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Conte G, Quadrana L, Zotti L, Di Garbo A, Oliveri M. Prismatic adaptation coupled with cognitive training as novel treatment for developmental dyslexia: a randomized controlled trial. Sci Rep 2024; 14:7148. [PMID: 38531968 DOI: 10.1038/s41598-024-57499-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 03/19/2024] [Indexed: 03/28/2024] Open
Abstract
Despite intense and costly treatments, developmental dyslexia (DD) often persists into adulthood. Several brain skills unrelated to speech sound processing (i.e., phonology), including the spatial distribution of visual attention, are abnormal in DD and may represent possible treatment targets. This study explores the efficacy in DD of rightward prismatic adaptation (rPA), a visuomotor adaptation technique that enables visuo-attentive recalibration through shifts in the visual field induced by prismatic goggles. A digital intervention of rPA plus cognitive training was delivered weekly over 10 weeks to adolescents with DD (aged 13-17) assigned either to treatment (N = 35) or waitlist (N = 35) group. Efficacy was evaluated by repeated measures MANOVA assessing changes in working memory index (WMI), processing speed index (PSI), text reading speed, and words/pseudowords reading accuracy. rPA treatment was significantly more effective than waitlist (p ≤ 0.001; ηp2 = 0.815). WMI, PSI, and reading speed increased in the intervention group only (p ≤ 0.001, ηp2 = 0.67; p ≤ 0.001, ηp2 = 0.58; p ≤ 0.001, ηp2 = 0.29, respectively). Although modest change was detected for words and pseudowords accuracy in the waitlist group only (words: p ≤ 0.001, d = 0.17, pseudowords: p = 0.028; d = 0.27), between-group differences were non-significant. rPA-coupled cognitive training enhances cognitive and reading abilities in adolescents with DD. This innovative approach could have implications for early remedial treatment.
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Affiliation(s)
- Giulia Conte
- Child and Adolescent Neuropsychiatry Division, Department of Human Neuroscience, Sapienza University of Rome, 108 via dei Sabelli, 00185, Rome, Italy.
| | - Lauro Quadrana
- Child and Adolescent Neuropsychiatry Division, Department of Human Neuroscience, Sapienza University of Rome, 108 via dei Sabelli, 00185, Rome, Italy
| | - Lilian Zotti
- Child and Adolescent Neuropsychiatry Division, Department of Human Neuroscience, Sapienza University of Rome, 108 via dei Sabelli, 00185, Rome, Italy
| | - Agnese Di Garbo
- NeuroTeam Life & Science, 112 via della Libertà, 90143, Palermo, Italy
| | - Massimiliano Oliveri
- Department of Biomedicine, Neurosciences and Advanced Diagnostics (BiND), University of Palermo, 129 via del Vespro, 90127, Palermo, Italy
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2
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Carioti D, Stucchi NA, Toneatto C, Masia MF, Del Monte M, Stefanelli S, Travellini S, Marcelli A, Tettamanti M, Vernice M, Guasti MT, Berlingeri M. The ReadFree tool for the identification of poor readers: a validation study based on a machine learning approach in monolingual and minority-language children. ANNALS OF DYSLEXIA 2023; 73:356-392. [PMID: 37548832 PMCID: PMC10522748 DOI: 10.1007/s11881-023-00287-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 06/26/2023] [Indexed: 08/08/2023]
Abstract
In this study, we validated the "ReadFree tool", a computerised battery of 12 visual and auditory tasks developed to identify poor readers also in minority-language children (MLC). We tested the task-specific discriminant power on 142 Italian-monolingual participants (8-13 years old) divided into monolingual poor readers (N = 37) and good readers (N = 105) according to standardised Italian reading tests. The performances at the discriminant tasks of the "ReadFree tool" were entered into a classification and regression tree (CART) model to identify monolingual poor and good readers. The set of classification rules extracted from the CART model were applied to the MLC's performance and the ensuing classification was compared to the one based on standardised Italian reading tests. According to the CART model, auditory go-no/go (regular), RAN and Entrainment100bpm were the most discriminant tasks. When compared with the clinical classification, the CART model accuracy was 86% for the monolinguals and 76% for the MLC. Executive functions and timing skills turned out to have a relevant role in reading. Results of the CART model on MLC support the idea that ad hoc standardised tasks that go beyond reading are needed.
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Affiliation(s)
- Desiré Carioti
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Psychology Department, University of Milano-Bicocca, Milan, Italy
| | | | - Carlo Toneatto
- Psychology Department, University of Milano-Bicocca, Milan, Italy
| | - Marta Franca Masia
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
| | - Milena Del Monte
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Center of Developmental Neuropsychology, AST Pesaro-Urbino, Distretto di Pesaro, Pesaro, Italy
| | - Silvia Stefanelli
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Department of Human Sciences, University of the Republic of San Marino, San Marino, Republic of San Marino
| | - Simona Travellini
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Center of Developmental Neuropsychology, AST Pesaro-Urbino, Distretto di Pesaro, Pesaro, Italy
| | - Antonella Marcelli
- Center of Developmental Neuropsychology, AST Pesaro-Urbino, Distretto di Pesaro, Pesaro, Italy
| | - Marco Tettamanti
- Psychology Department, University of Milano-Bicocca, Milan, Italy
| | - Mirta Vernice
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
| | | | - Manuela Berlingeri
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Center of Developmental Neuropsychology, AST Pesaro-Urbino, Distretto di Pesaro, Pesaro, Italy
- NeuroMi, Milan Center for Neuroscience, Milan, Italy
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3
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Martinez-Lincoln A, Fotidzis TS, Cutting LE, Price GR, Barquero LA. Examination of common and unique brain regions for atypical reading and math: a meta-analysis. Cereb Cortex 2023; 33:6959-6989. [PMID: 36758954 PMCID: PMC10233309 DOI: 10.1093/cercor/bhad013] [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: 07/26/2022] [Revised: 12/20/2022] [Accepted: 12/21/2022] [Indexed: 02/11/2023] Open
Abstract
The purpose of this study is to identify consistencies across functional neuroimaging studies regarding common and unique brain regions/networks for individuals with reading difficulties (RD) and math difficulties (MD) compared to typically developing (TD) individuals. A systematic search of the literature, utilizing multiple databases, yielded 116 functional magnetic resonance imaging and positron emission tomography studies that met the criteria. Coordinates that directly compared TD with either RD or MD were entered into GingerALE (Brainmap.org). An activation likelihood estimate (ALE) meta-analysis was conducted to examine common and unique brain regions for RD and MD. Overall, more studies examined RD (n = 96) than MD (n = 20). Across studies, overactivation for reading and math occurred in the right insula and inferior frontal gyrus for atypically developing (AD) > TD comparisons, albeit in slightly different areas of these regions; however, inherent threshold variability across imaging studies could diminish overlying regions. For TD > AD comparisons, there were no similar or overlapping brain regions. Results indicate there were domain-specific differences for RD and MD; however, there were some similarities in the ancillary recruitment of executive functioning skills. Theoretical and practical implications for researchers and educators are discussed.
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Affiliation(s)
- Amanda Martinez-Lincoln
- Department of Special Education, Vanderbilt University, 230 Appleton Place, Nashville, TN 37203, United States
| | - Tess S Fotidzis
- Department of Special Education, Vanderbilt University, 230 Appleton Place, Nashville, TN 37203, United States
| | - Laurie E Cutting
- Department of Special Education, Vanderbilt University, 230 Appleton Place, Nashville, TN 37203, United States
- Vanderbilt University Medical Center, Vanderbilt Kennedy Center, 110 Magnolia Circle, Nashville, TN 37203, United States
| | - Gavin R Price
- Department of Psychology, University of Exeter, Washington Singer Building Perry Road Exeter EX44QG, United Kingdom
| | - Laura A Barquero
- Department of Special Education, Vanderbilt University, 230 Appleton Place, Nashville, TN 37203, United States
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Lee SH, Chia S, Chou TL, Gau SSF. Sex differences in medication-naïve adults with attention-deficit/hyperactivity disorder: a counting Stroop functional MRI study. Biol Psychol 2023; 179:108552. [PMID: 37028795 DOI: 10.1016/j.biopsycho.2023.108552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 03/12/2023] [Accepted: 04/03/2023] [Indexed: 04/08/2023]
Abstract
Emerging evidence supports deficits in executive functions in the fronto-striato-parietal network in individuals with attention-deficit/hyperactivity disorder (ADHD). However, most functional studies recruited men with ADHD only, leaving it unclear whether executive deficits are also demonstrated in women with ADHD. Thus, we used functional magnetic resonance imaging to examine the sex differences in a counting Stroop task that explored interference control. The sample consisted of 55 medication-naïve adults with ADHD (28 men, 27 women) and 52 healthy controls (HC, 26 men, 26 women). The Conners' Continuous Performance Test further evaluated the performance of focused attention (standard deviation of the reaction time, RTSD) and vigilance (the reaction time change across different inter-stimulus intervals, RTISI). First, for the main effect of diagnosis, compared to the HC group, the ADHD group showed less activation in the caudate nucleus and inferior frontal gyrus (IFG). Second, for the main effect of sex, no significant effects were found. Third, a diagnosis-by-sex interaction indicated that the magnitude of ADHD-HC difference was greater for women than men in the right IFG and precuneus, reflecting greater difficulties for ADHD women to resolve interference. Conversely, no significant brain activation showed greater ADHD-HC difference in men than women. Also, reduced right IFG and precuneus activation was negatively associated with the scores assessing focused attention and vigilance in ADHD women, indicating that the attentional abilities are disrupted in ADHD women. Abnormalities in the frontoparietal areas may represent the main difference between ADHD women and ADHD men.
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Taha J, Carioti D, Stucchi N, Chailleux M, Granocchio E, Sarti D, De Salvatore M, Guasti MT. Identifying the risk of dyslexia in bilingual children: The potential of language-dependent and language-independent tasks. Front Psychol 2022; 13:935935. [PMID: 36506974 PMCID: PMC9730291 DOI: 10.3389/fpsyg.2022.935935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 10/18/2022] [Indexed: 11/25/2022] Open
Abstract
This study investigates the linguistic processing and non-linguistic cognitive abilities of monolingual and bilingual children with and without reading difficulties and examines the relationship between these skills and reading. There were 72 Italian-speaking children: 18 monolingual good readers (MONO-GR, Mage = 10;4), 19 monolingual poor readers (MONO-PR, Mage = 10;3), 21 bilingual good readers (BI-GR, Mage = 10;6), and 16 bilingual poor readers (BI-PR, Mage = 10;6). All bilingual children spoke Italian as their L2. Children completed a battery of standardized Italian reading tests, language-dependent tasks: nonword repetition (NWR), sentence repetition (SR), and phonological awareness (PA), and language-independent tasks: timing anticipation, beat synchronization, inhibition control, auditory reaction time, and rapid automatized naming (RAN). Poor readers scored below good readers on the language-dependent tasks, including NWR, PA, and SR. Beat synchronization was the only language-independent task sensitive to reading ability, with poor readers showing greater variability than good readers in tapping to fast rhythms. SR was the only task influenced by language experience as bilinguals underperformed monolinguals on the task. Moreover, there were weak to moderate correlations between performance on some language-dependent tasks (NWR, PA), language-independent tasks (inhibition control, RAN), and reading measures. Performance on the experimental tasks (except for RAN) was not associated with the length of exposure to Italian. The results highlight the potential of NWR, PA, SR, and beat synchronization tasks in identifying the risk of dyslexia in bilingual populations. Future research is needed to validate these findings and to establish the tasks' diagnostic accuracy.
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Affiliation(s)
- Juhayna Taha
- Department of Psychology, Università degli Studi di Milano-Bicocca, Milan, Italy,*Correspondence: Juhayna Taha,
| | - Desire Carioti
- Department of Psychology, Università degli Studi di Milano-Bicocca, Milan, Italy
| | - Natale Stucchi
- Department of Psychology, Università degli Studi di Milano-Bicocca, Milan, Italy
| | - Mathilde Chailleux
- Department of Psychology, Università degli Studi di Milano-Bicocca, Milan, Italy
| | - Elisa Granocchio
- Developmental Neurology Unit, Foundation IRCCS Neurological Institute Carlo Besta, Milan, Italy
| | - Daniela Sarti
- Developmental Neurology Unit, Foundation IRCCS Neurological Institute Carlo Besta, Milan, Italy
| | - Marinella De Salvatore
- Developmental Neurology Unit, Foundation IRCCS Neurological Institute Carlo Besta, Milan, Italy
| | - Maria Teresa Guasti
- Department of Psychology, Università degli Studi di Milano-Bicocca, Milan, Italy
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Carioti D, Masia MF, Travellini S, Berlingeri M. Orthographic depth and developmental dyslexia: a meta-analytic study. ANNALS OF DYSLEXIA 2021; 71:399-438. [PMID: 33982221 PMCID: PMC8458191 DOI: 10.1007/s11881-021-00226-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 04/04/2021] [Indexed: 05/05/2023]
Abstract
Cross-cultural studies have suggested that reading deficits in developmental dyslexia (DD) can be moderated by orthographic depth. To further explore this issue and assess the moderating role of orthographic depth in the developmental cognitive trajectories of dyslexic and typical readers, we systematically reviewed 113 studies on DD that were published from 2013 to 2018 and selected 79 in which participants received an official DD diagnosis. Each study was classified according to orthographic depth (deep vs. shallow) and participant age (children vs. adults). We assessed the difference between DD and control groups' performance in reading tasks and in a wide range of cognitive domains associated with reading (phonological awareness (PA), rapid automatized naming (RAN), short-term working memory (WM), and nonverbal reasoning), including age and orthographies as moderators. We found an age-by-orthography interaction effect in word reading accuracy and a significant effect of age in pseudoword reading accuracy, but we found no effect of age and orthographic depth on the fluency parameters. These results suggest that reading speed is a reliable index for discriminating between DD and control groups across European orthographies from childhood to adulthood. A similar pattern of results emerged for PA, RAN, and short-term/WM. Our findings are discussed in relation to their impact on clinical practice while considering the orthographic depth and developmental level.
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Affiliation(s)
- Desiré Carioti
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
| | - Marta Franca Masia
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
| | - Simona Travellini
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Center of Clinical Developmental Neuropsychology, ASUR Marche, Area Vasta 1, Pesaro, Italy
| | - Manuela Berlingeri
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy.
- Center of Clinical Developmental Neuropsychology, ASUR Marche, Area Vasta 1, Pesaro, Italy.
- NeuroMi, Milan Center for Neuroscience, Milan, Italy.
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Yan X, Jiang K, Li H, Wang Z, Perkins K, Cao F. Convergent and divergent brain structural and functional abnormalities associated with developmental dyslexia. eLife 2021; 10:e69523. [PMID: 34569931 PMCID: PMC8497057 DOI: 10.7554/elife.69523] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2021] [Accepted: 09/24/2021] [Indexed: 01/18/2023] Open
Abstract
Brain abnormalities in the reading network have been repeatedly reported in individuals with developmental dyslexia (DD); however, it is still not totally understood where the structural and functional abnormalities are consistent/inconsistent across languages. In the current multimodal meta-analysis, we found convergent structural and functional alterations in the left superior temporal gyrus across languages, suggesting a neural signature of DD. We found greater reduction in grey matter volume and brain activation in the left inferior frontal gyrus in morpho-syllabic languages (e.g. Chinese) than in alphabetic languages, and greater reduction in brain activation in the left middle temporal gyrus and fusiform gyrus in alphabetic languages than in morpho-syllabic languages. These language differences are explained as consequences of being DD while learning a specific language. In addition, we also found brain regions that showed increased grey matter volume and brain activation, presumably suggesting compensations and brain regions that showed inconsistent alterations in brain structure and function. Our study provides important insights about the etiology of DD from a cross-linguistic perspective with considerations of consistency/inconsistency between structural and functional alterations.
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Affiliation(s)
- Xiaohui Yan
- Department of Psychology, Sun Yat-Sen UniversityGuangzhouChina
| | - Ke Jiang
- Department of Psychology, Sun Yat-Sen UniversityGuangzhouChina
| | - Hui Li
- Department of Preschool Education, Anyang Preschool Education CollegeAnyangChina
| | - Ziyi Wang
- School of Foreign Language, Jining UniversityJiningChina
| | - Kyle Perkins
- Florida International University (Retired Professor)MiamiUnited States
| | - Fan Cao
- Department of Psychology, Sun Yat-Sen UniversityGuangzhouChina
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Mascheretti S, Peruzzo D, Andreola C, Villa M, Ciceri T, Trezzi V, Marino C, Arrigoni F. Selecting the Most Relevant Brain Regions to Classify Children with Developmental Dyslexia and Typical Readers by Using Complex Magnocellular Stimuli and Multiple Kernel Learning. Brain Sci 2021; 11:brainsci11060722. [PMID: 34071649 PMCID: PMC8228080 DOI: 10.3390/brainsci11060722] [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: 04/07/2021] [Revised: 05/20/2021] [Accepted: 05/25/2021] [Indexed: 11/16/2022] Open
Abstract
Increasing evidence supports the presence of deficits in the visual magnocellular (M) system in developmental dyslexia (DD). The M system is related to the fronto-parietal attentional network. Previous neuroimaging studies have revealed reduced/absent activation within the visual M pathway in DD, but they have failed to characterize the extensive brain network activated by M stimuli. We performed a multivariate pattern analysis on a Region of Interest (ROI) level to differentiate between children with DD and age-matched typical readers (TRs) by combining full-field sinusoidal gratings, controlled for spatial and temporal frequencies and luminance contrast, and a coherent motion (CM) sensitivity task at 6%-CML6, 15%-CML15 and 40%-CML40. ROIs spanning the entire visual dorsal stream and ventral attention network (VAN) had higher discriminative weights and showed higher act1ivation in TRs than in children with DD. Of the two tasks, CM had the greatest weight when classifying TRs and children with DD in most of the ROIs spanning these streams. For the CML6, activation within the right superior parietal cortex positively correlated with reading skills. Our approach highlighted the dorsal stream and the VAN as highly discriminative areas between children with DD and TRs and allowed for a better characterization of the "dorsal stream vulnerability" underlying DD.
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Affiliation(s)
- Sara Mascheretti
- Child Psychopathology Unit, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (C.A.); (M.V.); (V.T.)
- Correspondence: (S.M.); (F.A.)
| | - Denis Peruzzo
- Neuroimaging Lab, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (D.P.); (T.C.)
| | - Chiara Andreola
- Child Psychopathology Unit, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (C.A.); (M.V.); (V.T.)
- Laboratoire de Psychologie de Développement et de l’Éducation de l’Enfant (LaPsyDÉ), Université de Paris, 75005 Paris, France
| | - Martina Villa
- Child Psychopathology Unit, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (C.A.); (M.V.); (V.T.)
| | - Tommaso Ciceri
- Neuroimaging Lab, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (D.P.); (T.C.)
| | - Vittoria Trezzi
- Child Psychopathology Unit, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (C.A.); (M.V.); (V.T.)
| | - Cecilia Marino
- The Division of Child and Youth Psychiatry at the Centre for Addiction and Mental Health (CAMH), Toronto, ON M6J 1H4, Canada;
- Department of Psychiatry, University of Toronto, Toronto, ON M5T 1R8, Canada
| | - Filippo Arrigoni
- Neuroimaging Lab, Scientific Institute, IRCCS Eugenio Medea, 23842 Bosisio Parini, Italy; (D.P.); (T.C.)
- Correspondence: (S.M.); (F.A.)
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Yan X, Perkins K, Cao F. A hierarchical deficit model of reading disability: Evidence from dynamic causal modelling analysis. Neuropsychologia 2021; 154:107777. [PMID: 33549584 DOI: 10.1016/j.neuropsychologia.2021.107777] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2020] [Revised: 02/01/2021] [Accepted: 02/03/2021] [Indexed: 12/16/2022]
Abstract
Deficits have been documented in visuo-orthographic processing as well as phonological retrieval/manipulation during visual word reading in individuals with reading disability (RD); however, the relationship between these deficits remains unclear. Previously, we found that during word reading, visuo-orthographic deficit appears to be a neural signature of RD, but deficits in phonological retrieval/manipulation appears to be a consequence of being RD (Cao et al., 2020). Therefore, in the current study, we directly tested the hypothesis that during visual word reading, deficit in phonological retrieval/manipulation may result from weakened input from visuo-orthographic regions, and that this relationship tends to be universal across languages. We conducted a dynamic causal modelling analysis of fMRI data from Chinese-English bilingual children (9-11 years, N = 78) with or without RD during a visual word rhyming judgment task. We found a weaker connection from the left inferior temporal gyrus (ITG) to the left dorsal inferior frontal gyrus (dIFG) in children with RD and reading controls than the connection found in age controls for both Chinese and English. This finding suggests that the phonological deficit at the dIFG may result from weak input from the visuo-orthographic region and this connection appears to be responsive to reading level rather than RD, because the reading-control children were similar to children with RD. We also found that the left ITG was selectively connected with language-specific regions (i.e., the left inferior parietal lobe (IPL) for Chinese and the left ventral inferior frontal gyrus (vIFG) for English) depending on the language being processed; however, this language selectivity was reduced in children with RD, suggesting that decreased language specialization is associated with RD. Using a double control design, our study suggests that during reading, the visuo-orthographic deficit of RD constrains the development of the connection from orthography to phonology and to other language-specific processing due to distorted quantity and quality of reading.
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Affiliation(s)
- Xiaohui Yan
- Department of Psychology, Sun Yat-Sen University, China
| | | | - Fan Cao
- Department of Psychology, Sun Yat-Sen University, China.
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Berlingeri M, Devoto F, Gasparini F, Saibene A, Corchs SE, Clemente L, Danelli L, Gallucci M, Borgoni R, Borghese NA, Paulesu E. Clustering the Brain With "CluB": A New Toolbox for Quantitative Meta-Analysis of Neuroimaging Data. Front Neurosci 2019; 13:1037. [PMID: 31695593 PMCID: PMC6817507 DOI: 10.3389/fnins.2019.01037] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Accepted: 09/13/2019] [Indexed: 11/16/2022] Open
Abstract
In this paper we describe and validate a new coordinate-based method for meta-analysis of neuroimaging data based on an optimized hierarchical clustering algorithm: CluB (Clustering the Brain). The CluB toolbox permits both to extract a set of spatially coherent clusters of activations from a database of stereotactic coordinates, and to explore each single cluster of activation for its composition according to the cognitive dimensions of interest. This last step, called “cluster composition analysis,” permits to explore neurocognitive effects by adopting a factorial-design logic and by testing the working hypotheses using either asymptotic tests, or exact tests either in a classic inference, or in a Bayesian-like context. To perform our validation study, we selected the fMRI data from 24 normal controls involved in a reading task. We run a standard random-effects second level group analysis to obtain a “Gold Standard” of reference. In a second step, the subject-specific reading effects (i.e., the linear t-contrast “reading > baseline”) were extracted to obtain a coordinates-based database that was used to run a meta-analysis using both CluB and the popular Activation Likelihood Estimation method implemented in the software GingerALE. The results of the two meta-analyses were compared against the “Gold Standard” to compute performance measures, i.e., sensitivity, specificity, and accuracy. The GingerALE method obtained a high level of accuracy (0.967) associated with a high sensitivity (0.728) and specificity (0.971). The CluB method obtained a similar level of accuracy (0.956) and specificity (0.969), notwithstanding a lower level of sensitivity (0.14) due to the lack of prior Gaussian transformation of the data. Finally, the two methods obtained a good-level of concordance (AC1 = 0.93). These results suggested that methods based on hierarchical clustering (and post-hoc statistics) and methods requiring prior Gaussian transformation of the data can be used as complementary tools, with the GingerALE method being optimal for neurofunctional mapping of pooled data according to simpler designs, and the CluB method being preferable to test more specific, and localized, neurocognitive hypotheses according to factorial designs.
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Affiliation(s)
- Manuela Berlingeri
- DISTUM, Department of Humanistic Studies, University of Urbino Carlo Bo, Urbino, Italy.,NeuroMI, Milan Centre for Neuroscience, Milan, Italy.,Center of Developmental Neuropsychology, ASUR Marche, Pesaro, Italy
| | - Francantonio Devoto
- Psychology Department and PhD Program in Neuroscience of the School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy.,fMRI Unit, IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
| | - Francesca Gasparini
- NeuroMI, Milan Centre for Neuroscience, Milan, Italy.,Department of Informatics, Systems and Communication, University of Milano-Bicocca, Milan, Italy
| | - Aurora Saibene
- Department of Informatics, Systems and Communication, University of Milano-Bicocca, Milan, Italy
| | - Silvia E Corchs
- NeuroMI, Milan Centre for Neuroscience, Milan, Italy.,Department of Informatics, Systems and Communication, University of Milano-Bicocca, Milan, Italy
| | - Lucia Clemente
- Department of Economics, Management and Statistics, University of Milano-Bicocca, Milan, Italy
| | - Laura Danelli
- Psychology Department, University of Milano-Bicocca, Milan, Italy
| | | | - Riccardo Borgoni
- Department of Economics, Management and Statistics, University of Milano-Bicocca, Milan, Italy
| | | | - Eraldo Paulesu
- NeuroMI, Milan Centre for Neuroscience, Milan, Italy.,fMRI Unit, IRCCS Istituto Ortopedico Galeazzi, Milan, Italy.,Psychology Department, University of Milano-Bicocca, Milan, Italy
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11
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Beelen C, Vanderauwera J, Wouters J, Vandermosten M, Ghesquière P. Atypical gray matter in children with dyslexia before the onset of reading instruction. Cortex 2019; 121:399-413. [PMID: 31704534 DOI: 10.1016/j.cortex.2019.09.010] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Revised: 07/01/2019] [Accepted: 09/16/2019] [Indexed: 11/16/2022]
Abstract
Many studies have focused on neuroanatomical anomalies in dyslexia, yet primarily in school-aged children and adults. In the present study, we investigated gray matter surface area and cortical thickness at the pre-reading stage in a cohort of 54 children, 31 with a family risk for dyslexia and 23 without a family risk for dyslexia, of whom 16 children developed dyslexia. Surface-based analyses in the core regions of the reading network in the left hemisphere and in the corresponding right hemispheric regions were performed in FreeSurfer. Results revealed that pre-readers who develop dyslexia show reduced surface area in bilateral fusiform gyri. In addition, anomalies related to a family risk for dyslexia, irrespectively of later reading ability, were observed in the area of the bilateral inferior and middle temporal gyri. Differences were apparent in surface area, as opposed to cortical thickness. Results indicate that the neuroanatomical anomalies, since they are observed in the pre-reading phase, are not the consequence of impoverished reading experience.
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Affiliation(s)
- Caroline Beelen
- Parenting & Special Education Research Unit, Faculty of Psychology & Educational Sciences, KU Leuven, Belgium
| | - Jolijn Vanderauwera
- Parenting & Special Education Research Unit, Faculty of Psychology & Educational Sciences, KU Leuven, Belgium; Research Group ExpORL, Department of Neurosciences, KU Leuven, Belgium
| | - Jan Wouters
- Research Group ExpORL, Department of Neurosciences, KU Leuven, Belgium
| | | | - Pol Ghesquière
- Parenting & Special Education Research Unit, Faculty of Psychology & Educational Sciences, KU Leuven, Belgium
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