The results revealed significant differences in brain activation for both groups (
Figures 3a and 3b). However, the changes were observed in both hemispheres in the training group, whereas it was observed mostly in one of the hemispheres of the control group. Furthermore, the areas with significant changes were substantially larger in the training group than in the control group.
For a more precise description of these findings, the differences in the significant activation changes between the study and control groups were obtained. The results showed 16.1% more active voxels in the training group compared to the control group (
Figure 3c).
Therapeutic effects on balance and gait impairment
Table 3 summarizes the average group results of the clinical measures of walking capacity and the percentage of changes after the administration of the 8-week training course for both the study and control groups.

Walking speed increased by 36.3% and 24.9% for the study and control groups, respectively. Importantly, balance and mobility showed a much larger improvement in the training group compared to the control group (37.2% vs 16.8%). More importantly, walking endurance was enhanced three times more in the training group than in the control group.
4. Discussion
To the best of the authors’ knowledge, for the first time, this article characterizes the therapeutic effects of intensive AlterG training on brain cortical reorganization and walking capacity in children with CP using passive task-based fMRI under sedation. The objective was to study the responsiveness of motor cortical reorganization of children with hemiplegic CP after anti-gravity treadmill training versus over-ground walking OT. Passive movements included dorsiflexion and plantar flexion of both ankles and flexion-extension of both knees, which were carried out on all subjects before and after the 8-week training. This enabled us to investigate the intra-subject brain activation alterations induced by therapy, as well as the group comparison. The findings indicated a higher enhancement in both brain activity and walking capacity following the completion of AlterG in comparison to OT training, suggesting that AlterG training may be used as an effective therapeutic intervention for long-lasting improvement of gait and balance impairments in children with CP.
High sensitivity of task-based fMRI to motion artifacts could worsen in children with CP who neither cooperate to lie down immobile nor perform tasks correctly during fMRI acquisition. A similar study highlighted the difficulties of fMRI scanning in children with CP (Guzzetta et al., 2007). To address this issue, in this study, fMRI was acquired under sedation during which the passive tasks were applied. To the best of the authors’ knowledge, this was done for the first time; we found no evidence of sedative passive task-based fMRI in children with CP, although some studies investigated passive task-based fMRI in this patient population (Dinomais et al., 2013).
To consider the heterogeneity of the size and location of the brain lesions in CP participants included in this study, we used the ROI analyses to measure the therapy-induced fMRI-detected changes of brain activation between the motor cortices before and after training in each subject. The percentage of changes in the outcome measures was calculated for each subject in each study and control group. Then, the group average results were used to determine the impact of each intervention and compare the effectiveness of the interventions.
The activation patterns for different tasks were compared using the same data acquisition parameters, and analysis methods for both the intra- and inter-subject and group analyses on the FDR (P<0.05) corrected level were employed. Subsequent data analysis and comparisons are the first to suggest that motor cortical activation increases after 8 weeks of anti-gravity treadmill training and OT training. Moreover, the changes in therapy-driven motor cortical activation were more widely distributed with higher intensity in the training group compared to the control group. Passive movement tasks used in this study produced consistent activation in the motor system of both legs and demonstrated robust activation in M1, PMC, SMA, and PG of both hemispheres, as well as the CC, which connects the left and right cerebral hemispheres. This distribution of brain activity following sedative passive task-based fMRI is consistent with previous studies on sedative-free passive task-based fMRI movements in healthy adults (Ogg et al., 2009) the authors examined whether passive range of motion (ROM, adult stroke patients (Cho et al., 2016), healthy children (Drużbicki et al., 2013) and children with CP (Dinomais et al., 2013). This might imply that the supraspinal sensorimotor network for the neural control of walking can be assessed indirectly by these tasks.
According to
Table 1, in 3 subjects of the training group (i.e. subjects 3, 5, and 6), the activation of motor areas induced by training increased in one hemisphere but decreased in the other. This was observed in only one task in one control patient (subject 9, left knee task). In subject 3, brain activation due to 3 tasks increased in the left hemisphere and CC, but decreased in the right hemisphere. In subject 5, for 3 tasks, brain activation increased in the contralateral side and decreased in the ipsilateral side and the CC. In subject 6, in the left knee task, brain activation increased in the contralateral side and decreased in the ipsilateral side and the CC. These contradictory activation changes in the hemispheres suggest that the investigated motor areas in one hemisphere may adaptively compensate for the other.
Studies that utilized anti-gravity treadmill training, BWST, and LOKOMAT for gait improvement mostly reported functional improvement rather than characterization of therapy-induced brain reorganization in children with CP (Birgani et al., 2016; Hesse et al., 1999; Drużbicki et al., 2013; Willoughby et al. 2009) with up to 45 minutes of training per session. The subject was evaluated before and after the 8-week training. The effects of training on the balance and postural stability was evaluated based on the Romberg test that was performed by using a posturography device. The parameters quantifying Center-of-Pressure (CoP. However, few studies have investigated the therapy-driven neuroplasticity in gait rehabilitation using BWST in adults with stroke and children with CP (Phillips et al., 2007; Dobkin et al., 2004; Yang et al., 2010). The hemodynamic response of the sensorimotor cortices following therapy has been reported to increase in some of these fMRI studies, while others showed that brain cortical activation decreased (Dinomais et al., 2013; Drużbicki et al., 2013). Furthermore, according to a limited number of small-scale fMRI investigations in children with UCP, increased contralateral activity may accompany functional gains. For instance, cluster-based S1–M1 voxel counts were increased after virtual reality therapy in three adults with UCP (Cho et al., 2016). However, our intra-subject analysis demonstrates both an increase and a decrease in motor cortical activation after therapy. This might be due to the initial severity of the sensorimotor impairments evident in participants.
Although both groups demonstrated an improvement in walking speed, TUG, and walking endurance, participants in the training group had much greater enhancement. This is concurrent with higher brain motor cortical reorganization induced in the training group. This implies that AlterG training may have the potential to promote effective neuroplasticity that can improve walking ability in children with CP.
5. Conclusion
The findings of this study demonstrate brain activation enhancement following the administration of the 8-week AlterG training in children with CP. This implies that AlterG training can be considered an effective physical intervention to improve walking capacity in children with CP. Our results also indicate that fMRI, performed with passive tasks, is an effective tool for detecting alterations in brain activity induced by physical activities in children with CP.
Study limitation
In this study, the therapeutic effects of AlterG training on brain functional activity and walking capacity were successfully characterized. While our results were promising with respect to the investigation of therapy-driven improvement of functional brain activities, our study had a few limitations. Firstly, a few patients could not complete the required training sessions due to the intensive treatment schedule.
Secondly, our results showed no significant correlation between these measurements (secondary aim), probably due to the limited sample size, which can mostly influence this aim, but not the primary ones. Our major objectives were firstly to examine the possibility of detecting the signatures of ankle and knee passive movement tasks in the fMRI of CP children, and if so, secondly to characterize these signatures, and finally to determine the potential therapeutic effects of the antigravity treadmill training on these signatures, and on balance and gait impairments. We could detect these signatures (objective 1), particularly for the ankle task, characterize them in terms of activated voxels (objective 2), and determine the therapeutic effects of training on the activated voxels (objective 3). Additionally, the findings revealed different therapeutic responses following the completion of training, consistent with the literature reporting a high inter-subject variability in brain structural and functional neuroplasticity due to several factors.
Finally, characterization of the intervention effects may not solely be achieved by the pre-post analyses and calculation of the average group results. Alternatively, since any intervention can have different effects on patients, the recovery patterns need to be identified to fully characterize the therapeutic effects of interventions and individualize treatment. This required a larger sample size and further data acquisition time points, considered in our ongoing studies
Ethical Considerations
Compliance with ethical guidelines
The study was approved by the Ethics Committee of Tehran University of Medical Sciences (TUMS), Tehran, Iran. This study was registered by the Iranian Registry of Clinical Trials (IRCT), Tehran, Iran (Code: IRCT2015121625568N1). All participants gave their written informed consent to participate in the study.
Funding
This study was extracted from the PhD dissertation of Meghdad Ashtiyani, approved by the Department of Biomedical Engineering and Medical Physics, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran (Registration No.: 365m)
Authors' contributions
Study design and investigation: Parmida Moradi Birgani and Mohammad Reze Deevband; Methodology: Meghdad Ashtiyani, Parmida Moradi Birgani, Amin Shahrokhi, and Mohammad Reze Deevband; Data acquisition, analysis and writing: Meghdad Ashtiyani and Parmida Moradi Birgani; Data interpretation: Meghdad Ashtiyani, Mohammad Mehdi Mirbagheri, Behnam Jameie and Maryam Soleimani; Review, editing, and final approval: All authors.
Conflict of interest
The authors declared no conflict of interest.
Acknowledgments
The authors would like to thank the participants for their corporations.
References
Albright A. L. (1996). Baclofen in the treatment of cerebral palsy. Journal of Child Neurology, 11(2), 77–83. [DOI:10.1177/088307389601100202] [PMID]
Azizi, S., Rasooli, A. H., Soleimani, M., Irani, A., Shahrokhi, A., & Mirbagheri, M. M. (2018). The impact of AlterG training on balance and structure of vestibulospinal tract in cerebral palsy children. Paper presented at: 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Honolulu, HI, USA, 18-21 July 2018. [DOI:10.1109/EMBC.2018.8512772] [PMID]
Barch, D. M., Burgess, G. C., Harms, M. P., Petersen, S. E., Schlaggar, B. L., & Corbetta, M., et al. (2013). Function in the human connectome: Task-fMRI and individual differences in behavior. NeuroImage, 80, 169–189. [DOI:10.1016/j.neuroimage.2013.05.033] [PMID]
Bernal, B., Grossman, S., Gonzalez, R., & Altman, N. (2012). FMRI under sedation: What is the best choice in children?. Journal of Clinical Medicine Research, 4(6), 363-370. [PMID]
Birgani, P. M., Ashtiyani, M., Rasooli, A., Shahrokhnia, M., Shahrokhi, A., & Mirbagheri, M. M. (2016). Can an anti-gravity treadmill improve stability of children with cerebral palsy?. Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference, 2016, 5465–5468. [DOI:10.1109/EMBC.2016.7591963] [PMID]
Bleyenheuft, Y., Dricot, L., Gilis, N., Kuo, H. C., Grandin, C., & Bleyenheuft, C., et al. (2015). Capturing neuroplastic changes after bimanual intensive rehabilitation in children with unilateral spastic cerebral palsy: A combined DTI, TMS and fMRI pilot study. Research in Developmental Disabilities, 43-44, 136–149. [DOI:10.1016/j.ridd.2015.06.014] [PMID]
Bohannon, R. W. (2006). Reference values for the timed up and go test: A descriptive meta-analysis. Journal of Geriatric Physical Therapy (2001), 29(2), 64–68. [DOI:10.1519/00139143-200608000-00004] [PMID]
Booth, A. T. C., Buizer, A. I., Meyns, P., Oude Lansink, I. L. B., Steenbrink, F., & van der Krogt, M. M. (2018). The efficacy of functional gait training in children and young adults with cerebral palsy: A systematic review and meta-analysis. Developmental Medicine and Child Neurology, 60(9), 866–883. [DOI:10.1111/dmcn.13708] [PMID]
Chen, J. J., & Pike, G. B. (2009). BOLD-specific cerebral blood volume and blood flow changes during neuronal activation in humans. NMR in Biomedicine, 22(10), 1054–1062. [DOI:10.1002/nbm.1411] [PMID]
Cherng, R. J., Liu, C. F., Lau, T. W., & Hong, R. B. (2007). Effect of treadmill training with body weight support on gait and gross motor function in children with spastic cerebral palsy. American Journal of Physical Medicine & Rehabilitation, 86(7), 548–555. [DOI:10.1097/PHM.0b013e31806dc302] [PMID]
Cho, C., Hwang, W., Hwang, S., & Chung, Y. (2016). Treadmill Training with Virtual Reality Improves Gait, Balance, and Muscle Strength in Children with Cerebral Palsy. The Tohoku Journal of Experimental Medicine, 238(3), 213–218. [DOI:10.1620/tjem.238.213] [PMID]
da Cunha, I. T., Jr, Lim, P. A., Qureshy, H., Henson, H., Monga, T., & Protas, E. J. (2002). Gait outcomes after acute stroke rehabilitation with supported treadmill ambulation training: A randomized controlled pilot study. Archives of physical Medicine and Rehabilitation, 83(9), 1258–1265. [DOI:10.1053/apmr.2002.34267] [PMID]
Dietz, V. (2009). Body weight supported gait training: From laboratory to clinical setting. Brain Research Bulletin, 78(1), I–VI. [DOI:10.1016/S0361-9230(08)00410-3] [PMID]
Dinomais, M., Chinier, E., Lignon, G., Richard, I., Ter Minassian, A., & Tich, S. N. (2013). The effect of video-guidance on passive movement in patients with cerebral palsy: fMRI study. Research in Developmental Disabilities, 34(10), 3487–3496. [DOI:10.1016/j.ridd.2013.07.008] [PMID]
Ditunno, J. F., Jr, Ditunno, P. L., Graziani, V., Scivoletto, G., Bernardi, M., & Castellano, V., et al. (2000). Walking index for spinal cord injury (WISCI): An international multicenter validity and reliability study. Spinal Cord, 38(4), 234–243. [DOI:10.1038/sj.sc.3100993] [PMID]
Draganski, B., Gaser, C., Busch, V., Schuierer, G., Bogdahn, U., & May, A. (2004). Neuroplasticity: Changes in grey matter induced by training. Nature, 427(6972), 311–312. [DOI:10.1038/427311a] [PMID]
Drużbicki, M., Rusek, W., Snela, S., Dudek, J., Szczepanik, M., & Zak, E., et al. (2013). Functional effects of robotic-assisted locomotor treadmill thearapy in children with cerebral palsy. Journal of Rehabilitation Medicine, 45(4), 358–363. [DOI:10.2340/16501977-1114] [PMID]
Dobkin, B. H., Firestine, A., West, M., Saremi, K., & Woods, R. (2004). Ankle dorsiflexion as an fMRI paradigm to assay motor control for walking during rehabilitation. NeuroImage, 23(1), 370–381. [DOI:10.1016/j.neuroimage.2004.06.008] [PMID]
Donabedian, A. (2005). Evaluating the quality of medical care. 1966. The Milbank Quarterly, 83(4), 691–729. [DOI:10.1111/j.1468-0009.2005.00397.x] [PMID]
Enzinger, C., Dawes, H., Johansen-Berg, H., Wade, D., Bogdanovic, M., & Collett, J., et al. (2009). Brain activity changes associated with treadmill training after stroke. Stroke, 40(7), 2460–2467. [DOI:10.1161/STROKEAHA.109.550053] [PMID]
Franceschini, M., Carda, S., Agosti, M., Antenucci, R., Malgrati, D., & Cisari, C., et al. (2009). Walking after stroke: What does treadmill training with body weight support add to overground gait training in patients early after stroke?: A single-blind, randomized, controlled trial. Stroke, 40(9), 3079–3085.[DOI:10.1161/STROKEAHA.109.555540] [PMID]
Guzzetta, A., Staudt, M., Petacchi, E., Ehlers, J., Erb, M., & Wilke, M., et al. (2007). Brain representation of active and passive hand movements in children. Pediatric Research, 61(4), 485–490. [DOI:10.1203/pdr.0b013e3180332c2e] [PMID]
Hesse, S., Konrad, M., & Uhlenbrock, D. (1999). Treadmill walking with partial body weight support versus floor walking in hemiparetic subjects. Archives of Physical Medicine and Rehabilitation, 80(4), 421–427. [DOI:10.1016/S0003-9993(99)90279-4] [PMID]
Heeger, D. J., & Ress, D. (2002). What does fMRI tell us about neuronal activity?. Nature Reviews. Neuroscience, 3(2), 142–151. [DOI:10.1038/nrn730] [PMID]
Hutchison, J. L., Hubbard, N. A., Brigante, R. M., Turner, M., Sandoval, T. I., & Hillis, G. A. J., et al. (2014). The efficiency of fMRI region of interest analysis methods for detecting group differences. Journal of Neuroscience Methods, 226, 57–65. [DOI:10.1016/j.jneumeth.2014.01.012] [PMID]
Kornelsen, J., & Stroman, P. W. (2004). fMRI of the lumbar spinal cord during a lower limb motor task. Magnetic Resonance in Medicine, 52(2), 411–414. [DOI:10.1002/mrm.20157] [PMID]
Krishnan, V., Kindig, M., & Mirbagheri, M. (2016). Robotic-assisted locomotor training enhances ankle performance in adults with incomplete spinal cord injury. Journal of Rehabilitation Medicine, 48(9), 781–786. [DOI:10.2340/16501977-2133] [PMID]
Koman, L. A., Mooney, J. F., 3rd, Smith, B., Goodman, A., & Mulvaney, T. (1993). Management of cerebral palsy with botulinum-A toxin: Preliminary investigation. Journal of Pediatric Orthopedics, 13(4), 489–495. [DOI:10.1097/01241398-199307000-00013] [PMID]
Li, W., Wait, S. D., Ogg, R. J., Scoggins, M. A., Zou, P., & Wheless, J., et al. (2013). Functional magnetic resonance imaging of the visual cortex performed in children under sedation to assist in presurgical planning. Journal of Neurosurgery. Pediatrics, 11(5), 543–546. [DOI:10.3171/2013.1.PEDS12401] [PMID]
Luft, A. R., Macko, R. F., Forrester, L. W., Villagra, F., Ivey, F., & Sorkin, J. D., et al. (2008). Treadmill exercise activates subcortical neural networks and improves walking after stroke: A randomized controlled trial. Stroke, 39(12), 3341–3350. [DOI:10.1161/STROKEAHA.108.527531] [PMID]
MacIntosh, B. J., Mraz, R., Baker, N., Tam, F., Staines, W. R., & Graham, S. J. (2004). Optimizing the experimental design for ankle dorsiflexion fMRI. NeuroImage, 22(4), 1619–1627.[DOI:10.1016/j.neuroimage.2004.03.035] [PMID]
Milla, P. J., & Jackson, A. D. (1977). A controlled trial of baclofen in children with cerebral palsy. The Journal of International Medical Research, 5(6), 398–404. [DOI:10.1177/030006057300100203] [PMID]
Mutlu, A., Krosschell, K., & Spira, D. G. (2009). Treadmill training with partial body-weight support in children with cerebral palsy: A systematic review. Developmental Medicine and Child Neurology, 51(4), 268–275. [DOI:10.1111/j.1469-8749.2008.03221.x] [PMID]
Ogg, R. J., Laningham, F. H., Clarke, D., Einhaus, S., Zou, P., & Tobias, M. E., et al. (2009). Passive range of motion functional magnetic resonance imaging localizing sensorimotor cortex in sedated children. Journal of Neurosurgery. Pediatrics, 4(4), 317–322. [PMID]
Palisano, R. J., Begnoche, D. M., Chiarello, L. A., Bartlett, D. J., McCoy, S. W., & Chang, H. J. (2012). Amount and focus of physical therapy and occupational therapy for young children with cerebral palsy. Physical & Occupational Therapy in Pediatrics, 32(4), 368–382. [DOI:10.3109/01942638.2012.715620] [PMID]
Parvin, S., Mehdinezhad, M., Taghiloo, A., Nourian, R., & Mirbagheri, M. M. (2018). The impact of repetitive transcranial magnetic stimulation on affected and unaffected sides of a child with hemiplegic cerebral palsy. Paper presented at: 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Honolulu, HI, USA, 18-21 July 2018. [DOI:10.1109/EMBC.2018.8512877] [PMID]
Phillips, J. P., Sullivan, K. J., Burtner, P. A., Caprihan, A., Provost, B., & Bernitsky-Beddingfield, A. (2007). Ankle dorsiflexion fMRI in children with cerebral palsy undergoing intensive body-weight-supported treadmill training: A pilot study. Developmental Medicine and Child Neurology, 49(1), 39–44. [DOI:10.1017/S0012162207000102.x] [PMID]
Rasooli, A. H., Birgani, P. M., Azizi, S., Shahrokhi, A., & Mirbagheri, M. M. (2017). Therapeutic effects of an anti-gravity locomotor training (AlterG) on postural balance and cerebellum structure in children with Cerebral Palsy. Paper presented at: 2017 International Conference on Rehabilitation Robotics (ICORR), London, UK, 17-20 July 2017. [DOI:10.1109/ICORR.2017.8009229] [PMID]
Reid, L. B., Boyd, R. N., Cunnington, R., & Rose, S. E. (2016). Interpreting intervention induced neuroplasticity with fMRI: The case for multimodal imaging strategies. Neural Plasticity, 2016, 2643491. [DOI:10.1155/2016/2643491] [PMID]
Reid, L. B., Rose, S. E., & Boyd, R. N. (2015). Rehabilitation and neuroplasticity in children with unilateral cerebral palsy. Nature Reviews. Neurology, 11(7), 390–400. [DOI:10.1038/nrneurol.2015.97] [PMID]
Rosazza, C., Aquino, D., D'Incerti, L., Cordella, R., Andronache, A., & Zacà, D., et al. (2014). Preoperative mapping of the sensorimotor cortex: Comparative assessment of task-based and resting-state FMRI. Plos One, 9(6), e98860. [DOI:10.1371/journal.pone.0098860] [PMID]
Souweidane, M. M., Kim, K. H., McDowall, R., Ruge, M. I., Lis, E., & Krol, G., et al. (1999). Brain mapping in sedated infants and young children with passive-functional magnetic resonance imaging. Pediatric Neurosurgery, 30(2), 86–92. [DOI:10.1159/000028768] [PMID]
van Hedel, H. J., Wirz, M., & Dietz, V. (2005). Assessing walking ability in subjects with spinal cord injury: Validity and reliability of 3 walking tests. Archives of Physical Medicine and Rehabilitation, 86(2), 190–196. [DOI:10.1016/j.apmr.2004.02.010] [PMID]
Verrotti, A., Greco, R., Spalice, A., Chiarelli, F., & Iannetti, P. (2006). Pharmacotherapy of spasticity in children with cerebral palsy. Pediatric Neurology, 34(1), 1–6. [DOI:10.1016/j.pediatrneurol.2005.05.001] [PMID]
Weierink, L., Vermeulen, R. J., & Boyd, R. N. (2013). Brain structure and executive functions in children with cerebral palsy: A systematic review. Research in Developmental Disabilities, 34(5), 1678–1688. [DOI:10.1016/j.ridd.2013.01.035] [PMID]
Weiskopf, N., Scharnowski, F., Veit, R., Goebel, R., Birbaumer, N., & Mathiak, K. (2004). Self-regulation of local brain activity using real-time functional magnetic resonance imaging (fMRI). Journal of Physiology, Paris, 98(4-6), 357–373. [DOI:10.1016/j.jphysparis.2005.09.019] [PMID]
Wiart, L., Ray, L., Darrah, J., & Magill-Evans, J. (2010). Parents' perspectives on occupational therapy and physical therapy goals for children with cerebral palsy. Disability and Rehabilitation, 32(3), 248–258.[DOI:10.3109/09638280903095890] [PMID]
Wilke, M., Holland, S. K., Myseros, J. S., Schmithorst, V. J., & Ball, W. S., Jr (2003). Functional magnetic resonance imaging in pediatrics. Neuropediatrics, 34(5), 225–233.[DOI:10.1055/s-2003-43260] [PMID]
Willoughby, K. L., Dodd, K. J., & Shields, N. (2009). A systematic review of the effectiveness of treadmill training for children with cerebral palsy. Disability and Rehabilitation, 31(24), 1971–1979. [DOI:10.3109/09638280902874204] [PMID]
Weiller, C., Jüptner, M., Fellows, S., Rijntjes, M., Leonhardt, G., & Kiebel, S., et al. (1996). Brain representation of active and passive movements. NeuroImage, 4(2), 105–110. [DOI:10.1006/nimg.1996.0034] [PMID]
Yang, Y. R., Chen, I. H., Liao, K. K., Huang, C. C., & Wang, R. Y. (2010). Cortical reorganization induced by body weight-supported treadmill training in patients with hemiparesis of different stroke durations. Archives of Physical Medicine and Rehabilitation, 91(4), 513–518. [DOI:10.1016/j.apmr.2009.11.021] [PMID]