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Amoruso L, García AM, Pusil S, Timofeeva P, Quiñones I, Carreiras M. Decoding bilingualism from resting-state oscillatory network organization. Ann N Y Acad Sci 2024; 1534:106-117. [PMID: 38419368 DOI: 10.1111/nyas.15113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Abstract
Can lifelong bilingualism be robustly decoded from intrinsic brain connectivity? Can we determine, using a spectrally resolved approach, the oscillatory networks that better predict dual-language experience? We recorded resting-state magnetoencephalographic activity in highly proficient Spanish-Basque bilinguals and Spanish monolinguals, calculated functional connectivity at canonical frequency bands, and derived topological network properties using graph analysis. These features were fed into a machine learning classifier to establish how robustly they discriminated between the groups. The model showed excellent classification (AUC: 0.91 ± 0.12) between individuals in each group. The key drivers of classification were network strength in beta (15-30 Hz) and delta (2-4 Hz) rhythms. Further characterization of these networks revealed the involvement of temporal, cingulate, and fronto-parietal hubs likely underpinning the language and default-mode networks (DMNs). Complementary evidence from a correlation analysis showed that the top-ranked features that better discriminated individuals during rest also explained interindividual variability in second language (L2) proficiency within bilinguals, further supporting the robustness of the machine learning model in capturing trait-like markers of bilingualism. Overall, our results show that long-term experience with an L2 can be "brain-read" at a fine-grained level from resting-state oscillatory network organization, highlighting its pervasive impact, particularly within language and DMN networks.
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Affiliation(s)
- Lucia Amoruso
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain
- Cognitive Neuroscience Center (CNC), Universidad de San Andrés, Buenos Aires, Argentina
| | - Adolfo M García
- Cognitive Neuroscience Center (CNC), Universidad de San Andrés, Buenos Aires, Argentina
- Global Brain Health Institute, University of California San Francisco, San Francisco, California, USA
- Departamento de Lingüística y Literatura, Facultad de Humanidades, Universidad de Santiago de Chile, Santiago, Chile
| | - Sandra Pusil
- Center for Cognitive and Computational Neuroscience, Complutense University of Madrid, Madrid, Spain
| | - Polina Timofeeva
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain
- Universidad del País Vasco (UPV/EHU), San Sebastian, Spain
| | - Ileana Quiñones
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain
| | - Manuel Carreiras
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain
- Universidad del País Vasco (UPV/EHU), San Sebastian, Spain
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Timofeeva P, Quiñones I, Geng S, de Bruin A, Carreiras M, Amoruso L. Behavioral and oscillatory signatures of switch costs in highly proficient bilinguals. Sci Rep 2023; 13:7725. [PMID: 37173436 PMCID: PMC10176297 DOI: 10.1038/s41598-023-34895-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 05/09/2023] [Indexed: 05/15/2023] Open
Abstract
Bilinguals with a high proficiency in their first (L1) and second language (L2) often show comparable reaction times when switching from their L1 to L2 and vice-versa ("symmetrical switch costs"). However, the neurophysiological signatures supporting this effect are not well understood. Here, we ran two separate experiments and assessed behavioral and MEG responses in highly proficient Spanish-Basque bilinguals while they overtly name pictures in a mixed-language context. In the behavioral experiment, bilinguals were slower when naming items in switch relative to non-switch trials, and this switch cost was comparable for both languages (symmetrical). The MEG experiment mimicked the behavioral one, with switch trials showing more desynchronization than non-switch trials across languages (symmetric neural cost) in the alpha band (8-13 Hz). Source-localization revealed the engagement of right parietal and premotor areas, which have been linked to language selection and inhibitory control; and of the left anterior temporal lobe (ATL), a cross-linguistic region housing conceptual knowledge that generalizes across languages. Our results suggest that highly proficient bilinguals implement a language-independent mechanism, supported by alpha oscillations, which is involved in cue-based language selection and facilitates conceptually-driven lexical access in the ATL, possibly by inhibiting non-target lexical items or disinhibiting target ones.
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Affiliation(s)
- Polina Timofeeva
- BCBL, Basque Center On Brain, Language and Cognition, Paseo Mikeletegi 69, 2nd floor, 20009, Donostia/San Sebastian, Spain
- Universidad del País Vasco (UPV/EHU), 20009, San Sebastian, Spain
| | - Ileana Quiñones
- BCBL, Basque Center On Brain, Language and Cognition, Paseo Mikeletegi 69, 2nd floor, 20009, Donostia/San Sebastian, Spain
| | - Shuang Geng
- BCBL, Basque Center On Brain, Language and Cognition, Paseo Mikeletegi 69, 2nd floor, 20009, Donostia/San Sebastian, Spain
- Universidad del País Vasco (UPV/EHU), 20009, San Sebastian, Spain
| | - Angela de Bruin
- Department of Psychology, University of York, York, YO10 5DD, UK
| | - Manuel Carreiras
- BCBL, Basque Center On Brain, Language and Cognition, Paseo Mikeletegi 69, 2nd floor, 20009, Donostia/San Sebastian, Spain
- Universidad del País Vasco (UPV/EHU), 20009, San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, 48940, Bilbao, Spain
| | - Lucia Amoruso
- BCBL, Basque Center On Brain, Language and Cognition, Paseo Mikeletegi 69, 2nd floor, 20009, Donostia/San Sebastian, Spain.
- Ikerbasque, Basque Foundation for Science, 48940, Bilbao, Spain.
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Geng S, Molinaro N, Timofeeva P, Quiñones I, Carreiras M, Amoruso L. Author Correction: Oscillatory dynamics underlying noun and verb production in highly proficient bilinguals. Sci Rep 2023; 13:2947. [PMID: 36806244 PMCID: PMC9941079 DOI: 10.1038/s41598-023-30136-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2023] Open
Affiliation(s)
- Shuang Geng
- grid.423986.20000 0004 0536 1366Basque Center On Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.11480.3c0000000121671098University of the Basque Country, UPV/EHU, 48940 Bilbao, Spain
| | - Nicola Molinaro
- grid.423986.20000 0004 0536 1366Basque Center On Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.424810.b0000 0004 0467 2314IKERBASQUE, Basque Foundation for Science, 48009 Bilbao, Spain
| | - Polina Timofeeva
- grid.423986.20000 0004 0536 1366Basque Center On Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.11480.3c0000000121671098University of the Basque Country, UPV/EHU, 48940 Bilbao, Spain
| | - Ileana Quiñones
- grid.423986.20000 0004 0536 1366Basque Center On Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain
| | - Manuel Carreiras
- grid.423986.20000 0004 0536 1366Basque Center On Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.424810.b0000 0004 0467 2314IKERBASQUE, Basque Foundation for Science, 48009 Bilbao, Spain ,grid.11480.3c0000000121671098University of the Basque Country, UPV/EHU, 48940 Bilbao, Spain
| | - Lucia Amoruso
- Basque Center On Cognition, Brain and Language (BCBL), 20009, San Sebastian, Spain. .,IKERBASQUE, Basque Foundation for Science, 48009, Bilbao, Spain.
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Geng S, Molinaro N, Timofeeva P, Quiñones I, Carreiras M, Amoruso L. Oscillatory dynamics underlying noun and verb production in highly proficient bilinguals. Sci Rep 2022; 12:764. [PMID: 35031665 PMCID: PMC8760282 DOI: 10.1038/s41598-021-04737-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 12/30/2021] [Indexed: 11/09/2022] Open
Abstract
Words representing objects (nouns) and words representing actions (verbs) are essential components of speech across languages. While there is evidence regarding the organizational principles governing neural representation of nouns and verbs in monolingual speakers, little is known about how this knowledge is represented in the bilingual brain. To address this gap, we recorded neuromagnetic signals while highly proficient Spanish-Basque bilinguals performed a picture-naming task and tracked the brain oscillatory dynamics underlying this process. We found theta (4-8 Hz) power increases and alpha-beta (8-25 Hz) power decreases irrespectively of the category and language at use in a time window classically associated to the controlled retrieval of lexico-semantic information. When comparing nouns and verbs within each language, we found theta power increases for verbs as compared to nouns in bilateral visual cortices and cognitive control areas including the left SMA and right middle temporal gyrus. In addition, stronger alpha-beta power decreases were observed for nouns as compared to verbs in visual cortices and semantic-related regions such as the left anterior temporal lobe and right premotor cortex. No differences were observed between categories across languages. Overall, our results suggest that noun and verb processing recruit partially different networks during speech production but that these category-based representations are similarly processed in the bilingual brain.
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Affiliation(s)
- Shuang Geng
- grid.423986.20000 0004 0536 1366Basque Center on Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.11480.3c0000000121671098University of the Basque Country, UPV/EHU, 48940 Bilbao, Spain
| | - Nicola Molinaro
- grid.423986.20000 0004 0536 1366Basque Center on Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.424810.b0000 0004 0467 2314IKERBASQUE, Basque Foundation for Science, 48009 Bilbao, Spain
| | - Polina Timofeeva
- grid.423986.20000 0004 0536 1366Basque Center on Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.11480.3c0000000121671098University of the Basque Country, UPV/EHU, 48940 Bilbao, Spain
| | - Ileana Quiñones
- grid.423986.20000 0004 0536 1366Basque Center on Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain
| | - Manuel Carreiras
- grid.423986.20000 0004 0536 1366Basque Center on Cognition, Brain and Language (BCBL), 20009 San Sebastian, Spain ,grid.424810.b0000 0004 0467 2314IKERBASQUE, Basque Foundation for Science, 48009 Bilbao, Spain ,grid.11480.3c0000000121671098University of the Basque Country, UPV/EHU, 48940 Bilbao, Spain
| | - Lucia Amoruso
- Basque Center on Cognition, Brain and Language (BCBL), 20009, San Sebastian, Spain. .,IKERBASQUE, Basque Foundation for Science, 48009, Bilbao, Spain.
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Amoruso L, Geng S, Molinaro N, Timofeeva P, Gisbert-Muñoz S, Gil-Robles S, Pomposo I, Quiñones I, Carreiras M. Oscillatory and structural signatures of language plasticity in brain tumor patients: A longitudinal study. Hum Brain Mapp 2020; 42:1777-1793. [PMID: 33368838 PMCID: PMC7978121 DOI: 10.1002/hbm.25328] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 12/12/2020] [Accepted: 12/14/2020] [Indexed: 12/29/2022] Open
Abstract
Recent evidence suggests that damage to the language network triggers its functional reorganization. Yet, the spectro‐temporal fingerprints of this plastic rearrangement and its relation to anatomical changes is less well understood. Here, we combined magnetoencephalographic recordings with a proxy measure of white matter to investigate oscillatory activity supporting language plasticity and its relation to structural reshaping. First, cortical dynamics were acquired in a group of healthy controls during object and action naming. Results showed segregated beta (13–28 Hz) power decreases in left ventral and dorsal pathways, in a time‐window associated to lexico‐semantic processing (~250–500 ms). Six patients with left tumors invading either ventral or dorsal regions performed the same naming task before and 3 months after surgery for tumor resection. When longitudinally comparing patients' responses we found beta compensation mimicking the category‐based segregation showed by controls, with ventral and dorsal damage leading to selective compensation for object and action naming, respectively. At the structural level, all patients showed preoperative changes in white matter tracts possibly linked to plasticity triggered by tumor growth. Furthermore, in some patients, structural changes were also evident after surgery and showed associations with longitudinal changes in beta power lateralization toward the contralesional hemisphere. Overall, our findings support the existence of anatomo‐functional dependencies in language reorganization and highlight the potential role of oscillatory markers in tracking longitudinal plasticity in brain tumor patients. By doing so, they provide valuable information for mapping preoperative and postoperative neural reshaping and plan surgical strategies to preserve language function and patient's quality of life.
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Affiliation(s)
- Lucia Amoruso
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain.,IKERBASQUE, Basque Foundation for Science, Bilbao, Spain
| | - Shuang Geng
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain.,University of the Basque Country, UPV/EHU, Bilbao, Spain
| | - Nicola Molinaro
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain.,IKERBASQUE, Basque Foundation for Science, Bilbao, Spain
| | - Polina Timofeeva
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain.,University of the Basque Country, UPV/EHU, Bilbao, Spain
| | - Sandra Gisbert-Muñoz
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain.,University of the Basque Country, UPV/EHU, Bilbao, Spain
| | - Santiago Gil-Robles
- Department of Neurosurgery, Hospital Quiron, Madrid, Spain.,BioCruces Research Institute, Bilbao, Spain
| | | | - Ileana Quiñones
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain
| | - Manuel Carreiras
- Basque Center on Cognition, Brain and Language (BCBL), San Sebastian, Spain.,IKERBASQUE, Basque Foundation for Science, Bilbao, Spain.,University of the Basque Country, UPV/EHU, Bilbao, Spain
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