disease: a resting-state functional MRI study. Metab Brain Dis 2015; 30:1175-86. [PMID: 26016622 DOI: 10.1007/s11011-015-9683-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2015] [Accepted: 05/11/2015] [Indexed: 01/10/2023]
Abstract
To investigate alterations of functional connectivity density (FCD) in patients with end-stage renal disease (ESRD) by using resting-state functional magnetic resonance imaging (rs-fMRI). Medical research ethics committee approval from Jinling hospital and written informed consent from each subject were obtained. Forty six patients with ESRD, consisting of 21 patients minimal nephrotic encephalopathy (MNE) and 25 non-nephro-encephalopathy (non-NE), as well as 23 healthy controls underwent rs-fMRI. Neuropsychological tests were performed in all subjects, while laboratory tests were performed in ESRD patients. A voxel-wise whole brain functional connectivity analysis was used to generate long- and short-range FCD maps. The maps among MNE, non-NE, and healthy controls groups were compared by using one-way analysis of variance tests. A multiple regression analysis was performed to evaluate the correlations between FCD and the variables of neuropsychological or laboratory tests. Compared with healthy controls, non-NE showed decreased long-range FCD mainly in parietal lobe. Moreover, MNE showed further decreased long-range FCD in bilateral middle prefrontal cortex (MPFC), anterior cingulate cortex (ACC) and right superior frontal gyrus. Meanwhile, non-NE showed decreased short-range FCD mainly in frontal cortex, and further reduction in bilateral ACC and right superior parietal gyrus in MNE. In addition, patients with ESRD mainly exhibited increased long-range FCD in left temporal lobe and caudate; and increased short-range FCD in bilateral orbitofrontal cortex and temporal gyri (P < 0.05, AlphaSim corrected). The number connection test type A score, serum creatinine, urea, and dialysis duration showed negative correlation with FCD in some brain regions, while the digital symbol test scores positively correlated with short-range FCD in left inferior parietal lobule (all P < 0.05, AlphaSim corrected). The prominent long- and short-range FCD reduction was found mainly in default mode network (DMN) and bilateral frontal and parietal lobes, while the progressively decreased long- and short-range FCD in ACC/MPFC and the long-range FCD in left superior frontal gyrus from non-NE to MNE was associated with cognition dysfunction in ESRD patients.
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Affiliation(s)
- Xiao-Dong Zhang
- Department of Medical Imaging, Jinling Hospital, Nanjing Clinical School, Southern Medical University, Nanjing, Jiangsu Province, 210002, China
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Zhang LJ, Wen J, Liang X, Qi R, Schoepf UJ, Wichmann JL, Milliken CM, Chen HJ, Kong X, Lu GM. Brain Default Mode Network Changes after Renal Transplantation: A Diffusion-Tensor Imaging and Resting-State Functional MR Imaging Study. Radiology 2015. [PMID: 26200603 DOI: 10.1148/radiol.2015150004] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
PURPOSE To investigate structural and functional alterations of the default mode network (DMN) in the brain after renal transplantation in patients with end-stage renal disease by using diffusion-tensor imaging and resting-state functional MR imaging. MATERIALS AND METHODS This prospective study was approved by the local medical research ethics committee, and written informed consent was obtained. Twenty-one patients with end-stage renal disease (15 men, six women; mean age ± standard deviation, 32 years ± 9.5) who were scheduled to undergo renal transplantation and 21 healthy control subjects (15 men, six women; mean age, 31 years ± 6.5) were included. Diffusion-tensor imaging and resting-state functional MR imaging were performed in all subjects. Patients were imaged both before and 1 month after renal transplantation. Structural (mean diffusivity, fractional anisotropy, path length, and number of tracts derived from diffusion-tensor imaging tractography) and functional (temporal correlation coefficient derived from resting-state functional MR imaging) connectivity of the DMN were quantitatively compared with two-sample t tests or paired t tests. Intergroup correlation analysis was performed to compare structural or functional indexes and results of neuropsychological or blood biochemistry tests. RESULTS Mean diffusivity was decreased in the fiber bundles connecting the posterior cingulate cortex and the precuneus to the bilateral inferior parietal lobules in patients after renal transplantation compared with that in patients before transplantation (P < .05). Temporal correlation coefficients for patients after renal transplantation nearly reached the levels of those for control subjects (all, P > .05). The change in mean diffusivity of the fiber bundles connecting the posterior cingulate cortex and the precuneus to the right inferior parietal lobule positively correlated with the change in hematocrit levels (r = 0.522, P = .015), the change in temporal correlation coefficients between the posterior cingulate cortex or precuneus and left or right inferior parietal lobules correlated with changes in number connection test type A scores (r = -0.549, P = .010) and digit symbol test scores (r = 0.533, P = .013). CONCLUSION Functional connectivity changes in the DMN, which were associated with improved hematocrit levels and cognitive function, may recover earlier than structural connectivity changes do 1 month after renal transplantation.
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Affiliation(s)
- Long Jiang Zhang
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Jiqiu Wen
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Xue Liang
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Rongfeng Qi
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - U Joseph Schoepf
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Julian L Wichmann
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Cole M Milliken
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Hui Juan Chen
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Xiang Kong
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
| | - Guang Ming Lu
- From the Department of Medical Imaging (L.J.Z., X.L., R.Q., H.J.C., X.K., G.M.L.) and National Clinical Research Center of Kidney Disease (J.W.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu 210002, China; and Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC (U.J.S., J.L.W., C.M.M.)
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Abnormal degree centrality in neurologically asymptomatic patients with end-stage renal disease: A resting-state fMRI study. Clin Neurophysiol 2015; 127:602-609. [PMID: 26160274 DOI: 10.1016/j.clinph.2015.06.022] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2014] [Revised: 06/17/2015] [Accepted: 06/20/2015] [Indexed: 01/08/2023]
Abstract
OBJECTIVE End-stage renal disease (ESRD), characterized by multi-organ dysfunction, has been shown to co-occur with abnormal brain function. Previous resting-state fMRI studies suggested that regional brain spontaneous activity and functional connectivity within the default mode network are abnormal in ESRD patients. The current study aimed to depict intrinsic dysconnectivity pattern of whole-brain functional networks in voxel level in neurologically asymptomatic patients with ESRD. METHODS fMRI datasets were acquired from 22 ESRD patients (without clinical neurological disease) and 29 healthy control (HC) subjects. We investigated the degree centrality for a given element in a network to reveal the changes of functional connectivity throughout the huge human functional network. In the brain regions showing a difference between the HC and ESRD groups, we further conducted receptive operation characteristic (ROC) analyses to confirm the accuracy, sensitivity and specificity of our results. RESULTS ESRD patients showed decreased functional connectivity in the left inferior parietal and left precuneus within the brain network; both regions are important components of the default-mode network (DMN). In contrast, patients showed increased connectivity in depression-related regions including bilateral inferior frontal gyrus and right superior temporal gyrus. These regions showed an acceptable accuracy (0.68-0.75), sensitivity (0.64-0.70) and high specificity (0.82-0.96) in distinguishing between the two groups. CONCLUSIONS Our findings reveal abnormal intrinsic dysconnectivity pattern of whole-brain functional networks in ESRD patients. SIGNIFICANCE Our results could lead to a better understanding of the intrinsic dysconnectivity patterns of default-mode network-related regions in ESRD patients from the whole brain network perspective.
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Luo S, Qi RF, Wen JQ, Zhong JH, Kong X, Liang X, Xu Q, Zheng G, Zhang Z, Zhang LJ, Lu GM. Abnormal Intrinsic Brain Activity Patterns in Patients with End-Stage Renal Disease Undergoing Peritoneal Dialysis: A Resting-State Functional MR Imaging Study. Radiology 2015; 278:181-9. [PMID: 26053309 DOI: 10.1148/radiol.2015141913] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE To analyze the spontaneous brain activity patterns in patients with end-stage renal disease (ESRD) undergoing peritoneal dialysis (PD) by using resting-state functional magnetic resonance (MR) imaging with an amplitude of low-frequency fluctuations (ALFF) algorithm. MATERIALS AND METHODS This study received institutional review board approval, and all subjects gave informed consent. Forty-four patients with ESRD, 24 of whom were undergoing PD (PD group; eight women; mean age, 34 years ± 8) and 20 who were not undergoing PD or hemodialysis (nondialysis group; six women; mean age, 37 years ± 9) and 24 healthy control subjects (eight women; mean age, 32 years ± 9 years) were included. All subjects underwent neuropsychologic tests, and patients with ESRD underwent laboratory testing. ALFF values were compared among the three groups. The relationship between ALFF values and clinical markers was investigated by using multiple regression analysis. RESULTS Patients in both the PD and nondialysis groups showed lower ALFF values in default mode network regions than did healthy control subjects (P < .01, false discovery rate corrected). Patients in the PD group showed lower ALFF values than did those in the nondialysis group in the left superior parietal lobe (1.51 ± 0.21 vs 2.01 ± 0.40), left inferior parietal lobe (0.99 ± 0.16 vs 1.13 ± 0.22) and left precuneus (1.45 ± 0.39 vs 1.77 ± 0.41) (P < .01, corrected with simulation software). In patients in the PD group, neuropsychologic test scores correlated with ALFF values of the middle temporal gyrus and the parietal and occipital lobe, serum urea and creatinine levels negatively correlated with ALFF in some default mode network regions, and hemoglobin positively correlated with ALFF in the bilateral precuneus, precentral, and supplementary motor areas (P < .01 corrected). CONCLUSION Patients with ESRD who were undergoing PD showed more severe spontaneous brain activity abnormalities that correlate with cognitive impairments than did patients who were not undergoing dialysis. Elevated serum urea, creatinine, and lowered hemoglobin levels affect spontaneous brain activity in patients with ESRD.
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Affiliation(s)
- Song Luo
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Rong Feng Qi
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Ji Qiu Wen
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Jian Hui Zhong
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Xiang Kong
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Xue Liang
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Qiang Xu
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Gang Zheng
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Zhe Zhang
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Long Jiang Zhang
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
| | - Guang Ming Lu
- From the Department of Medical Imaging (S.L., R.F.Q., X.K., X.L., Q.X., G.Z., L.J.Z., G.M.L.) and National Clinical Research Center of Kidney Disease (J.Q.W., Z.Z.), Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, China; Department of Biomedical Engineering and State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang University, Hangzhou, China (J.H.Z.)
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Multimodality MRI Findings in Patients with End-Stage Renal Disease. BIOMED RESEARCH INTERNATIONAL 2015; 2015:697402. [PMID: 26064943 PMCID: PMC4434172 DOI: 10.1155/2015/697402] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2014] [Accepted: 04/15/2015] [Indexed: 01/17/2023]
Abstract
Patients with end-stage renal disease (ESRD) suffer from a number of complex neurological complications including vascular damage and cognitive dysfunction. It is of great significance to detect the neurological complications and improve the prognosis of ESRD patients. Many new noninvasive MRI techniques have been steadily used for the diagnosis of occult central nervous system complications in ESRD patients. This gives an opportunity to understand the pathophysiological mechanisms of these neurological disorders. This paper is a review that presents the MRI findings of occult brain damage in ESRD patients, outlines the applications of advanced MRI techniques, and introduces a brief perspective in this study field.
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Ma X, Jiang G, Li S, Wang J, Zhan W, Zeng S, Tian J, Xu Y. Aberrant functional connectome in neurologically asymptomatic patients with end-stage renal disease. PLoS One 2015; 10:e0121085. [PMID: 25786231 PMCID: PMC4364738 DOI: 10.1371/journal.pone.0121085] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2014] [Accepted: 01/28/2015] [Indexed: 01/12/2023] Open
Abstract
Purpose This study aimed to investigate the topological organization of intrinsic functional brain networks in patients with end-stage renal disease (ESRD). Materials and Methods Resting-state functional MRI data were collected from 22 patients with ESRD (16 men, 18–61 years) and 29age- and gender-matched healthy controls (HCs, 19 men, 32–61 years). Whole-brain functional networks were obtained by calculating the interregional correlation of low-frequency fluctuations in spontaneous brain activity among 1,024 parcels that cover the entire cerebrum. Weighted graph-based models were then employed to topologically characterize these networks at different global, modular and nodal levels. Results Compared to HCs, the patients exhibited significant disruption in parallel information processing over the whole networks (P< 0.05). The disruption was present in all the functional modules (default mode, executive control, sensorimotor and visual networks) although decreased functional connectivity was observed only within the default mode network. Regional analysis showed that the disease disproportionately weakened nodal efficiency of the default mode components and tended to preferentially affect central or hub-like regions. Intriguingly, the network abnormalities correlated with biochemical hemoglobin and serum calcium levels in the patients. Finally, the functional changes were substantively unchanged after correcting for gray matter atrophy in the patients. Conclusion Our findings provide evidence for the disconnection nature of ESRD’s brain and therefore have important implications for understanding the neuropathologic substrate of the disease from disrupted network organization perspective.
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Affiliation(s)
- Xiaofen Ma
- Department of Medical Imaging Center, Nanfang Hospital, Southern Medial University, Guangzhou, PR China
| | - Guihua Jiang
- Department of Medical Imaging, Guangdong No. 2 Provincial People’s Hospital, Guangzhou, PR China
| | - Shumei Li
- Department of Medical Imaging, Guangdong No. 2 Provincial People’s Hospital, Guangzhou, PR China
| | - Jinhui Wang
- Center for Cognition and Brain Disorders, Hangzhou Normal University, Hangzhou, PR China
- Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, Hangzhou, PR China
| | - Wenfeng Zhan
- Department of Medical Imaging, Guangdong No. 2 Provincial People’s Hospital, Guangzhou, PR China
| | - Shaoqing Zeng
- Department of Medical Imaging, Guangdong No. 2 Provincial People’s Hospital, Guangzhou, PR China
| | - Junzhang Tian
- Department of Medical Imaging, Guangdong No. 2 Provincial People’s Hospital, Guangzhou, PR China
- * E-mail: (JZT); (YKX)
| | - Yikai Xu
- Department of Medical Imaging Center, Nanfang Hospital, Southern Medial University, Guangzhou, PR China
- * E-mail: (JZT); (YKX)
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Kong X, Wen JQ, Qi RF, Luo S, Zhong JH, Chen HJ, Ji GJ, Lu GM, Zhang LJ. Diffuse interstitial brain edema in patients with end-stage renal disease undergoing hemodialysis: a tract-based spatial statistics study. Medicine (Baltimore) 2014; 93:e313. [PMID: 25526483 PMCID: PMC4603090 DOI: 10.1097/md.0000000000000313] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
To investigate white matter (WM) alterations and their correlation with cognition function in end-stage renal disease (ESRD) patients undergoing hemodialysis (HD) using diffusion tensor imaging (DTI) with tract-based spatial statistics (TBSS) approach. This prospective HIPAA-complaint study was approved by our institutional review board. Eighty HD ESRD patients and 80 sex- and age-matched healthy controls were included. Neuropsychological (NP) tests and laboratory tests, including serum creatinine and urea, were performed. DTI data were processed to obtain fractional anisotropy (FA) and mean diffusivity (MD) maps with TBSS. FA and MD difference between the 2 groups were compared. We also explored the associations of FA values in WM regions of lower FA with ages, NP tests, disease, and dialysis durations, serum creatinine and urea levels of ESRD patients. Compared with controls, HD ESRD patients had lower FA value in the corpus callosum, bilateral corona radiate, posterior thalamic radiation, left superior longitudinal fasciculus, and right cingulum (P<0.05, FWE corrected). Almost all WM regions had increased MD in HD ESRD patients compared with controls (P<0.05, FWE corrected). In some regions with lower FA, FA values showed moderate correlations with ages, NP tests, and serum urea levels. There was no correlation between FA values and HD durations, disease durations, and serum creatinine levels of ESRD patients (all P>0.05). Diffuse interstitial brain edema and moderate WM integrity disruption occurring in HD ESRD patients, which correlated with cognitive dysfunction, and serum urea levels might be a risk factor for these WM changes.
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Affiliation(s)
- Xiang Kong
- From the Department of Medical Imaging (K-X, Q-RF, L-S, C-HJ, L-GM, Z-LJ); National Clinical Research Center of Kidney Diseases, Jinling Hospital, Medical School of Nanjing University, Nanjing, China (W-JQ); Department of Imaging Sciences, University of Rochester School of Medicine and Dentistry, Rochester, NY (Z-JH); and Center for Cognition and Brain Disorders and the Affiliated Hospital, Hangzhou Normal University, Hangzhou, China (J-GJ)
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Zhang R, Liu K, Yang L, Zhou T, Qian S, Li B, Peng Z, Li M, Sang S, Jiang Q, Sun G. Reduced white matter integrity and cognitive deficits in maintenance hemodialysis ESRD patients: a diffusion-tensor study. Eur Radiol 2014; 25:661-8. [PMID: 25326436 DOI: 10.1007/s00330-014-3466-5] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2014] [Revised: 09/10/2014] [Accepted: 10/07/2014] [Indexed: 01/14/2023]
Abstract
OBJECTIVES The purpose of this investigation was to examine the association between cognition disorders and microstructural white matter (WM) changes in maintenance hemodialysis end-stage renal disease (ESRD) patients. METHODS Twenty-six maintenance hemodialysis ESRD patients and 28 healthy controls underwent diffusion tensor imaging (DTI), Mini Mental State Examination (MMSE), Trial Marking Test-A&B (TMT-A&B), and white matter hyperintensity (WMH) assessment. Tract-based spatial statistics (TBSS) analyses was performed to evaluate WM changes in the patients. Relationships between behavioural performances, clinical data, and the DTI index were tested, respectively, by correlation analysis at the voxel level. RESULTS ESRD patients showed significant decreased fractional anisotropy (FA) in 14 WM regions, and increased mean diffusivity (MD) and radial diffusivity (RD) in widespread regions. Significant positive correlations between FA values and MMSE scores were found in the right anterior corona radiata and the left anterior thalamic radiation; significant negative correlations between the TMT-B time consumption and FA values were identified in the bilateral superior longitudinal fasciculus. Positive linear relationships between MD, RD values, and the duration of hemodialysis were found in several WM regions. CONCLUSION Structural damages to radiation and associative fibre tracts, caused by brain oedema and WM demyelination, may account for the cognitive deficits in ESRD patients.
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Affiliation(s)
- Ruijie Zhang
- Department of Medical Imaging, Jinan Military General Hospital, No.25, Shifan Road, Jinan, Shandong Province, China, 250031
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Zheng G, Wen J, Zhang L, Zhong J, Liang X, Ke W, Kong X, Zhao T, He Y, Zuo X, Luo S, Zhang LJ, Lu GM. Altered brain functional connectivity in hemodialysis patients with end-stage renal disease: a resting-state functional MR imaging study. Metab Brain Dis 2014; 29:777-86. [PMID: 24846573 DOI: 10.1007/s11011-014-9568-6] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2014] [Accepted: 05/12/2014] [Indexed: 10/25/2022]
Abstract
The changes of whole brain functional connectivity in hemodialysis (HD) patients with end-stage renal disease (ESRD) are still unclear, which may be associated with multiple factors, such as elevated neurotoxins, anemia, and side effects of hemodialysis. Resting-state functional magnetic resonance imaging (rs-fMRI) data of 71 patients (43 males, 28 females; mean age, 33.4 ± 9.4 years) and 43 age- and gender-matched healthy volunteers (29 males, 14 females; mean age, 30.6 ± 8.8 years) were acquired. Neuropsychological tests including number connection test type A (NCT-A), digit symbol test (DST), line-tracing test (LTT), serial-dotting test (SDT), self-rating depression scale (SDS) and self-rating anxiety scale (SAS) were used to evaluate cognitive and psychiatric conditions in all subjects. Blood biochemistry tests including serum creatinine levels, blood urea, hematocrit, and Ca(2+) level were taken in HD patients. Forty-two connections significantly different between HD patients with ESRD and controls were found (all P < 0.05, Bonferroni corrected) and identified as connectivities of interests (COIs), among which 39 connections (92.9%) were markedly decreased in patients. Of the 39 weaker connections, 24 were related to the frontal lobe regions. Widespread weakening of cortical and subcortical network connectivity in ESRD patients was more directly related with neuropsychological impairments and anemia rather than serum creatinine level, blood urea and dialysis duration. In particular, impairments in the medial prefrontal lobe could play an important role in mediating psychological dysfunctions.
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Affiliation(s)
- Gang Zheng
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, 210002, China
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Qiu Y, Lv X, Su H, Jiang G, Li C, Tian J. Structural and functional brain alterations in end stage renal disease patients on routine hemodialysis: a voxel-based morphometry and resting state functional connectivity study. PLoS One 2014; 9:e98346. [PMID: 24854737 PMCID: PMC4031192 DOI: 10.1371/journal.pone.0098346] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2013] [Accepted: 05/01/2014] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND AND PURPOSE Cognitive impairment is a well-described phenomenon in end-stage renal disease (ESRD) patients. However, its pathogenesis remains poorly understood. The primary focus of this study was to examine structural and functional brain deficits in ESRD patients. MATERIALS AND METHODS Thirty ESRD patients on hemodialysis (without clinical neurological disease) and 30 age- and gender-matched control individuals (without renal or neurological problems) were recruited in a prospective, single-center study. High-resolution structural magnetic resonance imaging (MRI) and resting state functional MRI were performed on both groups to detect the subtle cerebral deficits in ESRD patients. Voxel-based morphometry was used to characterize gray matter deficits in ESRD patients. The impact of abnormal morphometry on the cerebral functional integrity was investigated by evaluating the alterations in resting state functional connectivity when brain regions with gray matter volume reduction were used as seed areas. RESULTS A significant decrease in gray matter volume was observed in ESRD patients in the bilateral medial orbito-prefrontal cortices, bilateral dorsal lateral prefrontal cortices, and the left middle temporal cortex. When brain regions with gray matter volume reduction were used as seed areas, the integration was found to be significantly decreased in ESRD patients in the fronto-cerebellum circuits and within prefrontal circuits. In addition, significantly enhanced functional connectivity was found between the prefrontal cortex and the left temporal cortex and within the prefrontal circuits. CONCLUSIONS Our study revealed that both the structural and functional cerebral cortices were impaired in ESRD patients on routine hemodialysis.
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Affiliation(s)
- Yingwei Qiu
- Department of Medical Imaging, Guangdong No. 2 Provincial People's Hospital, Guangzhou, PR China
- Department of Medical Imaging, The First Affiliated Hospital of Gannan Medical University, Ganzhou, PR China
- * E-mail:
| | - Xiaofei Lv
- Departments of Medical Imaging and Interventional Radiology, Cancer Center, Sun Yat-Sen University, Guangzhou, PR China
| | - Huanhuan Su
- Department of Medical Imaging, Guangdong No. 2 Provincial People's Hospital, Guangzhou, PR China
| | - Guihua Jiang
- Department of Medical Imaging, Guangdong No. 2 Provincial People's Hospital, Guangzhou, PR China
| | - Cheng Li
- Department of Renal Transplantation, Guangdong No. 2 Provincial People's Hospital, Guangzhou, PR China
| | - Junzhang Tian
- Department of Medical Imaging, Guangdong No. 2 Provincial People's Hospital, Guangzhou, PR China
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Li C, Su HH, Qiu YW, Lv XF, Shen S, Zhan WF, Tian JZ, Jiang GH. Regional homogeneity changes in hemodialysis patients with end stage renal disease: in vivo resting-state functional MRI study. PLoS One 2014; 9:e87114. [PMID: 24516545 PMCID: PMC3916321 DOI: 10.1371/journal.pone.0087114] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2013] [Accepted: 12/22/2013] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVE To prospectively investigate and detect early cerebral regional homogeneity (ReHo) changes in neurologically asymptomatic patients with end stage renal disease (ESRD) using in vivo resting-state functional MR imaging (Rs-fMRI). METHODS We enrolled 20 patients (15 men, 5 women; meanage, 37.1 years; range, 19-49 years) with ESRD and 20 healthy controls (15 men, 5 women; mean age, 38.3 years; range, 28-49 years). The mean duration of hemodialysis for the patient group was 10.7±6.4 monthes. There was no significant sex or age difference between the ESRD and control groups. Rs-fMRI was performed using a gradient-echo echo-planar imaging sequence. ReHo was calculated using software (DPARSF). Voxel-based analysis of the ReHo maps between ESRD and control groups was performed with a two-samples t test. Statistical maps were set at P value less than 0.05 and were corrected for multiple comparisons. The Mini-Mental State Examination (MMSE) was administered to all participants at imaging. RESULTS ReHo values were increased in the bilateral superior temporal gyrus and left medial frontal gyrus in the ERSD group compared with controls, but a significantly decreased ReHo value was found in the right middle temporal gyrus. There was no significant correlation between ReHo values and the duration of hemodialysis in the ESRD group. Both the patients and control subjects had normal MMSE scores (≥28). CONCLUSIONS Our finding revealed that abnormal brain activity was distributed mainly in the memory and cognition related cotices in patients with ESRD. The abnormal spontaneous neuronal activity in those areas provide information on the neural mechanisms underlying cognitive impairment in patients with ESRD, and demonstrate that Rs-fMRI with ReHo analysis is a useful non-invasive imaging tool for the detection of early cerebral ReHo changes in hemodialysis patients with ESRD.
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Affiliation(s)
- Cheng Li
- Department of Renal Transplantation, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
| | - Huan-Huan Su
- Department of Medical Imaging, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
| | - Ying-Wei Qiu
- Department of Medical Imaging, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
| | - Xiao-Fei Lv
- State Key Laboratory of Oncology in South China and Department of Medical Imaging and Interventional Radiology, Sun Yat-Sen University Cancer Center, Guangzhou, People's Republic of China
| | - Sheng Shen
- Department of Renal Transplantation, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
| | - Wen-Feng Zhan
- Department of Medical Imaging, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
| | - Jun-Zhang Tian
- Department of Medical Imaging, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
| | - Gui-Hua Jiang
- Department of Medical Imaging, Guangdong No.2 Provincial People's Hospital, Guangzhou, People's Republic of China
- * E-mail:
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Chanraud S, Di Scala G, Dilharreguy B, Schoenen J, Allard M, Radat F. Brain functional connectivity and morphology changes in medication-overuse headache: Clue for dependence-related processes? Cephalalgia 2014; 34:605-15. [PMID: 24449748 DOI: 10.1177/0333102413519514] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 12/14/2013] [Indexed: 11/16/2022]
Abstract
BACKGROUND Several imaging studies have identified localized anatomical and functional brain changes in medication-overuse headache (MOH). OBJECTIVE The objective of this article is to evaluate whole-brain functional connectivity at rest together with voxel-based morphometry in MOH patients, in comparison with episodic migraine (EM) patients and healthy controls (HCs). METHODS Anatomical MRI and resting-state functional MRI scans were obtained in MOH patients (n = 17 and 9, respectively), EM patients (n = 18 and 15, respectively) and HCs (n = 17 and 17). SPM8 was used to analyze voxel-based morphometry and seed (left precuneus) to voxel connectivity data in the whole brain. RESULTS Functional connectivity at rest was altered in MOH patients. Connectivity was decreased between precuneus and regions of the default-mode network (frontal and parietal cortices), but increased between precuneus and hippocampal/temporal areas. These functional modifications were not accompanied by significant gross morphological changes. Furthermore, connectivity between precuneus and frontal areas in MOH was negatively correlated with migraine duration and positively correlated with self-evaluation of medication dependence. Gray matter volumes of frontal regions, precuneus and hippocampus were also negatively related to migraine duration. Functional connectivity within the default-mode network appeared to predict anxiety scores of MOH patients while gray matter volumes in this network predicted their depression scores. CONCLUSIONS Our data suggest that MOH is associated with functional alterations within intrinsic brain networks rather than with macrostructural changes. They also support the view that dependence-related processes might play a prominent role in its development and maintenance.
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Affiliation(s)
- S Chanraud
- Bordeaux University, CNRS, INCIA, France EPHE, France
| | - G Di Scala
- Bordeaux University, CNRS, INCIA, France
| | | | - J Schoenen
- Headache Research Unit, Liège University, Belgium
| | - M Allard
- Bordeaux University, CNRS, INCIA, France EPHE, France
| | - F Radat
- Département de Neurosciences Cliniques, CHU Pellegrin, Bordeaux
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