1
|
Cline TL, Morfini F, Tinney E, Makarewycz E, Lloyd K, Olafsson V, Bauer CC, Kramer AF, Raine LB, Gabard-Durnam LJ, Whitfield-Gabrieli S, Hillman CH. Resting-State Functional Connectivity Change in Frontoparietal and Default Mode Networks After Acute Exercise in Youth. Brain Plast 2024; 9:5-20. [PMID: 39081665 PMCID: PMC11234706 DOI: 10.3233/bpl-240003] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/29/2024] [Indexed: 08/02/2024] Open
Abstract
BACKGROUND A single bout of aerobic exercise can provide acute benefits to cognition and emotion in children. Yet, little is known about how acute exercise may impact children's underlying brain networks' resting-state functional connectivity (rsFC). OBJECTIVE Using a data-driven multivariate pattern analysis, we investigated the effects of a single dose of exercise on acute rsFC changes in 9-to-13-year-olds. METHODS On separate days in a crossover design, participants (N = 21) completed 20-mins of acute treadmill walking at 65-75% heart rate maximum (exercise condition) and seated reading (control condition), with pre- and post-fMRI scans. Multivariate pattern analysis was used to investigate rsFC change between conditions. RESULTS Three clusters in the left lateral prefrontal cortex (lPFC) of the frontoparietal network (FPN) had significantly different rsFC after the exercise condition compared to the control condition. Post-hoc analyses revealed that from before to after acute exercise, activity of these FPN clusters became more correlated with bilateral lPFC and the left basal ganglia. Additionally, the left lPFC became more anti-correlated with the precuneus of the default mode network (DMN). An opposite pattern was observed from before to after seated reading. CONCLUSIONS The findings suggest that a single dose of exercise increases connectivity within the FPN, FPN integration with subcortical regions involved in movement and cognition, and segregation of FPN and DMN. Such patterns, often associated with healthier cognitive and emotional control, may underlie the transient mental benefits observed following acute exercise in youth.
Collapse
Affiliation(s)
- Trevor L. Cline
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
| | - Francesca Morfini
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
| | - Emma Tinney
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
| | - Ethan Makarewycz
- Department of Psychology, Northeastern University, Boston, MA, USA
| | - Katherine Lloyd
- Department of Psychology, Northeastern University, Boston, MA, USA
| | - Valur Olafsson
- Northeastern University Biomedical Imaging Center, Northeastern University, Boston, MA, USA
| | - Clemens C.C. Bauer
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
- Department of Brain and Cognitive Sciences and McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Arthur F. Kramer
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
- Beckman Institute for Advanced Science & Technology, University of Illinois, Urbana, Il, USA
| | - Lauren B. Raine
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
- Department of Physical Therapy, Movement & Rehabilitation Sciences, Northeastern University, Boston, MA, USA
| | - Laurel J. Gabard-Durnam
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
| | - Susan Whitfield-Gabrieli
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
- Department of Brain and Cognitive Sciences and McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Charles H. Hillman
- Department of Psychology, Northeastern University, Boston, MA, USA
- Center for Cognitive & Brain Health, Northeastern University, Boston, MA
- Department of Physical Therapy, Movement & Rehabilitation Sciences, Northeastern University, Boston, MA, USA
| |
Collapse
|
2
|
Zhang Y, Huang J, Huang L, Peng L, Wang X, Zhang Q, Zeng Y, Yang J, Li Z, Sun X, Liang S. Atypical characteristic changes of surface morphology and structural covariance network in developmental dyslexia. Neurol Sci 2024; 45:2261-2270. [PMID: 37996775 DOI: 10.1007/s10072-023-07193-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Accepted: 11/03/2023] [Indexed: 11/25/2023]
Abstract
BACKGROUND Developmental dyslexia (DD) is a neurodevelopmental disorder that is characterized by difficulties with all aspects of information acquisition in the written word, including slow and inaccurate word recognition. The neural basis behind DD has not been fully elucidated. METHOD The study included 22 typically developing (TD) children, 16 children with isolated spelling disorder (SpD), and 20 children with DD. The cortical thickness, folding index, and mean curvature of Broca's area, including the triangular part of the left inferior frontal gyrus (IFGtriang) and the opercular part of the left inferior frontal gyrus, were assessed to explore the differences of surface morphology among the TD, SpD, and DD groups. Furthermore, the structural covariance network (SCN) of the triangular part of the left inferior frontal gyrus was analyzed to explore the changes of structural connectivity in the SpD and DD groups. RESULTS The DD group showed higher curvature and cortical folding of the left IFGtriang than the TD group and SpD group. In addition, compared with the TD group and the SpD group, the structural connectivity between the left IFGtriang and the left middle-frontal gyrus and the right mid-orbital frontal gyrus was increased in the DD group, and the structural connectivity between the left IFGtriang and the right precuneus and anterior cingulate was decreased in the DD group. CONCLUSION DD had atypical structural connectivity in brain regions related to visual attention, memory and which might impact the information input and integration needed for reading and spelling.
Collapse
Affiliation(s)
- Yusi Zhang
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- Rehabilitation Industry Institute, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- Fujian Key Laboratory of Cognitive Rehabilitation, Affiliated Rehabilitation Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, 350001, Fujian, China
| | - Jiayang Huang
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Li Huang
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Lixin Peng
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Xiuxiu Wang
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Qingqing Zhang
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Yi Zeng
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Junchao Yang
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
- College of Rehabilitation Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Zuanfang Li
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China
| | - Xi Sun
- College of Information Engineering, Nanyang Institute of Technology, Nanyang, 473004, China
| | - Shengxiang Liang
- National-Local Joint Engineering Research Center of Rehabilitation Medicine Technology, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China.
- Rehabilitation Industry Institute, Fujian University of Traditional Chinese Medicine, Fuzhou, 350122, China.
- Fujian Key Laboratory of Cognitive Rehabilitation, Affiliated Rehabilitation Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, 350001, Fujian, China.
| |
Collapse
|
3
|
Appel M, Hasin D, Farah R, Horowitz-Kraus T. Greater utilization of executive functions networks when listening to stories with visual stimulation is related to lower reading abilities in children. Brain Cogn 2024; 177:106161. [PMID: 38696928 DOI: 10.1016/j.bandc.2024.106161] [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: 10/05/2023] [Revised: 03/31/2024] [Accepted: 04/16/2024] [Indexed: 05/04/2024]
Abstract
Narrative comprehension relies on basic sensory processing abilities, such as visual and auditory processing, with recent evidence for utilizing executive functions (EF), which are also engaged during reading. EF was previously related to the "supporter" of engaging the auditory and visual modalities in different cognitive tasks, with evidence of lower efficiency in this process among those with reading difficulties in the absence of a visual stimulus (i.e. while listening to stories). The current study aims to fill out the gap related to the level of reliance on these neural circuits while visual aids (pictures) are involved during story listening in relation to reading skills. Functional MRI data were collected from 44 Hebrew-speaking children aged 8-12 years while listening to stories with vs without visual stimuli (i.e., pictures). Functional connectivity of networks supporting reading was defined in each condition and compared between the conditions against behavioral reading measures. Lower reading skills were related to greater functional connectivity values between EF networks (default mode and memory networks), and between the auditory and memory networks for the stories with vs without the visual stimulation. A greater difference in functional connectivity between the conditions was related to lower reading scores. We conclude that lower reading skills in children may be related to a need for greater scaffolding, i.e., visual stimulation such as pictures describing the narratives when listening to stories, which may guide future intervention approaches.
Collapse
Affiliation(s)
- Michal Appel
- Department of Biomedical Engineering, Technion - IIT, Haifa, Israel
| | - Daria Hasin
- Department of Biomedical Engineering, Technion - IIT, Haifa, Israel
| | - Rola Farah
- Department of Biomedical Engineering, Technion - IIT, Haifa, Israel; Educational Neuroimaging Group, Faculty of Education in Science and Technology, Technion - IIT, Haifa, Israel
| | - Tzipi Horowitz-Kraus
- Department of Biomedical Engineering, Technion - IIT, Haifa, Israel; Educational Neuroimaging Group, Faculty of Education in Science and Technology, Technion - IIT, Haifa, Israel.
| |
Collapse
|
4
|
Burgess AN, Cutting LE. The behavioral and neurobiological relationships between executive function and reading: A review and preliminary findings. MIND, BRAIN AND EDUCATION : THE OFFICIAL JOURNAL OF THE INTERNATIONAL MIND, BRAIN, AND EDUCATION SOCIETY 2023; 17:267-278. [PMID: 38737569 PMCID: PMC11087004 DOI: 10.1111/mbe.12378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2023] [Accepted: 08/04/2023] [Indexed: 05/14/2024]
Abstract
Despite decades of prior research, the mechanisms for how skilled reading develops remain elusive. Numerous studies have identified word recognition and oral language ability as key components to explain later reading comprehension performance. However, these components alone do not fully explain differences in reading achievement. There is ongoing work exploring other candidate processes important for reading, such as the domain-general cognitive ability of executive function (EF). Here, we summarize our work on the behavioral and neurobiological connections between EF and reading and present preliminary neuroimaging findings from ongoing work. Together, these studies suggest 1) that EF plays a supportive and perhaps indirect role in reading achievement and 2) that EF-related brain regions interface with the reading and language networks. While further work is needed to dissect the specifics of how EF interacts with reading, these studies begin to reveal the complex role that EF plays in reading development.
Collapse
Affiliation(s)
- Andrea N. Burgess
- Vanderbilt Brain Institute, Nashville, TN, USA. 465 21 Avenue South, Nashville, TN, 37212
- Department of Special Education, Peabody College of Education and Human Development, Vanderbilt University, Nashville, TN, USA. 110 Magnolia Circle, Nashville, TN, 37203
| | - Laurie E. Cutting
- Vanderbilt Brain Institute, Nashville, TN, USA. 465 21 Avenue South, Nashville, TN, 37212
- Department of Special Education, Peabody College of Education and Human Development, Vanderbilt University, Nashville, TN, USA. 110 Magnolia Circle, Nashville, TN, 37203
- Vanderbilt Kennedy Center, Nashville, TN, USA. 110 Magnolia Circle, Nashville, TN, 37203
| |
Collapse
|
5
|
Church JA. The Brain's Control Networks in Reading: Insights From Cross-Task Studies of Youth. MIND, BRAIN AND EDUCATION : THE OFFICIAL JOURNAL OF THE INTERNATIONAL MIND, BRAIN, AND EDUCATION SOCIETY 2023; 17:257-266. [PMID: 38745918 PMCID: PMC11091959 DOI: 10.1111/mbe.12372] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Accepted: 06/04/2023] [Indexed: 05/16/2024]
Abstract
Humans engage multiple brain systems to read successfully, including using regions important for vision, language, and control. Control refers to the set of executive processes in the brain that guide moment-to-moment behavior in service of our goals. There is a growing appreciation for the role of the brain's control system in reading comprehension, in reading skill change over time, and in those who have difficulty with the reading process. One way to understand the brain's control engagement in reading may be to study control engagement across multiple tasks in order to study consistencies, or cross-task similarities, relative to reading-specific variations. In this commentary, I briefly summarize some of our recent work studying the brain's control networks across different tasks (e.g., when reading, or doing different executive function tasks). I then review our findings of when control activation does or does not relate to measures of reading ability, and reading growth over time. The utility of cross-task comparisons in neuroimaging is noted, as well as the need to better understand multiple sources of heterogeneity in our developmental samples. I end by discussing a few of the many future directions for further study of the brain with regard to the brain's control processing and academic achievement.
Collapse
|
6
|
Liu YF, Rapp B, Bedny M. Reading Braille by Touch Recruits Posterior Parietal Cortex. J Cogn Neurosci 2023; 35:1593-1616. [PMID: 37584592 PMCID: PMC10877400 DOI: 10.1162/jocn_a_02041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/17/2023]
Abstract
Blind readers use a tactile reading system consisting of raised dot arrays: braille/⠃⠗⠇. How do human brains implement reading by touch? The current study looked for signatures of reading-specific orthographic processes in braille, separate from low-level somatosensory responses and semantic processes. Of specific interest were responses in posterior parietal cortices (PPCs), because of their role in high-level tactile perception. Congenitally blind, proficient braille readers read real words and pseudowords by touch while undergoing fMRI. We leveraged the system of contractions in English braille, where one braille cell can represent multiple English print letters (e.g., "ing" ⠬, "one" ⠐⠕), making it possible to separate physical and orthographic word length. All words in the study consisted of four braille cells, but their corresponding Roman letter spellings varied from four to seven letters (e.g., "con-c-er-t" ⠒⠉⠻⠞. contracted: four cells; uncontracted: seven letters). We found that the bilateral supramarginal gyrus in the PPC increased its activity as the uncontracted word length increased. By contrast, in the hand region of primary somatosensory cortex (S1), activity increased as a function of a low-level somatosensory feature: dot-number per word. The PPC also showed greater response to pseudowords than real words and distinguished between real and pseudowords in multivariate-pattern analysis. Parieto-occipital, early visual and ventral occipito-temporal, as well as prefrontal cortices also showed sensitivity to the real-versus-pseudoword distinction. We conclude that PPC is involved in orthographic processing for braille, that is, braille character and word recognition, possibly because of braille's tactile modality.
Collapse
Affiliation(s)
- Yun-Fei Liu
- Department of Psychological and Brain Sciences, Johns Hopkins University
| | - Brenda Rapp
- Department of Cognitive Science, Johns Hopkins University
| | - Marina Bedny
- Department of Psychological and Brain Sciences, Johns Hopkins University
| |
Collapse
|
7
|
Dȩbska A, Wójcik M, Chyl K, Dziȩgiel-Fivet G, Jednoróg K. Beyond the Visual Word Form Area - a cognitive characterization of the left ventral occipitotemporal cortex. Front Hum Neurosci 2023; 17:1199366. [PMID: 37576470 PMCID: PMC10416454 DOI: 10.3389/fnhum.2023.1199366] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 07/10/2023] [Indexed: 08/15/2023] Open
Abstract
The left ventral occipitotemporal cortex has been traditionally viewed as a pathway for visual object recognition including written letters and words. Its crucial role in reading was strengthened by the studies on the functionally localized "Visual Word Form Area" responsible for processing word-like information. However, in the past 20 years, empirical studies have challenged the assumptions of this brain region as processing exclusively visual or even orthographic stimuli. In this review, we aimed to present the development of understanding of the left ventral occipitotemporal cortex from the visually based letter area to the modality-independent symbolic language related region. We discuss theoretical and empirical research that includes orthographic, phonological, and semantic properties of language. Existing results showed that involvement of the left ventral occipitotemporal cortex is not limited to unimodal activity but also includes multimodal processes. The idea of the integrative nature of this region is supported by the broad functional and structural connectivity with language-related and attentional brain networks. We conclude that although the function of the area is not yet fully understood in human cognition, its role goes beyond visual word form processing. The left ventral occipitotemporal cortex seems to be crucial for combining higher-level language information with abstract forms that convey meaning independently of modality.
Collapse
Affiliation(s)
- Agnieszka Dȩbska
- Laboratory of Language Neurobiology, Nencki Institute of Experimental Biology, Polish Academy of Sciences, Warsaw, Poland
| | - Marta Wójcik
- Laboratory of Language Neurobiology, Nencki Institute of Experimental Biology, Polish Academy of Sciences, Warsaw, Poland
| | - Katarzyna Chyl
- Laboratory of Language Neurobiology, Nencki Institute of Experimental Biology, Polish Academy of Sciences, Warsaw, Poland
- The Educational Research Institute, Warsaw, Poland
| | - Gabriela Dziȩgiel-Fivet
- Laboratory of Language Neurobiology, Nencki Institute of Experimental Biology, Polish Academy of Sciences, Warsaw, Poland
| | - Katarzyna Jednoróg
- Laboratory of Language Neurobiology, Nencki Institute of Experimental Biology, Polish Academy of Sciences, Warsaw, Poland
| |
Collapse
|
8
|
Valdois S. The visual-attention span deficit in developmental dyslexia: Review of evidence for a visual-attention-based deficit. DYSLEXIA (CHICHESTER, ENGLAND) 2022; 28:397-415. [PMID: 35903834 DOI: 10.1002/dys.1724] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 04/07/2022] [Accepted: 07/13/2022] [Indexed: 06/15/2023]
Abstract
The visual attention span (VAS) deficit hypothesis in developmental dyslexia posits that a subset of dyslexic individuals shows a multielement parallel processing deficit due to reduced visual attention capacity. However, the attention-based interpretation of poor performance on VAS tasks is hotly debated. The purpose of the present paper is to clarify this issue through a critical review of relevant behavioural and neurobiological findings. We first examine the plausibility of alternative verbal interpretations of VAS performance, evaluating whether performance on VAS tasks might reflect verbal short-term memory, verbal coding or visual-to-verbal mapping skills. We then focus on the visual dimensions of VAS tasks to question whether VAS primarily reflects visuo-attentional rather than more basic visual skills. Scrutiny of the available behavioural and neurobiological findings not only points to a deficit of visual attention in dyslexic individuals with impaired VAS but further suggests a selective endogenous attentional system deficit that relates to atypical functioning of the brain dorsal attentional network. The overview clarifies the debate on what is being measured through VAS tasks and provides insights on how to interpret the VAS deficit in developmental dyslexia.
Collapse
|
9
|
Shi H, Li Y. Neural activity during processing Chinese irony text: An event-related potential study. Front Neurosci 2022; 16:1019318. [PMID: 36278022 PMCID: PMC9581322 DOI: 10.3389/fnins.2022.1019318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 09/22/2022] [Indexed: 11/25/2022] Open
Abstract
Objective Irony as an indirect language with unpredictability consumes more cognitive resources, and is more difficult to understand than literal language. This study aims to explore the processing differences between irony and literal sentences using event-related potential (ERP) technology. Materials and methods Three types of sentences were involved: sentences with predictable literal meaning, sentences with unpredictable literal meaning, and sentences with ironic meaning. The neural responses of the subjects were recorded when they read sentences. Results Compared to predictable literal meaning sentences, unpredictable literal meaning sentences and ironic meaning sentences elicited larger amplitude of N400 components. The difference was not significant between the latter two. In addition, there was no significant difference in P600 evoked by the three sentences. Conclusion In the initial stage of irony processing, the low predictability may result in the difficulty in semantic comprehension, in which the processing patterns of unpredictable and ironic sentences are rather close. In the later stage of processing, ironic integration is not harder compared to literal sentence integration.
Collapse
|
10
|
Manning KY, Reynolds JE, Long X, Llera A, Dewey D, Lebel C. Multimodal brain features at 3 years of age and their relationship with pre-reading measures 1 year later. Front Hum Neurosci 2022; 16:965602. [PMID: 36072890 PMCID: PMC9441575 DOI: 10.3389/fnhum.2022.965602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 08/03/2022] [Indexed: 11/13/2022] Open
Abstract
Pre-reading language skills develop rapidly in early childhood and are related to brain structure and functional architecture in young children prior to formal education. However, the early neurobiological development that supports these skills is not well understood. Here we acquired anatomical, diffusion tensor imaging (DTI) and resting state functional MRI (rs-fMRI) from 35 children at 3.5 years of age. Children were assessed for pre-reading abilities using the NEPSY-II subtests 1 year later (4.5 years). We applied a data-driven linked independent component analysis (ICA) to explore the shared co-variation of gray and white matter measures. Two sources of structural variation at 3.5 years of age demonstrated relationships with Speeded Naming scores at 4.5 years of age. The first imaging component involved volumetric variability in reading-related cortical regions alongside microstructural features of the superior longitudinal fasciculus (SLF). The second component was dominated by cortical volumetric variations within the cerebellum and visual association area. In a subset of children with rs-fMRI data, we evaluated the inter-network functional connectivity of the left-lateralized fronto-parietal language network (FPL) and its relationship with pre-reading measures. Higher functional connectivity between the FPL and the default mode and visual networks at 3.5 years significantly predicted better Phonological Processing scores at 4.5 years. Together, these results suggest that the integration of functional networks, as well as the co-development of white and gray matter brain structures in early childhood, support the emergence of pre-reading measures in preschool children.
Collapse
Affiliation(s)
- Kathryn Y. Manning
- Department of Radiology, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Jess E. Reynolds
- Department of Radiology, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Telethon Kids Institute, The University of Western Australia, Perth, WA, Australia
| | - Xiangyu Long
- Department of Radiology, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Alberto Llera
- Centre for Cognitive Neuroimaging, Donders Institute for Brain, Cognition and Behavior, Nijmegen, Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Centre, Nijmegen, Netherlands
| | - Deborah Dewey
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Department of Pediatrics, University of Calgary, Calgary, AB, Canada
- Community Health Sciences, University of Calgary, Calgary, AB, Canada
| | - Catherine Lebel
- Department of Radiology, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| |
Collapse
|
11
|
Azaiez N, Loberg O, Hämäläinen JA, Leppänen PHT. Brain Source Correlates of Speech Perception and Reading Processes in Children With and Without Reading Difficulties. Front Neurosci 2022; 16:921977. [PMID: 35928008 PMCID: PMC9344064 DOI: 10.3389/fnins.2022.921977] [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: 04/17/2022] [Accepted: 06/20/2022] [Indexed: 11/13/2022] Open
Abstract
Neural correlates in reading and speech processing have been addressed extensively in the literature. While reading skills and speech perception have been shown to be associated with each other, their relationship remains debatable. In this study, we investigated reading skills, speech perception, reading, and their correlates with brain source activity in auditory and visual modalities. We used high-density event-related potentials (ERPs), fixation-related potentials (FRPs), and the source reconstruction method. The analysis was conducted on 12–13-year-old schoolchildren who had different reading levels. Brain ERP source indices were computed from frequently repeated Finnish speech stimuli presented in an auditory oddball paradigm. Brain FRP source indices were also computed for words within sentences presented in a reading task. The results showed significant correlations between speech ERP sources and reading scores at the P100 (P1) time range in the left hemisphere and the N250 time range in both hemispheres, and a weaker correlation for visual word processing N170 FRP source(s) in the posterior occipital areas, in the vicinity of the visual word form areas (VWFA). Furthermore, significant brain-to-brain correlations were found between the two modalities, where the speech brain sources of the P1 and N250 responses correlated with the reading N170 response. The results suggest that speech processes are linked to reading fluency and that brain activations to speech are linked to visual brain processes of reading. These results indicate that a relationship between language and reading systems is present even after several years of exposure to print.
Collapse
Affiliation(s)
- Najla Azaiez
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Jyväskylä, Finland
- *Correspondence: Najla Azaiez ; orcid.org/0000-0002-7525-3745
| | - Otto Loberg
- Department of Psychology, Faculty of Science and Technology, Bournemouth University, Bournemouth, United Kingdom
| | - Jarmo A. Hämäläinen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Jyväskylä, Finland
- Department of Psychology, Jyväskylä Center for Interdisciplinary Brain Research, University of Jyväskylä, Jyväskylä, Finland
| | - Paavo H. T. Leppänen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Jyväskylä, Finland
- Department of Psychology, Jyväskylä Center for Interdisciplinary Brain Research, University of Jyväskylä, Jyväskylä, Finland
| |
Collapse
|
12
|
Braid J, Richlan F. The Functional Neuroanatomy of Reading Intervention. Front Neurosci 2022; 16:921931. [PMID: 35784836 PMCID: PMC9243375 DOI: 10.3389/fnins.2022.921931] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Accepted: 05/31/2022] [Indexed: 11/29/2022] Open
Abstract
The present article reviews the literature on the brain mechanisms underlying reading improvements following behavioral intervention for reading disability. This includes evidence of neuroplasticity concerning functional brain activation, brain structure, and brain connectivity related to reading intervention. Consequently, the functional neuroanatomy of reading intervention is compared to the existing literature on neurocognitive models and brain abnormalities associated with reading disability. A particular focus is on the left hemisphere reading network including left occipito-temporal, temporo-parietal, and inferior frontal language regions. In addition, potential normalization/compensation mechanisms involving right hemisphere cortical regions, as well as bilateral sub-cortical and cerebellar regions are taken into account. The comparison of the brain systems associated with reading intervention and the brain systems associated with reading disability enhances our understanding of the neurobiological basis of typical and atypical reading development. All in all, however, there is a lack of sufficient evidence regarding rehabilitative brain mechanisms in reading disability, which we discuss in this review.
Collapse
|
13
|
Bresó-Grancha N, Jorques-Infante MJ, Moret-Tatay C. Reading digital- versus print-easy texts: a study with university students who prefer digital sources. PSICOLOGIA-REFLEXAO E CRITICA 2022; 35:10. [PMID: 35522338 PMCID: PMC9076761 DOI: 10.1186/s41155-022-00212-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 04/18/2022] [Indexed: 11/12/2022] Open
Abstract
The transition from on-paper to on-screen reading seems to make it necessary to raise some considerations, as a greater attentional effort has been claimed for print texts than digital ones. Not surprisingly, most university students prefer this digital medium. This research aims to examine reading times by contextualizing this phenomenon into two processes: namely, word recognition and reading comprehension task on paper and on screen. Thus, two different tasks—counterbalanced into digital and print mediums—were carried out per each participant with a preference for a digital medium: a reading comprehension task (RCT) and a lexical decision task (LDT) after reading a specific story. Participants were slower reading print texts and no statistically significant differences were found in RCT accuracy. This result suggests that the task required more cognitive resources under the print medium for those with a worse comprehension performance in reading, and a more conservative pattern in digital RCT for those with a better performance.
Collapse
Affiliation(s)
- Noemí Bresó-Grancha
- Escuela de Doctorado, Universidad Católica de Valencia San Vicente Mártir, San Agustín 3, Esc. A, Entresuelo 1, 46002, València, Spain.
| | - María José Jorques-Infante
- MEB lab, Faculty of Psychology
- , Universidad Católica de Valencia San Vicente Mártir, Avenida de la Ilustración, 4, Burjassot, Valencia, 46100, Spain
| | - Carmen Moret-Tatay
- MEB lab, Faculty of Psychology
- , Universidad Católica de Valencia San Vicente Mártir, Avenida de la Ilustración, 4, Burjassot, Valencia, 46100, Spain. .,Dipartimento di Neuroscienze Salute Mentale e Organi di Senso (NESMOS), La Sapienza University of Rome, Rome, Italy.
| |
Collapse
|
14
|
Fynes-Clinton S, Sherwell C, Ziaei M, York A, O'Connor ES, Forrest K, Flynn L, Bower J, Reutens D, Carroll A. Neural activation during emotional interference corresponds to emotion dysregulation in stressed teachers. NPJ SCIENCE OF LEARNING 2022; 7:5. [PMID: 35444214 PMCID: PMC9021303 DOI: 10.1038/s41539-022-00123-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 03/15/2022] [Indexed: 06/14/2023]
Abstract
Teacher stress and burnout has been associated with low job satisfaction, reduced emotional wellbeing, and poor student learning outcomes. Prolonged stress is associated with emotion dysregulation and has thus become a focus of stress interventions. This study examines emotional interference effects in a group of teachers suffering from high stress and to explore how individual differences in cognitive control, emotion dysregulation, and emotion recognition related to patterns of neural activation. Forty-nine teachers suffering moderate-high stress participated in an emotional counting Stroop task while their brain activity was imaged using functional magnetic resonance imaging. Participants viewed general or teacher specific words of either negative or neutral valence and were required to count the number of words on screen. Behavioural and neuroimaging results suggest that teachers are able to control emotional responses to negative stimuli, as no evidence of emotional interference was detected. However, patterns of neural activation revealed early shared engagement of regions involved in cognitive reappraisal during negative task conditions and unique late engagement of the hippocampus only while counting teacher-specific negative words. Further, we identified that greater emotion dysregulation was associated with increased activation of regions involved in cognitive control processes during neutral word trials. Teachers who showed slower emotion recognition performance were also found to have greater activation in regions associated with visual and word processing, specifically during the teacher specific negative word condition of the task. Future research should explore emotion regulation strategy use in teachers and utilise temporally sensitive neuroimaging techniques to further understand these findings.
Collapse
Affiliation(s)
- Samuel Fynes-Clinton
- Centre for Advanced Imaging, The University of Queensland, Brisbane, QLD, Australia.
- School of Education, The University of Queensland, Brisbane, QLD, Australia.
| | - Chase Sherwell
- School of Education, The University of Queensland, Brisbane, QLD, Australia
| | - Maryam Ziaei
- Centre for Advanced Imaging, The University of Queensland, Brisbane, QLD, Australia
| | - Ashley York
- School of Psychology, The University of Queensland, Brisbane, QLD, Australia
| | | | - Kylee Forrest
- School of Education, The University of Queensland, Brisbane, QLD, Australia
| | - Libby Flynn
- School of Education, The University of Queensland, Brisbane, QLD, Australia
| | - Julie Bower
- School of Education, The University of Queensland, Brisbane, QLD, Australia
| | - David Reutens
- Centre for Advanced Imaging, The University of Queensland, Brisbane, QLD, Australia
| | - Annemaree Carroll
- School of Education, The University of Queensland, Brisbane, QLD, Australia
| |
Collapse
|
15
|
Taran N, Farah R, DiFrancesco M, Altaye M, Vannest J, Holland S, Rosch K, Schlaggar BL, Horowitz-Kraus T. The role of visual attention in dyslexia: Behavioral and neurobiological evidence. Hum Brain Mapp 2022; 43:1720-1737. [PMID: 34981603 PMCID: PMC8886655 DOI: 10.1002/hbm.25753] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 11/23/2021] [Accepted: 11/28/2021] [Indexed: 01/02/2023] Open
Abstract
Poor phonological processing has typically been considered the main cause of dyslexia. However, visuo‐attentional processing abnormalities have been described as well. The goal of the present study was to determine the involvement of visual attention during fluent reading in children with dyslexia and typical readers. Here, 75 children (8–12 years old; 36 typical readers, 39 children with dyslexia) completed cognitive and reading assessments. Neuroimaging data were acquired while children performed a fluent reading task with (a) a condition where the text remained on the screen (Still) versus (b) a condition in which the letters were being deleted (Deleted). Cognitive assessment data analysis revealed that visual attention, executive functions, and phonological awareness significantly contributed to reading comprehension in both groups. A seed‐to‐voxel functional connectivity analysis was performed on the fluency functional magnetic resonance imaging task. Typical readers showed greater functional connectivity between the dorsal attention network and the left angular gyrus while performing the Still and Deleted reading tasks versus children with dyslexia. Higher connectivity values were associated with higher reading comprehension. The control group showed increased functional connectivity between the ventral attention network and the fronto‐parietal network during the Deleted text condition (compared with the Still condition). Children with dyslexia did not display this pattern. The results suggest that the synchronized activity of executive, visual attention, and reading‐related networks is a pattern of functional integration which children with dyslexia fail to achieve. The present evidence points toward a critical role of visual attention in dyslexia.
Collapse
Affiliation(s)
- Nikolay Taran
- Educational Neuroimaging Group, Faculty of Education in Science and Technology, Faculty of Biomedical Engineering, Technion, Haifa, Israel
| | - Rola Farah
- Educational Neuroimaging Group, Faculty of Education in Science and Technology, Faculty of Biomedical Engineering, Technion, Haifa, Israel
| | - Mark DiFrancesco
- Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | - Mekibib Altaye
- Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | - Jennifer Vannest
- Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | | | - Keri Rosch
- Kennedy Krieger Institute, Baltimore, Maryland, USA
| | - Bradley L Schlaggar
- Kennedy Krieger Institute, Baltimore, Maryland, USA.,Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Tzipi Horowitz-Kraus
- Educational Neuroimaging Group, Faculty of Education in Science and Technology, Faculty of Biomedical Engineering, Technion, Haifa, Israel.,Kennedy Krieger Institute, Baltimore, Maryland, USA.,Department of Behavioral Sciences and Pediatrics, Johns Hopkins University School of Medicine. School of Medicine, Baltimore, Maryland, USA
| |
Collapse
|
16
|
The rise and fall of rapid occipito-temporal sensitivity to letters: Transient specialization through elementary school. Dev Cogn Neurosci 2021; 49:100958. [PMID: 34010761 PMCID: PMC8141525 DOI: 10.1016/j.dcn.2021.100958] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 04/26/2021] [Accepted: 05/02/2021] [Indexed: 12/13/2022] Open
Abstract
Letters, foundational units of alphabetic writing systems, are quintessential to human culture. The ability to read, indispensable to perform in today’s society, necessitates a reorganization of visual cortex for fast letter recognition, but the developmental course of this process has not yet been characterized. Here, we show the emergence of visual sensitivity to letters across five electroencephalography measurements from kindergarten and throughout elementary school and relate this development to emerging reading skills. We examined the visual N1, the electrophysiological correlate of ventral occipito-temporal cortex activation in 65 children at varying familial risk for dyslexia. N1 letter sensitivity emerged in first grade, when letter sound knowledge gains were most pronounced and decayed shortly after when letter knowledge is consolidated, showing an inverted U-shaped development. This trajectory can be interpreted within an interactive framework that underscores the influence of top-down predictions. While the N1 amplitudes to letters correlated with letter sound knowledge at the beginning of learning, no association between the early N1 letter response and later reading skills was found. In summary, the current findings provide an important reference point for our neuroscientific understanding of learning trajectories and the process of visual specialization during skill learning.
Collapse
|
17
|
Van Der Auwera S, Vandermosten M, Wouters J, Ghesquière P, Vanderauwera J. A three-time point longitudinal investigation of the arcuate fasciculus throughout reading acquisition in children developing dyslexia. Neuroimage 2021; 237:118087. [PMID: 33878382 DOI: 10.1016/j.neuroimage.2021.118087] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2020] [Revised: 04/06/2021] [Accepted: 04/08/2021] [Indexed: 10/25/2022] Open
Abstract
Although the neural basis of dyslexia has intensively been investigated, results are still unclear about the existence of a white matter deficit in the arcuate fasciculus (AF) throughout development. To unravel this ambiguity, we examined the difference in fractional anisotropy (FA) of the AF between children developing dyslexia and children developing typical reading skills in a longitudinal sample with three MRI time points throughout reading development: the pre-reading stage (5-6 years old), the early reading stage (7-8 years old) and the advanced reading stage (9-10 years old). Applying along-the-tract analyses of white matter organization, our results confirmed that a white matter deficit existed in the left AF prior to the onset of formal reading instruction in children who developed dyslexia later on. This deficit was consistently present throughout the course of reading development. Additionally, we evaluated the use of applying a continuous approach on the participants' reading skills rather than the arbitrary categorization in individuals with or without dyslexia. Our results confirmed the predictive relation between FA and word reading measurements later in development. This study supports the use of longitudinal approaches to investigate the neural basis of the developmental process of learning to read and the application of triangulation, i.e. using multiple research approaches to help gain more insight and aiding the interpretation of obtained results.
Collapse
Affiliation(s)
- Stijn Van Der Auwera
- Parenting and Special Education Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Belgium
| | | | - Jan Wouters
- Research Group ExpORL, Department of Neurosciences, KU Leuven, Belgium
| | - Pol Ghesquière
- Parenting and Special Education Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Belgium
| | - Jolijn Vanderauwera
- Parenting and Special Education Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Belgium; Research Group ExpORL, Department of Neurosciences, KU Leuven, Belgium; Psychological Sciences Research Institute, Université Catholique de Louvain, Louvain-la-Neuve, Belgium; Institute of Neuroscience, Université Catholique de Louvain, 1348 Louvain-la-Neuve, Belgium.
| |
Collapse
|
18
|
Abstract
Electroencephalographic studies using graph-theoretic analysis have found aberrations in functional connectivity in dyslexics. How visual nonverbal training (VT) can change the functional connectivity of the reading network in developmental dyslexia is still unclear. We studied differences in the local and global topological properties of functional reading networks between controls and dyslexic children before and after VT. The minimum spanning tree method was used to construct the reading networks in multiple electroencephalogram (EEG) frequency bands. Compared to controls, pre-training dyslexics had a higher leaf fraction, tree hierarchy, kappa, and smaller diameter (θ—γ-frequency bands), and therefore, they had a less segregated neural network than controls. After training, the reading-network metrics of dyslexics became similar to controls. In β1 and γ-frequency bands, pre-training dyslexics exhibited a reduced degree and betweenness centrality of hubs in superior, middle, and inferior frontal areas in both brain hemispheres compared to the controls. Dyslexics relied on the left anterior temporal (β1, γ1) and dorsolateral prefrontal cortex (γ1), while in the right hemisphere, they relied on the occipitotemporal, parietal, (β1), motor (β2, γ1), and somatosensory cortices (γ1). After training, hubs appeared in both hemispheres at the middle occipital (β), parietal (β1), somatosensory (γ1), and dorsolateral prefrontal cortices (γ2), while in the left hemisphere, they appeared at the middle temporal, motor (β1), intermediate (γ2), and inferior frontal cortices (γ1, β2). Language-related brain regions were more active after visual training. They contribute to an understanding of lexical and sublexical representation. The same role has areas important for articulatory processes of reading.
Collapse
|
19
|
Functional connectivity alterations associated with literacy difficulties in early readers. Brain Imaging Behav 2020; 15:2109-2120. [PMID: 33048291 DOI: 10.1007/s11682-020-00406-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/23/2020] [Indexed: 10/23/2022]
Abstract
The link between literacy difficulties and brain alterations has been described in depth. Resting-state fMRI (rs-fMRI) has been successfully applied to the study of intrinsic functional connectivity (iFc) both in dyslexia and typically developing children. Most related studies have focused on the stages from late childhood into adulthood using a seed to voxel approach. Our study analyzes iFc in an early childhood sample using the multivariate pattern analysis. This facilitates a hypothesis-free analysis and the possible identification of abnormal functional connectivity patterns at a whole brain level. Thirty-four children with literacy difficulties (LD) (7.1 ± 0.69 yr.) and 30 typically developing children (TD) (7.43 ± 0.52 yr.) were selected. Functional brain connectivity was measured using an rs-fMRI acquisition. The LD group showed a higher iFc between the right middle frontal gyrus (rMFG) and the default mode network (DMN) regions, and a lower iFc between the rMFG and both the bilateral insular cortex and the supramarginal gyrus. These results are interpreted as a DMN on/off routine malfunction in the LD group, which suggests an alteration of the task control network regulating DMN activity. In the LD group, the posterior cingulate cortex also showed a lower iFc with both the middle temporal poles and the fusiform gyrus. This could be interpreted as a failure in the integration of information between brain regions that facilitate reading. Our results show that children with literacy difficulties have an altered functional connectivity in their reading and attentional networks at the beginning of the literacy acquisition. Future studies should evaluate whether or not these alterations could indicate a risk of developing dyslexia.
Collapse
|
20
|
Kraus D, Vannest J, Arya R, Hutton JS, Leach JL, Mangano FT, Tenney JR, Byars AW, DeWitt TG, Horowitz-Kraus T. Reading in children with drug-resistant epilepsy was related to functional connectivity in cognitive control regions. Acta Paediatr 2020; 109:2105-2111. [PMID: 31999871 DOI: 10.1111/apa.15201] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Revised: 12/12/2019] [Accepted: 01/27/2020] [Indexed: 11/28/2022]
Abstract
AIM This study aimed to define whether individuals with drug-resistant focal epilepsy also used regions related to cognitive control to facilitate reading. METHODS We focused on patients with drug-resistant focal epilepsy in 2011-2014, who were aged 8-20 years and were being treated at the Cincinnati Children's Hospital, USA. They performed a verb generation functional magnetic resonance imaging task known to involve language and cognitive control, as well as a formal reading assessment. The reading scores were correlated with functional connectivity of the anterior cingulate cortex (ACC) using seed-to-voxel analysis. RESULTS There were 81 potential patients and 13 (seven females) met the inclusion criteria. Their age at seizure onset was 0-13 years, and they had a mean age of 12.66 ± 3.17 years at the time of the study. Individuals with epilepsy demonstrated average intelligence and word reading ability. Their reading scores were positively correlated with functional connectivity between the ACC and regions related to emotional processing (right amygdala), learning and language processing (left cerebellum) and visual processing. CONCLUSION Our results support the role that the ACC plays in proficient reading among children with drug-resistant epilepsy, even in those with epileptogenic foci in areas related to language.
Collapse
Affiliation(s)
- Dror Kraus
- Institute of Child Neurology, Schneider Children's Medical Center of Israel, Petah-Tikva, Israel
| | - Jennifer Vannest
- Division of Neurology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Ravindra Arya
- Division of Neurology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - John S Hutton
- Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - James L Leach
- Division of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Francesco T Mangano
- Division of Pediatric Neurosurgery, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Jeffrey R Tenney
- Division of Neurology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Anna W Byars
- Division of Neurology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Thomas G DeWitt
- Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Tzipi Horowitz-Kraus
- Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.,Educational Neuroimaging Center, Faculty of Biomedical Engineering, Technion, Haifa, Israel.,Faculty of Education in Science and Technology, Technion, Haifa, Israel
| |
Collapse
|
21
|
Levinson O, Hershey A, Farah R, Horowitz-Kraus T. Altered Functional Connectivity of the Executive Functions Network During a Stroop Task in Children with Reading Difficulties. Brain Connect 2019; 8:516-525. [PMID: 30289278 DOI: 10.1089/brain.2018.0595] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Children with reading difficulties (RDs) often receive related accommodations in schools, such as additional time for examinations and reading aloud written material. Existing data suggest that these readers share challenges in executive functions (EFs). Our study was designed to determine whether children with RDs have specific challenges in EFs and define neurobiological signatures for such difficulties using magnetic resonance imaging (MRI) data. Reading and EFs abilities were assessed in 8-12-year-old children with RDs and age-matched typical readers. Functional MRI data were acquired during a Stroop task, and functional connectivity of the EFs defined network was calculated in both groups and related to reading ability. Children with RDs showed lower reading and EFs abilities and demonstrated greater functional connectivity between the EFs network and visual, language, and cognitive control regions during the Stroop task, compared to typical readers. Our results suggest that children with RDs utilize neural circuits supporting EFs more so than do typical readers to perform a cognitive task. These results also provide a neurobiological explanation for the challenges in EFs shared by children with RDs and explain challenges this group shares outside of the reading domain.
Collapse
Affiliation(s)
- Ophir Levinson
- 1 Faculty of Education in Science and Technology, Educational Neuroimaging Center , Technion, Haifa, Israel
| | - Alexander Hershey
- 2 Pediatric Neuroimaging Research Consortium, Reading and Literacy Discovery Center, Cincinnati Children's Hospital Medical Center , Cincinnati, Ohio
| | - Rola Farah
- 1 Faculty of Education in Science and Technology, Educational Neuroimaging Center , Technion, Haifa, Israel
| | - Tzipi Horowitz-Kraus
- 1 Faculty of Education in Science and Technology, Educational Neuroimaging Center , Technion, Haifa, Israel .,2 Pediatric Neuroimaging Research Consortium, Reading and Literacy Discovery Center, Cincinnati Children's Hospital Medical Center , Cincinnati, Ohio
| |
Collapse
|
22
|
Ellenblum G, Purcell JJ, Song X, Rapp B. High-level Integrative Networks: A Resting-state fMRI Investigation of Reading and Spelling. J Cogn Neurosci 2019; 31:961-977. [PMID: 30938593 DOI: 10.1162/jocn_a_01405] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Orthographic processing skills (reading and spelling) are evolutionarily recent and mastered late in development, providing an opportunity to investigate how the properties of the neural networks supporting skills of this type compare to those supporting evolutionarily older, well-established "reference" networks. Although there has been extensive research using task-based fMRI to study the neural substrates of reading, there has been very little using resting-state fMRI to examine the properties of orthographic networks. In this investigation using resting-state fMRI, we compare the within-network and across-network coherence properties of reading and spelling networks directly to these properties of reference networks, and we also compare the network properties of the key node of the orthographic networks-the visual word form area-to those of the other nodes of the orthographic and reference networks. Consistent with previous results, we find that orthographic processing networks do not exhibit certain basic network coherence properties displayed by other networks. However, we identify novel distinctive properties of the orthographic processing networks and establish that the visual word form area has unusually high levels of connectivity with a broad range of brain areas. These characteristics form the basis of our proposal that orthographic networks represent a class of "high-level integrative networks" with distinctive properties that allow them to recruit and integrate multiple, lower level processes.
Collapse
Affiliation(s)
| | | | - Xiaowei Song
- Northwestern University.,National Institutes of Health.,University of Maryland, Baltimore
| | | |
Collapse
|
23
|
Nugiel T, Roe MA, Taylor WP, Cirino PT, Vaughn SR, Fletcher JM, Juranek J, Church JA. Brain activity in struggling readers before intervention relates to future reading gains. Cortex 2019; 111:286-302. [PMID: 30557815 PMCID: PMC6420828 DOI: 10.1016/j.cortex.2018.11.009] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Revised: 07/25/2018] [Accepted: 11/07/2018] [Indexed: 12/18/2022]
Abstract
Neural markers for reading-related changes in response to intervention could inform intervention plans by serving as a potential index of the malleability of the reading network in struggling readers. Of particular interest is the role of brain activation outside the reading network, especially in executive control networks important for reading comprehension. However, it is unclear whether any intervention-related executive control changes in the brain are specific to reading tasks or reflect more domain general changes. Brain changes associated with reading gains over time were compared for a sentence comprehension task as well as for a non-lexical executive control task (a behavioral inhibition task) in upper-elementary struggling readers, and in grade-matched non-struggling readers. Functional MRI scans were conducted before and after 16 weeks of reading intervention. Participants were grouped as improvers and non-improvers based on the consistency and size of post-intervention gains across multiple post-test measures. Engagement of the right fusiform during the reading task, both before and after intervention, was related to gains from remediation. Additionally, pre-intervention activation in regions that are part of the default-mode network (precuneus) and the fronto-parietal network (right posterior middle temporal gyrus) separated improvers and non-improvers from non-struggling readers. None of these differences were observed during the non-lexical inhibitory control task, indicating that the brain changes seen related to intervention outcome in struggling readers were specific to the reading process.
Collapse
Affiliation(s)
- Tehila Nugiel
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA.
| | - Mary Abbe Roe
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA
| | - W Patrick Taylor
- Department of Psychology, The University of Houston, Houston, TX, USA
| | - Paul T Cirino
- Department of Psychology, The University of Houston, Houston, TX, USA
| | - Sharon R Vaughn
- Meadows Center for Prevention of Educational Risk, The University of Texas at Austin, Austin, TX, USA
| | - Jack M Fletcher
- Department of Psychology, The University of Houston, Houston, TX, USA
| | - Jenifer Juranek
- Department of Pediatrics, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Jessica A Church
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA; Biomedical Imaging Center, The University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
24
|
Edwards ES, Burke K, Booth JR, McNorgan C. Dyslexia on a continuum: A complex network approach. PLoS One 2018; 13:e0208923. [PMID: 30557304 PMCID: PMC6296514 DOI: 10.1371/journal.pone.0208923] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Accepted: 11/26/2018] [Indexed: 11/19/2022] Open
Abstract
We investigated the efficacy of graph-theoretic metrics of task-related functional brain connectivity in predicting reading difficulty and explored the hypothesis that task conditions emphasizing audiovisual integration would be especially diagnostic of reading difficulty. An fMRI study was conducted in which 24 children (8 to 14 years old) who were previously diagnosed with dyslexia completed a rhyming judgment task under three presentation modality conditions. Regression analyses found that characteristic connectivity metrics of the reading network showed a presentation modality dependent relationship with reading difficulty: Children with more segregated reading networks and those that used fewer of the available connections were those with the least severe reading difficulty. These results are consistent with the hypothesis that a lack of coordinated processing between the neural regions involved in phonological and orthographic processing contributes towards reading difficulty.
Collapse
Affiliation(s)
- Erica S. Edwards
- Department of Psychology, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - Kali Burke
- Department of Psychology, State University of New York at Buffalo, Buffalo, New York, United States of America
| | - James R. Booth
- Department of Psychology and Human Development, Vanderbilt University, Nashville, Tennessee, United States of America
| | - Chris McNorgan
- Department of Psychology, State University of New York at Buffalo, Buffalo, New York, United States of America
- * E-mail:
| |
Collapse
|
25
|
Bailey SK, Aboud KS, Nguyen TQ, Cutting LE. Applying a network framework to the neurobiology of reading and dyslexia. J Neurodev Disord 2018; 10:37. [PMID: 30541433 PMCID: PMC6291929 DOI: 10.1186/s11689-018-9251-z] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Accepted: 11/14/2018] [Indexed: 12/14/2022] Open
Abstract
Background There is a substantial literature on the neurobiology of reading and dyslexia. Differences are often described in terms of individual regions or individual cognitive processes. However, there is a growing appreciation that the brain areas subserving reading are nested within larger functional systems, and new network analysis methods may provide greater insight into how reading difficulty arises. Yet, relatively few studies have adopted a principled network-based approach (e.g., connectomics) to studying reading. In this study, we combine data from previous reading literature, connectomics studies, and original data to investigate the relationship between network architecture and reading. Methods First, we detailed the distribution of reading-related areas across many resting-state networks using meta-analytic data from NeuroSynth. Then, we tested whether individual differences in modularity, the brain’s tendency to segregate into resting-state networks, are related to reading skill. Finally, we determined whether brain areas that function atypically in dyslexia, as identified by previous meta-analyses, tend to be concentrated in hub regions. Results We found that most resting-state networks contributed to the reading network, including those subserving domain-general cognitive skills such as attention and executive function. There was also a positive relationship between the global modularity of an individual’s brain network and reading skill, with the visual, default mode and cingulo-opercular networks showing the highest correlations. Brain areas implicated in dyslexia were also significantly more likely to have a higher participation coefficient (connect to multiple resting-state networks) than other areas. Conclusions These results contribute to the growing literature on the relationship between reading and brain network architecture. They suggest that an efficient network organization, i.e., one in which brain areas form cohesive resting-state networks, is important for skilled reading, and that dyslexia can be characterized by abnormal functioning of hub regions that map information between multiple systems. Overall, use of a connectomics framework opens up new possibilities for investigating reading difficulty, especially its commonalities across other neurodevelopmental disorders. Electronic supplementary material The online version of this article (10.1186/s11689-018-9251-z) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Stephen K Bailey
- Peabody College, Vanderbilt University, One Magnolia Circle, Nashville, TN, USA
| | - Katherine S Aboud
- Peabody College, Vanderbilt University, One Magnolia Circle, Nashville, TN, USA
| | - Tin Q Nguyen
- Peabody College, Vanderbilt University, One Magnolia Circle, Nashville, TN, USA
| | - Laurie E Cutting
- Peabody College, Vanderbilt University, One Magnolia Circle, Nashville, TN, USA.
| |
Collapse
|
26
|
Roe MA, Martinez JE, Mumford JA, Taylor WP, Cirino PT, Fletcher JM, Juranek J, Church JA. Control Engagement During Sentence and Inhibition fMRI Tasks in Children With Reading Difficulties. Cereb Cortex 2018; 28:3697-3710. [PMID: 30060152 PMCID: PMC6132278 DOI: 10.1093/cercor/bhy170] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2017] [Revised: 05/31/2018] [Accepted: 07/03/2018] [Indexed: 12/28/2022] Open
Abstract
Recent reading research implicates executive control regions as sites of difference in struggling readers. However, as studies often employ only reading or language tasks, the extent of deviation in control engagement in children with reading difficulties is not known. The current study investigated activation in reading and executive control brain regions during both a sentence comprehension task and a nonlexical inhibitory control task in third-fifth grade children with and without reading difficulties. We employed both categorical (group-based) and individual difference approaches to relate reading ability to brain activity. During sentence comprehension, struggling readers had less activation in the left posterior temporal cortex, previously implicated in language, semantic, and reading research. Greater negative activity (relative to fixation) during sentence comprehension in a left inferior parietal region from the executive control literature correlated with poorer reading ability. Greater comprehension scores were associated with less dorsal anterior cingulate activity during the sentence comprehension task. Unlike the sentence task, there were no significant differences between struggling and nonstruggling readers for the nonlexical inhibitory control task. Thus, differences in executive control engagement were largely specific to reading, rather than a general control deficit across tasks in children with reading difficulties, informing future intervention research.
Collapse
Affiliation(s)
- Mary Abbe Roe
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA
| | - Joel E Martinez
- Department of Psychology, Princeton University, Princeton, NJ, USA
| | - Jeanette A Mumford
- Center for Healthy Minds, The University of Wisconsin-Madison, Madison, WI, USA
| | | | - Paul T Cirino
- Department of Psychology, University of Houston, TX, USA
| | | | - Jenifer Juranek
- Department of Pediatrics, The University of Texas Health Science Center at Houston, TX, USA
| | - Jessica A Church
- Department of Psychology, The University of Texas at Austin, Austin, TX, USA
- Imaging Research Center, The University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
27
|
Smith GJ, Booth JR, McNorgan C. Longitudinal Task-Related Functional Connectivity Changes Predict Reading Development. Front Psychol 2018; 9:1754. [PMID: 30283393 PMCID: PMC6156257 DOI: 10.3389/fpsyg.2018.01754] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2018] [Accepted: 08/30/2018] [Indexed: 11/16/2022] Open
Abstract
Longitudinal studies suggest developmentally dependent changes in lexical processing during reading development, implying a change in inter-regional functional connectivity over this period. The current study used functional magnetic resonance imaging (fMRI) to explore developmental changes in functional connectivity across multiple runs of a rhyming judgment task in young readers (8–14 years) over an average 2.5-year span. Changes in functional segregation are correlated with and predict changes in the skill with which typically developing children learn to apply the alphabetic principle, as measured by pseudoword decoding. This indicates a developmental shift in the proportion of specialized functional clusters is associated with changes in reading skill and suggests a dependency of reading development on changes of particular neural pathways, specifically decreases in transitivity is indicative of greater network integration. This work provides evidence that characteristics of these pathways, quantified using graph-theoretic metrics, can be used to predict individual differences in reading development.
Collapse
Affiliation(s)
- Gregory J Smith
- Department of Psychology, State University of New York at Buffalo, Buffalo, NY, United States
| | - James R Booth
- Department of Psychology and Human Development, Vanderbilt University, Nashville, TN, United States
| | - Chris McNorgan
- Department of Psychology, State University of New York at Buffalo, Buffalo, NY, United States
| |
Collapse
|
28
|
Large-scale functional networks connect differently for processing words and symbol strings. PLoS One 2018; 13:e0196773. [PMID: 29718993 PMCID: PMC5931649 DOI: 10.1371/journal.pone.0196773] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Accepted: 04/19/2018] [Indexed: 11/19/2022] Open
Abstract
Reconfigurations of synchronized large-scale networks are thought to be central neural mechanisms that support cognition and behavior in the human brain. Magnetoencephalography (MEG) recordings together with recent advances in network analysis now allow for sub-second snapshots of such networks. In the present study, we compared frequency-resolved functional connectivity patterns underlying reading of single words and visual recognition of symbol strings. Word reading emphasized coherence in a left-lateralized network with nodes in classical perisylvian language regions, whereas symbol processing recruited a bilateral network, including connections between frontal and parietal regions previously associated with spatial attention and visual working memory. Our results illustrate the flexible nature of functional networks, whereby processing of different form categories, written words vs. symbol strings, leads to the formation of large-scale functional networks that operate at distinct oscillatory frequencies and incorporate task-relevant regions. These results suggest that category-specific processing should be viewed not so much as a local process but as a distributed neural process implemented in signature networks. For words, increased coherence was detected particularly in the alpha (8-13 Hz) and high gamma (60-90 Hz) frequency bands, whereas increased coherence for symbol strings was observed in the high beta (21-29 Hz) and low gamma (30-45 Hz) frequency range. These findings attest to the role of coherence in specific frequency bands as a general mechanism for integrating stimulus-dependent information across brain regions.
Collapse
|
29
|
Geib BR, Stanley ML, Wing EA, Laurienti PJ, Cabeza R. Hippocampal Contributions to the Large-Scale Episodic Memory Network Predict Vivid Visual Memories. Cereb Cortex 2018; 27:680-693. [PMID: 26523034 DOI: 10.1093/cercor/bhv272] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
A common approach in memory research is to isolate the function(s) of individual brain regions, such as the hippocampus, without addressing how those regions interact with the larger network. To investigate the properties of the hippocampus embedded within large-scale networks, we used functional magnetic resonance imaging and graph theory to characterize complex hippocampal interactions during the active retrieval of vivid versus dim visual memories. The study yielded 4 main findings. First, the right hippocampus displayed greater communication efficiency with the network (shorter path length) and became a more convergent structure for information integration (higher centrality measures) for vivid than dim memories. Second, vivid minus dim differences in our graph theory measures of interest were greater in magnitude for the right hippocampus than for any other region in the 90-region network. Moreover, the right hippocampus significantly reorganized its set of direct connections from dim to vivid memory retrieval. Finally, beyond the hippocampus, communication throughout the whole-brain network was more efficient (shorter global path length) for vivid than dim memories. In sum, our findings illustrate how multivariate network analyses can be used to investigate the roles of specific regions within the large-scale network, while also accounting for global network changes.
Collapse
Affiliation(s)
- Benjamin R Geib
- Department of Psychology and Neuroscience, Duke University, Durham, NC 27708, USA
| | - Matthew L Stanley
- Department of Psychology and Neuroscience, Duke University, Durham, NC 27708, USA
| | - Erik A Wing
- Department of Psychology and Neuroscience, Duke University, Durham, NC 27708, USA
| | - Paul J Laurienti
- Laboratory for Complex Brain Networks, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Roberto Cabeza
- Department of Psychology and Neuroscience, Duke University, Durham, NC 27708, USA
| |
Collapse
|
30
|
Battista C, Evans TM, Ngoon TJ, Chen T, Chen L, Kochalka J, Menon V. Mechanisms of interactive specialization and emergence of functional brain circuits supporting cognitive development in children. NPJ SCIENCE OF LEARNING 2018; 3:1. [PMID: 30631462 PMCID: PMC6220196 DOI: 10.1038/s41539-017-0017-2] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Revised: 11/17/2017] [Accepted: 11/27/2017] [Indexed: 05/10/2023]
Abstract
Cognitive development is thought to depend on the refinement and specialization of functional circuits over time, yet little is known about how this process unfolds over the course of childhood. Here we investigated growth trajectories of functional brain circuits and tested an interactive specialization model of neurocognitive development which posits that the refinement of task-related functional networks is driven by a shared history of co-activation between cortical regions. We tested this model in a longitudinal cohort of 30 children with behavioral and task-related functional brain imaging data at multiple time points spanning childhood and adolescence, focusing on the maturation of parietal circuits associated with numerical problem solving and learning. Hierarchical linear modeling revealed selective strengthening as well as weakening of functional brain circuits. Connectivity between parietal and prefrontal cortex decreased over time, while connectivity within posterior brain regions, including intra-hemispheric and inter-hemispheric parietal connectivity, as well as parietal connectivity with ventral temporal occipital cortex regions implicated in quantity manipulation and numerical symbol recognition, increased over time. Our study provides insights into the longitudinal maturation of functional circuits in the human brain and the mechanisms by which interactive specialization shapes children's cognitive development and learning.
Collapse
Affiliation(s)
- Christian Battista
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - Tanya M. Evans
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - Tricia J. Ngoon
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - Tianwen Chen
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - Lang Chen
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - John Kochalka
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - Vinod Menon
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA USA
- Stanford Neuroscience Institute, Stanford University School of Medicine, Stanford, CA USA
- Symbolic Systems Program, Stanford University School of Medicine, Stanford, CA USA
| |
Collapse
|
31
|
Alcauter S, García-Mondragón L, Gracia-Tabuenca Z, Moreno MB, Ortiz JJ, Barrios FA. Resting state functional connectivity of the anterior striatum and prefrontal cortex predicts reading performance in school-age children. BRAIN AND LANGUAGE 2017; 174:94-102. [PMID: 28806599 DOI: 10.1016/j.bandl.2017.07.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 07/13/2017] [Accepted: 07/30/2017] [Indexed: 06/07/2023]
Abstract
The current study investigated the neural basis of reading performance in 60 school-age Spanish-speaking children, aged 6 to 9years. By using a data-driven approach and an automated matching procedure, we identified a left-lateralized resting state network that included typical language regions (Wernicke's and Broca's regions), prefrontal cortex, pre- and post-central gyri, superior and middle temporal gyri, cerebellum, and subcortical regions, and explored its relevance for reading performance (accuracy, comprehension and speed). Functional connectivity of the left frontal and temporal cortices and subcortical regions predicted reading speed. These results extend previous findings on the relationship between functional connectivity and reading competence in children, providing new evidence about such relationships in previously unexplored regions in the resting brain, including the left caudate, putamen and thalamus. This work highlights the relevance of a broad network, functionally synchronized in the resting state, for the acquisition and perfecting of reading abilities in young children.
Collapse
Affiliation(s)
- Sarael Alcauter
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico.
| | - Liliana García-Mondragón
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico; Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Zeus Gracia-Tabuenca
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - Martha B Moreno
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - Juan J Ortiz
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - Fernando A Barrios
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Querétaro, Mexico
| |
Collapse
|
32
|
Black JM, Xia Z, Hoeft F. Neurobiological Bases of Reading Disorder Part II: The Importance of Developmental Considerations in Typical and Atypical Reading. LANGUAGE AND LINGUISTICS COMPASS 2017; 11:e12252. [PMID: 29276529 PMCID: PMC5736136 DOI: 10.1111/lnc3.12252] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Decoding-based reading disorder (RD; aka developmental dyslexia) is one of the most common neurodevelopmental disorders, affecting approximately 5-10% of school-aged children across languages. Even though neuroimaging studies suggest an impairment of the left reading network in RD, the onset of this deficit and its developmental course, which may include constancy and change, is largely unknown. There is now growing evidence that the recruitment of brain networks underlying perceptual, cognitive and linguistic processes relevant to reading acquisition varies with age. These age-dependent changes may in turn impact the neurocognitive characteristics of RD observed at specific developmental stages. Here we synthesize findings from functional and structural magnetic resonance imaging (MRI) studies to increase our understanding of the developmental time course of the neural bases underlying (a)typical reading. We first provide an overview of the brain bases of typical and atypical (impaired) reading. Next we describe how the understanding of RD can be deepened through scientific attention to age effects, for example, by integrating findings from cross-sectional studies of RD at various ages. Finally, we accent findings from extant longitudinal studies that directly examine developmental reading trajectories beginning in the preliterate stage at both group and individual levels. Although science is at the very early stage of understanding developmental aspects of neural deficits in RD, evidence to date characterizes RD by atypical brain maturation. We know that reading impairment may adversely impact multiple life domains such as academic achievement and social relationships, and unfortunately, that these negative outcomes can persist and compound into adulthood. We contend that exploring the developmental trajectories of RD will contribute to a greater understanding of how neural systems support reading acquisition. Further, we propose and cite evidence that the etiology of RD can be better investigated by distinguishing primary deficits from secondary impairments unfolding along development. These exciting and modern investigatory efforts can also indirectly contribute to a centered practice of early and accurate identification and optimal intervention to support the development of foundational pre-literacy skills and fluent reading. In sum, integrating a developmental understanding into the science and practice of reading acquisition and intervention is both possible and necessary.
Collapse
Affiliation(s)
| | - Zhichao Xia
- Department of Psychiatry and Weill Institute for Neurosciences,
University of California, San Francisco (UCSF), USA
- State Key Laboratory of Cognitive Neuroscience and Learning
& IDG/McGovern Institute for Brain Research, Beijing Normal University,
China
- Center for Collaboration and Innovation in Brain and Learning
Sciences, Beijing Normal University, China
| | - Fumiko Hoeft
- Department of Psychiatry and Weill Institute for Neurosciences,
University of California, San Francisco (UCSF), USA
- Precision Learning Center (PrecL), UC, USA
- Dyslexia Center, UCSF, USA
- Haskins Laboratories, USA
- Department of Neuropsychiatry, Keio University School of Medicine,
Japan
| |
Collapse
|
33
|
Holla B, Panda R, Venkatasubramanian G, Biswal B, Bharath RD, Benegal V. Disrupted resting brain graph measures in individuals at high risk for alcoholism. Psychiatry Res Neuroimaging 2017; 265:54-64. [PMID: 28531764 DOI: 10.1016/j.pscychresns.2017.05.002] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2016] [Revised: 05/03/2017] [Accepted: 05/04/2017] [Indexed: 01/13/2023]
Abstract
Familial susceptibility to alcoholism is likely to be linked to the externalizing diathesis seen in high-risk offspring from high-density alcohol use disorder (AUD) families. The present study aimed at comparing resting brain functional connectivity and their association with externalizing symptoms and alcoholism familial density in 40 substance-naive high-risk (HR) male offspring from high-density AUD families and 30 matched healthy low-risk (LR) males without a family history of substance dependence using graph theory-based network analysis. The HR subjects from high-density AUD families compared with LR, showed significantly reduced clustering, small-worldness, and local network efficiency. The frontoparietal, cingulo-opercular, sensorimotor and cerebellar networks exhibited significantly reduced functional segregation. These disruptions exhibited independent incremental value in predicting the externalizing symptoms over and above the demographic variables. The reduction of functional segregation in HR subjects was significant across both the younger and older age groups and was proportional to the family loading of AUDs. Detection and estimation of these developmentally relevant disruptions in small-world architecture at critical brain regions sub-serving cognitive, affective, and sensorimotor processes are vital for understanding the familial risk for early onset alcoholism as well as for understanding the pathophysiological mechanism of externalizing behaviors.
Collapse
Affiliation(s)
- Bharath Holla
- Centre for Addiction Medicine, Department of Psychiatry, National Institute of Mental Health and Neurosciences (NIMHANS), Hosur Road, Bangalore, India.
| | - Rajanikant Panda
- Cognitive Neuroscience Centre and Department of Neuroimaging and Interventional Radiology (NIIR), NIMHANS, Hosur Road, Bangalore, India
| | | | - Bharat Biswal
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), University Heights, Newark, NJ, USA
| | - Rose Dawn Bharath
- Cognitive Neuroscience Centre and Department of Neuroimaging and Interventional Radiology (NIIR), NIMHANS, Hosur Road, Bangalore, India.
| | - Vivek Benegal
- Centre for Addiction Medicine, Department of Psychiatry, National Institute of Mental Health and Neurosciences (NIMHANS), Hosur Road, Bangalore, India.
| |
Collapse
|
34
|
Horowitz-Kraus T, Holland SK, Versace AL, Bertocci MA, Bebko G, Almeida JRC, Perlman SB, Travis MJ, Gill MK, Bonar L, Schirda C, Sunshine JL, Birmaher B, Taylor G, Diwadkar VA, Horwitz SM, Axelson D, Frazier T, Arnold EL, Fristad MA, Youngstrom EA, Findling RL, Phillips ML. Reading related white matter structures in adolescents are influenced more by dysregulation of emotion than behavior. Neuroimage Clin 2017; 15:732-740. [PMID: 28702350 PMCID: PMC5491458 DOI: 10.1016/j.nicl.2017.06.020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2016] [Revised: 05/18/2017] [Accepted: 06/16/2017] [Indexed: 11/21/2022]
Abstract
Mood disorders and behavioral are broad psychiatric diagnostic categories that have different symptoms and neurobiological mechanisms, but share some neurocognitive similarities, one of which is an elevated risk for reading deficit. Our aim was to determine the influence of mood versus behavioral dysregulation on reading ability and neural correlates supporting these skills in youth, using diffusion tensor imaging in 11- to 17-year-old children and youths with mood disorders or behavioral disorders and age-matched healthy controls. The three groups differed only in phonological processing and passage comprehension. Youth with mood disorders scored higher on the phonological test but had lower comprehension scores than children with behavioral disorders and controls; control participants scored the highest. Correlations between fractional anisotropy and phonological processing in the left Arcuate Fasciculus showed a significant difference between groups and were strongest in behavioral disorders, intermediate in mood disorders, and lowest in controls. Correlations between these measures in the left Inferior Longitudinal Fasciculus were significantly greater than in controls for mood but not for behavioral disorders. Youth with mood disorders share a deficit in the executive-limbic pathway (Arcuate Fasciculus) with behavioral-disordered youth, suggesting reduced capacity for engaging frontal regions for phonological processing or passage comprehension tasks and increased reliance on the ventral tract (e.g., the Inferior Longitudinal Fasciculus). The low passage comprehension scores in mood disorder may result from engaging the left hemisphere. Neural pathways for reading differ mainly in executive-limbic circuitry. This new insight may aid clinicians in providing appropriate intervention for each disorder.
Collapse
Affiliation(s)
- Tzipi Horowitz-Kraus
- Cincinnati Children's Hospital Medical Center, University of Cincinnati, United States; Educational Neuroimaging Center, Faculty of Education in Science and Technology, Technion, Haifa, Israel.
| | - Scott K Holland
- Cincinnati Children's Hospital Medical Center, University of Cincinnati, United States
| | - Amelia L Versace
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Michele A Bertocci
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Genna Bebko
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Jorge R C Almeida
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Susan B Perlman
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Michael J Travis
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Mary Kay Gill
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Lisa Bonar
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Claudiu Schirda
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Jeffrey L Sunshine
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Boris Birmaher
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| | - Gerry Taylor
- University Hospitals Case Medical Center, Case Western Reserve University, United States
| | - Vaibhav A Diwadkar
- Department of Psychiatry and Behavioral Neuroscience, Wayne State University, United States
| | - Sarah M Horwitz
- Department of Child Psychiatry, New York University School of Medicine, United States
| | - David Axelson
- Department of Psychiatry and Behavioral Health, Wexner Medical Center, Ohio State University, United States
| | - Thomas Frazier
- Department of Psychiatry and Behavioral Health, Wexner Medical Center, Ohio State University, United States
| | - Eugene L Arnold
- Department of Psychiatry and Behavioral Health, Wexner Medical Center, Ohio State University, United States
| | - Mary A Fristad
- Department of Psychiatry and Behavioral Health, Wexner Medical Center, Ohio State University, United States
| | - Eric A Youngstrom
- Department of Psychology, University of North Carolina at Chapel Hill, United States
| | - Robert L Findling
- University Hospitals Case Medical Center, Case Western Reserve University, United States; Department of Psychiatry, Johns Hopkins University, United States
| | - Mary L Phillips
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh Medical Center, University of Pittsburgh, United States
| |
Collapse
|
35
|
|
36
|
Development of brain networks and relevance of environmental and genetic factors: A systematic review. Neurosci Biobehav Rev 2016; 71:215-239. [DOI: 10.1016/j.neubiorev.2016.08.024] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Revised: 07/10/2016] [Accepted: 08/23/2016] [Indexed: 01/25/2023]
|
37
|
The contributions of resting state and task-based functional connectivity studies to our understanding of adolescent brain network maturation. Neurosci Biobehav Rev 2016; 70:13-32. [DOI: 10.1016/j.neubiorev.2016.07.027] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 07/21/2016] [Accepted: 07/24/2016] [Indexed: 12/18/2022]
|
38
|
Evans TM, Flowers DL, Luetje MM, Napoliello E, Eden GF. Functional neuroanatomy of arithmetic and word reading and its relationship to age. Neuroimage 2016; 143:304-315. [PMID: 27566261 DOI: 10.1016/j.neuroimage.2016.08.048] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Revised: 08/19/2016] [Accepted: 08/22/2016] [Indexed: 10/21/2022] Open
Abstract
Arithmetic and written language are uniquely human skills acquired during early schooling and used daily. While prior studies have independently characterized the neural bases for arithmetic and reading, here we examine both skills in a single study to capture their shared and unique cognitive mechanisms, as well as the role of age/experience in modulating their neural representations. We used functional MRI in 7- to 29-year-olds who performed single-digit subtraction, single-digit addition, and single-word reading. Using a factorial design, we examined the main effects of Task (subtraction, addition, reading) and Age (as a continuous variable), and their interactions. A main effect of Task revealed preferential activation for subtraction in bilateral intraparietal sulci and supramarginal gyri, right insula, inferior frontal gyrus, and cingulate. The right middle temporal gyrus and left superior temporal gyrus were preferentially active for both addition and reading, and left fusiform gyrus was preferentially active for reading. A main effect of Age revealed increased activity in older participants in right angular gyrus, superior temporal sulcus, and putamen, and less activity in left supplementary motor area, suggesting a left frontal to right temporo-parietal shift of activity with increasing age/experience across all tasks. Interactions for Task by Age were found in right hippocampus and left middle frontal gyrus, with older age invoking greater activity for addition and at the same time less activity for subtraction and reading. Together, in a study conducted in the same participants using similar task and acquisition parameters, the results reveal the neural substrates of these educationally relevant cognitive skills in typical participants in the context of age/experience.
Collapse
Affiliation(s)
- Tanya M Evans
- Center for the Study of Learning, Department of Pediatrics, Georgetown University Medical Center, Suite150 Building D, 4000 Reservoir Road NW, Washington, DC 20057, USA
| | - D Lynn Flowers
- Center for the Study of Learning, Department of Pediatrics, Georgetown University Medical Center, Suite150 Building D, 4000 Reservoir Road NW, Washington, DC 20057, USA
| | - Megan M Luetje
- Center for the Study of Learning, Department of Pediatrics, Georgetown University Medical Center, Suite150 Building D, 4000 Reservoir Road NW, Washington, DC 20057, USA
| | - Eileen Napoliello
- Center for the Study of Learning, Department of Pediatrics, Georgetown University Medical Center, Suite150 Building D, 4000 Reservoir Road NW, Washington, DC 20057, USA
| | - Guinevere F Eden
- Center for the Study of Learning, Department of Pediatrics, Georgetown University Medical Center, Suite150 Building D, 4000 Reservoir Road NW, Washington, DC 20057, USA.
| |
Collapse
|
39
|
de Moura LM, Cogo-Moreira H, de Ávila CRB, Pan PM, Gadelha A, Moriyama T, Del Aquilla MA, Hoexter M, Salum GA, Picon FA, Anés M, Mercadante MT, Lacerda A, Amaro E, Miguel EC, Rohde LA, Bressan RA, McGuire P, Sato JR, de Jesus Mari J, Jackowski AP. Children with Poor Reading Skills at the Word Level Show Reduced Fractional Anisotropy in White Matter Tracts of Both Hemispheres. Brain Connect 2016; 6:519-23. [PMID: 27353747 DOI: 10.1089/brain.2016.0430] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Diffusion tensor imaging (DTI) studies showed that microstructural alterations are correlated to reading skills. In this study, we aim to investigate white matter microstructure of a group of Portuguese speakers with poor reading level, using different parameters of DTI. To perform this analysis, we selected children ranging from 8 to 12 years of age, poor readers (n = 17) and good readers (n = 23), evaluated in the word-level ability based on a Latent Class Analysis (LCA) of Academic Performance Test (TDE). Poor readers exhibited significant fractional anisotropy (FA) reductions in many tracts of both hemispheres, but small and restricted clusters of increased radial diffusivity (RD) in the left hemisphere. Spatial coherence of fibers might be the main source of differences, as changes in FA were not similarly accompanied in terms of extension by changes in RD. Widespread structural alterations in the white matter could prevent good reading ability at word level, which is consistent with recent studies demonstrating the involvement of multiple cortical regions and white matter tracts in reading disabilities.
Collapse
Affiliation(s)
- Luciana Monteiro de Moura
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil .,2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil .,3 Institute of Psychiatry , King's College, London, United Kingdom
| | - Hugo Cogo-Moreira
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil
| | | | - Pedro Mario Pan
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Ary Gadelha
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Tais Moriyama
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Marco Antonio Del Aquilla
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Marcelo Hoexter
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Giovanni Abrahão Salum
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Felipe Almeida Picon
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Mauricio Anés
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Marcos Tomanik Mercadante
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Acioly Lacerda
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Edson Amaro
- 6 Department of Radiology, University of Sao Paulo , Sao Paulo Medical School, Sao Paulo, Brazil
| | | | - Luis Augusto Rohde
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Rodrigo Affonseca Bressan
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil .,2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Philip McGuire
- 3 Institute of Psychiatry , King's College, London, United Kingdom
| | - João Ricardo Sato
- 8 Center of Mathematics, Computation and Cognition, Universidade Federal do ABC , Santo Andre, Brazil
| | - Jair de Jesus Mari
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil
| | - Andrea Parolin Jackowski
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil .,2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| |
Collapse
|
40
|
Abstract
Extensive studies have demonstrated that face recognition performance does not reach adult levels until adolescence. However, there is no consensus on whether such prolonged improvement stems from development of general cognitive factors or face-specific mechanisms. Here, we used behavioral experiments and functional magnetic resonance imaging (fMRI) to evaluate these two hypotheses. With a large cohort of children (n = 379), we found that the ability of face-specific recognition in humans increased with age throughout childhood and into late adolescence in both face memory and face perception. Neurally, to circumvent the potential problem of age differences in task performance, attention, or cognitive strategies in task-state fMRI studies, we measured the resting-state functional connectivity (RSFC) between the occipital face area (OFA) and fusiform face area (FFA) in human brain and found that the OFA-FFA RSFC increased until 11-13 years of age. Moreover, the OFA-FFA RSFC was selectively impaired in adults with developmental prosopagnosia (DP). In contrast, no age-related changes or differences between DP and normal adults were observed for RSFCs in the object system. Finally, the OFA-FFA RSFC matured earlier than face selectivity in either the OFA or FFA. These results suggest the critical role of the OFA-FFA RSFC in the development of face recognition. Together, our findings support the hypothesis that prolonged development of face recognition is face specific, not domain general.
Collapse
|
41
|
Ozernov-Palchik O, Gaab N. Tackling the 'dyslexia paradox': reading brain and behavior for early markers of developmental dyslexia. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2016; 7:156-76. [PMID: 26836227 DOI: 10.1002/wcs.1383] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Revised: 10/15/2015] [Accepted: 12/23/2015] [Indexed: 01/18/2023]
Abstract
Developmental dyslexia is an unexplained inability to acquire accurate or fluent reading that affects approximately 5-17% of children. Dyslexia is associated with structural and functional alterations in various brain regions that support reading. Neuroimaging studies in infants and pre-reading children suggest that these alterations predate reading instruction and reading failure, supporting the hypothesis that variant function in dyslexia susceptibility genes lead to atypical neural migration and/or axonal growth during early, most likely in utero, brain development. Yet, dyslexia is typically not diagnosed until a child has failed to learn to read as expected (usually in second grade or later). There is emerging evidence that neuroimaging measures, when combined with key behavioral measures, can enhance the accuracy of identification of dyslexia risk in pre-reading children but its sensitivity, specificity, and cost-efficiency is still unclear. Early identification of dyslexia risk carries important implications for dyslexia remediation and the amelioration of the psychosocial consequences commonly associated with reading failure.
Collapse
Affiliation(s)
- Ola Ozernov-Palchik
- Laboratories of Cognitive Neuroscience, Division of Developmental Medicine, Department of Medicine, Boston Children's Hospital, Boston, MA, USA.,Eliot-Pearson Department of Child Study and Human Development, Tufts University, Medford, MA, USA
| | - Nadine Gaab
- Laboratories of Cognitive Neuroscience, Division of Developmental Medicine, Department of Medicine, Boston Children's Hospital, Boston, MA, USA.,Harvard Graduate School of Education, Cambridge, MA, USA
| |
Collapse
|
42
|
Rowlands MA, Scheinost D, Lacadie C, Vohr B, Li F, Schneider KC, Todd Constable R, Ment LR. Language at rest: A longitudinal study of intrinsic functional connectivity in preterm children. Neuroimage Clin 2016; 11:149-157. [PMID: 26937383 PMCID: PMC4753807 DOI: 10.1016/j.nicl.2016.01.016] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 12/15/2015] [Accepted: 01/18/2016] [Indexed: 01/19/2023]
Abstract
BACKGROUND Preterm (PT) children show early cognitive and language deficits and display altered cortical connectivity for language compared to term (T) children. Developmentally, functional connectivity networks become more segregated and integrated, through the weakening of short-range and strengthening of long-range connections. METHODS Longitudinal intrinsic connectivity distribution (ICD) values were assessed in PT (n = 13) compared to T children (n = 12) at ages 8 vs. 16 using a Linear Mixed Effects model. Connectivity values in regions generated by the group × age interaction analysis were then correlated to scores on full IQ (FSIQ), verbal IQ (VIQ), verbal comprehension IQ (VCIQ), performance IQ (PIQ), Peabody picture vocabulary test-revised (PPVT-R), and Rapid Naming Composite (RDRL_Cmp). RESULTS Nine regions were generated by the group × age interaction analysis. PT connectivity significantly increased over time in all but two regions, and they ultimately displayed greater relative connectivity at age 16 than Ts in all areas except the left occipito-temporal cortex (OTC). PTs underwent significant connectivity reductions in the left OTC, which corresponded with worse performance on FSIQ, VIQ, and PIQ. These findings differed from Ts, who did not undergo any significant changes in connectivity over time. CONCLUSIONS These findings suggest that the developmental alterations in connectivity in PT children at adolescence are both pervasive and widespread. The persistent and worsening cognitive and language deficits noted in the PT subjects may be attributed to the loss of connections in the left OTC.
Collapse
Key Words
- BA, Brodmann area
- Development
- FSIQ, full scale IQ
- Functional connectivity
- Intrinsic connectivity distribution
- Language
- OTC, occipito-temporal cortex
- PIQ, performance IQ
- PPVT, Peabody picture vocabulary test
- PT, preterm
- Preterm
- RDRL_Cmp, Rapid Naming Composite
- ROI, region of interest
- RSC, resting state connectivity
- RSN, resting state network
- Resting state
- T, term
- VCIQ, verbal comprehension IQ
- VIQ, verbal IQ
- VWFA, visual word form area
Collapse
Affiliation(s)
| | - Dustin Scheinost
- Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
| | - Cheryl Lacadie
- Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
| | - Betty Vohr
- Pediatrics, Warren Alpert Medical School, Brown University, Providence, RI, USA
| | - Fangyong Li
- Yale Center for Analytical Science, Yale School of Public Health, New Haven, CT, USA
| | | | - R Todd Constable
- Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
| | - Laura R Ment
- Pediatrics, Yale School of Medicine, New Haven, CT, USA; Neurology, Yale School of Medicine, New Haven, CT, USA
| |
Collapse
|
43
|
Abstract
Most accounts of human cognitive architectures have focused on computational accounts of cognition while making little contact with the study of anatomical structures and physiological processes. A renewed convergence between neurobiology and cognition is well under way. A promising area arises from the overlap between systems/cognitive neuroscience on the one side and the discipline of network science on the other. Neuroscience increasingly adopts network tools and concepts to describe the operation of collections of brain regions. Beyond just providing illustrative metaphors, network science offers a theoretical framework for approaching brain structure and function as a multi-scale system composed of networks of neurons, circuits, nuclei, cortical areas, and systems of areas. This paper views large-scale networks at the level of areas and systems, mostly on the basis of data from human neuroimaging, and how this view of network structure and function has begun to illuminate our understanding of the biological basis of cognitive architectures.
Collapse
Affiliation(s)
- Steven E Petersen
- Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA; Department of Psychology, Washington University School of Medicine, St. Louis, MO 63110, USA; Department of Radiology, Washington University School of Medicine, St. Louis, MO 63110, USA; Department of Anatomy and Neurobiology, Washington University School of Medicine, St. Louis, MO 63110, USA.
| | - Olaf Sporns
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN 47405, USA; Indiana University Network Science Institute, Indiana University, Bloomington, IN 47405, USA
| |
Collapse
|
44
|
Achal S, Hoeft F, Bray S. Individual Differences in Adult Reading Are Associated with Left Temporo-parietal to Dorsal Striatal Functional Connectivity. Cereb Cortex 2015; 26:4069-4081. [PMID: 26400921 DOI: 10.1093/cercor/bhv214] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Reading skills vary widely in both children and adults, with a number of factors contributing to this variability. The most prominent factor may be related to efficiency of storage, representation, or retrieval of speech sounds. This phonological hypothesis is supported by findings of reduced activation in poor readers in left hemisphere ventro-lateral prefrontal and temporo-parietal phonological processing regions. Less well explained by phonological theories are reported hyperactivation in prefrontal, striatal, and insular regions. This study investigated functional connectivity of a core phonological processing region, the temporo-parietal junction (TPJ), in relation to reading skill in an adult community sample. We hypothesized that connectivity between TPJ and regions implicated in meta-analyses of reading disorder would correlate with individual differences in reading. Forty-four adults aged 30-54, ranging in reading ability, underwent resting fMRI scans. Data-driven connectivity clustering was used to identify TPJ subregions for seed-based connectivity analyses. Correlations were assessed between TPJ connectivity and timed-pseudoword reading (decoding) ability. We found a significant correlation wherein greater left supramarginal gyrus to anterior caudate connectivity was associated with weaker decoding. This suggests that hyperactivation of the dorsal striatum, reported in poor readers during reading tasks, may reflect compensatory or inefficient overintegration into attention networks.
Collapse
Affiliation(s)
- Sanjay Achal
- Department of Neuroscience.,Hotchkiss Brain Institute
| | - Fumiko Hoeft
- Division of Child and Adolescent Psychiatry, Department of Psychiatry, University of California, San Francisco, CA 94143, USA.,Haskins Laboratories, Yale University, New Haven, CT 06511, USA.,Department of Neuropsychiatry, Keio University School of Medicine, Tokyo 160-8582, Japan
| | - Signe Bray
- Department of Radiology, University of Calgary, Calgary, AB, Canada T2N 4N1.,Department of Paediatrics.,Alberta Children's Hospital Research Institute.,Child and Adolescent Imaging Research Program, Alberta Children's Hospital, Calgary, AB, Canada T3B 6A8
| |
Collapse
|
45
|
Feng G, Chen HC, Zhu Z, He Y, Wang S. Dynamic brain architectures in local brain activity and functional network efficiency associate with efficient reading in bilinguals. Neuroimage 2015; 119:103-18. [PMID: 26095088 DOI: 10.1016/j.neuroimage.2015.05.100] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Revised: 02/16/2015] [Accepted: 05/27/2015] [Indexed: 10/23/2022] Open
Abstract
The human brain is organized as a dynamic network, in which both regional brain activity and inter-regional connectivity support high-level cognitive processes, such as reading. However, it is still largely unknown how the functional brain network organizes to enable fast and effortless reading processing in the native language (L1) but not in a non-proficient second language (L2), and whether the mechanisms underlying local activity are associated with connectivity dynamics in large-scale brain networks. In the present study, we combined activation-based and multivariate graph-theory analysis with functional magnetic resonance imaging data to address these questions. Chinese-English unbalanced bilinguals read narratives for comprehension in Chinese (L1) and in English (L2). Compared with L2, reading in L1 evoked greater brain activation and recruited a more globally efficient but less clustered network organization. Regions with both increased network efficiency and enhanced brain activation in L1 reading were mostly located in the fronto-temporal reading-related network (RN), whereas regions with decreased global network efficiency, increased clustering, and more deactivation in L2 reading were identified in the default mode network (DMN). Moreover, functional network efficiency was closely associated with local brain activation, and such associations were also modulated by reading efficiency in the two languages. Our results demonstrate that an economical and integrative brain network topology is associated with efficient reading, and further reveal a dynamic association between network efficiency and local activation for both RN and DMN. These findings underscore the importance of considering interregional connectivity when interpreting local BOLD signal changes in bilingual reading.
Collapse
Affiliation(s)
- Gangyi Feng
- Center for the Study of Applied Psychology and School of Psychology, South China Normal University, Guangzhou 510631, China
| | - Hsuan-Chih Chen
- Department of Psychology, Chinese University of Hong Kong, Hong Kong
| | - Zude Zhu
- Collaborative Innovation Center for Language Competence, Jiangsu Normal University, Xuzhou 221009, China
| | - Yong He
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Suiping Wang
- Center for the Study of Applied Psychology and School of Psychology, South China Normal University, Guangzhou 510631, China; Guangdong Provincial Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou 510631, China.
| |
Collapse
|
46
|
Murdaugh DL, Maximo JO, Kana RK. Changes in intrinsic connectivity of the brain's reading network following intervention in children with autism. Hum Brain Mapp 2015; 36:2965-79. [PMID: 26058572 DOI: 10.1002/hbm.22821] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Revised: 03/30/2015] [Accepted: 04/06/2015] [Indexed: 01/14/2023] Open
Abstract
While task-based neuroimaging studies have identified alterations in neural circuitry underlying language processing in children with autism spectrum disorders [ASD], resting state functional magnetic resonance imaging [rsfMRI] is a promising alternative to the constraints posed by task-based fMRI. This study used rsfMRI, in a longitudinal design, to study the impact of a reading intervention on connectivity of the brain regions involved in reading comprehension in children with ASD. Functional connectivity was examined using group independent component analysis (GICA) and seed-based correlation analysis of Broca's and Wernicke's areas, in three groups of participants: an experimental group of ASD children (ASD-EXP), a wait list control group of ASD children (ASD-WLC), and a group of typically developing (TD) control children. Both GICA and seed-based analyses revealed stronger functional connectivity of Broca's and Wernicke's areas in the ASD-EXP group postintervention. Additionally, improvement in reading comprehension in the ASD-EXP group was correlated with greater connectivity in both Broca's and Wernicke's area in the GICA identified reading network component. In addition, increased connectivity between the Broca's area and right postcentral and right STG, and the Wernicke's area and LIFG, were also correlated with greater improvement in reading comprehension. Overall, this study revealed widespread changes in functional connectivity of the brain's reading network as a result of intervention in children with ASD. These novel findings provide valuable insights into the neuroplasticity of brain areas underlying reading and the impact of intensive intervention in modifying them in children with ASD.
Collapse
Affiliation(s)
- Donna L Murdaugh
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL
| | - Jose O Maximo
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL
| | - Rajesh K Kana
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL
| |
Collapse
|
47
|
McAvoy M, Mitra A, Coalson RS, d'Avossa G, Keidel JL, Petersen SE, Raichle ME. Unmasking Language Lateralization in Human Brain Intrinsic Activity. Cereb Cortex 2015; 26:1733-46. [PMID: 25636911 DOI: 10.1093/cercor/bhv007] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Lateralization of function is a fundamental feature of the human brain as exemplified by the left hemisphere dominance of language. Despite the prominence of lateralization in the lesion, split-brain and task-based fMRI literature, surprisingly little asymmetry has been revealed in the increasingly popular functional imaging studies of spontaneous fluctuations in the fMRI BOLD signal (so-called resting-state fMRI). Here, we show the global signal, an often discarded component of the BOLD signal in resting-state studies, reveals a leftward asymmetry that maps onto regions preferential for semantic processing in left frontal and temporal cortex and the right cerebellum and a rightward asymmetry that maps onto putative attention-related regions in right frontal, temporoparietal, and parietal cortex. Hemispheric asymmetries in the global signal resulted from amplitude modulation of the spontaneous fluctuations. To confirm these findings obtained from normal, healthy, right-handed subjects in the resting-state, we had them perform 2 semantic processing tasks: synonym and numerical magnitude judgment and sentence comprehension. In addition to establishing a new technique for studying lateralization through functional imaging of the resting-state, our findings shed new light on the physiology of the global brain signal.
Collapse
Affiliation(s)
- Mark McAvoy
- Department of Radiology, Washington University, Saint Louis, MO 63110, USA
| | - Anish Mitra
- Department of Radiology, Washington University, Saint Louis, MO 63110, USA
| | - Rebecca S Coalson
- Department of Radiology, Washington University, Saint Louis, MO 63110, USA Department of Neurology, Washington University, Saint Louis, MO 63110, USA
| | | | | | - Steven E Petersen
- Department of Radiology, Washington University, Saint Louis, MO 63110, USA Department of Neurology, Washington University, Saint Louis, MO 63110, USA Department of Anatomy and Neurobiology, Washington University, Saint Louis, MO 63110, USA Department of Neurosurgery, Washington University, Saint Louis, MO 63110, USA Department of Psychology, Washington University, Saint Louis, MO 63110, USA Department of Biomedical Engineering, Washington University, Saint Louis, MO 63110, USA
| | - Marcus E Raichle
- Department of Radiology, Washington University, Saint Louis, MO 63110, USA Department of Neurology, Washington University, Saint Louis, MO 63110, USA Department of Anatomy and Neurobiology, Washington University, Saint Louis, MO 63110, USA Department of Biomedical Engineering, Washington University, Saint Louis, MO 63110, USA
| |
Collapse
|
48
|
Martin A, Schurz M, Kronbichler M, Richlan F. Reading in the brain of children and adults: a meta-analysis of 40 functional magnetic resonance imaging studies. Hum Brain Mapp 2015; 36:1963-81. [PMID: 25628041 PMCID: PMC4950303 DOI: 10.1002/hbm.22749] [Citation(s) in RCA: 197] [Impact Index Per Article: 21.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Accepted: 01/13/2015] [Indexed: 12/31/2022] Open
Abstract
We used quantitative, coordinate-based meta-analysis to objectively synthesize age-related commonalities and differences in brain activation patterns reported in 40 functional magnetic resonance imaging (fMRI) studies of reading in children and adults. Twenty fMRI studies with adults (age means: 23-34 years) were matched to 20 studies with children (age means: 7-12 years). The separate meta-analyses of these two sets showed a pattern of reading-related brain activation common to children and adults in left ventral occipito-temporal (OT), inferior frontal, and posterior parietal regions. The direct statistical comparison between the two meta-analytic maps of children and adults revealed higher convergence in studies with children in left superior temporal and bilateral supplementary motor regions. In contrast, higher convergence in studies with adults was identified in bilateral posterior OT/cerebellar and left dorsal precentral regions. The results are discussed in relation to current neuroanatomical models of reading and tentative functional interpretations of reading-related activation clusters in children and adults are provided.
Collapse
Affiliation(s)
- Anna Martin
- Centre for Cognitive Neuroscience, University of Salzburg, Hellbrunnerstr. 34, 5020, Salzburg, Austria; Neuroscience Institute, Christian Doppler Clinic, Paracelsus Medical University, Ignaz-Harrer-Str. 79, 5020, Salzburg, Austria
| | | | | | | |
Collapse
|
49
|
Horowitz-Kraus T, Vannest JJ, Gozdas E, Holland SK. Greater Utilization of Neural-Circuits Related to Executive Functions is Associated with Better Reading: A Longitudinal fMRI Study Using the Verb Generation Task. Front Hum Neurosci 2014; 8:447. [PMID: 24999322 PMCID: PMC4064667 DOI: 10.3389/fnhum.2014.00447] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2013] [Accepted: 06/02/2014] [Indexed: 11/13/2022] Open
Abstract
INTRODUCTION Reading is an acquired-developmental ability that relies on intact language and executive function skills. Verbal fluency tasks (such as verb generation) also engage language and executive function skills. Performance of such tasks matures with normal language development, and is independent of reading proficiency. In this longitudinal fMRI study, we aim to examine the association between maturation of neural-circuits supporting both executive functions and language (assessed using verb generation) with reading proficiency achieved in adolescence with a focus on left-lateralization typical for language proficiency. METHODS Normalized fMRI data from the verb generation task was collected from 16 healthy children at ages 7, 11, and 17 years and was correlated with reading scores at 17 years of age. Lateralization indices were calculated in key language, reading, and executive function-related regions in all age groups. RESULTS Typical development was associated with (i) increasingly left-lateralized patterns in language regions (ii) more profound left-lateralized activation for reading and executive function-related regions when correlating with reading scores, (iii) greater involvement of frontal and parietal regions (in older children), and of the anterior frontal cortex (in younger children). CONCLUSION We suggest that reading and verb generation share mutual neural-circuits during development with major reliance on regions related to executive functions and reading. The results are discussed in the context of the dual-networks architecture model.
Collapse
Affiliation(s)
- Tzipi Horowitz-Kraus
- Cincinnati Children’s Research Foundation, Pediatric Neuroimaging Research Consortium, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Jennifer J. Vannest
- Cincinnati Children’s Research Foundation, Pediatric Neuroimaging Research Consortium, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Elveda Gozdas
- Cincinnati Children’s Research Foundation, Pediatric Neuroimaging Research Consortium, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Scott K. Holland
- Cincinnati Children’s Research Foundation, Pediatric Neuroimaging Research Consortium, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| |
Collapse
|
50
|
Vogel AC, Petersen SE, Schlaggar BL. The VWFA: it's not just for words anymore. Front Hum Neurosci 2014; 8:88. [PMID: 24688462 PMCID: PMC3960495 DOI: 10.3389/fnhum.2014.00088] [Citation(s) in RCA: 76] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2013] [Accepted: 02/04/2014] [Indexed: 12/13/2022] Open
Abstract
Reading is an important but phylogenetically new skill. While neuroimaging studies have identified brain regions used in reading, it is unclear to what extent these regions become specialized for use predominantly in reading vs. other tasks. Over the past several years, our group has published three studies addressing this question, particularly focusing on whether the putative visual word form area (VWFA) is used predominantly in reading, or whether it is used more generally in a number of tasks. Our three studies utilize a range of neuroimaging techniques, including task based fMRI experiments, a seed based resting state functional connectivity (RSFC) experiment, and a network based RSFC experiment. Overall, our studies indicate that the VWFA is not used specifically or even predominantly for reading. Rather the VWFA is a general use region that has processing properties making it particularly useful for reading, though it continues to be used in any task that requires its general processing properties. Our network based RSFC analysis extends this finding to other regions typically thought to be used predominantly for reading. Here, we review these findings and describe how the three studies complement each other. Then, we argue that conceptualizing the VWFA as a brain region with specific processing characteristics rather than a brain region devoted to a specific stimulus class, allows us to better explain the activity seen in this region during a variety of tasks. Having this type of conceptualization not only provides a better understanding of the VWFA but also provides a framework for understanding other brain regions, as it affords an explanation of function that is in keeping with the long history of studying the brain in terms of the type of information processing performed (Posner, 1978).
Collapse
Affiliation(s)
- Alecia C Vogel
- Department of Psychiatry, Washington University in St. Louis St. Louis, MO, USA
| | - Steven E Petersen
- Department of Neurology, Washington University in St. Louis St. Louis, MO, USA ; Department of Radiology, Washington University in St. Louis St. Louis, MO, USA ; Department of Anatomy and Neurobiology, Washington University in St. Louis St. Louis, MO, USA ; Department of Psychology, Washington University in St. Louis St. Louis, MO, USA
| | - Bradley L Schlaggar
- Department of Neurology, Washington University in St. Louis St. Louis, MO, USA ; Department of Radiology, Washington University in St. Louis St. Louis, MO, USA ; Department of Anatomy and Neurobiology, Washington University in St. Louis St. Louis, MO, USA ; Department of Pediatrics, Washington University in St. Louis St. Louis, MO, USA
| |
Collapse
|