Submitted:
21 October 2024
Posted:
21 October 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Methodology
2.1. Participants
2.2. Study Protocol
2.3. MRI
2.4. rTMS
2.5. Language Tasks
2.5.1. Generating Picture Sets
2.5.2. Physiological Measure (Semantic Judgment Task)
2.5.3. Behavioural Measure (Picture Naming Task)
2.6. EEG
2.7. Data Preprocessing
2.7.1. Physiological Measure (N400 ERP)
2.7.2. Behavioural Measure (Picture Naming)
2.8. Outcome Measures
2.8.1. Physiological Measure (N400 ERP)
2.8.2. Behavioural Measure (Picture Naming)
2.9. Statistical Analysis
2.10. Data and Code Availability
3. Results
3.1. Participants
3.2. Aim 1: Effect of 1-Hz rTMS on the N400 ERP
3.2.1. Preliminary Analysis
3.2.2. Primary Analysis
3.2.3. Exploratory Analyses
3.3. Aim 2: Effects of 1-Hz rTMS on Picture Naming
3.3.1. Primary Analysis
3.3.2. Exploratory Analyses
4. Discussion
4.1. Limitations
4.2. Conclusion and Future Directions
Author Contributions
Funding
Declarations of interest
References
- Aerts, A., Batens, K., Santens, P., Van Mierlo, P., Huysman, E., Hartsuiker, R., Hemelsoet, D., Duyck, W., Raedt, R., Van Roost, D., & De Letter, M. (2015). Aphasia therapy early after stroke: Behavioural and neurophysiological changes in the acute and post-acute phases. Aphasiology, 29(7), 845–871. [CrossRef]
- Arheix-Parras, S., Barrios, C., Python, G., Cogne, M., Sibon, I., Engelhardt, M., Dehail, P., Cassoudesalle, H., Moucheboeuf, G., & Glize, B. (2021). A systematic review of repetitive transcranial magnetic stimulation in aphasia rehabilitation: Leads for future studies. Neuroscience & Biobehavioral Reviews, 127, 212–241. [CrossRef]
- Bai, G., Jiang, L., Ma, W., Meng, P., Li, J., Wang, Y., & Wang, Q. (2020). Effect of Low-Frequency rTMS and Intensive Speech Therapy Treatment on Patients With Nonfluent Aphasia After Stroke. Neurologist, 26(1), 6–9. [CrossRef]
- Barwood, C. H. S., Murdoch, B. E., Whelan, B.-M., Lloyd, D., Riek, S., O’Sullivan, J. D., Coulthard, A., & Wong, A. (2011). Modulation of N400 in chronic non-fluent aphasia using low frequency Repetitive Transcranial Magnetic Stimulation (rTMS). Brain Lang, 116(3), 125–135. [CrossRef]
- Berthier, M. L. (2005). Poststroke aphasia: Epidemiology, pathophysiology and treatment. Drugs Aging, 22(2), 163–182. [CrossRef]
- Block, C. K., & Baldwin, C. L. (2010). Cloze probability and completion norms for 498 sentences: Behavioral and neural validation using event-related potentials. Behavior Research Methods, 42(3), 665–670. [CrossRef]
- Blom Johansson, M., Carlsson, M., Östberg, P., & Sonnander, K. (2022). Self-reported changes in everyday life and health of significant others of people with aphasia: A quantitative approach. Aphasiology, 36(1), 76–94. [CrossRef]
- Boersma, P., & Weenik, D. (2023). PRAAT: Doing Phonetics by Computer (Version Version 6.2.23) [Computer software]. http://www.fon.hum.uva.nl/praat/.
- Boyd, L. A., Hayward, K. S., Ward, N. S., Stinear, C. M., Rosso, C., Fisher, R. J., Carter, A. R., Leff, A. P., Copland, D. A., Carey, L. M., Cohen, L. G., Basso, D. M., Maguire, J. M., & Cramer, S. C. (2017). Biomarkers of stroke recovery: Consensus-based core recommendations from the Stroke Recovery and Rehabilitation Roundtable. International Journal of Stroke, 12(5), 480–493. [CrossRef]
- Brady, M. C., Kelly, H., Godwin, J., Enderby, P., & Campbell, P. (2016). Speech and language therapy for aphasia following stroke. Cochrane Database Syst Rev, 2016(6), Cd000425. [CrossRef]
- Chang, C.-T., Lee, C.-Y., Chou, C.-J., Fuh, J.-L., & Wu, H.-C. (2016). Predictability effect on N400 reflects the severity of reading comprehension deficits in aphasia. Neuropsychologia, 81, 117–128. [CrossRef]
- Crosson, B., McGregor, K., Gopinath, K. S., Conway, T. W., Benjamin, M., Chang, Y. L., Moore, A. B., Raymer, A. M., Briggs, R. W., Sherod, M. G., Wierenga, C. E., & White, K. D. (2007). Functional MRI of language in aphasia: A review of the literature and the methodological challenges. Neuropsychol Rev, 17(2), 157–177. [CrossRef]
- Delorme, A., & Makeig, S. (2004). EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. Journal of Neuroscience Methods, 134(1), 9–21. [CrossRef]
- Ding, X., Zhang, S., Huang, W., Zhang, S., Zhang, L., Hu, J., Li, J., Ge, Q., Wang, Y., Ye, X., & Zhang, J. (2022). Comparative efficacy of non-invasive brain stimulation for post-stroke aphasia: A network meta-analysis and meta-regression of moderators. Neuroscience and Biobehavioral Reviews, 140, 104804. [CrossRef]
- dos Santos, M. D., Cavenaghi, V. B., Mac-Kay, A. P. M. G., Serafim, V., Venturi, A., Truong, D. Q., Huang, Y., Boggio, P. S., Fregni, F., Simis, M., Bikson, M., & Gagliardi, R. J. (2017). Non-invasive brain stimulation and computational models in post-stroke aphasic patients: Single session of transcranial magnetic stimulation and transcranial direct current stimulation. A randomized clinical trial. Sao Paulo Medical Journal, 135(5), 475–480. [CrossRef]
- Evans, W. S., Hula, W. D., Quique, Y., & Starns, J. J. (2020). How Much Time Do People With Aphasia Need to Respond During Picture Naming? Estimating Optimal Response Time Cutoffs Using a Multinomial Ex-Gaussian Approach. Journal of Speech, Language, and Hearing Research, 63(2), 599–614. [CrossRef]
- Galletta, E. E., & Barrett, A. M. (2014). Impairment and Functional Interventions for Aphasia: Having it All. Current Physical Medicine and Rehabilitation Reports, 2(2), 114–120. [CrossRef]
- Gilmore, N., Fraas, M., & Hinckley, J. (2022). Return to Work for People With Aphasia. Archives of Physical Medicine and Rehabilitation, 103(6), 1249–1251. [CrossRef]
- Graessner, A., Duchow, C., Zaccarella, E., Friederici, A. D., Obrig, H., & Hartwigsen, G. (2023). Electrophysiological correlates of basic semantic composition in people with aphasia. NeuroImage: Clinical, 40, 103516. [CrossRef]
- Hagoort, P. (2005). On Broca, brain, and binding: A new framework. Trends in Cognitive Sciences, 9(9), 416–423. [CrossRef]
- Hagoort, P., Brown, C. M., & Swaab, T. Y. (1996). Lexical—Semantic event–related potential effects in patients with left hemisphere lesions and aphasia, and patients with right hemisphere lesions without aphasia. Brain, 119(2), 627–649. [CrossRef]
- Hagoort, P., Wassenaar, M., & Brown, C. (2003). Real-time semantic compensation in patients with agrammatic comprehension: Electrophysiological evidence for multiple-route plasticity. Proceedings of the National Academy of Sciences, 100(7), 4340–4345. [CrossRef]
- Hallett, M. (2007). Transcranial magnetic stimulation: A primer. Neuron, 55(2), 187–199. [CrossRef]
- Hamilton, R. H., Sanders, L., Benson, J., Faseyitan, O., Norise, C., Naeser, M., Martin, P., & Coslett, H. B. (2010). Stimulating conversation: Enhancement of elicited propositional speech in a patient with chronic non-fluent aphasia following transcranial magnetic stimulation. Brain & Language, 113(1), 45–50. [CrossRef]
- Hartwigsen, G., & Saur, D. (2019). Neuroimaging of stroke recovery from aphasia—Insights into plasticity of the human language network. Neuroimage, 190, 14–31. [CrossRef]
- Harvey, D. Y., Mass, J., Shah-Basak, P., Wurzman, R., Faseyitan, O., Sacchetti, D., DeLoretta, L., & Hamilton, R. (2019). Continuous theta burst stimulation over right pars triangularis facilitates naming abilities in chronic post-stroke aphasia by enhancing phonological access. Neurology, 92(15). [CrossRef]
- Heikkinen, P. H., Pulvermüller, F., Mäkelä, J. P., Ilmoniemi, R. J., Lioumis, P., Kujala, T., Manninen, R. L., Ahvenainen, A., & Klippi, A. (2019). Combining rTMS with intensive language-action therapy in chronic aphasia: A randomized controlled trial. Frontiers in Neuroscience, 13(FEB). [CrossRef]
- Helm-Estabrooks, N. (2017). Cognitive Linguistic Quick Test—Plus (CLQT+). Pearson.
- Hu, X., Zhang, T., Rajah, G. B., Stone, C., Liu, L., He, J., Shan, L., Yang, L., Liu, P., & Gao, F. (2018). Effects of different frequencies of repetitive transcranial magnetic stimulation in stroke patients with non-fluent aphasia: A randomized, sham-controlled study. Neurological Research, 40(6), 459–465. [CrossRef]
- Hyvärinen, A., & Oja, E. (2000). Independent component analysis: Algorithms and applications. Neural Networks, 13(4), 411–430. [CrossRef]
- Jacobs, M., & Ellis, C. (2023). Aphasianomics: Estimating the economic burden of poststroke aphasia in the United States. Aphasiology, 37(1), 25–38. [CrossRef]
- Jarosz, A. F., & Wiley, J. (2014). What Are the Odds? A Practical Guide to Computing and Reporting Bayes Factors. The Journal of Problem Solving, 7(1). [CrossRef]
- Kauhanen, M. L., Korpelainen, J. T., Hiltunen, P., Määttä, R., Mononen, H., Brusin, E., Sotaniemi, K. A., & Myllylä, V. V. (2000). Aphasia, depression, and non-verbal cognitive impairment in ischaemic stroke. Cerebrovascular Diseases (Basel, Switzerland), 10(6), 455–461. [CrossRef]
- Kawohl, W., Bunse, S., Willmes, K., Hoffrogge, A., Buchner, H., & Huber, W. (2010). Semantic event-related potential components reflect severity of comprehension deficits in aphasia. Neurorehabilitation and Neural Repair, 24(3), 282–289. [CrossRef]
- Kertesz, A., & Raven, J. C. (2007). WAB-R: Western Aphasia Battery-Revised (Revised). PsychCorp.
- Kielar, A., Meltzer-Asscher, A., & Thompson, C. (2012). Electrophysiological responses to argument structure violations in healthy adults and individuals with agrammatic aphasia. Neuropsychologia, 50(14), 3320–3337. [CrossRef]
- Kitade, S., Enai, T., Sei, H., & Morita, Y. (1999). The N400 event-related potential in aphasia. The Journal of Medical Investigation: JMI, 46(1–2), 87–95.
- Kojima, T., & Kaga, K. (2003). Auditory lexical-semantic processing impairments in aphasic patients reflected in event-related potentials (N400). Auris Nasus Larynx, 30(4), 369–378. [CrossRef]
- Kutas, M., & Hillyard, S. A. (1980). Reading Senseless Sentences: Brain Potentials Reflect Semantic Incongruity. Science, 207(4427), 203–205. [CrossRef]
- Kutas, M., & Hillyard, S. A. (1984). Brain potentials during reading reflect word expectancy and semantic association. Nature, 307(5947), Article 5947. [CrossRef]
- Lee, M. D., & Wagenmakers, E.-J. (2013). Bayesian Cognitive Modeling: A Practical Course. Cambridge University Press.
- Li, T., Zeng, X., Lin, L., Xian, T., & Chen, Z. (2020). Effects of repetitive transcranial magnetic stimulation with different frequencies on post-stroke aphasia: A PRISMA-compliant meta-analysis. Medicine, 99(24), e20439. [CrossRef]
- Lin, B., Mei, Y., Wang, W., Wang, S., Li, Y., Xu, M., Zhang, Z., & Tong, Y. (2021). Unmet care needs of community-dwelling stroke survivors: A systematic review of quantitative studies. BMJ Open, 11(4), e045560. [CrossRef]
- Lin, B.-F., Yeh, S.-C., Kao, Y.-C. J., Lu, C.-F., & Tsai, P.-Y. (2022). Functional Remodeling Associated With Language Recovery After Repetitive Transcranial Magnetic Stimulation in Chronic Aphasic Stroke. Frontiers in Neurology, 13(101546899), 809843. [CrossRef]
- Ly, A., Verhagen, J., & Wagenmakers, E.-J. (2016). Harold Jeffreys’s default Bayes factor hypothesis tests: Explanation, extension, and application in psychology. Journal of Mathematical Psychology, 72, 19–32. [CrossRef]
- Martin, P. I., Naeser, M. A., Ho, M., Doron, K. W., Kurland, J., Kaplan, J., Wang, Y., Nicholas, M., Baker, E. H., Alonso, M., Fregni, F., & Pascual-Leone, A. (2009). Overt naming fMRI pre- and post-TMS: Two nonfluent aphasia patients, with and without improved naming post-TMS. Brain & Language, 111(1), 20–35. [CrossRef]
- Martin, P. I., Naeser, M. A., Theoret, H., Tormos, J. M., Nicholas, M., Kurland, J., Fregni, F., Seekins, H., Doron, K., & Pascual-Leone, A. (2004). Transcranial magnetic stimulation as a complementary treatment for aphasia. Seminars in Speech & Language, 25(2), 181–191. [CrossRef]
- Medina, J., Norise, C., Faseyitan, O., Coslett, H. B., Turkeltaub, P. E., & Hamilton, R. H. (2012). Finding the Right Words: Transcranial Magnetic Stimulation Improves Discourse Productivity in Non-fluent Aphasia After Stroke. Aphasiology, 26(9), 1153–1168. [CrossRef]
- Meechan, R. J. H., McCann, C. M., & Purdy, S. C. (2021). The electrophysiology of aphasia: A scoping review. Clinical Neurophysiology, 132(12), 3025–3034. [CrossRef]
- Naeser, M. A., Martin, P. I., Lundgren, K., Klein, R., Kaplan, J., Treglia, E., Ho, M., Nicholas, M., Alonso, M., & Pascual-Leone, A. (2010). Improved language in a chronic nonfluent aphasia patient after treatment with CPAP and TMS. Cognitive & Behavioral Neurology, 23(1), 29–38. [CrossRef]
- Naeser, M. A., Martin, P. I., Nicholas, M., Baker, E. H., Seekins, H., Helm-Estabrooks, N., Cayer-Meade, C., Kobayashi, M., Theoret, H., & Fregni, F. (2005). Improved naming after TMS treatments in a chronic, global aphasia patient–case report. Neurocase, 11(3), 182–193. [CrossRef]
- Naeser, M. A., Martin, P. I., Theoret, H., Kobayashi, M., Fregni, F., Nicholas, M., Tormos, J. M., Steven, M. S., Baker, E. H., & Pascual-Leone, A. (2011). TMS suppression of right pars triangularis, but not pars opercularis, improves naming in aphasia. Brain & Language, 119(3), 206–213. [CrossRef]
- Nicholls, M. E. R., Thomas, N. A., Loetscher, T., & Grimshaw, G. M. (2013). The Flinders Handedness survey (FLANDERS): A brief measure of skilled hand preference. Cortex, 49(10), 2914–2926. [CrossRef]
- Peirce, J., Gray, J. R., Simpson, S., MacAskill, M., Höchenberger, R., Sogo, H., Kastman, E., & Lindeløv, J. K. (2019). PsychoPy2: Experiments in behavior made easy. Behavior Research Methods, 51(1), 195–203. [CrossRef]
- Ren, C.-L., Zhang, G.-F., Xia, N., Jin, C.-H., Zhang, X.-H., Hao, J.-F., Guan, H.-B., Tang, H., Li, J.-A., & Cai, D.-L. (2014). Effect of low-frequency rTMS on aphasia in stroke patients: A meta-analysis of randomized controlled trials. PLoS One, 9(7), e102557. [CrossRef]
- Rogasch, N. C., Sullivan, C., Thomson, R. H., Rose, N. S., Bailey, N. W., Fitzgerald, P. B., Farzan, F., & Hernandez-Pavon, J. C. (2017). Analysing concurrent transcranial magnetic stimulation and electroencephalographic data: A review and introduction to the open-source TESA software. NeuroImage, 147, 934–951. [CrossRef]
- Rose, M. L., Ferguson, A., Power, E., Togher, L., & Worrall, L. (2014). Aphasia rehabilitation in Australia: Current practices, challenges and future directions. International Journal of Speech-Language Pathology, 16(2), 169–180. [CrossRef]
- Rossi, S., Antal, A., Bestmann, S., Bikson, M., Brewer, C., Brockmöller, J., Carpenter, L. L., Cincotta, M., Chen, R., Daskalakis, J. D., Di Lazzaro, V., Fox, M. D., George, M. S., Gilbert, D., Kimiskidis, V. K., Koch, G., Ilmoniemi, R. J., Lefaucheur, J. P., Leocani, L., … Hallett, M. (2021). Safety and recommendations for TMS use in healthy subjects and patient populations, with updates on training, ethical and regulatory issues: Expert Guidelines. Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology, 132(1), 269–306. [CrossRef]
- Rossi, S., Hallett, M., Rossini, P. M., & Pascual-Leone, A. (2009). Safety, ethical considerations, and application guidelines for the use of transcranial magnetic stimulation in clinical practice and research. Clinical Neurophysiology, 120(12), 2008–2039. [CrossRef]
- Sammet, S. (2016). Magnetic Resonance Safety. Abdominal Radiology (New York), 41(3), 444–451. [CrossRef]
- Swaab, T., Brown, C., & Hagoort, P. (1997). Spoken Sentence Comprehension in Aphasia: Event-related Potential Evidence for a Lexical Integration Deficit. Journal of Cognitive Neuroscience, 9(1), 39–66. [CrossRef]
- Székely, A., D’Amico, S., Devescovi, A., Federmeier, K., Herron, D., Iyer, G., Jacobsen, T., & Bates, E. (2003). Timed picture naming: Extended norms and validation against previous studies. Behavior Research Methods, Instruments & Computers, 35(4), 621–633. [CrossRef]
- Thompson, C. K., & den Ouden, D. B. (2008). Neuroimaging and recovery of language in aphasia. Curr Neurol Neurosci Rep, 8(6), 475–483. [CrossRef]
- Tsai, P.-Y., Wang, C.-P., Ko, J. S., Chung, Y.-M., Chang, Y.-W., & Wang, J.-X. (2014). The Persistent and Broadly Modulating Effect of Inhibitory rTMS in Nonfluent Aphasic Patients: A Sham-Controlled, Double-Blind Study. Neurorehabilitation & Neural Repair, 28(8), 779–787. [CrossRef]
- Turkeltaub, P. E. (2015). Brain Stimulation and the Role of the Right Hemisphere in Aphasia Recovery. Curr Neurol Neurosci Rep, 15(11), 72. [CrossRef]
- Turkeltaub, P. E., Coslett, H. B., Thomas, A. L., Faseyitan, O., Benson, J., Norise, C., & Hamilton, R. H. (2012). The right hemisphere is not unitary in its role in aphasia recovery. Cortex, 48(9), 1179–1186. [CrossRef]
- Waldowski, K., Seniow, J., Lesniak, M., Iwanski, S., & Czlonkowska, A. (2012). Effect of low-frequency repetitive transcranial magnetic stimulation on naming abilities in early-stroke aphasic patients: A prospective, randomized, double-blind sham-controlled study. Thescientificworldjournal, 2012, 518568. [CrossRef]
- Wang, C. P., Hsieh, C.-Y., Tsai, P.-Y., Wang, C.-T., Lin, F.-G., & Chan, R.-C. (2014). Efficacy of synchronous verbal training during repetitive transcranial magnetic stimulation in patients with chronic aphasia. Stroke (00392499), 45(12), 3656–3662. [CrossRef]
- Williams, E. E. R., Sghirripa, S., Rogasch, N. C., Hordacre, B., & Attrill, S. (2024). Non-invasive brain stimulation in the treatment of post-stroke aphasia: A scoping review. Disability and Rehabilitation, 46(17), 3802–3826. [CrossRef]
- Wilson, K. R., O’Rourke, H., Wozniak, L. A., Kostopoulos, E., Marchand, Y., & Newman, A. J. (2012). Changes in N400 topography following intensive speech language therapy for individuals with aphasia. Brain and Language, 123(2), 94–103. [CrossRef]
- Yao, L., Zhao, H., Shen, C., Liu, F., Qiu, L., & Fu, L. (2020). Low-Frequency Repetitive Transcranial Magnetic Stimulation in Patients With Poststroke Aphasia: Systematic Review and Meta-Analysis of Its Effect Upon Communication. Journal of Speech, Language & Hearing Research, 63(11), 3801–3815. [CrossRef]
- Zhang, J., Yu, J., Bao, Y., Xie, Q., Xu, Y., Zhang, J., & Wang, P. (2017). Constraint-induced aphasia therapy in post-stroke aphasia rehabilitation: A systematic review and meta-analysis of randomized controlled trials. PLoS One, 12(8), e0183349. [CrossRef]
- Zhang, J., Zhong, D., Xiao, X., Yuan, L., Li, Y., Zheng, Y., Li, J., Liu, T., & Jin, R. (2021). Effects of repetitive transcranial magnetic stimulation (rTMS) on aphasia in stroke patients: A systematic review and meta-analysis. Clinical Rehabilitation, 35(8), 1103–1116. [CrossRef]
- Zheng, K., Xu, X., Ji, Y., Fang, H., Gao, F., Huang, G., Su, B., Bian, L., Zhang, G., & Ren, C. (2023). Continuous theta burst stimulation-induced suppression of the right fronto-thalamic-cerebellar circuit accompanies improvement in language performance in poststroke aphasia: A resting-state fMRI study. Frontiers in Aging Neuroscience, 14, 1079023. [CrossRef]






| Sex | Age (years) |
Time since onset (months)* | Aphasia type | WAB-R Aphasia Quotient | Aphasia |
|---|---|---|---|---|---|
| M | 55 | 62 | Anomic | 95.7 | |
| F | 47 | 60 | Broca’s | 60.8 | |
| M | 74 | 70 | Transcortical motor | 61.9 | |
| M | 71 | 11 | Broca’s | 73.9 | |
| F | 74 | 25 | Anomic | 85.1 | |
| M | 72 | 43 | Transcortical motor | 71.8 | |
| M | 70 | 32 | Anomic | 78.5 | |
| M | 63 | 13 | Anomic | 94.0 | |
| M | 63 | 51 | Anomic | 79.7 | |
| M | 47 | 34 | Broca’s | 64.2 | |
| F | 68 | 9 | Anomic | 96.6 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).