| Literature DB >> 31178707 |
Elisa Cargnelutti1, Barbara Tomasino1, Franco Fabbro2,3.
Abstract
Language representation in the bilingual brain is the result of many factors, of which age of appropriation (AoA) and proficiency of the second language (L2) are probably the most studied. Many studies indeed compare early and late bilinguals, although it is not yet clear what the role of the so-called critical period in L2 appropriation is. In this study, we carried out coordinate-based meta-analyses to address this issue and to inspect the role of proficiency in addition to that of AoA. After the preliminary inspection of the early (also very early) and late bilinguals' language networks, we explored the specific activations associated with each language and compared them within and between the groups. Results confirmed that the L2 language brain representation was wider than that associated with L1. This was observed regardless of AoA, although differences were more relevant in the late bilinguals' group. In particular, L2 entailed a greater enrollment of the brain areas devoted to the executive functions, and this was also observed in proficient bilinguals. The early bilinguals displayed many activation clusters as well, which also included the areas involved in cognitive control. Interestingly, these regions activated even in L1 of both early and late bilingual groups, although less consistently. Overall, these findings suggest that bilinguals in general are constantly subjected to cognitive effort to monitor and regulate the language use, although early AoA and high proficiency are likely to reduce this.Entities:
Keywords: age of appropriation (AoA); bilingualism; first language (L1); meta-analysis; proficiency; second language (L2)
Year: 2019 PMID: 31178707 PMCID: PMC6537025 DOI: 10.3389/fnhum.2019.00154
Source DB: PubMed Journal: Front Hum Neurosci ISSN: 1662-5161 Impact factor: 3.169
Figure 1PRISMA flowchart. Schematic representation of the paper search and selection process. From Moher et al. (2009).
Main effect results of the activation likelihood estimation (ALE) meta-analysis for the groups of early and very early bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | |||
|---|---|---|---|---|---|---|
| 1 | L inferior parietal lobule | −24 | −68 | 44 | 71 | 0.029 |
| 2 | L inferior occipital (FG4) | −44 | −58 | −12 | 148 | 0.030 |
| 3 | L middle temporal gyrus | −50 | −48 | 4 | 41 | 0.025 |
| 5 | L middle temporal gyrus (TE3) | −68 | −32 | 2 | 152 | 0.037 |
| 6 | R middle temporal gyrus (TE3) | 70 | −14 | −8 | 53 | 0.029 |
| 7 | L precentral gyrus | −46 | −6 | 38 | 631 | 0.033 |
| L inferior frontal gyrus | −40 | 12 | 28 | 0.033 | ||
| L inferior frontal gyrus | −46 | 18 | 22 | 0.031 | ||
| L precentral gyrus | −42 | 0 | 28 | 0.027 | ||
| 8 | L precentral gyrus | −52 | 2 | 50 | 25 | 0.026 |
| 9 | L posterior-medial frontal gyrus | −2 | 2 | 66 | 264 | 0.036 |
| L posterior-medial frontal gyrus | −4 | 16 | 52 | 0.034 | ||
| 10 | L rolandic operculum | −48 | 8 | 2 | 114 | 0.024 |
| L insula | −44 | 12 | −4 | 0.022 | ||
| L inferior frontal gyrus (BA 44) | −56 | 8 | 10 | 0.021 | ||
| 11 | R posterior-medial frontal gyrus | 12 | 16 | 46 | 36 | 0.027 |
| 12 | L insula | −30 | 18 | 4 | 124 | 0.028 |
| L insula | −32 | 26 | 0 | 0.027 | ||
| 13 | R insula | 36 | 24 | −4 | 59 | 0.031 |
| 14 | L inferior frontal gyrus (BA 45) | −54 | 30 | 4 | 137 | 0.032 |
| 15 | R cerebellum (lobule VIIa, crus I) | 36 | −74 | −28 | 25 | 0.023 |
| 1 | L middle temporal gyrus | −66 | −30 | −2 | 46 | 0.020 |
| 2 | L cerebellum (lobule VI) | −16 | −68 | −20 | 53 | 0.020 |
| 3 | R cerebellum (lobule VIIa, crus I) | 18 | −68 | −16 | 45 | 0.018 |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Main effect results of the ALE meta-analysis for the group of the late bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | |||
|---|---|---|---|---|---|---|
| 1 | L middle occipital gyrus (hOc4lp) | −28 | −92 | 4 | 83 | 0.039 |
| 2 | R middle occipital gyrus (hOc4lp) | 36 | −88 | 8 | 70 | 0.050 |
| 3 | L inferior occipital gyrus (FG4) | −46 | −64 | −12 | 180 | 0.049 |
| 4 | L superior parietal lobule | −26 | −64 | 46 | 422 | 0.063 |
| 5 | R angular gyrus (IPS, hIP3) | 30 | −62 | 48 | 63 | 0.039 |
| 6 | L middle temporal gyrus | −52 | −36 | 8 | 30 | 0.037 |
| 7 | L inferior frontal gyrus | −44 | 12 | 28 | 2,630 | 0.091 |
| L insula | −32 | 26 | −2 | 0.071 | ||
| L inferior frontal gyrus (BA 45) | −48 | 28 | 18 | 0.070 | ||
| L inferior frontal gyrus (BA 44) | −54 | 12 | 10 | 0.062 | ||
| L inferior frontal gyrus | −50 | 32 | 10 | 0.047 | ||
| L inferior frontal gyrus (pars orbitaris) | −48 | 38 | −8 | 0.039 | ||
| L precentral gyrus | −50 | 10 | 50 | 0.039 | ||
| L precentral gyrus | −52 | 2 | 50 | 0.033 | ||
| L precentral gyrus | −48 | −4 | 40 | 0.030 | ||
| 8 | L posterior-medial frontal gyrus | −2 | 20 | 48 | 842 | 0.096 |
| 9 | R insula | 36 | 24 | −4 | 159 | 0.058 |
| 10 | R cerebellum (lobule VIIa, crus I) | 36 | −74 | −26 | 25 | 0.035 |
| 11 | R cerebellum (lobule VI) | 22 | −66 | −22 | 43 | 0.037 |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Figure 2Language networks associated with different age of appropriation (AoA). Rendered templates of the main effect analysis results for (A) early bilinguals, (B) very early bilinguals, and (C) late bilinguals. Color bars indicate the activation likelihood estimation (ALE) values.
Results of the single ALE meta-analysis on L1 in the two groups of early and late bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | |||
|---|---|---|---|---|---|---|
| 1 | L inferior temporal gyrus (FG4) | −46 | −56 | −12 | 58 | 0.027 |
| 2 | L middle temporal gyrus (TE3) | −68 | −34 | 2 | 107 | 0.034 |
| 3 | L precentral gyrus | −50 | 0 | 32 | 15 | 0.020 |
| 4 | L posterior-medial frontal gyrus | −2 | 4 | 64 | 35 | 0.024 |
| 5 | L inferior frontal gyrus (BA 45) | −54 | 30 | 4 | 22 | 0.020 |
| 6 | L inferior frontal gyrus | −46 | 32 | 10 | 58 | 0.020 |
| 1 | L inferior occipital gyrus (FG4) | −46 | −64 | −12 | 400 | 0.028 |
| 2 | L middle temporal gyrus | −58 | −40 | −2 | 184 | 0.027 |
| L precentral gyrus | −44 | 2 | 30 | 0.029 | ||
| 3 | L precentral gyrus | −48 | 10 | 34 | 1,288 | 0.028 |
| 4 | L inferior frontal gyrus (BA 44) | −54 | 10 | 8 | 424 | 0.029 |
| 5 | L posterior-medial frontal gyrus | −4 | 20 | 48 | 1,504 | 0.047 |
| 6 | L inferior frontal gyrus (BA 45) | −52 | 26 | 24 | 1,224 | 0.030 |
| L inferior frontal gyrus | −48 | 28 | 20 | 0.030 | ||
| 7 | L insula | −28 | 28 | −2 | 136 | 0.025 |
| 8 | R superior medial gyrus | 4 | 38 | 46 | 152 | 0.024 |
| 9 | R cerebellum (lobule VIIa, crus I) | 16 | −90 | −30 | 216 | 0.030 |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Results of the single ALE meta-analysis on L2 in the two groups of early and late bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | |||
|---|---|---|---|---|---|---|
| 1 | L superior parietal lobule | −22 | −70 | 46 | 22 | 0.023 |
| 2 | L precentral gyrus | −42 | −4 | 38 | 56 | 0.026 |
| 3 | L inferior frontal gyrus | −48 | 18 | 22 | 56 | 0.027 |
| 4 | L posterior-medial frontal gyrus | −4 | 20 | 66 | 18 | 0.022 |
| 1 | R calcarine gyrus (V1) | 14 | −88 | −2 | 32 | 0.027 |
| 2 | R middle occipital gyrus (hOc4lp) | 36 | −88 | 8 | 29 | 0.028 |
| 3 | R angular gyrus | 28 | −62 | 48 | 36 | 0.027 |
| 4 | L superior parietal lobule | −24 | −62 | 46 | 369 | 0.046 |
| 5 | L inferior parietal lobule | −44 | −40 | 42 | 31 | 0.029 |
| 6 | L superior temporal gyrus | −54 | −36 | 10 | 17 | 0.026 |
| 7 | L inferior frontal gyrus | −46 | 12 | 26 | 2,212 | 0.078 |
| L insula | −32 | 26 | −2 | 0.056 | ||
| L inferior frontal gyrus (BA 45) | −48 | 30 | 20 | 0.043 | ||
| L inferior frontal gyrus (BA 45) | −52 | 22 | 2 | 0.030 | ||
| L inferior frontal gyrus | −50 | 32 | 6 | 0.029 | ||
| L inferior frontal gyrus (pars orbitalis) | −52 | 24 | −8 | 0.025 | ||
| L posterior-medial frontal gyrus | −2 | 22 | 50 | 815 | 0.062 | |
| 8 | L superior medial gyrus | −4 | 28 | 40 | 0.042 | |
| L posterior-medial frontal gyrus | −4 | 8 | 54 | 0.037 | ||
| 9 | R insula | 38 | 24 | −6 | 178 | 0.046 |
| 10 | R cerebellum (lobule VIIa, crus I) | 34 | −72 | −28 | 21 | 0.026 |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Figure 3Language networks associated with L1 and L2 in the two groups of early and late bilinguals. Rendered templates of the main effect results for (A) early bilinguals’ L1; (B) late bilinguals’ L1; (C) early bilinguals’ L2; (D) late bilinguals’ L2. Color bars indicate the ALE values.
Results of the between-group ALE meta-analysis for L1s and L2s.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | ||
|---|---|---|---|---|---|
| Early bilinguals ∩ Late bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Early bilinguals > Late bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Late bilinguals > Early bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Early bilinguals ∩ Late bilinguals | |||||
| 1 L inferior frontal gyrus | −48 | 18 | 22 | 56 | 0.027 |
| Early bilinguals > Late bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Late bilinguals > Early bilinguals | |||||
| No suprathreshold clusters of activation | |||||
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Figure 4L2 network comparison between the groups of early and late bilinguals. Rendered templates and axial projection of the conjunction analysis results for L2: Early bilinguals ∩ Late bilinguals. Color bars indicate the Z-score values.
Results of the within-group contrast ALE meta-analysis between L1 and L2 in the two groups of early and late bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | ||
|---|---|---|---|---|---|
| | |||||
| No suprathreshold clusters of activation | |||||
| No suprathreshold clusters of activation | |||||
| No suprathreshold clusters of activation | |||||
| | |||||
| 1 L precentral gyrus | −48 | 10 | 34 | 67 | 0.029 |
| 2 L precentral gyrus | −44 | 2 | 30 | 0.029 | |
| L posterior-medial frontal gyrus | −4 | 20 | 48 | 118 | 0.047 |
| 3 L inferior frontal gyrus (BA 45) | −52 | 26 | 24 | 74 | 0.030 |
| L inferior frontal gyrus | −48 | 28 | 20 | 0.030 | |
| No suprathreshold clusters of activation | |||||
| 1 L inferior frontal gyrus | −44 | 14 | 20 | 39 | n/a |
| L inferior frontal gyrus | −43 | 12 | 24 | n/a | |
| 2 L posterior-medial frontal gyrus | −2 | 20 | 58 | 17 | n/a |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Results of the single ALE meta-analysis on L1 in the two groups of proficient early and late bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | |||
|---|---|---|---|---|---|---|
| 1 | L middle temporal gyrus (TE3) | −68 | −34 | 2 | 113 | 0.036 |
| 2 | L posterior-medial frontal gyrus | −2 | 4 | 66 | 19 | 0.023 |
| 1 | L inferior frontal gyrus (BA 45) | −52 | 28 | 24 | 48 | 0.023 |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of p < 0.05 (corrected) and extent threshold of 15 voxels. TE3, Higher auditory cortex.
Results of the single ALE meta-analysis on L2 in the two groups of proficient early and late bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | |||
|---|---|---|---|---|---|---|
| 1 | L inferior frontal gyrus | −48 | 18 | 22 | 56 | 0.027 |
| 1 | L calcarine gyrus (hOc1) | −8 | −96 | 0 | 26 | 0.023 |
| 2 | L inferior parietal lobe | −28 | −70 | 48 | 120 | 0.028 |
| 3 | L middle temporal gyrus (TE3) | −66 | −24 | −2 | 31 | 0.023 |
| 4 | L caudate nucleus | −8 | 8 | 0 | 16 | 0.022 |
| 5 | L inferior frontal gyrus | −46 | 12 | 26 | 549 | 0.040 |
| L inferior frontal gyrus (BA 45) | −50 | 26 | 22 | 0.026 | ||
| 6 | L posterior-medial frontal gyrus | −2 | 22 | 50 | 519 | 0.047 |
| L posterior-medial frontal gyrus | −4 | 20 | 66 | 0.023 | ||
| 7 | L inferior frontal gyrus | −52 | 24 | −8 | 37 | 0.023 |
| 8 | L insula | −32 | 26 | −2 | 230 | 0.038 |
| 9 | R caudate nucleus | 12 | 18 | 0 | 15 | 0.021 |
| 10 | R insula | 38 | 26 | −4 | 102 | 0.035 |
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Figure 5Language networks associated with L1 and L2 in the groups of proficient early and late bilinguals. Rendered templates of the main effect results for (A) proficient early bilinguals’ L1; (B) proficient late bilinguals’ L1; (C) proficient early bilinguals’ L2; (D) proficient late bilinguals’ L2. Color bars indicate the ALE values.
Results of the between-group ALE meta-analysis for L1s and L2s in proficient bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | ||
|---|---|---|---|---|---|
| Early bilinguals ∩ Late bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Early bilinguals > Late bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Late bilinguals > Early bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Early bilinguals ∩ Late bilinguals | |||||
| L inferior frontal gyrus | −48 | 18 | 22 | 56 | 0.027 |
| Early bilinguals > Late bilinguals | |||||
| No suprathreshold clusters of activation | |||||
| Late bilinguals > Early bilinguals | |||||
| No suprathreshold clusters of activation | |||||
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .
Results of the within-group ALE meta-analysis for L1s and L2s in proficient bilinguals.
| Cluster (area) | MNI coordinates | Cluster size (voxels) | Extrema value | ||
|---|---|---|---|---|---|
| L1 ∩ L2 | |||||
| No suprathreshold clusters of activation | |||||
| Early bilinguals, L1 > L2 | |||||
| No suprathreshold clusters of activation | |||||
| Early bilinguals, L2 > L1 | |||||
| No suprathreshold clusters of activation | |||||
| L1 ∩ L2 | |||||
| 1 L inferior frontal gyrus (BA 45) | −54 | 28 | 20 | 32 | 0.023 |
| L1 > L2 | |||||
| No suprathreshold clusters of activation | |||||
| L2 > L1 | |||||
| No suprathreshold clusters of activation | |||||
Note. For the anatomical localization the macro-anatomic area is indicated and, when provided, the cytoarchitectonic location is indicated (in parentheses). Analyses were performed with a threshold of .