1
|
Pantaleo MM, Arcuri G, Manfredi M, Proverbio AM. Music literacy improves reading skills via bilateral orthographic development. Sci Rep 2024; 14:3506. [PMID: 38347056 PMCID: PMC10861541 DOI: 10.1038/s41598-024-54204-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 02/09/2024] [Indexed: 02/15/2024] Open
Abstract
Considerable evidence suggests that musical education induces structural and functional neuroplasticity in the brain. This study aimed to explore the potential impact of such changes on word-reading proficiency. We investigated whether musical training promotes the development of uncharted orthographic regions in the right hemisphere leading to better reading abilities. A total of 60 healthy, right-handed culturally matched professional musicians and controls took part in this research. They were categorised as normo-typical readers based on their reading speed (syl/sec) and subdivided into two groups of relatively good and poor readers. High density EEG/ERPs were recorded while participants engaged in a note or letter detection task. Musicians were more fluent in word, non-word and text reading tests, and faster in detecting both notes and words. They also exhibited greater N170 and P300 responses, and target-non target differences for words than controls. Similarly, good readers showed larger N170 and P300 responses than poor readers. Increased reading skills were associated to a bilateral activation of the occipito/temporal cortex, during music and word reading. Source reconstruction also showed a reduced activation of the left fusiform gyrus, and of areas devoted to attentional/ocular shifting in poor vs. good readers, and in controls vs. musicians. Data suggest that music literacy acquired early in time can shape reading circuits by promoting the specialization of a right-sided reading area, whose activity was here associated with enhanced reading proficiency. In conclusion, music literacy induces measurable neuroplastic changes in the left and right OT cortex responsible for improved word reading ability.
Collapse
Affiliation(s)
- Marta Maria Pantaleo
- Cognitive Electrophysiology Lab, Department of Psychology, University of Milano-Bicocca, Piazza Dell'Ateneo Nuovo 1, 20162, Milan, Italy
| | - Giulia Arcuri
- Cognitive Electrophysiology Lab, Department of Psychology, University of Milano-Bicocca, Piazza Dell'Ateneo Nuovo 1, 20162, Milan, Italy
| | - Mirella Manfredi
- Psychologisches Institut, University of Zurich, Zurich, Switzerland
| | - Alice Mado Proverbio
- Cognitive Electrophysiology Lab, Department of Psychology, University of Milano-Bicocca, Piazza Dell'Ateneo Nuovo 1, 20162, Milan, Italy.
- Milan Center for Neuroscience, NeuroMI, Milan, Italy.
| |
Collapse
|
2
|
Nárai Á, Nemecz Z, Vidnyánszky Z, Weiss B. Lateralization of orthographic processing in fixed-gaze and natural reading conditions. Cortex 2022; 157:99-116. [PMID: 36279756 DOI: 10.1016/j.cortex.2022.07.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 06/29/2022] [Accepted: 07/27/2022] [Indexed: 12/15/2022]
Abstract
Lateralized processing of orthographic information is a hallmark of proficient reading. However, how this finding obtained for fixed-gaze processing of orthographic stimuli translates to ecologically valid reading conditions remained to be clarified. To address this shortcoming, here we assessed the lateralization of early orthographic processing in fixed-gaze and natural reading conditions using concurrent eye-tracking and EEG data recorded from young adults without reading difficulties. Sensor-space analyses confirmed the well-known left-lateralized negative-going deflection of fixed-gaze EEG activity throughout the period of early orthographic processing. At the same time, fixation-related EEG activity exhibited left-lateralized followed by right-lateralized processing of text stimuli during natural reading. A strong positive relationship was found between the early leftward lateralization in fixed-gaze and natural reading conditions. Using source-space analyses, early left-lateralized brain activity was obtained in lateraloccipital and posterior ventral occipito-temporal cortices reflecting letter-level processing in both conditions. In addition, in the same time interval, left-lateralized source activity was found also in premotor and parietal brain regions during natural reading. While brain activity remained left-lateralized in later stages representing word-level processing in posterior and middle ventral temporal regions in the fixed-gaze condition, fixation-related source activity became stronger in the right hemisphere in medial and more anterior ventral temporal brain regions indicating higher-level processing of orthographic information. Although our results show a strong positive relationship between the lateralization of letter-level processing in the two reading modes and suggest lateralized brain activity as a general marker for processing of orthographic information, they also clearly indicate the need for reading research in ecologically valid conditions to identify the neural basis of visuospatial attentional, oculomotor and higher-level processes specific to natural reading.
Collapse
Affiliation(s)
- Ádám Nárai
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest H-1117, Hungary
| | - Zsuzsanna Nemecz
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest H-1117, Hungary; Doctoral School of Psychology, ELTE Eötvös Loránd University, Budapest H-1064, Hungary; Institute of Psychology, ELTE Eötvös Loránd University, Budapest H-1064, Hungary
| | - Zoltán Vidnyánszky
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest H-1117, Hungary
| | - Béla Weiss
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest H-1117, Hungary.
| |
Collapse
|
3
|
Landi N, Kleinman D, Agrawal V, Ashton G, Coyne-Green A, Roberts P, Blair N, Russell J, Stutzman A, Scorrano D, Frazier N, Pugh KR, Hoeft F. Researcher-practitioner partnerships and in-school laboratories facilitate translational research in reading. JOURNAL OF RESEARCH IN READING 2022; 45:367-384. [PMID: 36970562 PMCID: PMC10038566 DOI: 10.1111/1467-9817.12392] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Educational neuroscience approaches have helped to elucidate the brain basis of Reading Disability (RD) and of reading intervention response; however, there is often limited translation of this knowledge to the broader scientific and educational communities. Moreover, this work is traditionally lab-based, and thus the underlying theories and research questions are siloed from classroom practices. With growing awareness of the neurobiological origins of RD and increasing popularity of putative "brain-based" approaches in clinics and classrooms, it is imperative that we create more direct and bidirectional communication between scientists and practitioners. Such direct collaborations can help dispel neuromyths, and lead to increased understanding of the promises and pitfalls of neuroscience approaches. Moreover, direct partnerships between researchers and practitioners can lead to greater ecological validity in study designs to improve upon the translational potential of findings. To this end, we have forged collaborative partnerships, and built cognitive neuroscience laboratories within independent reading disabilities schools. This approach affords frequent and ecologically valid neurobiological assessment as children's reading improves in response to intervention. It also permits the creation of dynamic models of leading and lagging relationships of students' learning, and identification of individual-level predictors of intervention response. The partnerships also provide in-depth knowledge of student characteristics and classroom practices, which, when combined with the data we acquire, may facilitate optimization of instructional approaches. In this commentary, we discuss the creation of our partnerships, the scientific problem we are addressing (variable response to reading intervention), and the epistemological significance of researcher-practitioner bi-directional learning.
Collapse
Affiliation(s)
- Nicole Landi
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA and Haskins Laboratories, New Haven, CT, USA
| | | | | | | | | | | | | | - Jay Russell
- The Windward Institute, White Plains, NY, USA
| | | | | | | | - Kenneth R Pugh
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA and Haskins Laboratories, New Haven, CT, USA
| | - Fumiko Hoeft
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA and Haskins Laboratories, New Haven, CT, USA
| |
Collapse
|
4
|
Fraga-González G, Di Pietro SV, Pleisch G, Walitza S, Brandeis D, Karipidis II, Brem S. Visual Occipito-Temporal N1 Sensitivity to Digits Across Elementary School. Front Hum Neurosci 2022; 16:887413. [PMID: 35959243 PMCID: PMC9360418 DOI: 10.3389/fnhum.2022.887413] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 06/20/2022] [Indexed: 11/15/2022] Open
Abstract
Number processing abilities are important for academic and personal development. The course of initial specialization of ventral occipito-temporal cortex (vOTC) sensitivity to visual number processing is crucial for the acquisition of numeric and arithmetic skills. We examined the visual N1, the electrophysiological correlate of vOTC activation across five time points in kindergarten (T1, mean age 6.60 years), middle and end of first grade (T2, 7.38 years; T3, 7.68 years), second grade (T4, 8.28 years), and fifth grade (T5, 11.40 years). A combination of cross-sectional and longitudinal EEG data of a total of 62 children (35 female) at varying familial risk for dyslexia were available to form groups of 23, 22, 27, 27, and 42 participants for each of the five time points. The children performed a target detection task which included visual presentation of single digits (DIG), false fonts (FF), and letters (LET) to derive measures for coarse (DIG vs. FF) and fine (DIG vs. LET) digit sensitive processing across development. The N1 amplitude analyses indicated coarse and fine sensitivity characterized by a stronger N1 to digits than false fonts across all five time points, and stronger N1 to digits than letters at all but the second (T2) time point. In addition, lower arithmetic skills were associated with stronger coarse N1 digit sensitivity over the left hemisphere in second grade (T4), possibly reflecting allocation of more attentional resources or stronger reliance on the verbal system in children with poorer arithmetic skills. To summarize, our results show persistent visual N1 sensitivity to digits that is already present early on in pre-school and remains stable until fifth grade. This pattern of digit sensitivity development clearly differs from the relatively sharp rise and fall of the visual N1 sensitivity to words or letters between kindergarten and middle of elementary school and suggests unique developmental trajectories for visual processing of written characters that are relevant to numeracy and literacy.
Collapse
Affiliation(s)
- Gorka Fraga-González
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Sarah V. Di Pietro
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - Georgette Pleisch
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - Susanne Walitza
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - Daniel Brandeis
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
- MR-Center, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Iliana I. Karipidis
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
- Center for Interdisciplinary Brain Sciences Research, Stanford University School of Medicine, Stanford, CA, United States
| | - Silvia Brem
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
- MR-Center, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland
- *Correspondence: Silvia Brem,
| |
Collapse
|
5
|
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
|
6
|
Amora KK, Tretow A, Verwimp C, Tijms J, Leppänen PHT, Csépe V. Typical and Atypical Development of Visual Expertise for Print as Indexed by the Visual Word N1 (N170w): A Systematic Review. Front Neurosci 2022; 16:898800. [PMID: 35844207 PMCID: PMC9279737 DOI: 10.3389/fnins.2022.898800] [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: 03/17/2022] [Accepted: 05/24/2022] [Indexed: 11/24/2022] Open
Abstract
The visual word N1 (N170w) is an early brain ERP component that has been found to be a neurophysiological marker for print expertise, which is a prelexical requirement associated with reading development. To date, no other review has assimilated existing research on reading difficulties and atypical development of processes reflected in the N170w response. Hence, this systematic review synthesized results and evaluated neurophysiological and experimental procedures across different studies about visual print expertise in reading development. Literature databases were examined for relevant studies from 1995 to 2020 investigating the N170w response in individuals with or without reading disorders. To capture the development of the N170w related to reading, results were compared between three different age groups: pre-literate children, school-aged children, and young adults. The majority of available N170w studies (N = 69) investigated adults (n = 31) followed by children (school-aged: n = 21; pre-literate: n = 4) and adolescents (n = 1) while some studies investigated a combination of these age groups (n = 12). Most studies were conducted with German-speaking populations (n = 17), followed by English (n = 15) and Chinese (n = 14) speaking participants. The N170w was primarily investigated using a combination of words, pseudowords, and symbols (n = 20) and mostly used repetition-detection (n = 16) or lexical-decision tasks (n = 16). Different studies posed huge variability in selecting electrode sites for analysis; however, most focused on P7, P8, and O1 sites of the international 10–20 system. Most of the studies in adults have found a more negative N170w in controls than poor readers, whereas in children, the results have been mixed. In typical readers, N170w ranged from having a bilateral distribution to a left-hemispheric dominance throughout development, whereas in young, poor readers, the response was mainly right-lateralized and then remained in a bilateral distribution. Moreover, the N170w latency has varied according to age group, with adults having an earlier onset yet with shorter latency than school-aged and pre-literate children. This systematic review provides a comprehensive picture of the development of print expertise as indexed by the N170w across age groups and reading abilities and discusses theoretical and methodological differences and challenges in the field, aiming to guide future research.
Collapse
Affiliation(s)
- Kathleen Kay Amora
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary
- Faculty of Modern Philology and Social Sciences, Multilingualism Doctoral School, University of Pannonia, Veszprém, Hungary
- *Correspondence: Kathleen Kay Amora ;
| | - Ariane Tretow
- Department of Psychology, University of Jyväskylä, Jyväskylä, Finland
| | - Cara Verwimp
- Department of Developmental Psychology, University of Amsterdam, Amsterdam, Netherlands
- Rudolf Berlin Center, Amsterdam, Netherlands
| | - Jurgen Tijms
- Department of Developmental Psychology, University of Amsterdam, Amsterdam, Netherlands
- Rudolf Berlin Center, Amsterdam, Netherlands
| | | | - Valéria Csépe
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary
- Institute for Hungarian and Applied Linguistics, University of Pannonia, Veszprém, Hungary
| |
Collapse
|
7
|
Weiss B, Nárai Á, Vidnyánszky Z. Lateralization of early orthographic processing during natural reading is impaired in developmental dyslexia. Neuroimage 2022; 258:119383. [PMID: 35709947 DOI: 10.1016/j.neuroimage.2022.119383] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 05/08/2022] [Accepted: 06/12/2022] [Indexed: 01/08/2023] Open
Abstract
Skilled reading requires specialized visual cortical processing of orthographic information and its impairment has been proposed as a potential correlate of compromised reading in dyslexia. However, which stage of orthographic information processing during natural reading is disturbed in dyslexics remains unexplored. Here we addressed this question by simultaneously measuring the eye movements and EEG of dyslexic and control young adults during natural reading. Isolated meaningful sentences were presented at five inter-letter spacing levels spanning the range from minimal to extra-large spacing, and participants were instructed to read the text silently at their own pace. Control participants read faster, performed larger saccades and shorter fixations compared to dyslexics. While reading speed peaked around the default letter spacing, saccade amplitude increased and fixation duration decreased with the increase of letter spacing in both groups. Lateralization of occipito-temporal fixation-related EEG activity (FREA) was found in three consecutive time intervals corresponding to early orthographic processing in control readers. Importantly, the lateralization in the time range of the first negative left occipito-temporal FREA peak was specific for first fixations and exhibited an interaction effect between reading ability and letter spacing. The interaction originated in the significant decrease of FREA lateralization at extra-large compared to default letter spacing in control readers and the lack of lateralization in both letter spacing conditions in the case of dyslexics. These findings suggest that expertise-driven hemispheric functional specialization for early orthographic processing thought to be responsible for letter identity extraction during natural reading is compromised in dyslexia.
Collapse
Affiliation(s)
- Béla Weiss
- Brain Imaging Centre, Research Centre for Natural Sciences, Magyar tudósok körútja 2., Budapest H-1117, Hungary.
| | - Ádám Nárai
- Brain Imaging Centre, Research Centre for Natural Sciences, Magyar tudósok körútja 2., Budapest H-1117, Hungary
| | - Zoltán Vidnyánszky
- Brain Imaging Centre, Research Centre for Natural Sciences, Magyar tudósok körútja 2., Budapest H-1117, Hungary.
| |
Collapse
|
8
|
Panda EJ, Kember J, Emami Z, Nayman C, Valiante TA, Pang EW. Dynamic functional brain network connectivity during pseudoword processing relates to children's reading skill. Neuropsychologia 2022; 168:108181. [PMID: 35167858 DOI: 10.1016/j.neuropsychologia.2022.108181] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 01/30/2022] [Accepted: 02/08/2022] [Indexed: 10/19/2022]
Abstract
Learning to read requires children to link print (orthography) with its corresponding speech sounds (phonology). Yet, most EEG studies of reading development focus on emerging functional specialization (e.g., developing increasingly refined orthographic representations), rather than directly measuring the functional connectivity that links orthography and phonology in real time. In this proof-of-concept study we relate children's reading skill to both orthographic specialization for print (via the N170, also called the N1, event related potential, ERP) and orthographic-phonological integration (via dynamic/event-related EEG phase synchronization - an index of functional brain network connectivity). Typically developing English speaking children (n = 24; 4-14 years) and control adults (n = 20; 18-35 years) viewed pseudowords, consonants and unfamiliar false fonts during a 1-back memory task while 64-channel EEG was recorded. Orthographic specialization (larger N170 for pseudowords vs. false fonts) became more left-lateralized with age, but not with reading skill. Conversely, children's reading skill correlated with functional brain network connectivity during pseudoword processing that requires orthography-phonology linking. This was seen during two periods of simultaneous low frequency synchronization/high frequency desynchronization of posterior-occipital brain network activity. Specifically, in stronger readers, left posterior-occipital activity showed more delta (1-3Hz) synchronization around 300-500 ms (simultaneous with gamma 30-80 Hz desynchronization) and more gamma desynchronization around 600-1000 ms (simultaneous with theta 3-7Hz synchronization) during pseudoword vs. false font processing. These effects were significant even when controlling for age (moderate - large effect sizes). Dynamic functional brain network connectivity measures the brain's real-time sound-print linking. It may offer an under-explored, yet sensitive, index of the neural plasticity associated with reading development.
Collapse
Affiliation(s)
- Erin J Panda
- Department of Child and Youth Studies, Brock University, 1812, Sir Isaac Brock Way, St. Catharines, ON, L2S 3A1, Ontario, Canada; Epilepsy Research Program of the Ontario Brain Institute, Toronto, Ontario, Canada; Division of Neurology / Neurosciences and Mental Health, The Hospital for Sick Children / SickKids Research Institute, Toronto, Ontario, Canada.
| | - Jonah Kember
- Department of Child and Youth Studies, Brock University, 1812, Sir Isaac Brock Way, St. Catharines, ON, L2S 3A1, Ontario, Canada.
| | - Zahra Emami
- Division of Neurology / Neurosciences and Mental Health, The Hospital for Sick Children / SickKids Research Institute, Toronto, Ontario, Canada.
| | - Candace Nayman
- Division of Neurology / Neurosciences and Mental Health, The Hospital for Sick Children / SickKids Research Institute, Toronto, Ontario, Canada.
| | - Taufik A Valiante
- Epilepsy Research Program of the Ontario Brain Institute, Toronto, Ontario, Canada; Krembil Brain Institute, University Health Network and Toronto Western Hospital, Toronto, Ontario, Canada; Division of Neurosurgery, Department of Surgery, University of Toronto, Institute of Biomedical Engineering, University of Toronto, Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada.
| | - Elizabeth W Pang
- Epilepsy Research Program of the Ontario Brain Institute, Toronto, Ontario, Canada; Division of Neurology / Neurosciences and Mental Health, The Hospital for Sick Children / SickKids Research Institute, Toronto, Ontario, Canada.
| |
Collapse
|
9
|
Romanovska L, Bonte M. How Learning to Read Changes the Listening Brain. Front Psychol 2021; 12:726882. [PMID: 34987442 PMCID: PMC8721231 DOI: 10.3389/fpsyg.2021.726882] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 11/23/2021] [Indexed: 01/18/2023] Open
Abstract
Reading acquisition reorganizes existing brain networks for speech and visual processing to form novel audio-visual language representations. This requires substantial cortical plasticity that is reflected in changes in brain activation and functional as well as structural connectivity between brain areas. The extent to which a child's brain can accommodate these changes may underlie the high variability in reading outcome in both typical and dyslexic readers. In this review, we focus on reading-induced functional changes of the dorsal speech network in particular and discuss how its reciprocal interactions with the ventral reading network contributes to reading outcome. We discuss how the dynamic and intertwined development of both reading networks may be best captured by approaching reading from a skill learning perspective, using audio-visual learning paradigms and longitudinal designs to follow neuro-behavioral changes while children's reading skills unfold.
Collapse
Affiliation(s)
| | - Milene Bonte
- *Correspondence: Linda Romanovska, ; Milene Bonte,
| |
Collapse
|
10
|
Varga V, Tóth D, Amora KK, Czikora D, Csépe V. ERP Correlates of Altered Orthographic-Phonological Processing in Dyslexia. Front Psychol 2021; 12:723404. [PMID: 34721182 PMCID: PMC8548581 DOI: 10.3389/fpsyg.2021.723404] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 09/15/2021] [Indexed: 11/13/2022] Open
Abstract
Automatic visual word recognition requires not only well-established phonological and orthographic representations but also efficient audio-visual integration of these representations. One possibility is that in developmental dyslexia, inefficient orthographic processing might underlie poor reading. Alternatively, reading deficit could be due to inefficient phonological processing or inefficient integration of orthographic and phonological information. In this event-related potential study, participants with dyslexia (N = 25) and control readers (N = 27) were presented with pairs of words and pseudowords in an implicit same-different task. The reference-target pairs could be identical, or different in the identity or the position of the letters. To test the orthographic-phonological processing, target stimuli were presented in visual-only and audiovisual conditions. Participants with and without dyslexia processed the reference stimuli similarly; however, group differences emerged in the processing of target stimuli, especially in the audiovisual condition where control readers showed greater N1 responses for words than for pseudowords, but readers with dyslexia did not show such difference. Moreover, after 300 ms lexicality effect exhibited a more focused frontal topographic distribution in readers with dyslexia. Our results suggest that in developmental dyslexia, phonological processing and audiovisual processing deficits are more pronounced than orthographic processing deficits.
Collapse
Affiliation(s)
- Vera Varga
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary.,Department of Cognitive Science, Budapest University of Technology and Economics, Budapest, Hungary
| | - Dénes Tóth
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary
| | - Kathleen Kay Amora
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary.,Multilingualism Doctoral School, Faculty of Modern Philology and Social Sciences, University of Pannonia, Veszprém, Hungary
| | - Dávid Czikora
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary
| | - Valéria Csépe
- Brain Imaging Centre, Research Centre for Natural Sciences, Budapest, Hungary.,Institute for Hungarian and Applied Linguistics, Pannon University, Veszprém, Hungary
| |
Collapse
|
11
|
Coch D. Uncoupled Brain and Behavior Changes in Lexical, Phonological, and Memory Processing in Struggling Readers. Dev Neuropsychol 2021; 46:33-53. [PMID: 33423559 DOI: 10.1080/87565641.2020.1871481] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Paired behavioral and ERP measures were used to track change over time in 17 third- and fourth-grade struggling readers. Word and nonword reading on standardized tests improved, but differentiation of words and letter strings, measured by N170 and N400 amplitude, did not significantly change. Sound awareness scores improved, but the ERP rhyming effect did not significantly change. Both digit span scores and latency of the P300 oddball effect decreased. Correlations between the ostensibly matched behavioral and electrophysiological measures of change were not significant, indicating that use of ERP and behavioral measures can provide nonoverlapping insight into change during reading development.
Collapse
Affiliation(s)
- Donna Coch
- Department of Education, Dartmouth College , Hanover, NH, USA
| |
Collapse
|
12
|
Ali SA, Begum T, Reza F, Fadzil NA, Mustafar F. sLORETA Source Localisation of Visual Mismatch Negativity in Dyslexic Children During Malay Orthographical Lexicon Stimulations. Malays J Med Sci 2020; 27:36-42. [PMID: 33154700 PMCID: PMC7605831 DOI: 10.21315/mjms2020.27.5.4] [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: 04/15/2020] [Accepted: 08/04/2020] [Indexed: 11/03/2022] Open
Abstract
Background While there are studies on visual lexical processing in other languages among dyslexics, no studies were done in the Malay language. The origin of visual lexical processing might be different in the Malay language. We aimed to detect the source localisation of visual mismatch negativity (vMMN) during Malay orthographic lexicon stimulations, employing an event-related potential (ERP) study. Methods Twelve dyslexic and twelve non-dyslexic children participated in this study. They pushed button '1' when they saw real (meaningful) Malay words and button '2' for pseudowords (meaningless). The source localisation of vMMN was performed in the grand average waveform by applying the standardised low-resolution brain electromagnetic tomography (sLORETA) method using Net Station software. Results Left occipital (BA17) and left temporal (BA37) lobes were activated during real words in the non-dyslexic and dyslexic children, respectively. During pseudowords, BA18 and BA17 areas of the left occipital lobe were activated in the non-dyslexic and dyslexic children, separately. vMMN sources were found at the left temporal (BA37) and right frontal (BA11) lobes in non-dyslexic and dyslexic children, respectively. Conclusion Right frontal lobe is the decision-making area where vMMN source was found in dyslexic children. We concluded that dyslexic children required the decision-making area to detect Malay real and pseudowords.
Collapse
Affiliation(s)
- Siti Atiyah Ali
- Department of Neurosciences, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia
| | - Tahamina Begum
- Department of Neurosciences, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia
| | - Faruque Reza
- Department of Neurosciences, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia
| | - Nor Asyikin Fadzil
- Department of Psychiatry, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia
| | - Faiz Mustafar
- Department of Neurosciences, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia
| |
Collapse
|
13
|
Mehlhase H, Bakos S, Bartling J, Schulte-Körne G, Moll K. Word processing deficits in children with isolated and combined reading and spelling deficits: An ERP-study. Brain Res 2020; 1738:146811. [PMID: 32234513 DOI: 10.1016/j.brainres.2020.146811] [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: 07/19/2019] [Revised: 03/24/2020] [Accepted: 03/26/2020] [Indexed: 10/24/2022]
Abstract
Dissociations between reading and spelling deficits are likely to be associated with distinct deficits in orthographic word processing. To specify differences in automatic visual word recognition, the current ERP-study compared children with isolated reading fluency deficits (iRD), isolated spelling deficits (iSD), and combined reading fluency and spelling deficits (cRSD) as well as typically developing (TD) 10-year-olds while performing a variant of the Reicher-Wheeler paradigm: children had to indicate which of two letters occurred at a given position in a previously presented word, legal pseudoword, illegal pseudoword or nonword. Event-related potentials (N200 and N400) associated with sublexical orthographic and lexical orthographic processing as well as phonological word processing were analyzed. All groups showed a word superiority effect, both on the behavioral and the neurophysiological level. Group differences occurred for phonological word processing. TD and iRD groups showed a higher N400 activation for illegal pseudowords than for nonwords, while the two spelling deficit groups showed no activation differences between these two stimuli conditions. The findings suggest that differences in phonological word processing are associated with spelling problems: children with iSD showed reduced sensitivity for phonological word processing, while these deficits were not evident in children with iRD.
Collapse
Affiliation(s)
- Heike Mehlhase
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig-Maximilians-University Munich, Nußbaumstr. 5a, 80336 Munich, Germany.
| | - Sarolta Bakos
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig-Maximilians-University Munich, Nußbaumstr. 5a, 80336 Munich, Germany
| | - Jürgen Bartling
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig-Maximilians-University Munich, Nußbaumstr. 5a, 80336 Munich, Germany
| | - Gerd Schulte-Körne
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig-Maximilians-University Munich, Nußbaumstr. 5a, 80336 Munich, Germany
| | - Kristina Moll
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital, Ludwig-Maximilians-University Munich, Nußbaumstr. 5a, 80336 Munich, Germany
| |
Collapse
|
14
|
Loberg O, Hautala J, Hämäläinen JA, Leppänen PHT. Influence of reading skill and word length on fixation-related brain activity in school-aged children during natural reading. Vision Res 2019; 165:109-122. [PMID: 31710840 DOI: 10.1016/j.visres.2019.07.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Revised: 07/25/2019] [Accepted: 07/28/2019] [Indexed: 10/25/2022]
Abstract
Word length is one of the main determinants of eye movements during reading and has been shown to influence slow readers more strongly than typical readers. The influence of word length on reading in individuals with different reading skill levels has been shown in separate eye-tracking and electroencephalography studies. However, the influence of reading difficulty on cortical correlates of word length effect during natural reading is unknown. To investigate how reading skill is related to brain activity during natural reading, we performed an exploratory analysis on our data set from a previous study, where slow reading (N = 27) and typically reading (N = 65) 12-to-13.5-year-old children read sentences while co-registered ET-EEG was recorded. We extracted fixation-related potentials (FRPs) from the sentences using the linear deconvolution approach. We examined standard eye-movement variables and deconvoluted FRP estimates: intercept of the response, categorical effect of first fixation versus additional fixation and continuous effect of word length. We replicated the pattern of stronger word length effect in eye movements for slow readers. We found a difference between typical readers and slow readers in the FRP intercept, which contains activity that is common to all fixations, within a fixation time-window of 50-300 ms. For both groups, the word length effect was present in brain activity during additional fixations; however, this effect was not different between groups. This suggests that stronger word length effect in the eye movements of slow readers might be mainly due re-fixations, which are more probable due to the lower efficiency of visual processing.
Collapse
Affiliation(s)
- Otto Loberg
- Department of Psychology, University of Jyväskylä, Finland.
| | | | | | | |
Collapse
|
15
|
Ammawat W, Attanak A, Kornpetpanee S, Wongupparaj P. Pre-schoolers' visual perception and attention networks influencing naming speed: An individual difference perspective. Heliyon 2019; 5:e02587. [PMID: 31660445 PMCID: PMC6806663 DOI: 10.1016/j.heliyon.2019.e02587] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2019] [Revised: 08/14/2019] [Accepted: 10/02/2019] [Indexed: 12/21/2022] Open
Abstract
Naming speed is considered to be one of the essential components used to predict reading capacity in school. The current study examined how visual perception and attention networks influence naming speed, and analyzed the relationship between visual perception and attention networks. The total number of participants was 163 Thai preschool children between the ages of five and seven years selected through multistage random sampling. Visual perception, attention networks, and naming speed were assessed using the Developmental Test of Visual Perception 3 (DTVP-3), Attention Network Task (ANT), and Rapid Automatized Naming (RAN), respectively. Structural equation modeling was used to test naming speed hypotheses. The hypothesis of a causal model was supported by the evidence generated by this study. A direct positive association between both visual perception and attention networks to naming speed was observed. Compared with attention networks, visual perception had a higher significant effect on naming speed performance. Consequently, children who have higher visual perception are more likely to demonstrate a better naming speed performance. These results indicate that visual perception is strongly urged to naming speed, as doing so can help predict children's reading readiness before they start learning to read.
Collapse
Affiliation(s)
- Watthanaree Ammawat
- Cognitive Science and Innovation Research Unit, College of Research Methodology and Cognitive Science, Burapha University, Thailand
- Division of Occupational Therapy, Faculty of Physical Therapy, Mahidol University, Thailand
| | - Attapol Attanak
- Cognitive Science and Innovation Research Unit, College of Research Methodology and Cognitive Science, Burapha University, Thailand
- Language Institute, Khon Kaen University, Thailand
| | - Suchada Kornpetpanee
- Cognitive Science and Innovation Research Unit, College of Research Methodology and Cognitive Science, Burapha University, Thailand
| | - Peera Wongupparaj
- Cognitive Science and Innovation Research Unit, College of Research Methodology and Cognitive Science, Burapha University, Thailand
- Department of Psychology, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, UK
- Corresponding author.
| |
Collapse
|
16
|
Pleisch G, Karipidis II, Brem A, Röthlisberger M, Roth A, Brandeis D, Walitza S, Brem S. Simultaneous EEG and fMRI reveals stronger sensitivity to orthographic strings in the left occipito-temporal cortex of typical versus poor beginning readers. Dev Cogn Neurosci 2019; 40:100717. [PMID: 31704655 PMCID: PMC6974919 DOI: 10.1016/j.dcn.2019.100717] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 08/23/2019] [Accepted: 10/01/2019] [Indexed: 01/18/2023] Open
Abstract
The level of reading skills in children and adults is reflected in the strength of preferential neural activation to print. Such preferential activation appears in the N1 event-related potential (ERP) over the occipitotemporal scalp after around 150–250 ms and the corresponding blood oxygen level dependent (BOLD) signal in the ventral occipitotemporal (vOT) cortex. Here, orthography-sensitive (print vs. false font) processing was examined using simultaneous EEG-fMRI in 38 first grade children with poor and typical reading skills, and at varying familial risk for developmental dyslexia. Coarse orthographic sensitivity was observed as an increased activation to print in the N1 ERP and in the BOLD signal of individually varying vOT regions in 57% of beginning readers. Finer differentiation in processing orthographic strings (words vs. nonwords) further occurred in specific vOT clusters. Neither method alone showed robust differences in orthography-sensitive processing between typical and poor reading children. Importantly, using single-trial N1 ERP-informed fMRI analysis, we found differential modulation of the orthography-sensitive BOLD response in the left vOT for typical readers only. This result, thus, confirms subtle functional alterations in a brain structure known to be critical for fluent reading at the very beginning of reading instruction.
Collapse
Affiliation(s)
- Georgette Pleisch
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Switzerland
| | - Iliana I Karipidis
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Switzerland; Center for Interdisciplinary Brain Sciences Research, Stanford University School of Medicine, Stanford, CA, USA
| | - Alexandra Brem
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
| | - Martina Röthlisberger
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
| | - Alexander Roth
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
| | - Daniel Brandeis
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Switzerland; Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany; Center for Integrative Human Physiology Zurich, University of Zurich, Switzerland
| | - Susanne Walitza
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Switzerland; Center for Integrative Human Physiology Zurich, University of Zurich, Switzerland
| | - Silvia Brem
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Switzerland; MR-Center of the University Hospital of Psychiatry and the Department of Child and Adolescent Psychiatry and Psychotherapy, University of Zurich, Switzerland.
| |
Collapse
|
17
|
Xue L, Maurer U, Weng X, Zhao J. Familiarity with visual forms contributes to a left-lateralized and increased N170 response for Chinese characters. Neuropsychologia 2019; 134:107194. [PMID: 31542360 DOI: 10.1016/j.neuropsychologia.2019.107194] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Revised: 08/05/2019] [Accepted: 09/12/2019] [Indexed: 11/18/2022]
Abstract
While skilled readers produce an increased and left-lateralized event-related-potential (ERP) component, known as N170, for strings of letters compared to strings of less familiar units, it remains unclear whether perceptual familiarity plays an important role in driving the increased and left-lateralized N170 for print. The present study addressed this issue by examining N170 responses for regular Chinese characters and cursive Chinese characters which are visually less familiar regarding their form, yet with phonological and semantic properties. Stroke combinations, which are with unfamiliar visual form and without phonological or semantic properties, were used as low-level control stimuli. Twenty college students (22.6 ± 1.2 years) were examined. A content-irrelevant color matching task was used to control for differences of attention load across familiar and unfamiliar stimuli. A left-lateralized N170 was evoked only by regular characters, but not by cursive characters or stroke combinations. Moreover, cursive characters, which are principally readable but visually unfamiliar, produced a lower N170 than regular characters, and no N170 difference was found compared with stroke combinations. These results suggest that visual form familiarity serves as an important driver for the increased and left-lateralized N170 response.
Collapse
Affiliation(s)
- Licheng Xue
- Center for Cognition and Brain Disorder, Hangzhou Normal University, China; Institute of Psychological Sciences, Hangzhou Normal University, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, China
| | - Urs Maurer
- Department of Psychology, Chinese University of Hong Kong, China; Brain and Mind Institute, Chinese University of Hong Kong, China
| | - Xuchu Weng
- Center for Cognition and Brain Disorder, Hangzhou Normal University, China; Institute of Psychological Sciences, Hangzhou Normal University, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, China; Institute for Brain Research and Rehabilitation, South China Normal University, China
| | - Jing Zhao
- Institute of Psychological Sciences, Hangzhou Normal University, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, China.
| |
Collapse
|
18
|
Emerging neural specialization of the ventral occipitotemporal cortex to characters through phonological association learning in preschool children. Neuroimage 2019; 189:813-831. [DOI: 10.1016/j.neuroimage.2019.01.046] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2018] [Revised: 12/21/2018] [Accepted: 01/21/2019] [Indexed: 12/22/2022] Open
|
19
|
Kemény F, Gangl M, Banfi C, Bakos S, Perchtold CM, Papousek I, Moll K, Landerl K. Deficient Letter-Speech Sound Integration Is Associated With Deficits in Reading but Not Spelling. Front Hum Neurosci 2018; 12:449. [PMID: 30487742 PMCID: PMC6246711 DOI: 10.3389/fnhum.2018.00449] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 10/19/2018] [Indexed: 11/16/2022] Open
Abstract
Efficient and automatic integration of letters and speech sounds is assumed to enable fluent word recognition and may in turn also underlie the build-up of high-quality orthographic representations, which are relevant for accurate spelling. While previous research showed that developmental dyslexia is associated with deficient letter-speech sound integration, these studies did not differentiate between subcomponents of literacy skills. In order to investigate whether deficient letter-speech sound integration is associated with deficits in reading and/or spelling, three groups of third graders were recruited: (1) children with combined deficits in reading and spelling (RSD, N = 10); (2) children with isolated spelling deficit (ISD, N = 17); and (3) typically developing children (TD, N = 21). We assessed the neural correlates (EEG) of letter-speech sound integration using a Stroop-like interference paradigm: participants had to decide whether two visually presented letters look identical. In case of non-identical letter pairs, conflict items were the same letter in lower and upper case (e.g., “T t”), while non-conflict items were different letters (e.g., “T k”). In terms of behavioral results, each of the three groups exhibited a comparable amount of conflict-related reaction time (RT) increase, which may be a sign for no general inhibitory deficits. Event-related potentials (ERPs), on the other hand, revealed group-based differences: the amplitudes of the centro-parietal conflict slow potential (cSP) were increased for conflicting items in typical readers as well as the ISD group. Preliminary results suggest that this effect was missing for children with RSD. The results suggest that deficits in automatized letter-speech sound associations are associated with reading deficit, but no impairment was observed in spelling deficit.
Collapse
Affiliation(s)
- Ferenc Kemény
- Institute of Psychology, University of Graz, Graz, Austria
| | - Melanie Gangl
- Institute of Psychology, University of Graz, Graz, Austria
| | - Chiara Banfi
- Institute of Psychology, University of Graz, Graz, Austria
| | - Sarolta Bakos
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilian University, Munich, Germany
| | | | - Ilona Papousek
- Institute of Psychology, University of Graz, Graz, Austria
| | - Kristina Moll
- Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilian University, Munich, Germany
| | - Karin Landerl
- Institute of Psychology, University of Graz, Graz, Austria
| |
Collapse
|
20
|
Fraga González G, Smit DJA, van der Molen MJW, Tijms J, Stam CJ, de Geus EJC, van der Molen MW. EEG Resting State Functional Connectivity in Adult Dyslexics Using Phase Lag Index and Graph Analysis. Front Hum Neurosci 2018; 12:341. [PMID: 30214403 PMCID: PMC6125304 DOI: 10.3389/fnhum.2018.00341] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Accepted: 08/10/2018] [Indexed: 11/13/2022] Open
Abstract
Developmental dyslexia may involve deficits in functional connectivity across widespread brain networks that enable fluent reading. We investigated the large-scale organization of electroencephalography (EEG) functional networks at rest in 28 dyslexics and 36 typically reading adults. For each frequency band (delta, theta alpha and beta), we assessed functional connectivity strength with the phase lag index (PLI). Network topology was examined using minimum spanning tree (MST) graphs derived from the functional connectivity matrices. We found significant group differences in the alpha band (8-13 Hz). The graph analysis indicated more interconnected nodes, in dyslexics compared to typical readers. The graph metrics were significantly correlated with age in dyslexics but not in typical readers, which may indicate more heterogeneity in maturation of brain networks in dyslexics. The present findings support the involvement of alpha oscillations in higher cognition and the sensitivity of graph metrics to characterize functional networks in adult dyslexia. Finally, the current results extend our previous findings on children.
Collapse
Affiliation(s)
- Gorka Fraga González
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands.,Rudolf Berlin Center, Amsterdam, Netherlands
| | - Dirk J A Smit
- Department of Biological Psychology, VU University, Amsterdam, Netherlands.,Neuroscience Campus Amsterdam, VU University, Amsterdam, Netherlands
| | - Melle J W van der Molen
- Institute of Psychology, Leiden University, Leiden, Netherlands.,Leiden Institute for Brain and Cognition, Leiden University, Leiden, Netherlands
| | - Jurgen Tijms
- Rudolf Berlin Center, Amsterdam, Netherlands.,IWAL Institute, Amsterdam, Netherlands
| | - Cornelis Jan Stam
- Department of Clinical Neuropsychology and MEG Center, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, Netherlands
| | - Eco J C de Geus
- Department of Biological Psychology, VU University, Amsterdam, Netherlands.,Neuroscience Campus Amsterdam, VU University, Amsterdam, Netherlands
| | - Maurits W van der Molen
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands.,Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, Netherlands
| |
Collapse
|
21
|
Visual expertise for print in schizophrenia: Analysis of the N170 component. Int J Psychophysiol 2018; 133:111-119. [PMID: 30092244 DOI: 10.1016/j.ijpsycho.2018.08.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Revised: 08/01/2018] [Accepted: 08/03/2018] [Indexed: 11/23/2022]
Abstract
Reading deficits have been reported for patients suffering from schizophrenia namely, specific phonological processing deficits. Phonological processing skills are crucial in the learning-to-read process as they are necessary to develop visual expertise for print, which reflects the neural specialization for print. The present study is the first to test visual expertise for print in patients suffering from schizophrenia by measuring the N170 component. Patients and pair-matched healthy control participants performed a lexical decision task, in which words and symbols were presented. As expected, larger N170 amplitudes to word than to control stimuli were observed at the left occipito-temporal site PO7 but not at the PO8. More importantly, the modulation of the N170 as a function of the stimulus and hemisphere did not vary between patients and controls. This result suggests preserved visual expertise for print processing in patients suffering from schizophrenia.
Collapse
|
22
|
Xu W, Kolozsvari OB, Monto SP, Hämäläinen JA. Brain Responses to Letters and Speech Sounds and Their Correlations With Cognitive Skills Related to Reading in Children. Front Hum Neurosci 2018; 12:304. [PMID: 30127729 PMCID: PMC6088176 DOI: 10.3389/fnhum.2018.00304] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Accepted: 07/16/2018] [Indexed: 11/21/2022] Open
Abstract
Letter-speech sound (LSS) integration is crucial for initial stages of reading acquisition. However, the relationship between cortical organization for supporting LSS integration, including unimodal and multimodal processes, and reading skills in early readers remains unclear. In the present study, we measured brain responses to Finnish letters and speech sounds from 29 typically developing Finnish children in a child-friendly audiovisual integration experiment using magnetoencephalography. Brain source activations in response to auditory, visual and audiovisual stimuli as well as audiovisual integration response were correlated with reading skills and cognitive skills predictive of reading development after controlling for the effect of age. Regression analysis showed that from the brain measures, the auditory late response around 400 ms showed the largest association with phonological processing and rapid automatized naming abilities. In addition, audiovisual integration effect was most pronounced in the left and right temporoparietal regions and the activities in several of these temporoparietal regions correlated with reading and writing skills. Our findings indicated the important role of temporoparietal regions in the early phase of learning to read and their unique contribution to reading skills.
Collapse
Affiliation(s)
- Weiyong Xu
- Department of Psychology, University of Jyväskylä, Jyväskylä, Finland
- Jyväskylä Centre for Interdisciplinary Brain Research, University of Jyväskylä, Jyväskylä, Finland
| | - Orsolya B. Kolozsvari
- Department of Psychology, University of Jyväskylä, Jyväskylä, Finland
- Jyväskylä Centre for Interdisciplinary Brain Research, University of Jyväskylä, Jyväskylä, Finland
| | - Simo P. Monto
- Department of Psychology, University of Jyväskylä, Jyväskylä, Finland
- Jyväskylä Centre for Interdisciplinary Brain Research, University of Jyväskylä, Jyväskylä, Finland
| | - Jarmo A. Hämäläinen
- Department of Psychology, University of Jyväskylä, Jyväskylä, Finland
- Jyväskylä Centre for Interdisciplinary Brain Research, University of Jyväskylä, Jyväskylä, Finland
| |
Collapse
|
23
|
Kemény F, Banfi C, Gangl M, Perchtold CM, Papousek I, Moll K, Landerl K. Print-, sublexical and lexical processing in children with reading and/or spelling deficits: An ERP study. Int J Psychophysiol 2018; 130:53-62. [DOI: 10.1016/j.ijpsycho.2018.05.009] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Revised: 04/26/2018] [Accepted: 05/23/2018] [Indexed: 10/16/2022]
|
24
|
Brem S, Hunkeler E, Mächler M, Kronschnabel J, Karipidis II, Pleisch G, Brandeis D. Increasing expertise to a novel script modulates the visual N1 ERP in healthy adults. INTERNATIONAL JOURNAL OF BEHAVIORAL DEVELOPMENT 2017. [DOI: 10.1177/0165025417727871] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Neural tuning to print develops when children learn to read and is reflected by a more pronounced left occipito-temporal negativity to orthographic stimuli as compared to non-orthographic false fonts or symbols after around 150–250 ms in their N1, a visual event-related potential (ERP). In adults, initial expertise for a novel script can emerge in less than 2 hours through repeated exposure or training. Here, we aimed to assess changes in the visual N1 related to the process of learning associations between unknown written characters and familiar, spoken syllables or words. Thirty-two healthy literate adults learned to associate a set of foreign characters with either syllables or German words within a single experimental session. EEG was recorded during a visual one-back character repetition detection task in which trained characters, untrained characters and familiar letters were presented before and after the training. A bilateral occipito-temporal increase in the N1 negativity with training was only found for the newly learned characters, but not for the control characters. In conclusion, the present data indicate that expertise to novel characters can be induced by a short character–sound association training and is reflected by a bilateral modulation of the visual N1 amplitude. However, no differentiation was found regarding the comparison of word or syllable training, indicating that the visual N1 most likely reflects gaining expertise driven by phonological associations common to both training types.
Collapse
Affiliation(s)
- Silvia Brem
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
- University of Zurich and ETH Zurich, Neuroscience Center Zurich, Switzerland
| | - Eliane Hunkeler
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
| | - Markus Mächler
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
| | - Jens Kronschnabel
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
| | - Iliana Irini Karipidis
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
- University of Zurich and ETH Zurich, Neuroscience Center Zurich, Switzerland
| | - Georgette Pleisch
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
- University of Zurich and ETH Zurich, Neuroscience Center Zurich, Switzerland
| | - Daniel Brandeis
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Hospital of Psychiatry Zurich, University of Zurich, Switzerland
- University of Zurich and ETH Zurich, Neuroscience Center Zurich, Switzerland
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
- Center for Integrative Human Physiology Zurich, University of Zurich, Switzerland
| |
Collapse
|
25
|
Žarić G, Correia JM, Fraga González G, Tijms J, van der Molen MW, Blomert L, Bonte M. Altered patterns of directed connectivity within the reading network of dyslexic children and their relation to reading dysfluency. Dev Cogn Neurosci 2017; 23:1-13. [PMID: 27919003 PMCID: PMC6987659 DOI: 10.1016/j.dcn.2016.11.003] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2016] [Revised: 09/26/2016] [Accepted: 11/15/2016] [Indexed: 11/25/2022] Open
Abstract
Reading is a complex cognitive skill subserved by a distributed network of visual and language-related regions. Disruptions of connectivity within this network have been associated with developmental dyslexia but their relation to individual differences in the severity of reading problems remains unclear. Here we investigate whether dysfunctional connectivity scales with the level of reading dysfluency by examining EEG recordings during visual word and false font processing in 9-year-old typically reading children (TR) and two groups of dyslexic children: severely dysfluent (SDD) and moderately dysfluent (MDD) dyslexics. Results indicated weaker occipital to inferior-temporal connectivity for words in both dyslexic groups relative to TRs. Furthermore, SDDs exhibited stronger connectivity from left central to right inferior-temporal and occipital sites for words relative to TRs, and for false fonts relative to both MDDs and TRs. Importantly, reading fluency was positively related with forward and negatively with backward connectivity. Our results suggest disrupted visual processing of words in both dyslexic groups, together with a compensatory recruitment of right posterior brain regions especially in the SDDs during word and false font processing. Functional connectivity in the brain's reading network may thus depend on the level of reading dysfluency beyond group differences between dyslexic and typical readers.
Collapse
Affiliation(s)
- Gojko Žarić
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Oxfordlaan 55, 6229EV Maastricht, Netherlands; Maastricht Brain Imaging Center (M-BIC), Oxfordlaan 55, 6229EV Maastricht, Netherlands.
| | - João M Correia
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Oxfordlaan 55, 6229EV Maastricht, Netherlands; Maastricht Brain Imaging Center (M-BIC), Oxfordlaan 55, 6229EV Maastricht, Netherlands.
| | - Gorka Fraga González
- Department of Developmental Psychology, University of Amsterdam, Nieuwe Achtergracht 129, 1018 WS Amsterdam, Netherlands; Rudolf Berlin Center, Valckenierstraat 65-67, 1018 XE Amsterdam, Netherlands.
| | - Jurgen Tijms
- Department of Developmental Psychology, University of Amsterdam, Nieuwe Achtergracht 129, 1018 WS Amsterdam, Netherlands; IWAL Institute, Prins Hendrikkade 84, 1012 AE Amsterdam, Netherlands.
| | - Maurtis W van der Molen
- Department of Developmental Psychology, University of Amsterdam, Nieuwe Achtergracht 129, 1018 WS Amsterdam, Netherlands; Amsterdam Brain and Cognition, University of Amsterdam, Nieuwe Achtergracht 129B 1018WS Amsterdam, The Netherlands.
| | - Leo Blomert
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Oxfordlaan 55, 6229EV Maastricht, Netherlands; Maastricht Brain Imaging Center (M-BIC), Oxfordlaan 55, 6229EV Maastricht, Netherlands
| | - Milene Bonte
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Oxfordlaan 55, 6229EV Maastricht, Netherlands; Maastricht Brain Imaging Center (M-BIC), Oxfordlaan 55, 6229EV Maastricht, Netherlands.
| |
Collapse
|
26
|
Fraga González G, Žarić G, Tijms J, Bonte M, van der Molen MW. Contributions of Letter-Speech Sound Learning and Visual Print Tuning to Reading Improvement: Evidence from Brain Potential and Dyslexia Training Studies. Brain Sci 2017; 7:E10. [PMID: 28106790 PMCID: PMC5297299 DOI: 10.3390/brainsci7010010] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2016] [Revised: 12/20/2016] [Accepted: 01/09/2017] [Indexed: 11/16/2022] Open
Abstract
We use a neurocognitive perspective to discuss the contribution of learning letter-speech sound (L-SS) associations and visual specialization in the initial phases of reading in dyslexic children. We review findings from associative learning studies on related cognitive skills important for establishing and consolidating L-SS associations. Then we review brain potential studies, including our own, that yielded two markers associated with reading fluency. Here we show that the marker related to visual specialization (N170) predicts word and pseudoword reading fluency in children who received additional practice in the processing of morphological word structure. Conversely, L-SS integration (indexed by mismatch negativity (MMN)) may only remain important when direct orthography to semantic conversion is not possible, such as in pseudoword reading. In addition, the correlation between these two markers supports the notion that multisensory integration facilitates visual specialization. Finally, we review the role of implicit learning and executive functions in audiovisual learning in dyslexia. Implications for remedial research are discussed and suggestions for future studies are presented.
Collapse
Affiliation(s)
- Gorka Fraga González
- Department of Developmental Psychology, University of Amsterdam, Amsterdam 1018 WS, The Netherlands.
- Rudolf Berlin Center, Amsterdam 1018 WS, The Netherlands.
| | - Gojko Žarić
- Department of Cognitive Neuroscience, Maastricht University, Maastricht 6200 MD, The Netherlands.
- Maastricht Brain Imaging Center, Maastricht University, Maastricht 6200 MD, The Netherlands.
| | - Jurgen Tijms
- Department of Developmental Psychology, University of Amsterdam, Amsterdam 1018 WS, The Netherlands.
- Rudolf Berlin Center, Amsterdam 1018 WS, The Netherlands.
- IWAL Institute, Amsterdam, Amsterdam 1001 EW, The Netherlands.
| | - Milene Bonte
- Department of Cognitive Neuroscience, Maastricht University, Maastricht 6200 MD, The Netherlands.
- Maastricht Brain Imaging Center, Maastricht University, Maastricht 6200 MD, The Netherlands.
| | - Maurits W van der Molen
- Department of Developmental Psychology, University of Amsterdam, Amsterdam 1018 WS, The Netherlands.
- Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam 1018 WT, The Netherlands.
| |
Collapse
|
27
|
Fraga González G, Žarić G, Tijms J, Bonte M, Blomert L, Leppänen P, van der Molen MW. Responsivity to dyslexia training indexed by the N170 amplitude of the brain potential elicited by word reading. Brain Cogn 2016; 106:42-54. [PMID: 27200495 DOI: 10.1016/j.bandc.2016.05.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Revised: 04/28/2016] [Accepted: 05/01/2016] [Indexed: 11/18/2022]
Abstract
The present study examined training effects in dyslexic children on reading fluency and the amplitude of N170, a negative brain-potential component elicited by letter and symbol strings. A group of 18 children with dyslexia in 3rd grade (9.05±0.46years old) was tested before and after following a letter-speech sound mapping training. A group of 20 third-grade typical readers (8.78±0.35years old) performed a single time on the same brain potential task. The training was differentially effective in speeding up reading fluency in the dyslexic children. In some children, training had a beneficial effect on reading fluency ('improvers') while a training effect was absent in others ('non-improvers'). Improvers at pre-training showed larger N170 amplitude to words compared to non-improvers. N170 amplitude decreased following training in improvers but not in non-improvers. But the N170 amplitude pattern in improvers continued to differ from the N170 amplitude pattern across hemispheres seen in typical readers. Finally, we observed a positive relation between the decrease in N170 amplitude and gains in reading fluency. Collectively, the results that emerged from the present study indicate the sensitivity of N170 amplitude to reading fluency and its potential as a predictor of reading fluency acquisition.
Collapse
Affiliation(s)
- G Fraga González
- Department of Psychology, University of Amsterdam, The Netherlands; Rudolf Berlin Center, Amsterdam, The Netherlands.
| | - G Žarić
- Department of Cognitive Neuroscience, Maastricht University, The Netherlands; Maastricht Brain Imaging Center, Maastricht University, The Netherlands
| | - J Tijms
- Department of Psychology, University of Amsterdam, The Netherlands; IWAL Institute, Amsterdam, The Netherlands
| | - M Bonte
- Department of Cognitive Neuroscience, Maastricht University, The Netherlands; Maastricht Brain Imaging Center, Maastricht University, The Netherlands
| | - L Blomert
- Department of Cognitive Neuroscience, Maastricht University, The Netherlands
| | - P Leppänen
- Department of Psychology, University of Jyväskylä, Finland
| | - M W van der Molen
- Department of Psychology, University of Amsterdam, The Netherlands; Amsterdam Brain and Cognition, University of Amsterdam, The Netherlands
| |
Collapse
|
28
|
Fraga González G, Žarić G, Tijms J, Bonte M, Blomert L, van der Molen MW. A Randomized Controlled Trial on The Beneficial Effects of Training Letter-Speech Sound Integration on Reading Fluency in Children with Dyslexia. PLoS One 2015; 10:e0143914. [PMID: 26629707 PMCID: PMC4667884 DOI: 10.1371/journal.pone.0143914] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2015] [Accepted: 11/10/2015] [Indexed: 11/18/2022] Open
Abstract
UNLABELLED A recent account of dyslexia assumes that a failure to develop automated letter-speech sound integration might be responsible for the observed lack of reading fluency. This study uses a pre-test-training-post-test design to evaluate the effects of a training program based on letter-speech sound associations with a special focus on gains in reading fluency. A sample of 44 children with dyslexia and 23 typical readers, aged 8 to 9, was recruited. Children with dyslexia were randomly allocated to either the training program group (n = 23) or a waiting-list control group (n = 21). The training intensively focused on letter-speech sound mapping and consisted of 34 individual sessions of 45 minutes over a five month period. The children with dyslexia showed substantial reading gains for the main word reading and spelling measures after training, improving at a faster rate than typical readers and waiting-list controls. The results are interpreted within the conceptual framework assuming a multisensory integration deficit as the most proximal cause of dysfluent reading in dyslexia. TRIAL REGISTRATION ISRCTN register ISRCTN12783279.
Collapse
Affiliation(s)
- Gorka Fraga González
- Department of Developmental Psychology, University of Amsterdam, Amsterdam, The Netherlands
- Rudolf Berlin Center, Amsterdam, The Netherlands
- * E-mail:
| | - Gojko Žarić
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
- Maastricht Brain Imaging Center, Maastricht University, Maastricht, The Netherlands
| | - Jurgen Tijms
- Department of Developmental Psychology, University of Amsterdam, Amsterdam, The Netherlands
- Rudolf Berlin Center, Amsterdam, The Netherlands
- IWAL Institute, Amsterdam, The Netherlands
| | - Milene Bonte
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
- Maastricht Brain Imaging Center, Maastricht University, Maastricht, The Netherlands
| | - Leo Blomert
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Maurits W. van der Molen
- Department of Developmental Psychology, University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Brain and Cognition, University of Amsterdam, Amsterdam, The Netherlands
| |
Collapse
|