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30-12-2023 | Aphasia | Original Article

Network-based statistics distinguish anomic and Broca’s aphasia

Authors: Nicholas Riccardi, Xingpei Zhao, Dirk-Bart den Ouden, Julius Fridriksson, Rutvik H. Desai, Yuan Wang

Published in: Brain Structure and Function

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Abstract

Introduction

Aphasia is a speech-language impairment commonly caused by damage to the left hemisphere. The neural mechanisms that underpin different types of aphasia and their symptoms are still not fully understood. This study aims to identify differences in resting-state functional connectivity between anomic and Broca’s aphasia measured through resting-state functional magnetic resonance imaging (rs-fMRI).

Methods

We used the network-based statistic (NBS) method, as well as voxel- and connectome-based lesion symptom mapping (V-, CLSM), to identify distinct neural correlates of the anomic and Broca’s groups. To control for lesion effect, we included lesion volume as a covariate in both the NBS method and LSM.

Results

NBS identified a subnetwork located in the dorsal language stream bilaterally, including supramarginal gyrus, primary sensory, motor, and auditory cortices, and insula. The connections in the subnetwork were weaker in the Broca’s group than the anomic group. The properties of the subnetwork were examined through complex network measures, which indicated that regions in right inferior frontal sulcus, right paracentral lobule, and bilateral superior temporal gyrus exhibit intensive interaction. Left superior temporal gyrus, right postcentral gyrus, and left supramarginal gyrus play an important role in information flow and overall communication efficiency. Disruption of this network underlies the constellation of symptoms associated with Broca’s aphasia. Whole-brain CLSM did not detect any significant connections, suggesting an advantage of NBS when thousands of connections are considered. However, CLSM identified connections that differentiated Broca’s from anomic aphasia when analysis was restricted to a hypothesized network of interest.

Discussion

We identified novel signatures of resting-state brain network differences between groups of individuals with anomic and Broca’s aphasia. We identified a subnetwork of connections that statistically differentiated the resting-state brain networks of the two groups, in comparison with standard CLSM results that yielded isolated connections. Network-level analyses are useful tools for the investigation of the neural correlates of language deficits post-stroke.
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Literature
go back to reference Ahuja RK, Magnanti TL, Orlin JB (1993) Network flows: theory, algorithms, and applications. Prentice Hall, New Jersey Ahuja RK, Magnanti TL, Orlin JB (1993) Network flows: theory, algorithms, and applications. Prentice Hall, New Jersey
go back to reference Ardila A, Bernal B, Rosselli M (2016) Why broca’s area damage does not result in classical broca’s aphasia. Front Human Neurosci 10:249CrossRef Ardila A, Bernal B, Rosselli M (2016) Why broca’s area damage does not result in classical broca’s aphasia. Front Human Neurosci 10:249CrossRef
go back to reference Baldo J, Ivanova M, Herron T, Wilson S, Dronkers N (2022) Voxel-based lesion symptom mapping. In: Lesion-to-symptom mapping (pp. 95 - 118) Baldo J, Ivanova M, Herron T, Wilson S, Dronkers N (2022) Voxel-based lesion symptom mapping. In: Lesion-to-symptom mapping (pp. 95 - 118)
go back to reference Bates E, Wilson S, Saygin A, Dick F, Sereno M, Knight R, Dronkers N (2003) Voxel-based lesion-symptom mapping. Nat Neurosci 6:448–450PubMedCrossRef Bates E, Wilson S, Saygin A, Dick F, Sereno M, Knight R, Dronkers N (2003) Voxel-based lesion-symptom mapping. Nat Neurosci 6:448–450PubMedCrossRef
go back to reference Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: A practical and powerful approach to multiple testing. J R Stat Soc Ser 57(1):289–300 Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: A practical and powerful approach to multiple testing. J R Stat Soc Ser 57(1):289–300
go back to reference Blackett DS, Varkey J, Wilmskoetter J, Roth R, Andrews K, Busby N et al (2022) Neural network bases of thematic semantic processing in language production. Cortex 156:126–143PubMedCentralCrossRef Blackett DS, Varkey J, Wilmskoetter J, Roth R, Andrews K, Busby N et al (2022) Neural network bases of thematic semantic processing in language production. Cortex 156:126–143PubMedCentralCrossRef
go back to reference Bonferroni CE (1936) Teoria statistica delle classi e calcolo delle probabilità. Libreria Internazionale Seeber Bonferroni CE (1936) Teoria statistica delle classi e calcolo delle probabilità. Libreria Internazionale Seeber
go back to reference Broca P (1861) Remarques sur le siège de la faculté du langage articulé, suivies d’une observation d’aphémie (perte de la parole). Bulletin et Memoires de la Societe anatomique de Paris 6:330–357 Broca P (1861) Remarques sur le siège de la faculté du langage articulé, suivies d’une observation d’aphémie (perte de la parole). Bulletin et Memoires de la Societe anatomique de Paris 6:330–357
go back to reference Caplan D, Alpert N, Waters G, Olivieri A (2000) Activation of broca’s area by syntactic processing under conditions of concurrent articulation. Human Brain Mapping 9(2):65–71PubMedPubMedCentralCrossRef Caplan D, Alpert N, Waters G, Olivieri A (2000) Activation of broca’s area by syntactic processing under conditions of concurrent articulation. Human Brain Mapping 9(2):65–71PubMedPubMedCentralCrossRef
go back to reference Caramazza A, Berndt RS (1978) Semantic and syntactic processes in aphasia: A review of the literature. Psychol Bull 85(4):898–918PubMedCrossRef Caramazza A, Berndt RS (1978) Semantic and syntactic processes in aphasia: A review of the literature. Psychol Bull 85(4):898–918PubMedCrossRef
go back to reference Casilio M, Rising K, Beeson PM, Bunton K, Wilson SM (2019) Auditory-perceptual rating of connected speech in aphasia. Am J Speech Lang Pathol 28(2):550–568PubMedPubMedCentralCrossRef Casilio M, Rising K, Beeson PM, Bunton K, Wilson SM (2019) Auditory-perceptual rating of connected speech in aphasia. Am J Speech Lang Pathol 28(2):550–568PubMedPubMedCentralCrossRef
go back to reference Cotelli M, Manenti R, Ferrari C, Gobbi E, Macis A, Cappa SF (2020) Effectiveness of language training and non-invasive brain stimulation on oral and written naming performance in primary progressive aphasia: A meta-analysis and systematic review. Neurosci Biobehav Rev 108:498–525PubMedCrossRef Cotelli M, Manenti R, Ferrari C, Gobbi E, Macis A, Cappa SF (2020) Effectiveness of language training and non-invasive brain stimulation on oral and written naming performance in primary progressive aphasia: A meta-analysis and systematic review. Neurosci Biobehav Rev 108:498–525PubMedCrossRef
go back to reference Den Ouden DB, Malyutina S, Basilakos A, Bonilha L, Gleichgerrcht E, Yourganov G, Fridriksson J (2019) Cortical and structural-connectivity damage correlated with impaired syntactic processing in aphasia. Human Brain Mapping 40(7):2153–2173CrossRef Den Ouden DB, Malyutina S, Basilakos A, Bonilha L, Gleichgerrcht E, Yourganov G, Fridriksson J (2019) Cortical and structural-connectivity damage correlated with impaired syntactic processing in aphasia. Human Brain Mapping 40(7):2153–2173CrossRef
go back to reference Desai, R. H. , Riccardi, N. (2021). Cognitive neuroscience of language. The Routledge handbook of cognitive linguistics 615–642 Desai, R. H. , Riccardi, N. (2021). Cognitive neuroscience of language. The Routledge handbook of cognitive linguistics 615–642
go back to reference Deschamps I, Baum SR, Gracco VL (2014) On the role of the supramarginal gyrus in phonological processing and verbal working memory: evidence from rtms studies. Neuropsychologia 53:39–46PubMedCrossRef Deschamps I, Baum SR, Gracco VL (2014) On the role of the supramarginal gyrus in phonological processing and verbal working memory: evidence from rtms studies. Neuropsychologia 53:39–46PubMedCrossRef
go back to reference Desowska A, Turner DL (2019) Dynamics of brain connectivity after stroke. Rev Neurosci 30(6):605–623PubMedCrossRef Desowska A, Turner DL (2019) Dynamics of brain connectivity after stroke. Rev Neurosci 30(6):605–623PubMedCrossRef
go back to reference Ding, X. , Zhang, S. , Huang, W. , Zhang, S. , Zhang, L. , Hu, J. et al. (2022). Comparative efficacy of non-invasive brain stimulation for post-stroke aphasia: a network meta-analysis and meta-regression of moderators. Neuroscience & Biobehavioral Reviews 104804 Ding, X. , Zhang, S. , Huang, W. , Zhang, S. , Zhang, L. , Hu, J. et al. (2022). Comparative efficacy of non-invasive brain stimulation for post-stroke aphasia: a network meta-analysis and meta-regression of moderators. Neuroscience & Biobehavioral Reviews 104804
go back to reference Dronkers NF, Baldo JV (2009) Language: Aphasia. In: Squire LR (ed) Encyclopedia of neuroscience. Academic Press, Oxford, pp 343–348CrossRef Dronkers NF, Baldo JV (2009) Language: Aphasia. In: Squire LR (ed) Encyclopedia of neuroscience. Academic Press, Oxford, pp 343–348CrossRef
go back to reference Dronkers NF, Plaisant O, Iba-Zizen MT, Cabanis EA (2007) Paul broca’s historic cases: high resolution mr imaging of the brains of leborgne and lelong. Brain 130(5):1432–1441PubMedCrossRef Dronkers NF, Plaisant O, Iba-Zizen MT, Cabanis EA (2007) Paul broca’s historic cases: high resolution mr imaging of the brains of leborgne and lelong. Brain 130(5):1432–1441PubMedCrossRef
go back to reference Dronkers NF, Wilkins DP, Valin RV, Redfern BB, Jaeger J (2004) Lesion analysis of the brain areas involved in language comprehension. Cognition 92:145–177PubMedCrossRef Dronkers NF, Wilkins DP, Valin RV, Redfern BB, Jaeger J (2004) Lesion analysis of the brain areas involved in language comprehension. Cognition 92:145–177PubMedCrossRef
go back to reference Fadiga L, Craighero L, D’Ausilio A (2009) Broca’s area in language, action, and music. Ann N Y Acad Sci 1169(1):448–458PubMedCrossRef Fadiga L, Craighero L, D’Ausilio A (2009) Broca’s area in language, action, and music. Ann N Y Acad Sci 1169(1):448–458PubMedCrossRef
go back to reference Fedorenko E, Blank IA (2020) Broca’s area is not a natural kind. Trends Cognitiv Sci 24(4):270–284CrossRef Fedorenko E, Blank IA (2020) Broca’s area is not a natural kind. Trends Cognitiv Sci 24(4):270–284CrossRef
go back to reference Fiebach CJ, Schubotz RI (2006) Dynamic anticipatory processing of hierarchical sequential events: a common role for broca’s area and ventral premotor cortex across domains? Cortex 42(4):499–502PubMedCrossRef Fiebach CJ, Schubotz RI (2006) Dynamic anticipatory processing of hierarchical sequential events: a common role for broca’s area and ventral premotor cortex across domains? Cortex 42(4):499–502PubMedCrossRef
go back to reference Fox MD, Raichle ME (2007) Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8:700–711PubMedCrossRef Fox MD, Raichle ME (2007) Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8:700–711PubMedCrossRef
go back to reference Freedman D, Lane D (1983) A nonstochastic interpretation of reported significance levels. J Bus Econ Stat 1(4):292–298 Freedman D, Lane D (1983) A nonstochastic interpretation of reported significance levels. J Bus Econ Stat 1(4):292–298
go back to reference Fridriksson J, Bonilha L, Rorden C (2007) Severe broca’s aphasia without broca’s area damage. Behavioural neurology 18(4):237–238PubMedCrossRef Fridriksson J, Bonilha L, Rorden C (2007) Severe broca’s aphasia without broca’s area damage. Behavioural neurology 18(4):237–238PubMedCrossRef
go back to reference Fridriksson J, Fillmore P, Guo D, Rorden C (2015) Chronic broca’s aphasia is caused by damage to broca’s and wernicke’s areas. Cerebral Cortex 25(12):4689–4696PubMedCrossRef Fridriksson J, Fillmore P, Guo D, Rorden C (2015) Chronic broca’s aphasia is caused by damage to broca’s and wernicke’s areas. Cerebral Cortex 25(12):4689–4696PubMedCrossRef
go back to reference Fridriksson J, Yourganov G, Bonilha L, Basilakos A, den Ouden DB, Rorden C (2016) Revealing the dual streams of speech processing. Proceedings of the National Academy of Sciences 113:15108–15113CrossRef Fridriksson J, Yourganov G, Bonilha L, Basilakos A, den Ouden DB, Rorden C (2016) Revealing the dual streams of speech processing. Proceedings of the National Academy of Sciences 113:15108–15113CrossRef
go back to reference Friedmann N (2009) Speech production in broca’s agrammatic: aphasia Syntactic tree pruning. In: Grodzinsky Y, Amunts K (eds) Broca’s region, 3rd edn. Oxford University Press, United Kingdom, pp 63–82 Friedmann N (2009) Speech production in broca’s agrammatic: aphasia Syntactic tree pruning. In: Grodzinsky Y, Amunts K (eds) Broca’s region, 3rd edn. Oxford University Press, United Kingdom, pp 63–82
go back to reference Gleichgerrcht E, Fridriksson J, Rorden C, Bonilha L (2017) Connectome-based lesion-symptom mapping (clsm): A novel approach to map neurological function. NeuroImage: Clinical 16:461–467PubMedCrossRef Gleichgerrcht E, Fridriksson J, Rorden C, Bonilha L (2017) Connectome-based lesion-symptom mapping (clsm): A novel approach to map neurological function. NeuroImage: Clinical 16:461–467PubMedCrossRef
go back to reference Gleichgerrcht E, Fridriksson J, Rorden C, Bonilha L (2017) Connectome-based lesion-symptom mapping (clsm): A novel approach to map neurological function. NeuroImage: Clinical 16:461–467PubMedCrossRef Gleichgerrcht E, Fridriksson J, Rorden C, Bonilha L (2017) Connectome-based lesion-symptom mapping (clsm): A novel approach to map neurological function. NeuroImage: Clinical 16:461–467PubMedCrossRef
go back to reference Goodglass H, Barresi B, Kaplan E (2001) The assessment of aphasia and related disorders. In, 3rd edn. Lippincott Williams & Wilkins, Philadelphia Goodglass H, Barresi B, Kaplan E (2001) The assessment of aphasia and related disorders. In, 3rd edn. Lippincott Williams & Wilkins, Philadelphia
go back to reference Grodzinsky Y, Santi A (2008) The battle for broca’s region. Trends in cognitive sciences 12(12):474–480PubMedCrossRef Grodzinsky Y, Santi A (2008) The battle for broca’s region. Trends in cognitive sciences 12(12):474–480PubMedCrossRef
go back to reference Guo J, Yang M, Biswal BB, Yang P, Liao W, Chen H (2019) Abnormal functional connectivity density in post-stroke aphasia. Brain Topography 32(2):271–282PubMedCrossRef Guo J, Yang M, Biswal BB, Yang P, Liao W, Chen H (2019) Abnormal functional connectivity density in post-stroke aphasia. Brain Topography 32(2):271–282PubMedCrossRef
go back to reference Hartwigsen G, Saur D (2019) Neuroimaging of stroke recovery from aphasia-insights into plasticity of the human language network. Neuroimage 190:14–31PubMedCrossRef Hartwigsen G, Saur D (2019) Neuroimaging of stroke recovery from aphasia-insights into plasticity of the human language network. Neuroimage 190:14–31PubMedCrossRef
go back to reference Heiss, W. D. (2020). Mapping of recovery from poststroke aphasia: comparison of pet and fmri. fMRI: Basics and Clinical Applications 225–239 Heiss, W. D. (2020). Mapping of recovery from poststroke aphasia: comparison of pet and fmri. fMRI: Basics and Clinical Applications 225–239
go back to reference Hickok G, Okada K, Serences JT (2009) Area spt in the human planum temporale supports sensory-motor integration for speech processing. Journal of neurophysiology 101(5):2725–2732PubMedCrossRef Hickok G, Okada K, Serences JT (2009) Area spt in the human planum temporale supports sensory-motor integration for speech processing. Journal of neurophysiology 101(5):2725–2732PubMedCrossRef
go back to reference Hjelmervik H, Hausmann M, Osnes B, Westerhausen R, Specht K (2014) Resting states are resting traits - an fmri study of sex differences and menstrual cycle effects in resting state cognitive control networks. PLOS ONE 9(7):1–10CrossRef Hjelmervik H, Hausmann M, Osnes B, Westerhausen R, Specht K (2014) Resting states are resting traits - an fmri study of sex differences and menstrual cycle effects in resting state cognitive control networks. PLOS ONE 9(7):1–10CrossRef
go back to reference Hopcroft J, Tarjan R (1973) Algorithm 447: Efficient algorithms for graph manipulation. Commun. ACM 16(6):372–378CrossRef Hopcroft J, Tarjan R (1973) Algorithm 447: Efficient algorithms for graph manipulation. Commun. ACM 16(6):372–378CrossRef
go back to reference Ivanova MV, Herron TJ, Dronkers NF, Baldo JV (2021) An empirical comparison of univariate versus multivariate methods for the analysis of brain-behavior mapping. Human Brain Mapping 42(4):1070–1101PubMedCrossRef Ivanova MV, Herron TJ, Dronkers NF, Baldo JV (2021) An empirical comparison of univariate versus multivariate methods for the analysis of brain-behavior mapping. Human Brain Mapping 42(4):1070–1101PubMedCrossRef
go back to reference Joliot, M. , Jobard, G. , Naveau, M. , Delcroix, N. , Petit, L. , Zago, L., Tzourio-Mazoyer, N. (2015). Aicha: An atlas of intrinsic connectivity of homotopic areas. Journal of neuroscience methods 254 Joliot, M. , Jobard, G. , Naveau, M. , Delcroix, N. , Petit, L. , Zago, L., Tzourio-Mazoyer, N. (2015). Aicha: An atlas of intrinsic connectivity of homotopic areas. Journal of neuroscience methods 254
go back to reference Karnath HO, Sperber C, Rorden C (2018) Mapping human brain lesions and their functional consequences. Neuroimage 165:180–189PubMedCrossRef Karnath HO, Sperber C, Rorden C (2018) Mapping human brain lesions and their functional consequences. Neuroimage 165:180–189PubMedCrossRef
go back to reference Keller SS, Crow T, Foundas A, Amunts K, Roberts N (2009) Broca’s area: nomenclature, anatomy, typology and asymmetry. Brain and language 109(1):29–48PubMedCrossRef Keller SS, Crow T, Foundas A, Amunts K, Roberts N (2009) Broca’s area: nomenclature, anatomy, typology and asymmetry. Brain and language 109(1):29–48PubMedCrossRef
go back to reference Kertesz A (2007) Wab-r : Western aphasia battery-revised. PsychCorp, San Antonio, TX Kertesz A (2007) Wab-r : Western aphasia battery-revised. PsychCorp, San Antonio, TX
go back to reference Kimberg DY, Coslett HB, Schwartz MF (2007) Power in voxel-based lesion-symptom mapping. Journal of cognitive neuroscience 19(7):1067–1080PubMedCrossRef Kimberg DY, Coslett HB, Schwartz MF (2007) Power in voxel-based lesion-symptom mapping. Journal of cognitive neuroscience 19(7):1067–1080PubMedCrossRef
go back to reference Lee MH, Smyser CD, Shimony JS (2013) Resting-state fmri: a review of methods and clinical applications. American Journal of neuroradiology 34(10):1866–1872PubMedPubMedCentralCrossRef Lee MH, Smyser CD, Shimony JS (2013) Resting-state fmri: a review of methods and clinical applications. American Journal of neuroradiology 34(10):1866–1872PubMedPubMedCentralCrossRef
go back to reference Ma L, Narayana S, Robin DA, Fox PT, Xiong J (2011) Changes occur in resting state network of motor system during 4 weeks of motor skill learning. Neuroimage 58(1):226–233PubMedCrossRef Ma L, Narayana S, Robin DA, Fox PT, Xiong J (2011) Changes occur in resting state network of motor system during 4 weeks of motor skill learning. Neuroimage 58(1):226–233PubMedCrossRef
go back to reference Maas MB, Lev MH, Ay H, Singhal AB, Greer DM, Smith WS, Furie KL (2012) The prognosis for aphasia in stroke. Journal of Stroke and Cerebrovascular Diseases 21(5):350–357PubMedCrossRef Maas MB, Lev MH, Ay H, Singhal AB, Greer DM, Smith WS, Furie KL (2012) The prognosis for aphasia in stroke. Journal of Stroke and Cerebrovascular Diseases 21(5):350–357PubMedCrossRef
go back to reference Manan HA, Franz EA, Yahya N (2020) Functional connectivity changes in patients with brain tumours-a systematic review on resting state-fmri. Neurology, Psychiatry and Brain Research 36:73–82CrossRef Manan HA, Franz EA, Yahya N (2020) Functional connectivity changes in patients with brain tumours-a systematic review on resting state-fmri. Neurology, Psychiatry and Brain Research 36:73–82CrossRef
go back to reference Miceli G, Silveri M, Nocetini U, Caramazza A (1988) Patterns of dissociation in comprehension and production of nouns and verbs. Aphasiology 2:351–358CrossRef Miceli G, Silveri M, Nocetini U, Caramazza A (1988) Patterns of dissociation in comprehension and production of nouns and verbs. Aphasiology 2:351–358CrossRef
go back to reference Mirman D, Landrigan JF, Kokolis S, Verillo S, Ferrara C, Pustina D (2018) Corrections for multiple comparisons in voxel-based lesion-symptom mapping. Neuropsychologia 115:112–123PubMedCrossRef Mirman D, Landrigan JF, Kokolis S, Verillo S, Ferrara C, Pustina D (2018) Corrections for multiple comparisons in voxel-based lesion-symptom mapping. Neuropsychologia 115:112–123PubMedCrossRef
go back to reference Mohr B, Difrancesco S, Harrington K, Evans S, Pulvermüller F (2014) Changes of right-hemispheric activation after constraint-induced, intensive language action therapy in chronic aphasia: fmri evidence from auditory semantic processing. Frontiers in Human Neuroscience 8:919PubMedPubMedCentralCrossRef Mohr B, Difrancesco S, Harrington K, Evans S, Pulvermüller F (2014) Changes of right-hemispheric activation after constraint-induced, intensive language action therapy in chronic aphasia: fmri evidence from auditory semantic processing. Frontiers in Human Neuroscience 8:919PubMedPubMedCentralCrossRef
go back to reference Mohr JP, Pessin MS, Finkelstein S, Funkenstein HH, Duncan GW, Davis KR (1978) Broca aphasia. Neurology 28(4):311–311PubMedCrossRef Mohr JP, Pessin MS, Finkelstein S, Funkenstein HH, Duncan GW, Davis KR (1978) Broca aphasia. Neurology 28(4):311–311PubMedCrossRef
go back to reference Naeser MA, Palumbo CL, Helm-Estabrooks N, Stiassny-Eder D, Albert ML (1989) Severe nonfluency in aphasia: Role of the medial subcallosal fasciculus and other white matter pathways in recovery of spontaneous speech. Brain 112(1):1–38PubMedCrossRef Naeser MA, Palumbo CL, Helm-Estabrooks N, Stiassny-Eder D, Albert ML (1989) Severe nonfluency in aphasia: Role of the medial subcallosal fasciculus and other white matter pathways in recovery of spontaneous speech. Brain 112(1):1–38PubMedCrossRef
go back to reference Oberhuber M, Hope T, Seghier ML, Parker Jones O, Prejawa S, Green DW, Price CJ (2016) Four functionally distinct regions in the left supramarginal gyrus support word processing. Cerebral Cortex 26(11):4212–4226PubMedPubMedCentralCrossRef Oberhuber M, Hope T, Seghier ML, Parker Jones O, Prejawa S, Green DW, Price CJ (2016) Four functionally distinct regions in the left supramarginal gyrus support word processing. Cerebral Cortex 26(11):4212–4226PubMedPubMedCentralCrossRef
go back to reference Ogawa S, Tank DW, Menon R, Ellermann JM, Kim SG, Merkle H, Ugurbil K (1992) Intrinsic signal changes accompanying sensory stimulation: Functional brain mapping with magnetic resonance imaging. Proceedings of the National Academy of Sciences of the United States of America 89(13):5951–5955PubMedPubMedCentralCrossRef Ogawa S, Tank DW, Menon R, Ellermann JM, Kim SG, Merkle H, Ugurbil K (1992) Intrinsic signal changes accompanying sensory stimulation: Functional brain mapping with magnetic resonance imaging. Proceedings of the National Academy of Sciences of the United States of America 89(13):5951–5955PubMedPubMedCentralCrossRef
go back to reference Riccardi N, Rorden C, Fridriksson J, Desai RH (2022) Canonical sentence processing and the inferior frontal cortex: Is there a connection? Neurobiology of Language 3(2):318–344PubMedPubMedCentralCrossRef Riccardi N, Rorden C, Fridriksson J, Desai RH (2022) Canonical sentence processing and the inferior frontal cortex: Is there a connection? Neurobiology of Language 3(2):318–344PubMedPubMedCentralCrossRef
go back to reference Riccardi N, Yourganov G, Rorden C, Fridriksson J, Desai R (2020) Degradation of praxis brain networks and impaired comprehension of manipulable nouns in stroke. Journal of Cognitive Neuroscience 32(3):467–483PubMedCrossRef Riccardi N, Yourganov G, Rorden C, Fridriksson J, Desai R (2020) Degradation of praxis brain networks and impaired comprehension of manipulable nouns in stroke. Journal of Cognitive Neuroscience 32(3):467–483PubMedCrossRef
go back to reference Riccardi N, Yourganov G, Rorden C, Fridriksson J, Desai RH (2019) Dissociating action and abstract verb comprehension post-stroke. Cortex 120:131–146PubMedPubMedCentralCrossRef Riccardi N, Yourganov G, Rorden C, Fridriksson J, Desai RH (2019) Dissociating action and abstract verb comprehension post-stroke. Cortex 120:131–146PubMedPubMedCentralCrossRef
go back to reference Robson H, Zahn R, Keidel JL, Binney RJ, Sage K, Lambon Ralph MA (2014) The anterior temporal lobes support residual comprehension in wernicke’s aphasia. Brain 137(3):931–943PubMedPubMedCentralCrossRef Robson H, Zahn R, Keidel JL, Binney RJ, Sage K, Lambon Ralph MA (2014) The anterior temporal lobes support residual comprehension in wernicke’s aphasia. Brain 137(3):931–943PubMedPubMedCentralCrossRef
go back to reference Rogalsky C, Hickok G (2011) The role of broca’s area in sentence comprehension. Journal of Cognitive Neuroscience 23(7):1664–1680PubMedCrossRef Rogalsky C, Hickok G (2011) The role of broca’s area in sentence comprehension. Journal of Cognitive Neuroscience 23(7):1664–1680PubMedCrossRef
go back to reference Rogers BP, Morgan VL, Newton AT, Gore JC (2001) Assessing functional connectivity in the human brain by fmri. Magnetic resonance imaging 25(10):1347–1357CrossRef Rogers BP, Morgan VL, Newton AT, Gore JC (2001) Assessing functional connectivity in the human brain by fmri. Magnetic resonance imaging 25(10):1347–1357CrossRef
go back to reference Rolls ET, Rauschecker JP, Deco G, Huang CC, Feng J (2023) Auditory cortical connectivity in humans. Cerebral Cortex 33(10):6207–6227PubMedCrossRef Rolls ET, Rauschecker JP, Deco G, Huang CC, Feng J (2023) Auditory cortical connectivity in humans. Cerebral Cortex 33(10):6207–6227PubMedCrossRef
go back to reference Roux FE, Niare M, Charni S, Giussani C, Durand JB (2020) Functional architecture of the motor homunculus detected by electrostimulation. The Journal of physiology 598(23):5487–5504PubMedCrossRef Roux FE, Niare M, Charni S, Giussani C, Durand JB (2020) Functional architecture of the motor homunculus detected by electrostimulation. The Journal of physiology 598(23):5487–5504PubMedCrossRef
go back to reference Rubinov M, Sporns O (2010) Complex network measures of brain connectivity: Uses and interpretations. NeuroImage 52(3):1059–1069PubMedCrossRef Rubinov M, Sporns O (2010) Complex network measures of brain connectivity: Uses and interpretations. NeuroImage 52(3):1059–1069PubMedCrossRef
go back to reference Schlaug G, Marchina S, Wan CY (2011) The use of non-invasive brain stimulation techniques to facilitate recovery from post-stroke aphasia. Neuropsychology review 21:288–301PubMedPubMedCentralCrossRef Schlaug G, Marchina S, Wan CY (2011) The use of non-invasive brain stimulation techniques to facilitate recovery from post-stroke aphasia. Neuropsychology review 21:288–301PubMedPubMedCentralCrossRef
go back to reference Schneider DM (2020) Reflections of action in sensory cortex. Current opinion in neurobiology 64:53–59PubMedCrossRef Schneider DM (2020) Reflections of action in sensory cortex. Current opinion in neurobiology 64:53–59PubMedCrossRef
go back to reference Schneider HR, Wawrzyniak M, Stockert A, Klingbeil J, Saur D (2022) fmri informed voxel-based lesion analysis to identify lesions associated with right-hemispheric activation in aphasia recovery. NeuroImage: Clinical 36:103169PubMedCrossRef Schneider HR, Wawrzyniak M, Stockert A, Klingbeil J, Saur D (2022) fmri informed voxel-based lesion analysis to identify lesions associated with right-hemispheric activation in aphasia recovery. NeuroImage: Clinical 36:103169PubMedCrossRef
go back to reference Serin E, Zalesky A, Matory A, Walter H, Kruschwitz JD (2021) Nbs-predict: A prediction-based extension of the network-based statistic. NeuroImage 244:118625PubMedCrossRef Serin E, Zalesky A, Matory A, Walter H, Kruschwitz JD (2021) Nbs-predict: A prediction-based extension of the network-based statistic. NeuroImage 244:118625PubMedCrossRef
go back to reference Siegel JS, Ramsey LE, Snyder AZ, Metcalf NV, Chacko RV, Weinberger K, Corbetta M (2016) Disruptions of network connectivity predict impairment in multiple behavioral domains after stroke. Proceedings of the National Academy of Sciences of the United States of America 113:E4367–E4376PubMedPubMedCentral Siegel JS, Ramsey LE, Snyder AZ, Metcalf NV, Chacko RV, Weinberger K, Corbetta M (2016) Disruptions of network connectivity predict impairment in multiple behavioral domains after stroke. Proceedings of the National Academy of Sciences of the United States of America 113:E4367–E4376PubMedPubMedCentral
go back to reference Smitha K, Akhil Raja K, Arun K, Rajesh P, Thomas B, Kapilamoorthy T, Kesavadas C (2017) Resting state fmri: A review on methods in resting state connectivity analysis and resting state networks. The neuroradiology journal 30(4):305–317PubMedPubMedCentralCrossRef Smitha K, Akhil Raja K, Arun K, Rajesh P, Thomas B, Kapilamoorthy T, Kesavadas C (2017) Resting state fmri: A review on methods in resting state connectivity analysis and resting state networks. The neuroradiology journal 30(4):305–317PubMedPubMedCentralCrossRef
go back to reference Spell LA, Richardson JD, Basilakos A, Stark BC, Teklehaimanot A, Hillis AE, Fridriksson J (2020) Developing, implementing, and improving assessment and treatment fidelity in clinical aphasia research. American Journal of Speech-Language Pathology 29(1):286–298PubMedPubMedCentralCrossRef Spell LA, Richardson JD, Basilakos A, Stark BC, Teklehaimanot A, Hillis AE, Fridriksson J (2020) Developing, implementing, and improving assessment and treatment fidelity in clinical aphasia research. American Journal of Speech-Language Pathology 29(1):286–298PubMedPubMedCentralCrossRef
go back to reference Sperber, C. , Wiesen, D. , Karnath, H. O. (2019). An empirical evaluation of multivariate lesion behaviour mapping using support vector regression (Tech. Rep.). Wiley Online Library Sperber, C. , Wiesen, D. , Karnath, H. O. (2019). An empirical evaluation of multivariate lesion behaviour mapping using support vector regression (Tech. Rep.). Wiley Online Library
go back to reference Stockert A, Wawrzyniak M, Klingbeil J, Wrede K, Kümmerer D, Hartwigsen G, Saur D (2020) Dynamics of language reorganization after left temporo-parietal and frontal stroke. Brain 143(3):844–861PubMedCrossRef Stockert A, Wawrzyniak M, Klingbeil J, Wrede K, Kümmerer D, Hartwigsen G, Saur D (2020) Dynamics of language reorganization after left temporo-parietal and frontal stroke. Brain 143(3):844–861PubMedCrossRef
go back to reference Stumme J, Krämer C, Miller T, Schreiber J, Caspers S, Jockwitz C (2022) Interrelating differences in structural and functional connectivity in the older adult’s brain. Human Brain Mapping 43(18):5543–5561PubMedPubMedCentralCrossRef Stumme J, Krämer C, Miller T, Schreiber J, Caspers S, Jockwitz C (2022) Interrelating differences in structural and functional connectivity in the older adult’s brain. Human Brain Mapping 43(18):5543–5561PubMedPubMedCentralCrossRef
go back to reference Tremblay P, Dick A (2016) Broca and wernicke are dead, or moving past the classic model of language neurobiology. Brain and Language 162:60–71PubMedCrossRef Tremblay P, Dick A (2016) Broca and wernicke are dead, or moving past the classic model of language neurobiology. Brain and Language 162:60–71PubMedCrossRef
go back to reference Turken A, Dronkers NF (2011) The neural architecture of the language comprehension network: converging evidence from lesion and connectivity analyses. Frontiers in systems neuroscience 5:1PubMedPubMedCentralCrossRef Turken A, Dronkers NF (2011) The neural architecture of the language comprehension network: converging evidence from lesion and connectivity analyses. Frontiers in systems neuroscience 5:1PubMedPubMedCentralCrossRef
go back to reference van den Heuvel MP, Sporns O (2013) Network hubs in the human brain. Trends in cognitive sciences 17(12):683–696PubMedCrossRef van den Heuvel MP, Sporns O (2013) Network hubs in the human brain. Trends in cognitive sciences 17(12):683–696PubMedCrossRef
go back to reference Vettore M, De Marco M, Pallucca C, Bendini M, Gallucci M, Venneri A (2021) White-matter hyperintensity load and differences in resting-state network connectivity based on mild cognitive impairment subtype. Frontiers in Aging Neuroscience 13:737359PubMedPubMedCentralCrossRef Vettore M, De Marco M, Pallucca C, Bendini M, Gallucci M, Venneri A (2021) White-matter hyperintensity load and differences in resting-state network connectivity based on mild cognitive impairment subtype. Frontiers in Aging Neuroscience 13:737359PubMedPubMedCentralCrossRef
go back to reference Walker, G. M. , Hickok, G. (2023). Are recovery of fluency and recovery of phonology antagonistic? Brain awad026 Walker, G. M. , Hickok, G. (2023). Are recovery of fluency and recovery of phonology antagonistic? Brain awad026
go back to reference Wang, Y. , Chung, M. , Fridriksson, J. (2022). Spectral permutation test on persistence diagrams. Proceedings of the IEEE 47th International Conference on Acoustics, Speech and Signal Processing (ICASSP) 1461 – 1465 Wang, Y. , Chung, M. , Fridriksson, J. (2022). Spectral permutation test on persistence diagrams. Proceedings of the IEEE 47th International Conference on Acoustics, Speech and Signal Processing (ICASSP) 1461 – 1465
go back to reference Watson CE, Gotts SJ, Martin A, Buxbaum LJ (2019) Bilateral functional connectivity at rest predicts apraxic symptoms after left hemisphere stroke. NeuroImage: Clinical 21:101526PubMedCrossRef Watson CE, Gotts SJ, Martin A, Buxbaum LJ (2019) Bilateral functional connectivity at rest predicts apraxic symptoms after left hemisphere stroke. NeuroImage: Clinical 21:101526PubMedCrossRef
go back to reference Wen, T. , Hsieh, S. (2016). Network-based analysis reveals functional connectivity related to internet addiction tendency. Frontiers in Human Neuroscience 6 Wen, T. , Hsieh, S. (2016). Network-based analysis reveals functional connectivity related to internet addiction tendency. Frontiers in Human Neuroscience 6
go back to reference Wertz, R. T. , Deal, J. L. , Robinson, A. J. (1984). Classifying the aphasias: a comparison of the boston diagnostic aphasia examination and the western aphasia battery. In: Clinical aphasiology: Proceedings of the conference 1984 (pp. 40–47) Wertz, R. T. , Deal, J. L. , Robinson, A. J. (1984). Classifying the aphasias: a comparison of the boston diagnostic aphasia examination and the western aphasia battery. In: Clinical aphasiology: Proceedings of the conference 1984 (pp. 40–47)
go back to reference Whitaker, H. (2007). Language disorders: Aphasia. In: Encyclopedia of gerontology (second edition) (Second Edition edn, pp. 9-16). New York: Elsevier Whitaker, H. (2007). Language disorders: Aphasia. In: Encyclopedia of gerontology (second edition) (Second Edition edn, pp. 9-16). New York: Elsevier
go back to reference Wilmskoetter J, Busby N, He X, Caciagli L, Roth R, Kristinsson S et al (2023) Dynamic network properties of the superior temporal gyrus mediate the impact of brain age gap on chronic aphasia severity. Communications Biology 6(1):727PubMedPubMedCentralCrossRef Wilmskoetter J, Busby N, He X, Caciagli L, Roth R, Kristinsson S et al (2023) Dynamic network properties of the superior temporal gyrus mediate the impact of brain age gap on chronic aphasia severity. Communications Biology 6(1):727PubMedPubMedCentralCrossRef
go back to reference Wilson SM, Schneck SM (2020) Neuroplasticity in post-stroke aphasia: A systematic review and meta-analysis of functional imaging studies of reorganization of language processing. Neurobiology of Language 2(1):22–82PubMedPubMedCentralCrossRef Wilson SM, Schneck SM (2020) Neuroplasticity in post-stroke aphasia: A systematic review and meta-analysis of functional imaging studies of reorganization of language processing. Neurobiology of Language 2(1):22–82PubMedPubMedCentralCrossRef
go back to reference Xu T, Cullen R, Mueller B, Schreiner WM, K., L. O., Schulz, S. C., Parhi, K. K. (2016) Network analysis of functional brain connectivity in borderline personality disorder using resting-state fmri. NeuroImage: Clinical 11:302–315 Xu T, Cullen R, Mueller B, Schreiner WM, K., L. O., Schulz, S. C., Parhi, K. K. (2016) Network analysis of functional brain connectivity in borderline personality disorder using resting-state fmri. NeuroImage: Clinical 11:302–315
go back to reference Yang M, Li J, Li Z, Yao D, Liao W, Chen H (2017) Whole-brain functional connectome-based multivariate classification of post-stroke aphasia. Neurocomputing 269:199–205CrossRef Yang M, Li J, Li Z, Yao D, Liao W, Chen H (2017) Whole-brain functional connectome-based multivariate classification of post-stroke aphasia. Neurocomputing 269:199–205CrossRef
go back to reference Yang M, Li Y, Li J, Li R, Pang Y, Yao D, Liao W, Chen H (2016) Altered intrinsic regional activity and interregional functional connectivity in post-stroke aphasia. Scientific reports 6:24803PubMedPubMedCentralCrossRef Yang M, Li Y, Li J, Li R, Pang Y, Yao D, Liao W, Chen H (2016) Altered intrinsic regional activity and interregional functional connectivity in post-stroke aphasia. Scientific reports 6:24803PubMedPubMedCentralCrossRef
go back to reference Yourganov G, Fridriksson J, Stark B, Rorden C (2018) Removal of artifacts from resting-state fmri data in stroke. NeuroImage: Clinical 17:297–305PubMedCrossRef Yourganov G, Fridriksson J, Stark B, Rorden C (2018) Removal of artifacts from resting-state fmri data in stroke. NeuroImage: Clinical 17:297–305PubMedCrossRef
go back to reference Yourganov G, Stark BC, Fridriksson J, Bonilha L, Rorden C (2021) Effect of stroke on contralateral functional connectivity. Brain Connectivity 11(7):543–552PubMedPubMedCentralCrossRef Yourganov G, Stark BC, Fridriksson J, Bonilha L, Rorden C (2021) Effect of stroke on contralateral functional connectivity. Brain Connectivity 11(7):543–552PubMedPubMedCentralCrossRef
go back to reference Zaidel D, Zaidel E, Oxbury S, Oxbury J (1995) The interpretation of sentence ambiguity in patients with unilateral focal brain surgery. Brain and language 51(3):458–468PubMedCrossRef Zaidel D, Zaidel E, Oxbury S, Oxbury J (1995) The interpretation of sentence ambiguity in patients with unilateral focal brain surgery. Brain and language 51(3):458–468PubMedCrossRef
go back to reference Zalesky A, Fornito A, Bullmore ET (2010) Network-based statistic: identifying differences in brain networks. NeuroImage 53(4):1197–1207PubMedCrossRef Zalesky A, Fornito A, Bullmore ET (2010) Network-based statistic: identifying differences in brain networks. NeuroImage 53(4):1197–1207PubMedCrossRef
go back to reference Zhan Y, Yao H, Wang P, Zhou B, Zhang Z, Guo Y, Liu Y (2016) Network-based statistic show aberrant functional connectivity in alzheimer’s disease. IEEE Journal of Selected Topics in Signal Processing 10(7):1182–1188CrossRef Zhan Y, Yao H, Wang P, Zhou B, Zhang Z, Guo Y, Liu Y (2016) Network-based statistic show aberrant functional connectivity in alzheimer’s disease. IEEE Journal of Selected Topics in Signal Processing 10(7):1182–1188CrossRef
go back to reference Zhang B, Hua R, Qing Z, Ni L, Zhang X, Zhao H et al (2019) Abnormal brain functional connectivity coupled with hypoperfusion measured by resting-state fmri: An additional contributing factor for cognitive impairment in patients with alzheimer’s disease. Psychiatry Research: Neuroimaging 289:18–25PubMedCrossRef Zhang B, Hua R, Qing Z, Ni L, Zhang X, Zhao H et al (2019) Abnormal brain functional connectivity coupled with hypoperfusion measured by resting-state fmri: An additional contributing factor for cognitive impairment in patients with alzheimer’s disease. Psychiatry Research: Neuroimaging 289:18–25PubMedCrossRef
go back to reference Zhu D, Chang J, Freeman S, Tan Z, Xiao J, Gao Y, Kong J (2014) Changes of functional connectivity in the left frontoparietal network following aphasic stroke. Frontiers in behavioral neuroscience 8:167PubMedPubMedCentralCrossRef Zhu D, Chang J, Freeman S, Tan Z, Xiao J, Gao Y, Kong J (2014) Changes of functional connectivity in the left frontoparietal network following aphasic stroke. Frontiers in behavioral neuroscience 8:167PubMedPubMedCentralCrossRef
go back to reference Zingeser LB, Berndt RS (1990) Retrieval of nouns and verbs in agrammatism and anomia. Brain and language 39(1):14–32PubMedCrossRef Zingeser LB, Berndt RS (1990) Retrieval of nouns and verbs in agrammatism and anomia. Brain and language 39(1):14–32PubMedCrossRef
Metadata
Title
Network-based statistics distinguish anomic and Broca’s aphasia
Authors
Nicholas Riccardi
Xingpei Zhao
Dirk-Bart den Ouden
Julius Fridriksson
Rutvik H. Desai
Yuan Wang
Publication date
30-12-2023
Publisher
Springer Berlin Heidelberg
Keyword
Aphasia
Published in
Brain Structure and Function
Print ISSN: 1863-2653
Electronic ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-023-02738-4