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Upton E, Doogan C, Fleming V, Leyton PQ, Barbera D, Zeidman P, Hope T, Latham W, Coley-Fisher H, Price C, Crinion J, Leff A. Efficacy of a gamified digital therapy for speech production in people with chronic aphasia (iTalkBetter): behavioural and imaging outcomes of a phase II item-randomised clinical trial. EClinicalMedicine 2024; 70:102483. [PMID: 38685927 PMCID: PMC11056404 DOI: 10.1016/j.eclinm.2024.102483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 01/26/2024] [Accepted: 01/26/2024] [Indexed: 05/02/2024] Open
Abstract
Background Aphasia is among the most debilitating of symptoms affecting stroke survivors. Speech and language therapy (SLT) is effective, but many hours of practice are required to make clinically meaningful gains. One solution to this 'dosage' problem is to automate therapeutic approaches via self-supporting apps so people with aphasia (PWA) can amass practice as it suits them. However, response to therapy is variable and no clinical trial has yet identified the key brain regions required to engage with word-retrieval therapy. Methods Between Sep 7, 2020 and Mar 1, 2022 at University College London in the UK, we carried out a phase II, item-randomised clinical trial in 27 PWA using a novel, self-led app, 'iTalkBetter', which utilises confrontation naming therapy. Unlike previously reported apps, it has a real-time utterance verification system that drives its adaptive therapy algorithm. Therapy items were individually randomised to provide balanced lists of 'trained' and 'untrained' items matched on key psycholinguistic variables and baseline performance. PWA practised with iTalkBetter over a 6-week therapy block. Structural and functional MRI data were collected to identify therapy-related changes in brain states. A repeated-measures design was employed. The trial was registered at ClinicalTrials.gov (NCT04566081). Findings iTalkBetter significantly improved naming ability by 13% for trained items compared with no change for untrained items, an average increase of 29 words (SD = 26) per person; beneficial effects persisted at three months. PWA's propositional speech also significantly improved. iTalkBetter use was associated with brain volume increases in right auditory and left anterior prefrontal cortices. Task-based fMRI identified dose-related activity in the right temporoparietal junction. Interpretation Our findings suggested that iTalkBetter significantly improves PWAs' naming ability on trained items. The effect size is similar to a previous RCT of computerised therapy, but this is the first study to show transfer to a naturalistic speaking task. iTalkBetter usage and dose caused observable changes in brain structure and function to key parts of the surviving language perception, production and control networks. iTalkBetter is being rolled-out as an app for all PWA and anomia: https://www.ucl.ac.uk/icn/research/research-groups/neurotherapeutics/projects/digital-interventions-neuro-rehabilitation-0 so that they can increase their dosage of practice-based SLT. Funding National Institute for Health and Care Research, Wellcome Centre for Human Neuroimaging.
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Affiliation(s)
- Emily Upton
- UCL Queen Square Institute of Neurology, University College London, UK
- Institute of Cognitive Neuroscience, University College London, UK
- Department of Psychology and Language Sciences, University College London, UK
| | - Catherine Doogan
- UCL Queen Square Institute of Neurology, University College London, UK
- Institute of Cognitive Neuroscience, University College London, UK
- St George’s, University of London, UK
| | - Victoria Fleming
- Department of Psychology and Language Sciences, University College London, UK
| | | | - David Barbera
- Institute of Cognitive Neuroscience, University College London, UK
| | - Peter Zeidman
- Wellcome Centre for Human Neuroimaging, University College London, UK
| | - Tom Hope
- Wellcome Centre for Human Neuroimaging, University College London, UK
- Department of Psychology and Social Science, John Cabot University, Rome, Italy
| | - William Latham
- Department of Computing, Goldsmiths, University of London, UK
| | | | - Cathy Price
- Wellcome Centre for Human Neuroimaging, University College London, UK
| | - Jennifer Crinion
- Institute of Cognitive Neuroscience, University College London, UK
- Department of Psychology and Language Sciences, University College London, UK
| | - Alex Leff
- UCL Queen Square Institute of Neurology, University College London, UK
- Institute of Cognitive Neuroscience, University College London, UK
- University College London Hospitals NHS Trust, UK
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Shekari E, Seyfi M, Modarres Zadeh A, Batouli SA, Valinejad V, Goudarzi S, Joghataei MT. Mechanisms of brain activation following naming therapy in aphasia: A systematic review on task-based fMRI studies. APPLIED NEUROPSYCHOLOGY. ADULT 2023; 30:780-801. [PMID: 35666667 DOI: 10.1080/23279095.2022.2074849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
The pattern of brain neuroplasticity after naming therapies in patients with aphasia can be evaluated using task-based fMRI. This article aims to review studies investigating brain reorganization after semantic and phonological-based anomia therapy that used picture-naming fMRI tasks. We searched for those articles that compared the activation of brain areas before and after aphasia therapies in the PubMed and the EMBASE databases from 1993 up to April 2020. All studies (single-cases or group designs) on anomia treatment in individuals with acquired aphasia were reviewed. Data were synthesized descriptively through tables to allow the facilitated comparison of the studies. A total of 14 studies were selected and reviewed. The results of the reviewed studies demonstrated that the naming improvement is associated with changes in the activation of cortical and subcortical brain areas. This review highlights the need for a more systematic investigation of the association between decreased and increased activation of brain areas related to anomia therapy. Also, more detailed information about factors influencing brain reorganization is required to elucidate the neural mechanisms of anomia therapy. Overall, regarding the theoretical and clinical aspects, the number of studies that used intensive protocol is growing, and based on the positive potential of these treatments, they could be suitable for the rehabilitation of people with aphasia.
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Affiliation(s)
- Ehsan Shekari
- Department of Neuroscience, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Milad Seyfi
- Medical Physics and Biomedical Engineering, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Amin Modarres Zadeh
- Department of Speech Therapy, Faculty of Rehabilitation, Tehran University of Medical science, Tehran, Iran
| | - Seyed Amirhossein Batouli
- Neuroimaging and Analysis Group, Tehran University of Medical Sciences, Tehran, Iran
- School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Vahid Valinejad
- Department of Speech Therapy, Faculty of Rehabilitation, Tehran University of Medical science, Tehran, Iran
| | - Sepideh Goudarzi
- Department of Pharmacology and Toxicology, Tehran University of Medical Science, Tehran, Iran
| | - Mohammad Taghi Joghataei
- Department of Neuroscience, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran
- Cellular and Molecular Research Center, Iran University of Medical Sciences, Tehran, Iran
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Simic T, Desjardins MÈ, Courson M, Bedetti C, Houzé B, Brambati SM. Treatment-induced neuroplasticity after anomia therapy in post-stroke aphasia: A systematic review of neuroimaging studies. BRAIN AND LANGUAGE 2023; 244:105300. [PMID: 37633250 DOI: 10.1016/j.bandl.2023.105300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 05/02/2023] [Accepted: 06/21/2023] [Indexed: 08/28/2023]
Abstract
We systematically reviewed the literature on neural changes following anomia treatment post-stroke. We conducted electronic searches of CINAHL, Cochrane Trials, Embase, Ovid MEDLINE, MEDLINE-in-Process and PsycINFO databases; two independent raters assessed all abstracts and full texts. Accepted studies reported original data on adults with post-stroke aphasia, who received behavioural treatment for anomia, and magnetic resonance brain imaging (MRI) pre- and post-treatment. Search results yielded 2481 citations; 33 studies were accepted. Most studies employed functional MRI and the quality of reporting neuroimaging methodology was variable, particularly for pre-processing steps and statistical analyses. The most methodologically robust data were synthesized, focusing on pre- versus post-treatment contrasts. Studies more commonly reported increases (versus decreases) in activation following naming therapy, primarily in the left supramarginal gyrus, and left/bilateral precunei. Our findings highlight the methodological heterogeneity across MRI studies, and the paucity of robust evidence demonstrating direct links between brain and behaviour in anomia rehabilitation.
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Affiliation(s)
- Tijana Simic
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal (CRIUGM), 4545 Queen Mary R.d., Montréal, QC H3W 1W4, Canada; Département de Psychologie, Université de Montréal, 90 Vincent-d'Indy Avenue, Montréal, QC H2V 2S9, Canada; Hôpital du Sacré-Cœur de Montréal (HSCM), 5400 Boul Gouin O, Montréal, QC H4J 1C5, Canada.
| | - Marie-Ève Desjardins
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal (CRIUGM), 4545 Queen Mary R.d., Montréal, QC H3W 1W4, Canada; Département de Psychologie, Université de Montréal, 90 Vincent-d'Indy Avenue, Montréal, QC H2V 2S9, Canada; Hôpital du Sacré-Cœur de Montréal (HSCM), 5400 Boul Gouin O, Montréal, QC H4J 1C5, Canada
| | - Melody Courson
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal (CRIUGM), 4545 Queen Mary R.d., Montréal, QC H3W 1W4, Canada; Département de Psychologie, Université de Montréal, 90 Vincent-d'Indy Avenue, Montréal, QC H2V 2S9, Canada
| | - Christophe Bedetti
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal (CRIUGM), 4545 Queen Mary R.d., Montréal, QC H3W 1W4, Canada
| | - Bérengère Houzé
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal (CRIUGM), 4545 Queen Mary R.d., Montréal, QC H3W 1W4, Canada; Département de Psychologie, Université de Montréal, 90 Vincent-d'Indy Avenue, Montréal, QC H2V 2S9, Canada
| | - Simona Maria Brambati
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal (CRIUGM), 4545 Queen Mary R.d., Montréal, QC H3W 1W4, Canada; Département de Psychologie, Université de Montréal, 90 Vincent-d'Indy Avenue, Montréal, QC H2V 2S9, Canada; Hôpital du Sacré-Cœur de Montréal (HSCM), 5400 Boul Gouin O, Montréal, QC H4J 1C5, Canada
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Barbieri E, Thompson CK, Higgins J, Caplan D, Kiran S, Rapp B, Parrish T. Treatment-induced neural reorganization in aphasia is language-domain specific: Evidence from a large-scale fMRI study. Cortex 2023; 159:75-100. [PMID: 36610109 PMCID: PMC9931666 DOI: 10.1016/j.cortex.2022.11.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 08/14/2022] [Accepted: 11/29/2022] [Indexed: 12/23/2022]
Abstract
Studies investigating the effects of language intervention on the re-organization of language networks in chronic aphasia have resulted in mixed findings, likely related to-among other factors-the language function targeted during treatment. The present study investigated the effects of the type of treatment provided on neural reorganization. Seventy individuals with chronic stroke-induced aphasia, recruited from three research laboratories and meeting criteria for agrammatism, anomia or dysgraphia were assigned to either treatment (N = 51) or control (N = 19) groups. Participants in the treatment group received 12-weeks of language intervention targeting sentence comprehension/production, naming, or spelling. At baseline and post-testing, all participants performed an fMRI story comprehension task, with blocks of auditorily-presented stories alternated with blocks of reversed speech. Participants in the treatment, but not control, group significantly improved in the treated language domain. FMRI region-of-interest (ROI) analyses, conducted within regions that were either active (or homologous to active) regions in a group of 22 healthy participants on the story comprehension task, revealed a significant increase in activation from pre-to post-treatment in right-hemisphere homologues of these regions for participants in the sentence and spelling, but not naming, treatment groups, not predicted by left-hemisphere lesion size. For the sentence (but not the spelling) treatment group, activation changes within right-hemisphere homologues of language regions were positively associated with changes in measures of verb and sentence comprehension. These findings support previous research pointing to recruitment of right hemisphere tissue as a viable route for language recovery and suggest that sentence-level treatment may promote greater neuroplasticity on naturalistic, language comprehension tasks, compared to word-level treatment.
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Affiliation(s)
- Elena Barbieri
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Communication Sciences and Disorders, School of Communication, Northwestern University, 70 Arts Circle Drive, Evanston, IL 60208, USA.
| | - Cynthia K Thompson
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Communication Sciences and Disorders, School of Communication, Northwestern University, 70 Arts Circle Drive, Evanston, IL 60208, USA; Department of Neurology, Feinberg School of Medicine, Northwestern University, 303 East Chicago Avenue, Chicago, IL 60611, USA
| | - James Higgins
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Radiology, Feinberg School of Medicine, Northwestern University, 737 N Michigan Avenue, Chicago, IL 60611, USA
| | - David Caplan
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Neurology, Massachusetts General Hospital, Harvard Medical School, 15 Parkman Street, Boston, MA 02114, USA
| | - Swathi Kiran
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Speech, Language, And Hearing, College of Health & Rehabilitation, Boston University, 635 Commonwealth Avenue, Boston, MA 02215, USA
| | - Brenda Rapp
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Cognitive Science, Krieger School of Arts & Sciences, Johns Hopkins Univeristy, 3400 N Charles Street, Baltimore, MD 21218, USA
| | - Todd Parrish
- Center for the Neurobiology of Language Recovery, Northwestern University, 2240 Campus Drive, Evanston, IL 60208, USA; Department of Radiology, Feinberg School of Medicine, Northwestern University, 737 N Michigan Avenue, Chicago, IL 60611, USA
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5
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Geva S, Schneider LM, Khan S, Lorca-Puls DL, Gajardo-Vidal A, Hope TMH, Green DW, Price CJ. Enhanced left superior parietal activation during successful speech production in patients with left dorsal striatal damage and error-prone neurotypical participants. Cereb Cortex 2022; 33:3437-3453. [PMID: 35965059 PMCID: PMC10068299 DOI: 10.1093/cercor/bhac282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 06/24/2022] [Accepted: 06/25/2022] [Indexed: 11/15/2022] Open
Abstract
Abstract
Functional imaging studies of neurotypical adults report activation in the left putamen during speech production. The current study asked how stroke survivors with left putamen damage are able to produce correct spoken responses during a range of speech production tasks. Using functional magnetic resonance imaging, activation during correct speech production responses was assessed in 5 stroke patients with circumscribed left dorsal striatal lesions, 66 stroke patient controls who did not have focal left dorsal striatal lesions, and 54 neurotypical adults. As a group, patients with left dorsal striatal damage (our patients of interest) showed higher activation than neurotypical controls in the left superior parietal cortex during successful speech production. This effect was not specific to patients with left dorsal striatal lesions as we observed enhanced activation in the same region in some patient controls and also in more error-prone neurotypical participants. Our results strongly suggest that enhanced left superior parietal activation supports speech production in diverse challenging circumstances, including those caused by stroke damage. They add to a growing body of literature indicating how upregulation within undamaged parts of the neural systems already recruited by neurotypical adults contributes to recovery after stroke.
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Affiliation(s)
- Sharon Geva
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
| | - Letitia M Schneider
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- Department of Cognition , Emotion, and Methods in Psychology, Faculty of Psychology, , Universitätsring 1, 1010 Vienna , Austria
- University of Vienna , Emotion, and Methods in Psychology, Faculty of Psychology, , Universitätsring 1, 1010 Vienna , Austria
| | - Shamima Khan
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
| | - Diego L Lorca-Puls
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- Sección Neurología , Departamento de Especialidades, Facultad de Medicina, , Victor Lamas 1290, Concepción, 4030000 , Chile
- Universidad de Concepción , Departamento de Especialidades, Facultad de Medicina, , Victor Lamas 1290, Concepción, 4030000 , Chile
| | - Andrea Gajardo-Vidal
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- Faculty of Health Sciences, Universidad del Desarrollo , Ainavillo 456, Concepción, 4070001 , Chile
| | - Thomas M H Hope
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
| | - David W Green
- Department of Experimental Psychology , Faculty of Brain Sciences, , 26 Bedford Way, London, WC1H 0AP , United Kingdom
- University College London , Faculty of Brain Sciences, , 26 Bedford Way, London, WC1H 0AP , United Kingdom
| | - Cathy J Price
- Wellcome Centre for Human Neuroimaging , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
- University College London , Institute of Neurology, , 12 Queen Square, London WC1N 3AR , United Kingdom
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Kristinsson S, den Ouden DB, Rorden C, Newman-Norlund R, Neils-Strunjas J, Fridriksson J. Predictors of Therapy Response in Chronic Aphasia: Building a Foundation for Personalized Aphasia Therapy. J Stroke 2022; 24:189-206. [PMID: 35677975 PMCID: PMC9194549 DOI: 10.5853/jos.2022.01102] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 04/21/2022] [Indexed: 11/12/2022] Open
Abstract
Chronic aphasia, a devastating impairment of language, affects up to a third of stroke survivors. Speech and language therapy has consistently been shown to improve language function in prior clinical trials, but few clinicially applicable predictors of individual therapy response have been identified to date. Consequently, clinicians struggle substantially with prognostication in the clinical management of aphasia. A rising prevalence of aphasia, in particular in younger populations, has emphasized the increasing demand for a personalized approach to aphasia therapy, that is, therapy aimed at maximizing language recovery of each individual with reference to evidence-based clinical recommendations. In this narrative review, we discuss the current state of the literature with respect to commonly studied predictors of therapy response in aphasia. In particular, we focus our discussion on biographical, neuropsychological, and neurobiological predictors, and emphasize limitations of the literature, summarize consistent findings, and consider how the research field can better support the development of personalized aphasia therapy. In conclusion, a review of the literature indicates that future research efforts should aim to recruit larger samples of people with aphasia, including by establishing multisite aphasia research centers.
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Affiliation(s)
- Sigfus Kristinsson
- Center for the Study of Aphasia Recovery, University of South Carolina, Columbia, SC, USA
- Department of Communication Sciences and Disorders, University of South Carolina, Columbia, SC, USA
- Correspondence: Sigfus Kristinsson Department of Communication Sciences and Disorders, University of South Carolina, 915 Greene Street, Columbia, SC 29209, USA Tel: +1-803-553-4689 Fax: +1-803-777-9547 E-mail:
| | - Dirk B. den Ouden
- Center for the Study of Aphasia Recovery, University of South Carolina, Columbia, SC, USA
- Department of Communication Sciences and Disorders, University of South Carolina, Columbia, SC, USA
| | - Chris Rorden
- Center for the Study of Aphasia Recovery, University of South Carolina, Columbia, SC, USA
- Department of Psychology, University of South Carolina, Columbia, SC, USA
| | - Roger Newman-Norlund
- Center for the Study of Aphasia Recovery, University of South Carolina, Columbia, SC, USA
- Department of Psychology, University of South Carolina, Columbia, SC, USA
| | - Jean Neils-Strunjas
- Department of Communication Sciences and Disorders, University of South Carolina, Columbia, SC, USA
| | - Julius Fridriksson
- Center for the Study of Aphasia Recovery, University of South Carolina, Columbia, SC, USA
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7
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Li R, Mukadam N, Kiran S. Functional MRI evidence for reorganization of language networks after stroke. HANDBOOK OF CLINICAL NEUROLOGY 2022; 185:131-150. [PMID: 35078595 DOI: 10.1016/b978-0-12-823384-9.00007-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
In this chapter, we review fMRI evidence for language reorganization in individuals with poststroke aphasia. Several studies in the current literature have utilized fMRI as a tool to understand patterns of functional reorganization in poststroke aphasia. Consistent with previous models that have been proposed to explain the trajectory of language recovery, differential patterns of language processing and language recovery have been identified across individuals with poststroke aphasia in different stages of recovery. Overall, a global network breakdown typically occurs in the early stages of aphasia recovery, followed by normalization in "traditional" left hemisphere language networks. Depending on individual characteristics, right hemisphere regions and bilateral domain-general regions may be further recruited. The main takeaway of this chapter is that poststroke aphasia recovery does not depend on individual neural regions, but rather involves a complex interaction among regions in larger networks. Many of the unresolved issues and contrastive findings in the literature warrant further research with larger groups of participants and standard protocols of fMRI implementation.
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Affiliation(s)
- Ran Li
- Department of Speech, Language and Hearing Sciences, Boston University, Boston, MA, United States
| | - Nishaat Mukadam
- Department of Speech, Language and Hearing Sciences, Boston University, Boston, MA, United States
| | - Swathi Kiran
- Department of Speech, Language and Hearing Sciences, Boston University, Boston, MA, United States.
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Zhang J, Zhou Z, Li L, Ye J, Shang D, Zhong S, Yao B, Xu C, Yu Y, He F, Ye X, Luo B. Cerebral perfusion mediated by thalamo-cortical functional connectivity in non-dominant thalamus affects naming ability in aphasia. Hum Brain Mapp 2021; 43:940-954. [PMID: 34698418 PMCID: PMC8764486 DOI: 10.1002/hbm.25696] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 10/14/2021] [Accepted: 10/15/2021] [Indexed: 02/04/2023] Open
Abstract
Naming is a commonly impaired language domain in various types of aphasia. Emerging evidence supports the cortico‐subcortical circuitry subserving naming processing, although neurovascular regulation of the non‐dominant thalamic and basal ganglia subregions underlying post‐stroke naming difficulty remains unclear. Data from 25 subacute stroke patients and 26 age‐, sex‐, and education‐matched healthy volunteers were analyzed. Region‐of‐interest‐wise functional connectivity (FC) was calculated to measure the strength of cortico‐subcortical connections. Cerebral blood flow (CBF) was determined to reflect perfusion levels. Correlation and mediation analyses were performed to identify the relationship between cortico‐subcortical connectivity, regional cerebral perfusion, and naming performance. We observed increased right‐hemispheric subcortical connectivity in patients. FC between the right posterior superior temporal sulcus (pSTS) and lateral/medial prefrontal thalamus (lPFtha/mPFtha) exhibited significantly negative correlations with total naming score. Trend‐level increased CBF in subcortical nuclei, including that in the right lPFtha, and significant negative correlations between naming and regional perfusion of the right lPFtha were observed. The relationship between CBF in the right lPFtha and naming was fully mediated by the lPFtha‐pSTS connectivity in the non‐dominant hemisphere. Our findings suggest that perfusion changes in the right thalamic subregions affect naming performance through thalamo‐cortical circuits in post‐stroke aphasia. This study highlights the neurovascular pathophysiology of the non‐dominant hemisphere and demonstrates thalamic involvement in naming after stroke.
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Affiliation(s)
- Jie Zhang
- Rehabilitation Medicine Center & Rehabilitation Research Institute of Zhejiang Province, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China.,Department of Neurology & Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Zhen Zhou
- Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Lingling Li
- Department of Neurology & Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Jing Ye
- Rehabilitation Medicine Center & Rehabilitation Research Institute of Zhejiang Province, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China
| | - Desheng Shang
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Shuchang Zhong
- Rehabilitation Medicine Center & Rehabilitation Research Institute of Zhejiang Province, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China
| | - Bo Yao
- Rehabilitation Medicine Center & Rehabilitation Research Institute of Zhejiang Province, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China
| | - Cong Xu
- Rehabilitation Medicine Center & Rehabilitation Research Institute of Zhejiang Province, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China
| | - Yamei Yu
- Department of Neurology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Fangping He
- Department of Neurology & Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xiangming Ye
- Rehabilitation Medicine Center & Rehabilitation Research Institute of Zhejiang Province, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, China
| | - Benyan Luo
- Department of Neurology & Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.,Collaborative Innovation Center for Brain Science, Zhejiang University School of Medicine, Hangzhou, China
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9
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Wilmskoetter J, Fridriksson J, Basilakos A, Phillip Johnson L, Marebwa B, Rorden C, Warner G, Hickok G, Hillis AE, Bonilha L. Indirect White Matter Pathways Are Associated With Treated Naming Improvement in Aphasia. Neurorehabil Neural Repair 2021; 35:346-355. [PMID: 33719732 DOI: 10.1177/1545968321999052] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND White matter disconnection of language-specific brain regions associates with worse aphasia recovery. Despite a loss of direct connections, many stroke survivors may maintain indirect connections between brain regions. OBJECTIVE To determine (1) whether preserved direct connections between language-specific brain regions relate to better poststroke naming treatment outcomes compared to no direct connections and (2) whether for individuals with a loss of direct connections, preserved indirect connections are associated with better treatment outcomes compared to individuals with no connections. METHODS We computed structural whole-brain connectomes from 69 individuals with chronic left-hemisphere stroke and aphasia who completed a 3-week-long language treatment that was supplemented by either anodal transcranial direct current stimulation (A-tDCS) or sham stimulation (S-tDCS). We determined differences in naming improvement between individuals with direct, indirect, and no connections using 1-way analyses of covariance and multivariable linear regressions. RESULTS Independently of tDCS modality, direct or indirect connections between the inferior frontal gyrus pars opercularis and angular gyrus were both associated with a greater increase in correct naming compared to no connections (P = .027 and P = .039, respectively). Participants with direct connections between the inferior frontal gyrus pars opercularis and middle temporal gyrus who received S-tDCS and participants with indirect connections who received A-tDCS significantly improved in naming accuracy. CONCLUSIONS Poststroke preservation of indirect white matter connections is associated with better treated naming improvement in aphasia even when direct connections are damaged. This mechanistic information can be used to stratify and predict treated naming recovery in individuals with aphasia.
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Affiliation(s)
| | | | | | | | | | | | - Graham Warner
- Medical University of South Carolina, Charleston, SC, USA
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Wilson SM, Schneck SM. Neuroplasticity in post-stroke aphasia: A systematic review and meta-analysis of functional imaging studies of reorganization of language processing. NEUROBIOLOGY OF LANGUAGE (CAMBRIDGE, MASS.) 2021; 2:22-82. [PMID: 33884373 PMCID: PMC8057712 DOI: 10.1162/nol_a_00025] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/23/2023]
Abstract
Recovery from aphasia is thought to depend on neural plasticity, that is, functional reorganization of surviving brain regions such that they take on new or expanded roles in language processing. We carried out a systematic review and meta-analysis of all articles published between 1995 and early 2020 that have described functional imaging studies of six or more individuals with post-stroke aphasia, and have reported analyses bearing on neuroplasticity of language processing. Each study was characterized and appraised in detail, with particular attention to three critically important methodological issues: task performance confounds, contrast validity, and correction for multiple comparisons. We identified 86 studies describing a total of 561 relevant analyses. We found that methodological limitations related to task performance confounds, contrast validity, and correction for multiple comparisons have been pervasive. Only a few claims about language processing in individuals with aphasia are strongly supported by the extant literature: first, left hemisphere language regions are less activated in individuals with aphasia than neurologically normal controls, and second, in cohorts with aphasia, activity in left hemisphere language regions, and possibly a temporal lobe region in the right hemisphere, is positively correlated with language function. There is modest, equivocal evidence for the claim that individuals with aphasia differentially recruit right hemisphere homotopic regions, but no compelling evidence for differential recruitment of additional left hemisphere regions or domain-general networks. There is modest evidence that left hemisphere language regions return to function over time, but no compelling longitudinal evidence for dynamic reorganization of the language network.
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Affiliation(s)
- Stephen M. Wilson
- Address for correspondence: Stephen M. Wilson, Department of Hearing and Speech Sciences, Vanderbilt University Medical Center, 1215 21st Ave S, MCE 8310, Nashville, TN 37232. Phone: 615-936-5810.
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11
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Schevenels K, Price CJ, Zink I, De Smedt B, Vandermosten M. A Review on Treatment-Related Brain Changes in Aphasia. NEUROBIOLOGY OF LANGUAGE (CAMBRIDGE, MASS.) 2020; 1:402-433. [PMID: 37215585 PMCID: PMC10158631 DOI: 10.1162/nol_a_00019] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 06/29/2020] [Indexed: 05/24/2023]
Abstract
Numerous studies have investigated brain changes associated with interventions targeting a range of language problems in patients with aphasia. We strive to integrate the results of these studies to examine (1) whether the focus of the intervention (i.e., phonology, semantics, orthography, syntax, or rhythmic-melodic) determines in which brain regions changes occur; and (2a) whether the most consistent changes occur within the language network or outside, and (2b) whether these are related to individual differences in language outcomes. The results of 32 studies with 204 unique patients were considered. Concerning (1), the location of treatment-related changes does not clearly depend on the type of language processing targeted. However, there is some support that rhythmic-melodic training has more impact on the right hemisphere than linguistic training. Concerning (2), we observed that language recovery is not only associated with changes in traditional language-related structures in the left hemisphere and homolog regions in the right hemisphere, but also with more medial and subcortical changes (e.g., precuneus and basal ganglia). Although it is difficult to draw strong conclusions, because there is a lack of systematic large-scale studies on this topic, this review highlights the need for an integrated approach to investigate how language interventions impact on the brain. Future studies need to focus on larger samples preserving subject-specific information (e.g., lesion effects) to cope with the inherent heterogeneity of stroke-induced aphasia. In addition, recovery-related changes in whole-brain connectivity patterns need more investigation to provide a comprehensive neural account of treatment-related brain plasticity and language recovery.
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Affiliation(s)
- Klara Schevenels
- Experimental Oto-Rhino-Laryngology, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Cathy J. Price
- Welcome Centre for Human Neuroimaging, Institute of Neurology, University College London, UK
| | - Inge Zink
- Experimental Oto-Rhino-Laryngology, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Bert De Smedt
- Parenting and Special Education Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Maaike Vandermosten
- Experimental Oto-Rhino-Laryngology, Department of Neurosciences, KU Leuven, Leuven, Belgium
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Johnson JP, Meier EL, Pan Y, Kiran S. Treatment-related changes in neural activation vary according to treatment response and extent of spared tissue in patients with chronic aphasia. Cortex 2019; 121:147-168. [PMID: 31627014 DOI: 10.1016/j.cortex.2019.08.016] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2018] [Revised: 06/21/2019] [Accepted: 08/23/2019] [Indexed: 11/25/2022]
Abstract
Neuroimaging studies of aphasia recovery have linked treatment-related improvements in language processing to changes in functional brain activation in left hemisphere language regions and their right hemisphere homologues. Although there is some consensus that better behavioral outcomes are achieved when activation is restored to the left hemisphere, the circumstances that dictate how and why regions in both hemispheres respond to naming therapy are still unclear. In this study, an fMRI picture-naming task was used to examine 16 regions of interest in 26 patients with chronic aphasia before and after 12 weeks of semantic naming treatment. Ten control patients who did not receive treatment and 17 healthy controls were also scanned. Naming therapy resulted in a significant increase in cortical activation, an effect that was largely driven by patients who responded most favorably to treatment, as patients who responded less favorably (as well as those who did not receive treatment) had little change in activation over time. Relative to healthy controls, patients had higher pre-treatment activation in the bilateral inferior frontal gyri (IFG) and lower activation in the bilateral angular gyri; after treatment, they had higher activation in bilateral IFG, as well as in the right middle frontal gyrus. These results suggest that the predominant effect of beneficial naming treatment was an upregulation of traditional language areas and their right hemisphere homologues and, in particular, regions associated with phonological and semantic/executive semantic processing, as well as broader domain general functions. Additionally, in some left hemisphere regions, post-treatment changes in activation were greater when there was more damage than when there was less damage, indicating that spared tissue in otherwise highly damaged regions can be modulated by treatment.
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Affiliation(s)
- Jeffrey P Johnson
- Aphasia Research Laboratory, Department of Speech, Language & Hearing Sciences, Sargent College of Health & Rehabilitation Sciences, Boston University, Boston, MA, USA.
| | - Erin L Meier
- Aphasia Research Laboratory, Department of Speech, Language & Hearing Sciences, Sargent College of Health & Rehabilitation Sciences, Boston University, Boston, MA, USA
| | - Yue Pan
- Aphasia Research Laboratory, Department of Speech, Language & Hearing Sciences, Sargent College of Health & Rehabilitation Sciences, Boston University, Boston, MA, USA
| | - Swathi Kiran
- Aphasia Research Laboratory, Department of Speech, Language & Hearing Sciences, Sargent College of Health & Rehabilitation Sciences, Boston University, Boston, MA, USA
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How Does iReadMore Therapy Change the Reading Network of Patients with Central Alexia? J Neurosci 2019; 39:5719-5727. [PMID: 31085605 DOI: 10.1523/jneurosci.1426-18.2019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Revised: 03/07/2019] [Accepted: 03/16/2019] [Indexed: 11/21/2022] Open
Abstract
Central alexia (CA) is an acquired reading disorder co-occurring with a generalized language deficit (aphasia). The roles of perilesional and ipsilesional tissue in recovery from poststroke aphasia are unclear. We investigated the impact of reading training (using iReadMore, a therapy app) on the connections within and between the right and left hemisphere of the reading network of patients with CA. In patients with pure alexia, iReadMore increased feedback from left inferior frontal gyrus (IFG) region to the left occipital (OCC) region. We aimed to identify whether iReadMore therapy was effective through a similar mechanism in patients with CA. Participants with chronic poststroke CA (n = 23) completed 35 h of iReadMore training over 4 weeks. Reading accuracy for trained and untrained words was assessed before and after therapy. The neural response to reading trained and untrained words in the left and right OCC, ventral occipitotemporal, and IFG regions was examined using event-related magnetoencephalography. The training-related modulation in effective connectivity between regions was modeled at the group level with dynamic causal modeling. iReadMore training improved participants' reading accuracy by an average of 8.4% (range, -2.77 to 31.66) while accuracy for untrained words was stable. Training increased regional sensitivity in bilateral frontal and occipital regions, and strengthened feedforward connections within the left hemisphere. Our data suggest that iReadMore training in these patients modulates lower-order visual representations, as opposed to higher-order, more abstract representations, to improve word-reading accuracy.SIGNIFICANCE STATEMENT This is the first study to conduct a network-level analysis of therapy effects in participants with poststroke central alexia. When patients trained with iReadMore (a multimodal, behavioral, mass practice, computer-based therapy), reading accuracy improved by an average 8.4% on trained items. A network analysis of the magnetoencephalography data associated with this improvement revealed an increase in regional sensitivity in bilateral frontal and occipital regions and strengthening of feedforward connections within the left hemisphere. This indicates that in patients with CA iReadMore engages lower-order, intact resources within the left hemisphere (posterior to their lesion locations) to improve word reading. This provides a foundation for future research to investigate reading network modulation in different CA subtypes, or for sentence-level therapy.
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Barbieri E, Mack J, Chiappetta B, Europa E, Thompson CK. Recovery of offline and online sentence processing in aphasia: Language and domain-general network neuroplasticity. Cortex 2019; 120:394-418. [PMID: 31419597 DOI: 10.1016/j.cortex.2019.06.015] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Revised: 04/09/2019] [Accepted: 06/13/2019] [Indexed: 12/29/2022]
Abstract
This paper examined the effects of treatment on both offline and online sentence processing and associated neuroplasticity within sentence processing and dorsal attention networks in chronic stroke-induced agrammatic aphasia. Twenty-three neurotypical adults and 19 individuals with aphasia served as participants. Aphasic individuals were randomly assigned to receive a 12-week course of linguistically-based treatment of passive sentence production and comprehension (N = 14, treatment group) or to serve as control participants (N = 5, natural history group). Both aphasic groups performed two offline tasks at baseline and three months following (at post-testing) to assess production and comprehension of trained passive structures and untrained syntactically related and unrelated structures. The aphasic participants and a healthy age-matched group also performed an online eyetracking comprehension task and a picture-verification fMRI task, which were repeated at post-testing for the aphasic groups. Results showed that individuals in the treatment, but not in the natural history, group improved on production and comprehension of both trained structures and untrained syntactically related structures. Treatment also resulted in a shift toward more normal-like eye movements and a significant increase in neural activation from baseline to post-testing. Upregulation encompassed right hemisphere regions homologs of left hemisphere regions involved in both sentence processing and domain-general functions and was positively correlated with treatment gains, as measured by offline comprehension accuracy, and with changes in processing strategies during sentence comprehension, as measured by eyetracking. These findings provide compelling evidence in favor of the contribution of both networks within the right hemisphere to the restoration of normal-like sentence processing patterns in chronic aphasia.
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Affiliation(s)
- Elena Barbieri
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA.
| | - Jennifer Mack
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
| | - Brianne Chiappetta
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
| | - Eduardo Europa
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
| | - Cynthia K Thompson
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA; Cognitive Neurology and Alzheimer's Disease Center, Northwestern University, Chicago, IL, USA; Department of Neurology, Northwestern University, Chicago, IL, USA
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15
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Meier EL, Johnson JP, Pan Y, Kiran S. A lesion and connectivity-based hierarchical model of chronic aphasia recovery dissociates patients and healthy controls. NEUROIMAGE-CLINICAL 2019; 23:101919. [PMID: 31491828 PMCID: PMC6702239 DOI: 10.1016/j.nicl.2019.101919] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2018] [Revised: 06/05/2019] [Accepted: 06/30/2019] [Indexed: 12/28/2022]
Abstract
Traditional models of left hemisphere stroke recovery propose that reactivation of remaining ipsilesional tissue is optimal for language processing whereas reliance on contralesional right hemisphere homologues is less beneficial or possibly maladaptive in the chronic recovery stage. However, neuroimaging evidence for this proposal is mixed. This study aimed to elucidate patterns of effective connectivity in patients with chronic aphasia in light of healthy control connectivity patterns and in relation to damaged tissue within left hemisphere regions of interest and according to performance on a semantic decision task. Using fMRI and dynamic causal modeling, biologically-plausible models within four model families were created to correspond to potential neural recovery patterns, including Family A: Left-lateralized connectivity (i.e., no/minimal damage), Family B: Bilateral anterior-weighted connectivity (i.e., posterior damage), Family C: Bilateral posterior-weighted connectivity (i.e., anterior damage) and Family D: Right-lateralized connectivity (i.e., extensive damage). Controls exhibited a strong preference for left-lateralized network models (Family A) whereas patients demonstrated a split preference for Families A and C. At the level of connections, controls exhibited stronger left intrahemispheric task-modulated connections than did patients. Within the patient group, damage to left superior frontal structures resulted in greater right intrahemispheric connectivity whereas damage to left ventral structures resulted in heightened modulation of left frontal regions. Lesion metrics best predicted accuracy on the fMRI task and aphasia severity whereas left intrahemispheric connectivity predicted fMRI task reaction times. These results are discussed within the context of the hierarchical recovery model of chronic aphasia. The semantic network in neurologically-intact, healthy controls was characterized by left-lateralized connectivity. Patient connectivity was split between left-lateralized and bilateral, posterior-weighted (i.e., anterior damage) models. Controls solely recruited LITG-driven connections whereas patients recruited a distributed network of connections. Within the patient group, intra- and inter-hemispheric connections were related to lesion site and/or size. Lesion size predicted aphasia severity and fMRI task accuracy, and effective connectivity predicted task reaction times.
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Affiliation(s)
- Erin L Meier
- Department of Speech, Language, & Hearing Sciences, Sargent College of Health and Rehabilitation Sciences, Boston University, 635 Commonwealth Avenue, Room 326, Boston, MA 02215, United States of America.
| | - Jeffrey P Johnson
- Department of Speech, Language, & Hearing Sciences, Sargent College of Health and Rehabilitation Sciences, Boston University, 635 Commonwealth Avenue, Room 326, Boston, MA 02215, United States of America
| | - Yue Pan
- Department of Speech, Language, & Hearing Sciences, Sargent College of Health and Rehabilitation Sciences, Boston University, 635 Commonwealth Avenue, Room 326, Boston, MA 02215, United States of America
| | - Swathi Kiran
- Department of Speech, Language, & Hearing Sciences, Sargent College of Health and Rehabilitation Sciences, Boston University, 635 Commonwealth Avenue, Room 326, Boston, MA 02215, United States of America
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16
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Quique YM, Evans WS, Dickey MW. Acquisition and Generalization Responses in Aphasia Naming Treatment: A Meta-Analysis of Semantic Feature Analysis Outcomes. AMERICAN JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2019; 28:230-246. [PMID: 30208415 DOI: 10.1044/2018_ajslp-17-0155] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Purpose This meta-analysis synthesizes results from published studies that used semantic feature analysis (SFA) treatment to improve naming for people with aphasia. It examines how both person- and treatment-related variables affected the likelihood of correct naming responses in individual probe sessions for both acquisition (treated) and generalization (untreated) stimuli. Method The meta-analysis compiled data from 12 studies analyzing a total of 35 participants with aphasia. It used mixed-effects models as a novel statistical tool to examine the effects of 2 sets of variables on naming performance: treatment-related variables, including treatment phase (baseline vs. treatment), dosage (number of treatment sessions), and stimulus type (treated vs. untreated, semantically related vs. unrelated items), and person-specific variables, including degree of language impairment and demographic variables (age, time poststroke). Results Results of the meta-analysis revealed that SFA intervention promoted increased naming accuracy during naming probes when comparing baseline and treatment phases. In addition, increased dosages of SFA were associated with increased naming accuracy, and treatment-related gains were larger for acquisition (treated) than generalization (untreated) stimuli, likewise for related versus unrelated generalization stimuli. Furthermore, a subset of person-specific variables was predictive of SFA-related gains: Language impairment variables were related to treatment-related changes in naming performance, but demographic variables were not. Conclusion These results provide group-level evidence for the efficacy of SFA as well as preliminary estimates of how much naming performance benefit is engendered by varying dosages of SFA. The results also provide promising and previously unobserved evidence of potential person-level predictors of SFA treatment response.
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Affiliation(s)
- Yina M Quique
- Department of Communication Science and Disorders, University of Pittsburgh, PA
- Geriatric Research Education and Clinical Center, VA Pittsburgh Healthcare System, PA
| | - William S Evans
- Department of Communication Science and Disorders, University of Pittsburgh, PA
- Geriatric Research Education and Clinical Center, VA Pittsburgh Healthcare System, PA
| | - Michael Walsh Dickey
- Department of Communication Science and Disorders, University of Pittsburgh, PA
- Geriatric Research Education and Clinical Center, VA Pittsburgh Healthcare System, PA
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Meier EL, Johnson JP, Kiran S. Left frontotemporal effective connectivity during semantic feature judgments in patients with chronic aphasia and age-matched healthy controls. Cortex 2018; 108:173-192. [PMID: 30243049 PMCID: PMC6234086 DOI: 10.1016/j.cortex.2018.08.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2018] [Revised: 08/01/2018] [Accepted: 08/08/2018] [Indexed: 12/15/2022]
Abstract
Traditional models of neural reorganization of language skills in patients with chronic stroke-induced aphasia (PWA) propose activation of reperfused or spared left hemisphere tissue results in the most favorable language outcomes. However, these models do not fully explain variable behavioral recovery patterns observed in chronic patients. Instead, investigation of connectivity patterns of critical network nodes may elucidate better-informed recovery models. In the present study, we combined fMRI and dynamic causal modeling (DCM) to examine effective connectivity of a simple three-node left hemisphere network during a semantic feature decision task in 25 PWA and 18 age-matched neurologically intact healthy controls. The DCM model space utilized in Meier, Kapse, & Kiran (2016), which was organized according to exogenous input to one of three regions (i.e., left inferior frontal gyrus, pars triangularis [LIFGtri], left posterior middle temporal gyrus [LpMTG], or left middle frontal gyrus [LMFG]) implicated in various levels of lexical-semantic processing, was interrogated. This model space included all possible combinations of uni- and bidirectional task-modulated connections between LIFGtri, LMFG and LpMTG, resulting in 72 individual models that were partitioned into three separate families (i.e., Family #1: Input to LIFGtri, Family #2: Input to LMFG, Family #3: Input to LpMTG). Family-wise Bayesian model selection revealed Family #2: Input to LMFG best fit both patient and control data at a group level. Both groups relied heavily on LMFG's modulation of the other two model regions. By contrast, between-group differences in task-modulated coupling of LIFGtri and LpMTG were observed. Within the patient group, the strength of activity in LIFGtri and connectivity of LpMTG → LIFGtri were positively associated with lexical-semantic abilities inside and outside of the scanner, whereas greater recruitment of LpMTG was associated with poorer lexical-semantic skills.
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Affiliation(s)
- Erin L Meier
- Sargent College of Health & Rehabilitation Sciences, Boston University, United States.
| | - Jeffrey P Johnson
- Sargent College of Health & Rehabilitation Sciences, Boston University, United States
| | - Swathi Kiran
- Sargent College of Health & Rehabilitation Sciences, Boston University, United States
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Nardo D, Holland R, Leff AP, Price CJ, Crinion JT. Less is more: neural mechanisms underlying anomia treatment in chronic aphasic patients. Brain 2017; 140:3039-3054. [PMID: 29053773 PMCID: PMC5808641 DOI: 10.1093/brain/awx234] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Revised: 06/22/2017] [Accepted: 07/21/2017] [Indexed: 11/12/2022] Open
Abstract
See Thompson and Woollams (doi:10.1093/brain/awx264) for a scientific commentary on this article. Previous research with aphasic patients has shown that picture naming can be facilitated by concurrent phonemic cueing [e.g. initial phoneme(s) of the word that the patient is trying to retrieve], both as an immediate word retrieval technique, and when practiced repeatedly over time as a long-term anomia treatment. Here, to investigate the neural mechanisms supporting word retrieval, we adopted—for the first time—a functional magnetic resonance imaging task using the same naming procedure as it occurs during the anomia treatment process. Before and directly after a 6-week anomia treatment programme, 18 chronic aphasic stroke patients completed our functional magnetic resonance imaging protocol—a picture naming task aided by three different types of phonemic cues (whole words, initial phonemes, final phonemes) and a noise-control condition. Patients completed a naming task based on the training materials, and a more general comprehensive battery of language tests both before and after the anomia treatment, to determine the effectiveness and specificity of the therapy. Our results demonstrate that the anomia treatment was effective and specific to speech production, significantly improving both patients’ naming accuracy and reaction time immediately post-treatment (unstandardized effect size: 29% and 17%, respectively; Cohen’s d: 3.45 and 1.83). Longer term gains in naming were maintained 3 months later. Functional imaging results showed that both immediate and long-term facilitation of naming involved a largely overlapping bilateral frontal network including the right anterior insula, inferior frontal and dorsal anterior cingulate cortices, and the left premotor cortex. These areas were associated with a neural priming effect (i.e. reduced blood oxygen level-dependent signal) during both immediate (phonemically-cued versus control-cue conditions), and long-term facilitation of naming (i.e. treated versus untreated items). Of note is that different brain regions were sensitive to different phonemic cue types. Processing of whole word cues was associated with increased activity in the right angular gyrus; whereas partial word cues (initial and final phonemes) recruited the left supplementary motor area, and right anterior insula, inferior frontal cortex, and basal ganglia. The recruitment of multiple and bilateral areas may help explain why phonemic cueing is such a successful behavioural facilitation tool for anomia treatment. Our results have important implications for optimizing current anomia treatment approaches, developing new treatments, and improving speech outcome for aphasic patients.
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Affiliation(s)
- Davide Nardo
- Institute of Cognitive Neuroscience, University College London, London, UK
| | - Rachel Holland
- Division of Language and Communication Science, City University London, London, UK
| | - Alexander P Leff
- Institute of Cognitive Neuroscience, University College London, London, UK
- Department of Brain Repair and Rehabilitation, Institute of Neurology, University College London, UK
- Wellcome Trust Centre for Neuroimaging, Institute of Neurology, University College London, London, UK
| | - Cathy J Price
- Wellcome Trust Centre for Neuroimaging, Institute of Neurology, University College London, London, UK
| | - Jennifer T Crinion
- Institute of Cognitive Neuroscience, University College London, London, UK
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Griffis JC, Nenert R, Allendorfer JB, Szaflarski JP. Linking left hemispheric tissue preservation to fMRI language task activation in chronic stroke patients. Cortex 2017; 96:1-18. [PMID: 28961522 PMCID: PMC5675757 DOI: 10.1016/j.cortex.2017.08.031] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2017] [Revised: 07/09/2017] [Accepted: 08/28/2017] [Indexed: 12/15/2022]
Abstract
The preservation of near-typical function in distributed brain networks is associated with less severe deficits in chronic stroke patients. However, it remains unclear how task-evoked responses in networks that support complex cognitive functions such as semantic processing relate to the post-stroke brain anatomy. Here, we used recently developed methods for the analysis of multimodal MRI data to investigate the relationship between regional tissue concentration and functional MRI activation evoked during auditory semantic decisions in a sample of 43 chronic left hemispheric stroke patients and 43 age, handedness, and sex-matched controls. Our analyses revealed that closer-to-normal levels of tissue concentration in left temporo-parietal cortex and the underlying white matter correlated with the level of task-evoked activation in distributed regions associated with the semantic network. This association was not attributable to the effects of left hemispheric lesion or brain volumes, and similar results were obtained when using explicit lesion data. Left temporo-parietal tissue concentration and the associated task-evoked activations predicted patient performance on the in-scanner task, and also predicted patient performance on out-of-scanner naming and verbal fluency tasks. Exploratory analyses using the average HCP-842 tractography dataset revealed the presence of fronto-temporal, fronto-parietal, and temporo-parietal semantic network connections in the locations where tissue concentration was found to correlate with task-evoked activation in the semantic network. In summary, our results link the preservation of left posterior temporo-parietal structures with the preservation of task-evoked semantic network function in chronic left hemispheric stroke patients. Speculatively, this relationship may reflect the status of posterior temporo-parietal areas as cortical and white matter convergence zones that support coordinated processing in the distributed semantic network. Damage to these regions may contribute to atypical task-evoked responses during semantic processing in chronic stroke patients.
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Affiliation(s)
- Joseph C Griffis
- University of Alabama at Birmingham, Department of Psychology, USA.
| | - Rodolphe Nenert
- University of Alabama at Birmingham, Department of Neurology, USA
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Lukic S, Barbieri E, Wang X, Caplan D, Kiran S, Rapp B, Parrish TB, Thompson CK. Right Hemisphere Grey Matter Volume and Language Functions in Stroke Aphasia. Neural Plast 2017; 2017:5601509. [PMID: 28573050 PMCID: PMC5441122 DOI: 10.1155/2017/5601509] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 02/09/2017] [Accepted: 03/21/2017] [Indexed: 11/17/2022] Open
Abstract
The role of the right hemisphere (RH) in recovery from aphasia is incompletely understood. The present study quantified RH grey matter (GM) volume in individuals with chronic stroke-induced aphasia and cognitively healthy people using voxel-based morphometry. We compared group differences in GM volume in the entire RH and in RH regions-of-interest. Given that lesion site is a critical source of heterogeneity associated with poststroke language ability, we used voxel-based lesion symptom mapping (VLSM) to examine the relation between lesion site and language performance in the aphasic participants. Finally, using results derived from the VLSM as a covariate, we evaluated the relation between GM volume in the RH and language ability across domains, including comprehension and production processes both at the word and sentence levels and across spoken and written modalities. Between-subject comparisons showed that GM volume in the RH SMA was reduced in the aphasic group compared to the healthy controls. We also found that, for the aphasic group, increased RH volume in the MTG and the SMA was associated with better language comprehension and production scores, respectively. These data suggest that the RH may support functions previously performed by LH regions and have important implications for understanding poststroke reorganization.
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Affiliation(s)
- Sladjana Lukic
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Communication Sciences and Disorders, School of Communication, Northwestern University, Evanston, IL, USA
| | - Elena Barbieri
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Communication Sciences and Disorders, School of Communication, Northwestern University, Evanston, IL, USA
| | - Xue Wang
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - David Caplan
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Swathi Kiran
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Speech, Language, and Hearing, College of Health & Rehabilitation, Boston University, Boston, MA, USA
| | - Brenda Rapp
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Cognitive Science, Krieger School of Arts & Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Todd B. Parrish
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Cynthia K. Thompson
- Center for the Neurobiology of Language Recovery, Northwestern University, Evanston, IL, USA
- Department of Communication Sciences and Disorders, School of Communication, Northwestern University, Evanston, IL, USA
- Department of Neurology, Neurology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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Galletta EE, Conner P, Vogel-Eyny A, Marangolo P. Use of tDCS in Aphasia Rehabilitation: A Systematic Review of the Behavioral Interventions Implemented With Noninvasive Brain Stimulation for Language Recovery. AMERICAN JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2016; 25:S854-S867. [PMID: 27997958 DOI: 10.1044/2016_ajslp-15-0133] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2015] [Accepted: 05/12/2016] [Indexed: 06/06/2023]
Abstract
Purpose The purpose of this article is to review the behavioral treatments used in aphasia rehabilitation research that have been combined with transcranial direct current stimulation (tDCS). Although tDCS in aphasia treatment has shown promise, the results have not been conclusive, and their interpretation is further compounded by the heterogeneity of study characteristics. Because implementing a behavioral task during brain stimulation has been shown to be pivotal to the adjuvant effects of tDCS, we analyze the behavioral treatments that have been paired with tDCS. Method A computerized database search (PubMed) was completed to document and review aphasia treatment studies that combine behavioral treatment with noninvasive brain stimulation in the form of tDCS. Two authors reviewed each aphasia tDCS article published between 2008 and 2015 and evaluated (a) the behavioral interventions for aphasia that have been combined with tDCS, and (b) the methodological variables that may have influenced language outcomes in the tDCS aphasia literature. Conclusions A review of the behavioral treatments implemented in tDCS aphasia rehabilitation studies highlights several methodological considerations for future investigations. Impairment-focused and pragmatic treatments have been implemented in tDCS aphasia research studies. No one behavioral approach stands out as the best treatment to combine with tDCS for the promotion of language recovery.
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Affiliation(s)
- Elizabeth E Galletta
- Rusk Rehabilitation, New York University/Langone Medical CenterProgram in Speech-Language-Hearing Sciences, Graduate Center, City University of New York
| | - Peggy Conner
- Program in Speech-Language-Hearing Sciences, Lehman College, City University of New York
| | - Amy Vogel-Eyny
- Program in Speech-Language-Hearing Sciences, Graduate Center, City University of New York
| | - Paola Marangolo
- Dipartimento di Studi Umanistici, Università Federico II, Napoli, Italy and IRCCS Fondazione Santa Lucia, Roma, Italy
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Marini A, Galetto V, Tatu K, Duca S, Geminiani G, Sacco K, Zettin M. Recovering two languages with the right hemisphere. BRAIN AND LANGUAGE 2016; 159:35-44. [PMID: 27289209 DOI: 10.1016/j.bandl.2016.05.014] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2015] [Revised: 02/26/2016] [Accepted: 05/28/2016] [Indexed: 06/06/2023]
Abstract
Converging evidence suggests that the right hemisphere (RH) plays an important role in language recovery from aphasia after a left hemisphere (LH) lesion. In this longitudinal study we describe the neurological, cognitive, and linguistic profile of A.C., a bilingual who, after a severe traumatic brain injury, developed a form of fluent aphasia that affected his two languages (i.e., Romanian and Italian). The trauma-induced parenchymal atrophy led to an exceptional ventricular dilation that, gradually, affected the whole left hemisphere. A.C. is now recovering both languages relying only on his right hemisphere. An fMRI experiment employing a bilingual covert verb generation task documented the involvement of the right middle temporal gyrus in processes of lexical selection and access. This case supports the hypothesis that the RH plays a role in language recovery from aphasia when the LH has suffered massive lesions.
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Affiliation(s)
- Andrea Marini
- Dipartimento di Lingue e Letterature, Comunicazione, Formazione e Società, University of Udine, Udine, Italy; Scientific Institute, IRCCS Eugenio Medea, San Vito al Tagliamento, Pordenone, Italy; Claudiana - Landesfachhochschule für Gesundheitsberufe, Bolzano, Italy.
| | - Valentina Galetto
- Centro Puzzle, Torino, Italy; Center for Cognitive Science, Università degli Studi di Torino, Italy
| | - Karina Tatu
- Dipartimento di Psicologia, Università di Torino, Italy; Koelliker Hospital, Turin, Italy
| | | | - Giuliano Geminiani
- Center for Cognitive Science, Università degli Studi di Torino, Italy; Dipartimento di Psicologia, Università di Torino, Italy; Koelliker Hospital, Turin, Italy; Neuroscience Institute of Turin, Italy
| | - Katiuscia Sacco
- Center for Cognitive Science, Università degli Studi di Torino, Italy; Dipartimento di Psicologia, Università di Torino, Italy; Koelliker Hospital, Turin, Italy; Neuroscience Institute of Turin, Italy
| | - Marina Zettin
- Centro Puzzle, Torino, Italy; Center for Cognitive Science, Università degli Studi di Torino, Italy; Dipartimento di Psicologia, Università di Torino, Italy.
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Marangolo P, Fiori V, Sabatini U, De Pasquale G, Razzano C, Caltagirone C, Gili T. Bilateral Transcranial Direct Current Stimulation Language Treatment Enhances Functional Connectivity in the Left Hemisphere: Preliminary Data from Aphasia. J Cogn Neurosci 2016; 28:724-38. [DOI: 10.1162/jocn_a_00927] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Abstract
Several studies have already shown that transcranial direct current stimulation (tDCS) is a useful tool for enhancing recovery in aphasia. However, no reports to date have investigated functional connectivity changes on cortical activity because of tDCS language treatment. Here, nine aphasic persons with articulatory disorders underwent an intensive language therapy in two different conditions: bilateral anodic stimulation over the left Broca's area and cathodic contralesional stimulation over the right homologue of Broca's area and a sham condition. The language treatment lasted 3 weeks (Monday to Friday, 15 sessions). In all patients, language measures were collected before (T0) and at the end of treatment (T15). Before and after each treatment condition (real vs. sham), each participant underwent a resting-state fMRI study. Results showed that, after real stimulation, patients exhibited the greatest recovery not only in terms of better accuracy in articulating the treated stimuli but also for untreated items on different tasks of the language test. Moreover, although after the sham condition connectivity changes were confined to the right brain hemisphere, real stimulation yielded to stronger functional connectivity increase in the left hemisphere. In conclusion, our data provide converging evidence from behavioral and functional imaging data that bilateral tDCS determines functional connectivity changes within the lesioned hemisphere, enhancing the language recovery process in stroke patients.
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Affiliation(s)
- Paola Marangolo
- 1IRCCS Fondazione Santa Lucia, Rome, Italy
- 2Università Federico II, Naples, Italy
| | - Valentina Fiori
- 1IRCCS Fondazione Santa Lucia, Rome, Italy
- 3Università degli Studi di Roma Tor Vergata, Rome, Italy
| | - Umberto Sabatini
- 1IRCCS Fondazione Santa Lucia, Rome, Italy
- 4University of Magna Grecia, Catanzaro, Italy
| | | | | | - Carlo Caltagirone
- 1IRCCS Fondazione Santa Lucia, Rome, Italy
- 3Università degli Studi di Roma Tor Vergata, Rome, Italy
| | - Tommaso Gili
- 1IRCCS Fondazione Santa Lucia, Rome, Italy
- 5Museo Storico della Fiscia e Ricerche “Enrico Fermi”, Rome, Italy
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Campana S, Caltagirone C, Marangolo P. Combining Voxel-based Lesion-symptom Mapping (VLSM) With A-tDCS Language Treatment: Predicting Outcome of Recovery in Nonfluent Chronic Aphasia. Brain Stimul 2015; 8:769-76. [DOI: 10.1016/j.brs.2015.01.413] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Revised: 01/18/2015] [Accepted: 01/23/2015] [Indexed: 10/24/2022] Open
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Abel S, Weiller C, Huber W, Willmes K, Specht K. Therapy-induced brain reorganization patterns in aphasia. ACTA ACUST UNITED AC 2015; 138:1097-112. [PMID: 25688082 DOI: 10.1093/brain/awv022] [Citation(s) in RCA: 73] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Both hemispheres are engaged in recovery from word production deficits in aphasia. Lexical therapy has been shown to induce brain reorganization even in patients with chronic aphasia. However, the interplay of factors influencing reorganization patterns still remains unresolved. We were especially interested in the relation between lesion site, therapy-induced recovery, and beneficial reorganization patterns. Thus, we applied intensive lexical therapy, which was evaluated with functional magnetic resonance imaging, to 14 chronic patients with aphasic word retrieval deficits. In a group study, we aimed to illuminate brain reorganization of the naming network in comparison with healthy controls. Moreover, we intended to analyse the data with joint independent component analysis to relate lesion sites to therapy-induced brain reorganization, and to correlate resulting components with therapy gain. As a result, we found peri-lesional and contralateral activations basically overlapping with premorbid naming networks observed in healthy subjects. Reduced activation patterns for patients compared to controls before training comprised damaged left hemisphere language areas, right precentral and superior temporal gyrus, as well as left caudate and anterior cingulate cortex. There were decreasing activations of bilateral visuo-cognitive, articulatory, attention, and language areas due to therapy, with stronger decreases for patients in right middle temporal gyrus/superior temporal sulcus, bilateral precuneus as well as left anterior cingulate cortex and caudate. The joint independent component analysis revealed three components indexing lesion subtypes that were associated with patient-specific recovery patterns. Activation decreases (i) of an extended frontal lesion disconnecting language pathways occurred in left inferior frontal gyrus; (ii) of a small frontal lesion were found in bilateral inferior frontal gyrus; and (iii) of a large temporo-parietal lesion occurred in bilateral inferior frontal gyrus and contralateral superior temporal gyrus. All components revealed increases in prefrontal areas. One component was negatively correlated with therapy gain. Therapy was associated exclusively with activation decreases, which could mainly be attributed to higher processing efficiency within the naming network. In our joint independent component analysis, all three lesion patterns disclosed involved deactivation of left inferior frontal gyrus. Moreover, we found evidence for increased demands on control processes. As expected, we saw partly differential reorganization profiles depending on lesion patterns. There was no compensatory deactivation for the large left inferior frontal lesion, with its less advantageous outcome probably being related to its disconnection from crucial language processing pathways.
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Affiliation(s)
- Stefanie Abel
- 1 Department of Neurology, Section Neuropsychology, RWTH Aachen, Germany 2 School of Psychological Sciences, Faculty of Medical and Human Sciences, University of Manchester, UK 3 SRH University of Applied Sciences, Gera, Germany 4 JARA-BRAIN, Aachen Juelich Research Alliance, Translational Brain Medicine, Germany
| | - Cornelius Weiller
- 5 Department of Neurology, University Medical Centre Freiburg, Germany
| | - Walter Huber
- 4 JARA-BRAIN, Aachen Juelich Research Alliance, Translational Brain Medicine, Germany
| | - Klaus Willmes
- 1 Department of Neurology, Section Neuropsychology, RWTH Aachen, Germany 4 JARA-BRAIN, Aachen Juelich Research Alliance, Translational Brain Medicine, Germany 6 Interdisciplinary Centre for Clinical Research, RWTH Aachen, Germany
| | - Karsten Specht
- 7 Department of Biological and Medical Psychology, University of Bergen, and Department of Clinical Engineering, Haukeland University Hospital Bergen, Norway
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