1
|
Martín-Signes M, Paz-Alonso PM, Thiebaut de Schotten M, Chica AB. Integrating brain function and structure in the study of the human attentional networks: a functionnectome study. Brain Struct Funct 2024:10.1007/s00429-024-02824-1. [PMID: 38969933 DOI: 10.1007/s00429-024-02824-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 06/16/2024] [Indexed: 07/07/2024]
Abstract
Attention is a heterogeneous function theoretically divided into different systems. While functional magnetic resonance imaging (fMRI) has extensively characterized their functioning, the role of white matter in cognitive function has gained recent interest due to diffusion-weighted imaging advancements. However, most evidence relies on correlations between white matter properties and behavioral or cognitive measures. This study used a new method that combines the signal from distant voxels of fMRI images using the probability of structural connection given by high-resolution normative tractography. We analyzed three fMRI datasets with a visual perceptual task and three attentional manipulations: phasic alerting, spatial orienting, and executive attention. The phasic alerting network engaged temporal areas and their communication with frontal and parietal regions, with left hemisphere dominance. The orienting network involved bilateral fronto-parietal and midline regions communicating by association tracts and interhemispheric fibers. The executive attention network engaged a broad set of brain regions and white matter tracts connecting them, with a particular involvement of frontal areas and their connections with the rest of the brain. These results partially confirm and extend previous knowledge on the neural substrates of the attentional system, offering a more comprehensive understanding through the integration of structure and function.
Collapse
Affiliation(s)
- Mar Martín-Signes
- Experimental Psychology Department, and Brain, Mind, and Behavior Research Centre (CIMCYC), University of Granada, Granada, 18071, Spain.
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives-UMR 5293, CNRS, CEA University of Bordeaux, Bordeaux, 33000, France.
| | - Pedro M Paz-Alonso
- BCBL. Basque Center on Cognition, Brain and Language, Donostia-San Sebastian, 20009, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, 48013, Spain
| | - Michel Thiebaut de Schotten
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives-UMR 5293, CNRS, CEA University of Bordeaux, Bordeaux, 33000, France
- Brain Connectivity and Behaviour Laboratory, Sorbonne Universities, Paris, France
| | - Ana B Chica
- Experimental Psychology Department, and Brain, Mind, and Behavior Research Centre (CIMCYC), University of Granada, Granada, 18071, Spain
| |
Collapse
|
2
|
Lin YC, Fan KC, Wu CD, Pan WC, Chen JC, Chao YP, Lai YJ, Chiu YL, Chuang YF. Yearly change in air pollution and brain aging among older adults: A community-based study in Taiwan. ENVIRONMENT INTERNATIONAL 2024; 190:108876. [PMID: 39002330 DOI: 10.1016/j.envint.2024.108876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Revised: 07/02/2024] [Accepted: 07/04/2024] [Indexed: 07/15/2024]
Abstract
BACKGROUND Air pollution is recognized as a modifiable risk factor for dementia, and recent evidence suggests that improving air quality could attenuate cognitive decline and reduce dementia risk. However, studies have yet to explore the effects of improved air quality on brain structures. This study aims to investigate the impact of air pollution reduction on cognitive functions and structural brain differences among cognitively normal older adults. METHODS Four hundred and thirty-one cognitively normal older adults were from the Epidemiology of Mild Cognitive Impairment study in Taiwan (EMCIT), a community-based cohort of adults aged 60 and older, between year 2017- 2021. Annual concentrations of PM2.5, NO2, O3, and PM10 at participants' residential addresses during the 10 years before enrollment were estimated using ensemble mixed spatial models. The yearly rate of change (slope) in air pollutants was estimated for each participant. Cognitive functions and structural brain images were collected during enrollment. The relationships between the rate of air pollution change and cognitive functions were examined using linear regression models. For air pollutants with significant findings in relation to cognitive function, we further explored the association with brain structure. RESULTS Overall, all pollutant concentrations, except O3, decreased over the 10-year period. The yearly rates of change (slopes) in PM2.5 and NO2 were correlated with better attention (PM2.5: r = -0.1, p = 0.047; NO2: r = -0.1, p = 0.03) and higher white matter integrity in several brain regions. These regions included anterior thalamic radiation, superior longitudinal fasciculus, inferior longitudinal fasciculus, corticospinal tract, and inferior fronto-occipital fasciculus. CONCLUSIONS Greater rate of reduction in air pollution was associated with better attention and attention-related white matter integrity. These results provide insight into the mechanism underlying the relationship between air pollution, brain health, and cognitive aging among older adults.
Collapse
Affiliation(s)
- Ying-Cen Lin
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Kang-Chen Fan
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Chih-Da Wu
- Department of Geomatics, National Cheng Kung University, Tainan, Taiwan; National Institute of Environmental Health Sciences, National Health Research Institutes, Miaoli, Taiwan; Innovation and Development Center of Sustainable Agriculture, National Chung Hsing University, Taichung, Taiwan; Research Center for Precision Environmental Medicine, Koahsiung Medical University, Koahsiung, Taiwan
| | - Wen-Chi Pan
- Institute of Environmental and Occupational Health Sciences, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Jiu-Chiuan Chen
- Departments of Population & Public Health Sciences and Neurology, University of Southern California, Keck School of Medicine, Los Angeles, CA, USA
| | - Yi-Ping Chao
- Department of Biomedical Engineering, Chang Gung University, Taoyuan, Taiwan; Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan; Department of Otorhinolaryngology-Head and Neck Surgery, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Yen-Jun Lai
- Division of Medical Imaging, Department of Radiology, Far Eastern Memorial Hospital, New Taipei, Taiwan
| | - Yen-Ling Chiu
- Department of Medical Research, Far Eastern Memorial Hospital, Taipei, Taiwan; Graduate Program in Biomedical Informatics and Graduate Institute of Medicine, Yuan Ze University, Taoyuan, Taiwan; Graduate Institute of Clinical Medicine, National Taiwan University, Taipei, Taiwan
| | - Yi-Fang Chuang
- Institute of Public Health, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan; International Health Program, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan; Department of Psychiatry, Far Eastern Memorial Hospital, New Taipei, Taiwan; Health Innovation Center, National Yang Ming Chao Tung Univeristy, Taipei, Taiwan.
| |
Collapse
|
3
|
Viher PV, Seitz-Holland J, Schulz MS, Kensinger EA, Karmacharya S, Swisher T, Lyall AE, Makris N, Bouix S, Shenton ME, Kubicki M, Waldinger RJ. More organized white matter is associated with positivity bias in older adults. Brain Imaging Behav 2024; 18:555-565. [PMID: 38270836 PMCID: PMC11222031 DOI: 10.1007/s11682-024-00850-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/05/2024] [Indexed: 01/26/2024]
Abstract
On average, healthy older adults prefer positive over neutral or negative stimuli. This positivity bias is related to memory and attention processes and is linked to the function and structure of several interconnected brain areas. However, the relationship between the positivity bias and white matter integrity remains elusive. The present study examines how white matter organization relates to the degree of the positivity bias among older adults. We collected imaging and behavioral data from 25 individuals (12 females, 13 males, and a mean age of 77.32). Based on a functional memory task, we calculated a Pos-Neg score, reflecting the memory for positively valenced information over negative information, and a Pos-Neu score, reflecting the memory for positively valenced information over neutral information. Diffusion-weighted magnetic resonance imaging data were processed using Tract-Based Spatial Statistics. We performed two non-parametric permutation tests to correlate whole brain white matter integrity and the Pos-Neg and Pos-Neu scores while controlling for age, sex, and years of education. We observed a statistically significant positive association between the Pos-Neu score and white matter integrity in multiple brain connections, mostly frontal. The results did not remain significant when including verbal episodic memory as an additional covariate. Our study indicates that the positivity bias in memory in older adults is associated with more organized white matter in the connections of the frontal brain. While these frontal areas are critical for memory and executive processes and have been related to pathological aging, more extensive studies are needed to fully understand their role in the positivity bias and the potential for therapeutic interventions.
Collapse
Affiliation(s)
- Petra V Viher
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Johanna Seitz-Holland
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
| | - Marc S Schulz
- Department of Psychology, Bryn Mawr College, Bryn Mawr, PA, USA
| | | | - Sarina Karmacharya
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Talis Swisher
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Amanda E Lyall
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
| | - Nikos Makris
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
| | - Sylvain Bouix
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Martha E Shenton
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Marek Kubicki
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA.
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
| | - Robert J Waldinger
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
| |
Collapse
|
4
|
Thomson P, Vijayakumar N, Fuelscher I, Malpas CB, Hazell P, Silk TJ. White matter and sustained attention in children with attention/deficit-hyperactivity disorder: A longitudinal fixel-based analysis. Cortex 2022; 157:129-141. [PMID: 36283135 DOI: 10.1016/j.cortex.2022.09.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 05/29/2022] [Accepted: 09/20/2022] [Indexed: 12/15/2022]
Abstract
Sustained attention is a cognitive function with known links to academic success and mental health disorders such as attention/deficit-hyperactivity disorder (ADHD). Several functional networks are critical to sustained attention, however the association between white matter maturation in tracts linking functional nodes and sustained attention in typical and atypical development is unknown. 309 diffusion-weighted imaging scans were acquired from 161 children and adolescents (80 ADHD, 81 control) at up to three timepoints over ages 9-14. A fixel-based analysis approach was used to calculate mean fiber density and fiber-bundle cross section in tracts of interest. Sustained attention was measured using omission errors and response time variability on the out-of-scanner sustained attention to response task. Linear mixed effects models examined associations of age, group and white matter metrics with sustained attention. Greater fiber density in the bilateral superior longitudinal fasciculus (SLF) I and right SLF II was associated with fewer attention errors in the control group only. In ADHD and control groups, greater fiber density in the left ILF and right thalamo-premotor pathway, as well as greater fiber cross-section in the left SLF I and II and right SLF III, was associated with better sustained attention. Relationships were consistent across the age span. Results suggest that greater axon diameter or number in the dorsal and middle SLF may facilitate sustained attention in neurotypical children but does not assist those with ADHD potentially due to disorder-related alterations in this region. Greater capacity for information transfer across the SLF was associated with attention maintenance in 9-14-year-olds regardless of diagnostic status, suggesting white matter macrostructure may also be important for attention maintenance. White matter and sustained attention associations were consistent across the longitudinal study, according with the stability of structural organization over this time. Future studies can investigate modifiability of white matter properties through ADHD medications.
Collapse
Affiliation(s)
- Phoebe Thomson
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia; Murdoch Children's Research Institute, Melbourne, Australia.
| | | | - Ian Fuelscher
- School of Psychology, Deakin University, Melbourne, Australia
| | - Charles B Malpas
- Murdoch Children's Research Institute, Melbourne, Australia; Department of Medicine, Royal Melbourne Hospital, The University of Melbourne, Melbourne, Australia; Melbourne School of Psychological Sciences, The University of Melbourne, Melbourne, Australia
| | - Philip Hazell
- Discipline of Psychiatry, The University of Sydney, Sydney, Australia
| | - Timothy J Silk
- Department of Paediatrics, The University of Melbourne, Melbourne, Australia; Murdoch Children's Research Institute, Melbourne, Australia; School of Psychology, Deakin University, Melbourne, Australia
| |
Collapse
|
5
|
Adam R, Schaeffer DJ, Johnston K, Menon RS, Everling S. Structural alterations in cortical and thalamocortical white matter tracts after recovery from prefrontal cortex lesions in macaques. Neuroimage 2021; 232:117919. [PMID: 33652141 DOI: 10.1016/j.neuroimage.2021.117919] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 02/19/2021] [Accepted: 02/22/2021] [Indexed: 01/04/2023] Open
Abstract
Unilateral damage to the frontoparietal network typically impairs saccade target selection within the contralesional visual hemifield. Severity of deficits and the degree of recovery have been associated with widespread network dysfunction, yet it is not clear how these behavioural and functional brain changes relate with the underlying structural white matter tracts. Here, we investigated whether recovery after unilateral prefrontal cortex (PFC) lesions was associated with changes in white matter microstructure across large-scale frontoparietal cortical and thalamocortical networks. Diffusion-weighted imaging was acquired in four male rhesus macaques at pre-lesion, week 1, and week 8-16 post-lesion when target selection deficits largely recovered. Probabilistic tractography was used to reconstruct cortical frontoparietal fiber tracts, including the superior longitudinal fasciculus (SLF) and transcallosal fibers connecting the PFC or posterior parietal cortex (PPC), as well as thalamocortical fiber tracts connecting the PFC and PPC to thalamic nuclei. We found that the two animals with small PFC lesions showed increased fractional anisotropy in both cortical and thalamocortical fiber tracts when behaviour had recovered. However, we found that fractional anisotropy decreased in cortical frontoparietal tracts after larger PFC lesions yet increased in some thalamocortical tracts at the time of behavioural recovery. These findings indicate that behavioural recovery after small PFC lesions may be supported by both cortical and subcortical areas, whereas larger PFC lesions may have induced widespread structural damage and hindered compensatory remodeling in the cortical frontoparietal network.
Collapse
Affiliation(s)
- Ramina Adam
- Graduate Program in Neuroscience, University of Western Ontario, London, Canada; Robarts Research Institute, University of Western Ontario, London, Canada; The Brain and Mind Institute, University of Western Ontario, London, Canada
| | - David J Schaeffer
- Department of Neurobiology, University of Pittsburgh, PA, United States
| | - Kevin Johnston
- The Brain and Mind Institute, University of Western Ontario, London, Canada; Department of Physiology and Pharmacology, University of Western Ontario, London, Canada
| | - Ravi S Menon
- Robarts Research Institute, University of Western Ontario, London, Canada; The Brain and Mind Institute, University of Western Ontario, London, Canada; Department of Medical Biophysics, University of Western Ontario, London, Canada
| | - Stefan Everling
- Graduate Program in Neuroscience, University of Western Ontario, London, Canada; Robarts Research Institute, University of Western Ontario, London, Canada; The Brain and Mind Institute, University of Western Ontario, London, Canada; Department of Physiology and Pharmacology, University of Western Ontario, London, Canada.
| |
Collapse
|
6
|
Luna FG, Lupiáñez J, Martín-Arévalo E. Microstructural white matter connectivity underlying the attentional networks system. Behav Brain Res 2020; 401:113079. [PMID: 33358923 DOI: 10.1016/j.bbr.2020.113079] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 11/21/2020] [Accepted: 12/14/2020] [Indexed: 10/22/2022]
Abstract
Nowadays, there is considerable controversy regarding the structural connectivity underlying the attentional networks system (i.e., alerting and vigilance, orienting, and executive control). The present study aimed at further examining and dissociating the white matter connectivity underlying attentional and vigilance functioning by overcoming some critical limitations in previous research. To this end, we performed virtual in vivo dissections of attention-related white matter tracts from thirty healthy adults. Participants completed two sessions of the Attentional Networks Test for Interactions and Vigilance, a suitable task to assess simultaneously phasic alertness, orienting, executive control, and the executive component of vigilance (i.e., the ability to detect infrequent critical signals). Whereas we found a consistent correlation between phasic alertness and both the right dorsolateral prefrontal caudate tract and the splenium of the corpus callosum, evidence obtained for white matter connectivity underlying orienting, executive control, and executive vigilance, was either weak at the best, inconsistent, or null. White matter connectivity seemed to support nevertheless the most reliable performance: overall reaction time for attentional functioning was significantly associated with the left cingulate fasciculus and overall reaction time for executive vigilance was significantly linked to the bilateral superior longitudinal fasciculus I. The present outcomes provide interesting, consistent, and reliable evidence concerning the structural connectivity underlying the alerting network. We still consider that further evidence is necessary to better understand the controversial relationship between attentional/vigilance processes and microstructural white matter connectivity though.
Collapse
Affiliation(s)
- Fernando G Luna
- Instituto de Investigaciones Psicológicas (IIPsi), CONICET-UNC, Facultad de Psicología, Universidad Nacional de Córdoba, Boulevard de la Reforma esquina Enfermera Gordillo, CP 5000. Córdoba, Argentina; Department of Experimental Psychology, and Mind, Brain, and Behavior Research Center (CIMCYC), University of Granada, Campus de Cartuja S/N, CP 18011, Granada, Spain.
| | - Juan Lupiáñez
- Department of Experimental Psychology, and Mind, Brain, and Behavior Research Center (CIMCYC), University of Granada, Campus de Cartuja S/N, CP 18011, Granada, Spain.
| | - Elisa Martín-Arévalo
- Department of Experimental Psychology, and Mind, Brain, and Behavior Research Center (CIMCYC), University of Granada, Campus de Cartuja S/N, CP 18011, Granada, Spain.
| |
Collapse
|
7
|
Measuring attention and vigilance in the laboratory vs. online: The split-half reliability of the ANTI-Vea. Behav Res Methods 2020; 53:1124-1147. [PMID: 32989724 DOI: 10.3758/s13428-020-01483-4] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/08/2020] [Indexed: 12/15/2022]
Abstract
Over the past few years, there has been growing interest in using online methods for collecting data from large samples. However, only a few studies have administered online behavioral tasks to assess attention outside the lab. In the present study, we assessed the classic attentional functions and two vigilance components using two versions of the Attentional Networks Test for Interactions and Vigilance-executive and arousal vigilance components (ANTI-Vea): (1) a standard version, performed under typical experimental conditions (n = 314), and (2) an online version, completed outside the lab (n = 303). Both versions were equally effective in assessing (1) the main effects and interactions of phasic alertness, orienting, and executive control, and (2) the executive (i.e., a decline in the ability to detect infrequent critical signals) and the arousal (i.e., a progressive slowness and variability in responses to stimuli from the environment) vigilance decrement across time on task. Responses were generally slower in the online than in the standard version. Importantly, the split-half reliability observed for both tasks was (1) higher for executive control (~.67) than for phasic alertness and orienting (< .40), as observed in previous versions of the task, and (2) between .71 and .99 for the executive and arousal vigilance measures. We expect the present study will be of interest to researchers aiming to assess attentional functions with a valid and reliable method that, importantly, is publicly available on an open website ( https://www.ugr.es/~neurocog/ANTI/ ) and is easy to use in applied contexts.
Collapse
|
8
|
Wang YM, Yang ZY, Cai XL, Zhou HY, Zhang RT, Yang HX, Liang YS, Zhu XZ, Madsen KH, Sørensen TA, Møller A, Wang Z, Cheung EFC, Chan RCK. Identifying Schizo-Obsessive Comorbidity by Tract-Based Spatial Statistics and Probabilistic Tractography. Schizophr Bull 2020; 46:442-453. [PMID: 31355879 PMCID: PMC7442329 DOI: 10.1093/schbul/sbz073] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
A phenomenon in schizophrenia patients that deserves attention is the high comorbidity rate with obsessive-compulsive disorder (OCD). Little is known about the neurobiological basis of schizo-obsessive comorbidity (SOC). We aimed to investigate whether specific changes in white matter exist in patients with SOC and the relationship between such abnormalities and clinical parameters. Twenty-eight patients with SOC, 28 schizophrenia patients, 30 OCD patients, and 30 demographically matched healthy controls were recruited. Using Tract-based Spatial Statistics and Probabilistic Tractography, we examined the pattern of white matter abnormalities in these participants. We also used ANOVA and Support Vector Classification of various white matter indices and structural connection probability to further examine white matter changes among the 4 groups. We found that patients with SOC had decreased fractional anisotropy (FA) and increased radial diffusivity in the right sagittal stratum and the left crescent of the fornix/stria terminalis compared with healthy controls. We also found changed connection probability in the Default Mode Network, the Subcortical Network, the Attention Network, the Task Control Network, the Visual Network, the Somatosensory Network, and the cerebellum in the SOC group compared with the other 3 groups. The classification results further revealed that FA features could differentiate the SOC group from the other 3 groups with an accuracy of .78. These findings highlight the specific white matter abnormalities found in patients with SOC.
Collapse
Affiliation(s)
- Yong-Ming Wang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Sino-Danish College, University of Chinese Academy of Sciences, Beijing, PR China,Sino-Danish Center for Education and Research, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Zhuo-Ya Yang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Xin-Lu Cai
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Sino-Danish College, University of Chinese Academy of Sciences, Beijing, PR China,Sino-Danish Center for Education and Research, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Han-Yu Zhou
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Rui-Ting Zhang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Han-Xue Yang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Yun-Si Liang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Sino-Danish College, University of Chinese Academy of Sciences, Beijing, PR China,Sino-Danish Center for Education and Research, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China
| | - Xiong-Zhao Zhu
- Medical Psychological Center, The Second Xiangya Hospital, Central South University, Changsha, Hunan, PR China,Medical Psychological Institute of Central South University, Changsha, Hunan, PR China
| | - Kristoffer Hougaard Madsen
- Sino-Danish Center for Education and Research, Beijing, PR China,Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Hvidovre, Copenhagen, Denmark,Department of Applied Mathematics and Computer Science, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Thomas Alrik Sørensen
- Sino-Danish Center for Education and Research, Beijing, PR China,Centre for Cognitive Neuroscience, Department of Communication and Psychology, Aalborg University, Aalborg, Denmark
| | - Arne Møller
- Sino-Danish Center for Education and Research, Beijing, PR China,Department of Nuclear Medicine and PET Centre, Aarhus University Hospital, Aarhus, Denmark
| | - Zhen Wang
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China
| | - Eric F C Cheung
- Castle Peak Hospital, Hong Kong Special Administrative Region, PR China
| | - Raymond C K Chan
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, PR China,Sino-Danish College, University of Chinese Academy of Sciences, Beijing, PR China,Sino-Danish Center for Education and Research, Beijing, PR China,Department of Psychology, University of Chinese Academy of Sciences, Beijing, PR China,To whom correspondence should be addressed: Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Beijing 100101, PR China; tel: 86-(0)10-64836274, fax: 86-(0)10-64836274, e-mail:
| |
Collapse
|
9
|
Oschwald J, Mérillat S, Liem F, Röcke C, Martin M, Jäncke L. Lagged Coupled Changes Between White Matter Microstructure and Processing Speed in Healthy Aging: A Longitudinal Investigation. Front Aging Neurosci 2019; 11:298. [PMID: 31824294 PMCID: PMC6881240 DOI: 10.3389/fnagi.2019.00298] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2018] [Accepted: 10/16/2019] [Indexed: 01/16/2023] Open
Abstract
Age-related differences in white matter (WM) microstructure have been linked to lower performance in tasks of processing speed in healthy older individuals. However, only few studies have examined this link in a longitudinal setting. These investigations have been limited to the correlation of simultaneous changes in WM microstructure and processing speed. Still little is known about the nature of age-related changes in WM microstructure, i.e., regionally distinct vs. global changes. In the present study, we addressed these open questions by exploring whether previous changes in WM microstructure were related to subsequent changes in processing speed: (a) 1 year later; or (b) 2 years later. Furthermore, we investigated whether age-related changes in WM microstructure were regionally specific or global. We used data from four occasions (covering 4 years) of the Longitudinal Healthy Aging Brain (LHAB) database project (N = 232; age range at baseline = 64–86). As a measure of WM microstructure, we used mean fractional anisotropy (FA) in 10 major WM tracts averaged across hemispheres. Processing speed was measured with four cognitive tasks. Statistical analyses were conducted with bivariate latent change score (LCS) models. We found, for the first time, evidence for lagged couplings between preceding changes in FA and subsequent changes in processing speed 2 years, but not 1 year later in some of the WM tracts (anterior thalamic radiation, superior longitudinal fasciculus). Our results supported the notion that FA changes were different between regional WM tracts rather than globally shared, with some tracts showing mean declines in FA, and others remaining relatively stable across 4 years.
Collapse
Affiliation(s)
- Jessica Oschwald
- University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland
| | - Susan Mérillat
- University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland
| | - Franziskus Liem
- University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland
| | - Christina Röcke
- University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland
| | - Mike Martin
- University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland.,Division of Gerontopsychology, Psychological Institute, University of Zurich, Zurich, Switzerland
| | - Lutz Jäncke
- University Research Priority Program "Dynamics of Healthy Aging", University of Zurich, Zurich, Switzerland.,Division of Neuropsychology, Psychological Institute, University of Zurich, Zurich, Switzerland
| |
Collapse
|
10
|
O’Neill J, O’Connor MJ, Yee V, Ly R, Narr K, Alger JR, Levitt JG. Differential neuroimaging indices in prefrontal white matter in prenatal alcohol-associated ADHD versus idiopathic ADHD. Birth Defects Res 2019; 111:797-811. [PMID: 30694611 PMCID: PMC6650301 DOI: 10.1002/bdr2.1460] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Revised: 12/08/2018] [Accepted: 01/03/2019] [Indexed: 12/21/2022]
Abstract
BACKGROUND Attention deficit-hyperactivity disorder (ADHD) is common in fetal alcohol spectrum disorders (FASD) but also in patients without prenatal alcohol exposure (PAE). Many patients diagnosed with idiopathic ADHD may actually have ADHD and covert PAE, a treatment-relevant distinction. METHODS We compared proton magnetic resonance spectroscopic imaging (MRSI; N = 44) and diffusion tensor imaging (DTI; N = 46) of the anterior corona radiata (ACR)-a key fiber tract in models of ADHD-at 1.5 T in children with ADHD with PAE (ADHD+PAE), children with ADHD without PAE (ADHD-PAE), children without ADHD with PAE (non-ADHD+PAE), and children with neither ADHD nor PAE (non-ADHD-PAE, i.e., typically developing controls). Levels of choline-compounds (Cho) were the main MRSI endpoint, given interest in dietary choline for FASD; the main DTI endpoint was fractional anisotropy (FA), as ACR FA may reflect ADHD-relevant executive control functions. RESULTS For ACR Cho, there was an ADHD-by-PAE interaction (p = 0.038) whereby ACR Cho was 26.7% lower in ADHD+PAE than in ADHD-PAE children (p < 0.0005), but there was no significant ACR Cho difference between non-ADHD+PAE and non-ADHD-PAE children. Voxelwise false-discovery rate (FDR)-corrected analysis of DTI revealed significantly (q ≤ 0.0101-0.05) lower FA in ACR for subjects with PAE (ADHD+PAE or non-ADHD+PAE) than for subjects without PAE (ADHD-PAE or non-ADHD-PAE). There was no significant effect of ADHD on FA. Thus, in overlapping samples, effects of PAE on Cho and FA were observed in the same white-matter tract. CONCLUSIONS These findings point to tract focal, white-matter pathology possibly specific for ADHD+PAE subjects. Low Cho may derive from abnormal choline metabolism; low FA suggests suboptimal white-matter integrity in PAE. More advanced MRSI and DTI-and neurocognitive assessments-may better distinguish ADHD+PAE from ADHD-PAE, helping identify covert cases of FASD.
Collapse
Affiliation(s)
- Joseph O’Neill
- Division of Child & Adolescent Psychiatry, UCLA Semel institute for Neuroscience, Los Angeles, CA
| | - Mary J. O’Connor
- Division of Child & Adolescent Psychiatry, UCLA Semel institute for Neuroscience, Los Angeles, CA
| | - Victor Yee
- Division of Child & Adolescent Psychiatry, UCLA Semel institute for Neuroscience, Los Angeles, CA
| | - Ronald Ly
- Division of Child & Adolescent Psychiatry, UCLA Semel institute for Neuroscience, Los Angeles, CA
| | | | - Jeffrey R. Alger
- Department of Neurology, UCLA Los Angeles, CA
- Neurospectroscopics, Inc., Encino, CA
| | - Jennifer G. Levitt
- Division of Child & Adolescent Psychiatry, UCLA Semel institute for Neuroscience, Los Angeles, CA
| |
Collapse
|
11
|
Medina D, Barraza P. Efficiency of attentional networks in musicians and non-musicians. Heliyon 2019; 5:e01315. [PMID: 30976668 PMCID: PMC6439233 DOI: 10.1016/j.heliyon.2019.e01315] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Revised: 02/24/2019] [Accepted: 03/01/2019] [Indexed: 11/06/2022] Open
Abstract
Music is a complex and properly human skill. Previous studies indicate that systematic musical training induces specific structural brain changes and improves audio-motor functions. However, whether these benefits can transfer into functional improvements of attentional skills is still little known. To shed light on this issue, in the present study we explored the relationship between long-term musical training and the efficiency of the attentional system. We used the attention network test (ANT) to compare the performance of the alerting, orienting and executive attentional networks of professional pianists against a matched group of non-musician adults. We found that musicians were significantly faster to respond across the ANT task, and that the executive attentional network was more efficient in musicians than non-musicians. We found no differences in the efficiency of the alerting and orienting networks between both groups. Interestingly, we found that the efficiency of the executive system improves with the years of musical training, even when controlling for age. We also found that the three attentional networks of the non-musicians were functionally independent. However, in the case of the musicians, the efficiency of the alerting and orienting systems was associated. These findings provide evidence of a potential transfer effect from systematic musical training into inhibitory attentional control.
Collapse
Affiliation(s)
- David Medina
- Department of Music, Universidad Metropolitana de Ciencias de la Educación, UMCE, 7760197, Santiago, Chile
| | - Paulo Barraza
- Centro de Investigación Avanzada en Educación, CIAE, Universidad de Chile, 8330014, Santiago, Chile
| |
Collapse
|
12
|
Zhu Y, Wang L, Xi Y, Dai T, Fei N, Liu L, Xu Z, Yang X, Fu C, Sun J, Xu J, Shi D, Tian J, Yin H, Qin W. White Matter Microstructural Properties are Related to Inter-Individual Differences in Cognitive Instability after Sleep Deprivation. Neuroscience 2017; 365:206-216. [DOI: 10.1016/j.neuroscience.2017.09.047] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2016] [Revised: 09/22/2017] [Accepted: 09/25/2017] [Indexed: 12/24/2022]
|
13
|
White matter microstructure of attentional networks predicts attention and consciousness functional interactions. Brain Struct Funct 2017; 223:653-668. [PMID: 28905109 DOI: 10.1007/s00429-017-1511-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2017] [Accepted: 09/06/2017] [Indexed: 10/18/2022]
Abstract
Attention is considered as one of the pre-requisites of conscious perception. Phasic alerting and exogenous orienting improve conscious perception of near-threshold information through segregated brain networks. Using a multimodal neuroimaging approach, combining data from functional MRI (fMRI) and diffusion-weighted imaging (DWI), we investigated the influence of white matter properties of the ventral branch of superior longitudinal fasciculus (SLF III) in functional interactions between attentional systems and conscious perception. Results revealed that (1) reduced integrity of the left hemisphere SLF III was predictive of the neural interactions observed between exogenous orienting and conscious perception, and (2) increased integrity of the left hemisphere SLF III was predictive of the neural interactions observed between phasic alerting and conscious perception. Our results combining fMRI and DWI data demonstrate that structural properties of the white matter organization determine attentional modulations over conscious perception.
Collapse
|
14
|
Zhang Y, Wu J, Wu W, Liu R, Pang L, Guan D, Xu Y. Reduction of white matter integrity correlates with apathy in Parkinson's disease. Int J Neurosci 2017. [PMID: 28648111 DOI: 10.1080/00207454.2017.1347170] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND Apathy is a common non-motor symptom in Parkinson's disease (PD), but little is known about apathy and white matter (WM) change. In this study, we investigated whether fractional anisotropy (FA) of the WM can distinguish apathetic patients from non-apathetic PD patients, and whether the FA value correlates with the severity of apathy in PD. METHODS Thirty-nine PD patients participated in our study, of which 18 participants were with apathy symptom, and 21 without apathy symptom. Diffusion tensor imaging was performed on all the subjects. RESULTS Compared to non-apathetic PD patients, the apathetic group had reduced FA values in the genu and body of corpus callosum, bilateral anterior corona radiata, left superior corona radiata and left cingulum. Furthermore, in these WM regions, the FA values were negatively correlated with the Lille Apathy Rating Scale scores in apathetic subjects. CONCLUSION The WM change is associated with apathy in PD patients. In addition, the FA values of specific regions of WM could be a promising marker to predict the severity of apathy.
Collapse
Affiliation(s)
- Yang Zhang
- a Department of Neurology , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| | - Jiayong Wu
- a Department of Neurology , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| | - Wenbo Wu
- b Department of Medical Imaging , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| | - Renyuan Liu
- b Department of Medical Imaging , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| | - Lingen Pang
- a Department of Neurology , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| | - Dening Guan
- a Department of Neurology , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| | - Yun Xu
- a Department of Neurology , Drum Tower Hospital , Medical School of Nanjing University , Nanjing , China
| |
Collapse
|
15
|
Diffusion tensor imaging in children with tuberous sclerosis complex: tract-based spatial statistics assessment of brain microstructural changes. Pediatr Radiol 2016; 46:1158-64. [PMID: 27085522 DOI: 10.1007/s00247-016-3582-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Revised: 01/13/2016] [Accepted: 02/09/2016] [Indexed: 12/13/2022]
Abstract
BACKGROUND There is evidence of microstructural changes in normal-appearing white matter of patients with tuberous sclerosis complex. OBJECTIVE To evaluate major white matter tracts in children with tuberous sclerosis complex using tract-based spatial statistics diffusion tensor imaging (DTI) analysis. MATERIALS AND METHODS Eight children (mean age ± standard deviation: 8.5 ± 5.5 years) with an established diagnosis of tuberous sclerosis complex and 8 age-matched controls were studied. The imaging protocol consisted of T1-weighted high-resolution 3-D spoiled gradient-echo sequence and a spin-echo, echo-planar diffusion-weighted sequence. Differences in the diffusion indices were evaluated using tract-based spatial statistics. RESULTS Tract-based spatial statistics showed increased axial diffusivity in the children with tuberous sclerosis complex in the superior and anterior corona radiata, the superior longitudinal fascicle, the inferior fronto-occipital fascicle, the uncinate fascicle and the anterior thalamic radiation. No significant differences were observed in fractional anisotropy, mean diffusivity and radial diffusivity between patients and control subjects. No difference was found in the diffusion indices between the baseline and follow-up examination in the patient group. CONCLUSION Patients with tuberous sclerosis complex have increased axial diffusivity in major white matter tracts, probably related to reduced axonal integrity.
Collapse
|
16
|
He X, Stefan M, Terranova K, Steinglass J, Marsh R. Altered White Matter Microstructure in Adolescents and Adults with Bulimia Nervosa. Neuropsychopharmacology 2016; 41:1841-8. [PMID: 26647975 PMCID: PMC4869053 DOI: 10.1038/npp.2015.354] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2015] [Revised: 11/12/2015] [Accepted: 12/04/2015] [Indexed: 12/29/2022]
Abstract
Previous data suggest structural and functional deficits in frontal control circuits in adolescents and adults with bulimia nervosa (BN), but less is known about the microstructure of white matter in these circuits early in the course of the disorder. Diffusion tensor imaging (DTI) data were acquired from 28 female adolescents and adults with BN and 28 age- and BMI-matched healthy female participants. Tract-based spatial statistics (TBSS) was used to detect group differences in white matter microstructure and explore the differential effects of age on white matter microstructure across groups. Significant reductions in fractional anisotropy (FA) were detected in the BN compared with healthy control group in multiple tracts including forceps minor and major, superior longitudinal, inferior fronto-occipital, and uncinate fasciculi, anterior thalamic radiation, cingulum, and corticospinal tract. FA reductions in forceps and frontotemporal tracts correlated inversely with symptom severity and Stroop interference in the BN group. These findings suggest that white matter microstructure is abnormal in BN in tracts extending through frontal and temporoparietal cortices, especially in those with the most severe symptoms. Age-related differences in both FA and RD in these tracts in BN compared with healthy individuals may represent an abnormal trajectory of white matter development that contributes to the persistence of functional impairments in self-regulation in BN.
Collapse
Affiliation(s)
- Xiaofu He
- Division of Child and Adolescent Psychiatry, Department of Psychiatry, New York State Psychiatric Institute and College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Mihaela Stefan
- Division of Child and Adolescent Psychiatry, Department of Psychiatry, New York State Psychiatric Institute and College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Kate Terranova
- Division of Child and Adolescent Psychiatry, Department of Psychiatry, New York State Psychiatric Institute and College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Joanna Steinglass
- Eating Disorders Research Unit, Department of Psychiatry, New York State Psychiatric Institute and College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Rachel Marsh
- Division of Child and Adolescent Psychiatry, Department of Psychiatry, New York State Psychiatric Institute and College of Physicians & Surgeons, Columbia University, New York, NY, USA,Eating Disorders Research Unit, Department of Psychiatry, New York State Psychiatric Institute and College of Physicians & Surgeons, Columbia University, New York, NY, USA,Division of Child and Adolescent Psychiatry in the Department of Psychiatry, Columbia University and New York State Psychiatric Institute, 1051 Riverside Drive, Unit 74, New York, NY 10032, USA, Tel: +1 646 774 5774, Fax: +1 212 543 0522, E-mail:
| |
Collapse
|
17
|
Chiang HL, Chen YJ, Shang CY, Tseng WYI, Gau SSF. Different neural substrates for executive functions in youths with ADHD: a diffusion spectrum imaging tractography study. Psychol Med 2016; 46:1225-1238. [PMID: 26744120 DOI: 10.1017/s0033291715002767] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND The relationship between white-matter tracts and executive functions (EF) in attention deficit hyperactivity disorder (ADHD) has not been well studied and previous studies mainly focused on frontostriatal (FS) tracts. The authors explored the microstructural property of several fibre tracts hypothesized to be involved in EF, to correlate their microstructural property with EF, and to explore whether such associations differ between ADHD and typically developing (TD) youths. METHOD We assessed 45 youths with ADHD and 45 individually matched TD youths with a computerized test battery for multiple dimensions of EF. From magnetic resonance imaging, FS tract, superior longitudinal fasciculus (SLF), arcuate fasciculus (AF) and cingulum bundle (CB) were reconstructed by diffusion spectrum imaging tractography. The generalized fractional anisotropy (GFA) values of white-matter tracts were computed to present microstructural property of each tract. RESULTS We found lower GFA in the left FS tract, left SLF, left AF and right CB, and poorer performance in set-shifting, sustained attention, cognitive inhibition and visuospatial planning in ADHD than TD. The ADHD and TD groups demonstrated different association patterns between EF and fibre tract microstructural property. Most of the EF were associated with microstructural integrity of the FS tract and CB in TD youths, while with that of the FS tract, SLF and AF in youths with ADHD. CONCLUSIONS Our findings support that the SLF, AF and CB also involve in a wide range of EF and that the main fibre tracts involved in EF are different in youths with ADHD.
Collapse
Affiliation(s)
- H-L Chiang
- Department of Psychiatry,National Taiwan University Hospital and College of Medicine,Taipei,Taiwan
| | - Y-J Chen
- Institute of Medical Device and Imaging, National Taiwan University College of Medicine,Taipei,Taiwan
| | - C-Y Shang
- Department of Psychiatry,National Taiwan University Hospital and College of Medicine,Taipei,Taiwan
| | - W-Y I Tseng
- Institute of Medical Device and Imaging, National Taiwan University College of Medicine,Taipei,Taiwan
| | - S S-F Gau
- Department of Psychiatry,National Taiwan University Hospital and College of Medicine,Taipei,Taiwan
| |
Collapse
|
18
|
Yamamoto M, Kushima I, Kimura H, Hayashi A, Kawano N, Aleksic B, Iidaka T, Ozaki N. White matter microstructure between the pre-SMA and the cingulum bundle is related to response conflict in healthy subjects. Brain Behav 2015; 5:e00375. [PMID: 26516610 PMCID: PMC4614048 DOI: 10.1002/brb3.375] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2015] [Revised: 07/23/2015] [Accepted: 07/24/2015] [Indexed: 11/06/2022] Open
Abstract
INTRODUCTION Response conflict involves selectively attending to relevant information and suppressing distracting, irrelevant information. The medial frontal cortex (MFC) is considered to be involved in response conflict. However, it remains unclear which white matter connectivity is associated with response conflict. This study aimed to delineate the neural connectivity of response conflict in healthy subjects and investigate the association between white matter microstructure and performance of a response conflict task. METHOD Twenty-eight healthy subjects underwent functional magnetic resonance imaging (fMRI) during the Flanker task and diffusion MRI. We identified the presupplementary motor area (pre-SMA) using fMRI. Furthermore, we delineated the white matter connectivity between the pre-SMA and the cingulum bundle (CB), which is located in the MFC, using probabilistic tractography. We calculated the mean diffusivity (MD), index of white matter microstructure, of this tract and evaluate the association between MD and performance of the Flanker task. RESULT The mean MD of this tract was significantly and positively associated with performance of the Flanker task. CONCLUSION The present study suggests the white matter connectivity between the pre-SMA and the CB is related to the response conflict in healthy subjects and finer white matter microstructure is associated with smaller response conflict.
Collapse
Affiliation(s)
- Maeri Yamamoto
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan
| | - Itaru Kushima
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan ; Institute for Advanced Research Nagoya University Nagoya Aichi Japan
| | - Hiroki Kimura
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan
| | - Akiko Hayashi
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan
| | - Naoko Kawano
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan ; Institute of Innovation for Future Society Nagoya University Nagoya Aichi Japan
| | - Branko Aleksic
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan
| | - Tetsuya Iidaka
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan
| | - Norio Ozaki
- Department of Psychiatry Graduate School of Medicine Nagoya University Nagoya Aichi Japan
| |
Collapse
|
19
|
Chiang HL, Chen YJ, Lo YC, Tseng WYI, Gau SSF. Altered white matter tract property related to impaired focused attention, sustained attention, cognitive impulsivity and vigilance in attention-deficit/ hyperactivity disorder. J Psychiatry Neurosci 2015; 40:325-35. [PMID: 25871496 PMCID: PMC4543095 DOI: 10.1503/jpn.140106] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2014] [Revised: 08/29/2014] [Accepted: 12/25/2015] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND The neural substrate for clinical symptoms and neuropsychological performance in individuals with attention-deficit/hyperactivity disorder (ADHD) has rarely been studied and has yielded inconsistent results. We sought to compare the microstructural property of fibre tracts associated with the prefrontal cortex and its association with ADHD symptoms and a wide range of attention performance in youth with ADHD and healthy controls. METHODS We assessed youths with ADHD and age-, sex-, handedness-, coil- and intelligence-matched controls using the Conners' Continuous Performance Test (CCPT) for attention performance and MRI. The 10 target tracts, including the bilateral frontostriatal tracts (caudate to dorsolateral prefrontal cortex, ventrolateral prefrontal cortex and orbitofrontal cortex), superior longitudinal fasciculus (SLF) and cingulum bundle were reconstructed using diffusion spectrum imaging tractography. We computed generalized fractional anisotropy (GFA) values to indicate tract-specific microstructural property. RESULTS We included 50 youths with ADHD and 50 healthy controls in our study. Youths with ADHD had lower GFA in the left frontostriatal tracts, bilateral SLF and right cingulum bundle and performed worse in the CCPT than controls. Furthermore, alteration of the right SLF GFA was most significantly associated with the clinical symptom of inattention in youths with ADHD. Finally, youths with ADHD had differential association patterns of the 10 fibre tract GFA values with attention performance compared with controls. LIMITATIONS Ten of the youths with ADHD were treated with methylphenidate, which may have long-term effects on microstructural property. CONCLUSION Our study highlights the importance of the SLF, cingulum bundle and frontostriatal tracts for clinical symptoms and attention performance in youths with ADHD and demonstrates the involvement of different fibre tracts in attention performance in these individuals.
Collapse
Affiliation(s)
- Huey-Ling Chiang
- From the Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan (Chiang, Gau); Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan (Chiang, Gau); Department of Psychiatry, Far Eastern Memorial Hospital, Taipei, Taiwan (Chiang); Center for Optoelectronic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan (Chen, Tseng, Lo); Graduate Institute of Brain and Mind Sciences, National Taiwan University College of Medicine, Taipei, Taiwan (Tseng, Gau); Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan (Tseng); Department of Psychology, School of Occupational Therapy, and Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan (Gau)
| | - Yu-Jen Chen
- From the Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan (Chiang, Gau); Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan (Chiang, Gau); Department of Psychiatry, Far Eastern Memorial Hospital, Taipei, Taiwan (Chiang); Center for Optoelectronic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan (Chen, Tseng, Lo); Graduate Institute of Brain and Mind Sciences, National Taiwan University College of Medicine, Taipei, Taiwan (Tseng, Gau); Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan (Tseng); Department of Psychology, School of Occupational Therapy, and Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan (Gau)
| | - Yu-Chun Lo
- From the Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan (Chiang, Gau); Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan (Chiang, Gau); Department of Psychiatry, Far Eastern Memorial Hospital, Taipei, Taiwan (Chiang); Center for Optoelectronic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan (Chen, Tseng, Lo); Graduate Institute of Brain and Mind Sciences, National Taiwan University College of Medicine, Taipei, Taiwan (Tseng, Gau); Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan (Tseng); Department of Psychology, School of Occupational Therapy, and Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan (Gau)
| | - Wen-Yih Isaac Tseng
- From the Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan (Chiang, Gau); Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan (Chiang, Gau); Department of Psychiatry, Far Eastern Memorial Hospital, Taipei, Taiwan (Chiang); Center for Optoelectronic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan (Chen, Tseng, Lo); Graduate Institute of Brain and Mind Sciences, National Taiwan University College of Medicine, Taipei, Taiwan (Tseng, Gau); Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan (Tseng); Department of Psychology, School of Occupational Therapy, and Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan (Gau)
| | - Susan Shur-Fen Gau
- From the Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan (Chiang, Gau); Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan (Chiang, Gau); Department of Psychiatry, Far Eastern Memorial Hospital, Taipei, Taiwan (Chiang); Center for Optoelectronic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan (Chen, Tseng, Lo); Graduate Institute of Brain and Mind Sciences, National Taiwan University College of Medicine, Taipei, Taiwan (Tseng, Gau); Department of Medical Imaging, National Taiwan University Hospital, Taipei, Taiwan (Tseng); Department of Psychology, School of Occupational Therapy, and Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan (Gau)
| |
Collapse
|
20
|
Xu J, Yin X, Ge H, Han Y, Pang Z, Tang Y, Liu B, Liu S. Attentional performance is correlated with the local regional efficiency of intrinsic brain networks. Front Behav Neurosci 2015; 9:200. [PMID: 26283939 PMCID: PMC4517058 DOI: 10.3389/fnbeh.2015.00200] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2015] [Accepted: 07/13/2015] [Indexed: 11/13/2022] Open
Abstract
Attention is a crucial brain function for human beings. Using neuropsychological paradigms and task-based functional brain imaging, previous studies have indicated that widely distributed brain regions are engaged in three distinct attention subsystems: alerting, orienting and executive control (EC). Here, we explored the potential contribution of spontaneous brain activity to attention by examining whether resting-state activity could account for individual differences of the attentional performance in normal individuals. The resting-state functional images and behavioral data from attention network test (ANT) task were collected in 59 healthy subjects. Graph analysis was conducted to obtain the characteristics of functional brain networks and linear regression analyses were used to explore their relationships with behavioral performances of the three attentional components. We found that there was no significant relationship between the attentional performance and the global measures, while the attentional performance was associated with specific local regional efficiency. These regions related to the scores of alerting, orienting and EC largely overlapped with the regions activated in previous task-related functional imaging studies, and were consistent with the intrinsic dorsal and ventral attention networks (DAN/VAN). In addition, the strong associations between the attentional performance and specific regional efficiency suggested that there was a possible relationship between the DAN/VAN and task performances in the ANT. We concluded that the intrinsic activity of the human brain could reflect the processing efficiency of the attention system. Our findings revealed a robust evidence for the functional significance of the efficiently organized intrinsic brain network for highly productive cognitions and the hypothesized role of the DAN/VAN at rest.
Collapse
Affiliation(s)
- Junhai Xu
- Department of Computer Information and Technology, School of Computer Science and Technology, Tianjin University Tianjin, China ; Research Center for Sectional and Imaging Anatomy, Department of Anatomy and Histology Embryology, Shandong University School of Medicine Jinan, China
| | - Xuntao Yin
- Research Center for Sectional and Imaging Anatomy, Department of Anatomy and Histology Embryology, Shandong University School of Medicine Jinan, China
| | - Haitao Ge
- Research Center for Sectional and Imaging Anatomy, Department of Anatomy and Histology Embryology, Shandong University School of Medicine Jinan, China
| | - Yan Han
- Department of Radiology, Affiliated Hospital of Medical College, Qingdao University Qingdao, China
| | - Zengchang Pang
- Department of Epidemiology, Qingdao Municipal Central for Disease Control and Prevention Qingdao, China
| | - Yuchun Tang
- Research Center for Sectional and Imaging Anatomy, Department of Anatomy and Histology Embryology, Shandong University School of Medicine Jinan, China
| | - Baolin Liu
- Department of Computer Information and Technology, School of Computer Science and Technology, Tianjin University Tianjin, China
| | - Shuwei Liu
- Research Center for Sectional and Imaging Anatomy, Department of Anatomy and Histology Embryology, Shandong University School of Medicine Jinan, China
| |
Collapse
|
21
|
Muetzel RL, Mous SE, van der Ende J, Blanken LME, van der Lugt A, Jaddoe VWV, Verhulst FC, Tiemeier H, White T. White matter integrity and cognitive performance in school-age children: A population-based neuroimaging study. Neuroimage 2015; 119:119-28. [PMID: 26067345 DOI: 10.1016/j.neuroimage.2015.06.014] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2015] [Revised: 06/02/2015] [Accepted: 06/03/2015] [Indexed: 11/25/2022] Open
Abstract
Child and adolescent brain development are typically accompanied by marked improvements in a wide range of cognitive abilities. However, limited information is available surrounding the role of white matter in shaping cognitive abilities in children. The current study examined associations between white matter microstructure and cognitive performance in a large sample (n=778) of 6- to 10-year-old children. Results show white matter microstructure is related to non-verbal intelligence and to visuospatial ability, independent of age. Specificity was demonstrated, as white matter associations with visuospatial ability were independent of general intellectual ability. Associations between white matter integrity and cognition were similar in boys and girls. In summary, results demonstrate white matter structure-function associations are present in children, independent of age and broader cognitive abilities. The presence of such associations in the general population is informative for studies examining child psychopathology.
Collapse
Affiliation(s)
- Ryan L Muetzel
- The Generation R Study Group, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Sabine E Mous
- The Generation R Study Group, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Jan van der Ende
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Laura M E Blanken
- The Generation R Study Group, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | | | - Vincent W V Jaddoe
- The Generation R Study Group, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands; Department of Pediatrics, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Frank C Verhulst
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Henning Tiemeier
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands; Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Tonya White
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia Children's Hospital, Rotterdam, the Netherlands; Department of Radiology, Erasmus MC, Rotterdam, the Netherlands.
| |
Collapse
|
22
|
Timmers I, Zhang H, Bastiani M, Jansma BM, Roebroeck A, Rubio-Gozalbo ME. White matter microstructure pathology in classic galactosemia revealed by neurite orientation dispersion and density imaging. J Inherit Metab Dis 2015; 38:295-304. [PMID: 25344151 PMCID: PMC4341012 DOI: 10.1007/s10545-014-9780-x] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2014] [Revised: 10/02/2014] [Accepted: 10/06/2014] [Indexed: 12/31/2022]
Abstract
White matter abnormalities have been observed in patients with classic galactosemia, an inborn error of galactose metabolism. However, magnetic resonance imaging (MRI) data collected in the past were generally qualitative in nature. Our objective was to investigate white matter microstructure pathology and examine correlations with outcome and behaviour in this disease, by using multi-shell diffusion weighted imaging. In addition to standard diffusion tensor imaging (DTI), neurite orientation dispersion and density imaging (NODDI) was used to estimate density and orientation dispersion of neurites in a group of eight patients (aged 16-21 years) and eight healthy controls (aged 15-20 years). Extensive white matter abnormalities were found: neurite density index (NDI) was lower in the patient group in bilateral anterior areas, and orientation dispersion index (ODI) was increased mainly in the left hemisphere. These specific regional profiles are in agreement with the cognitive profile observed in galactosemia, showing higher order cognitive impairments, and language and motor impairments, respectively. Less favourable white matter properties correlated positively with age and age at onset of diet, and negatively with behavioural outcome (e.g. visual working memory). To conclude, this study provides evidence of white matter pathology regarding density and dispersion of neurites in these patients. The results are discussed in light of suggested pathophysiological mechanisms.
Collapse
Affiliation(s)
- Inge Timmers
- Department of Cognitive Neuroscience, Maastricht University, PO Box 616, 6200 MD, Maastricht, The Netherlands,
| | | | | | | | | | | |
Collapse
|
23
|
Sanfratello L, Caprihan A, Stephen JM, Knoefel JE, Adair JC, Qualls C, Lundy SL, Aine CJ. Same task, different strategies: how brain networks can be influenced by memory strategy. Hum Brain Mapp 2014; 35:5127-40. [PMID: 24931401 DOI: 10.1002/hbm.22538] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2014] [Revised: 04/04/2014] [Accepted: 04/15/2014] [Indexed: 11/07/2022] Open
Abstract
Previous functional neuroimaging studies demonstrated that different neural networks underlie different types of cognitive processing by engaging participants in particular tasks, such as verbal or spatial working memory (WM) tasks. However, we report here that even when a WM task is defined as verbal or spatial, different types of memory strategies may be used to complete it, with concomitant variations in brain activity. We developed a questionnaire to characterize the type of strategy used by individual members in a group of 28 young healthy participants (18-25 years) during a spatial WM task. A cluster analysis was performed to differentiate groups. We acquired functional magnetoencephalography and structural diffusion tensor imaging measures to characterize the brain networks associated with the use of different strategies. We found two types of strategies were used during the spatial WM task, a visuospatial and a verbal strategy, and brain regions and time courses of activation differed between participants who used each. Task performance also varied by type of strategy used with verbal strategies showing an advantage. In addition, performance on neuropsychological tests (indices from Wechsler Adult Intelligence Scale-IV, Rey Complex Figure Test) correlated significantly with fractional anisotropy measures for the visuospatial strategy group in white matter tracts implicated in other WM and attention studies. We conclude that differences in memory strategy can have a pronounced effect on the locations and timing of brain activation and that these differences need further investigation as a possible confounding factor for studies using group averaging as a means for summarizing results.
Collapse
Affiliation(s)
- Lori Sanfratello
- Department of Radiology, University of New Mexico School of Medicine, Albuquerque, New Mexico
| | | | | | | | | | | | | | | |
Collapse
|
24
|
Intrinsic functional connectivity networks in healthy elderly subjects: a multiparametric approach with structural connectivity analysis. BIOMED RESEARCH INTERNATIONAL 2014; 2014:947252. [PMID: 24971361 PMCID: PMC4058120 DOI: 10.1155/2014/947252] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2014] [Revised: 05/01/2014] [Accepted: 05/03/2014] [Indexed: 12/11/2022]
Abstract
Intrinsic functional connectivity magnetic resonance imaging (iFCMRI) provides an encouraging approach for mapping large-scale intrinsic connectivity networks (ICNs) in the “resting” brain. Structural connections as measured by diffusion tensor imaging (DTI) are a major constraint on the identified ICNs. This study aimed at the combined investigation of ten well-defined ICNs in healthy elderly subjects at single subject level as well as at the group level, together with the underlying structural connectivity. IFCMRI and DTI data were acquired in twelve subjects (68 ± 7 years) at a 3T scanner and were studied using the tensor imaging and fiber tracking software package. The seed-based iFCMRI analysis approach was comprehensively performed with DTI analysis, following standardized procedures including an 8-step processing of iFCMRI data. Our findings demonstrated robust ICNs at the single subject level and conclusive brain maps at the group level in the healthy elderly sample, supported by the complementary fiber tractography. The findings demonstrated here provide a methodological framework for future comparisons of pathological (e.g., neurodegenerative) conditions with healthy controls on the basis of multiparametric functional connectivity mapping.
Collapse
|
25
|
Xu J, Rees G, Yin X, Song C, Han Y, Ge H, Pang Z, Xu W, Tang Y, Friston K, Liu S. Spontaneous neuronal activity predicts intersubject variations in executive control of attention. Neuroscience 2014; 263:181-92. [PMID: 24447598 DOI: 10.1016/j.neuroscience.2014.01.020] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2013] [Revised: 01/10/2014] [Accepted: 01/10/2014] [Indexed: 01/27/2023]
Abstract
Executive control of attention regulates our thoughts, emotion and behavior. Individual differences in executive control are associated with task-related differences in brain activity. But it is unknown whether attentional differences depend on endogenous (resting state) brain activity and to what extent regional fluctuations and functional connectivity contribute to individual variations in executive control processing. Here, we explored the potential contribution of intrinsic brain activity to executive control by using resting-state functional magnetic resonance imaging (fMRI). Using the amplitude of low-frequency fluctuations (ALFF) as an index of spontaneous brain activity, we found that ALFF in the right precuneus (PCUN) and the medial part of left superior frontal gyrus (msFC) was significantly correlated with the efficiency of executive control processing. Crucially, the strengths of functional connectivity between the right PCUN/left msFC and distributed brain regions, including the left fusiform gyrus, right inferior frontal gyrus, left superior frontal gyrus and right precentral gyrus, were correlated with individual differences in executive performance. Together, the ALFF and functional connectivity accounted for 67% of the variability in behavioral performance. Moreover, the strength of functional connectivity between specific regions could predict more individual variability in executive control performance than regionally specific fluctuations. In conclusion, our findings suggest that spontaneous brain activity may reflect or underpin executive control of attention. It will provide new insights into the origins of inter-individual variability in human executive control processing.
Collapse
Affiliation(s)
- J Xu
- Research Center for Sectional and Imaging Anatomy, Shandong University School of Medicine, Jinan, Shandong, China; UCL Institute of Cognitive Neuroscience, London, United Kingdom; Wellcome Trust Centre for Neuroimaging, University College London (UCL) Institute of Neurology, London, United Kingdom
| | - G Rees
- UCL Institute of Cognitive Neuroscience, London, United Kingdom; Wellcome Trust Centre for Neuroimaging, University College London (UCL) Institute of Neurology, London, United Kingdom
| | - X Yin
- Research Center for Sectional and Imaging Anatomy, Shandong University School of Medicine, Jinan, Shandong, China
| | - C Song
- UCL Institute of Cognitive Neuroscience, London, United Kingdom
| | - Y Han
- Department of Radiology, Affiliated Hospital of Medical College, Qingdao University, Qingdao, Shandong, China
| | - H Ge
- Research Center for Sectional and Imaging Anatomy, Shandong University School of Medicine, Jinan, Shandong, China
| | - Z Pang
- Department of Epidemiology, Qingdao Municipal Central for Disease Control and Prevention, Qingdao, Shandong, China
| | - W Xu
- Department of Radiology, Affiliated Hospital of Medical College, Qingdao University, Qingdao, Shandong, China
| | - Y Tang
- Research Center for Sectional and Imaging Anatomy, Shandong University School of Medicine, Jinan, Shandong, China
| | - K Friston
- Wellcome Trust Centre for Neuroimaging, University College London (UCL) Institute of Neurology, London, United Kingdom
| | - S Liu
- Research Center for Sectional and Imaging Anatomy, Shandong University School of Medicine, Jinan, Shandong, China.
| |
Collapse
|