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Postic PY, Leprince Y, Brosset S, Drutel L, Peyric E, Ben Abdallah I, Bekha D, Neumane S, Duchesnay E, Dinomais M, Chevignard M, Hertz-Pannier L. Brain growth until adolescence after a neonatal focal injury: sex related differences beyond lesion effect. Front Neurosci 2024; 18:1405381. [PMID: 39247049 PMCID: PMC11378422 DOI: 10.3389/fnins.2024.1405381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 07/26/2024] [Indexed: 09/10/2024] Open
Abstract
Introduction Early focal brain injuries lead to long-term disabilities with frequent cognitive impairments, suggesting global dysfunction beyond the lesion. While plasticity of the immature brain promotes better learning, outcome variability across individuals is multifactorial. Males are more vulnerable to early injuries and neurodevelopmental disorders than females, but long-term sex differences in brain growth after an early focal lesion have not been described yet. With this MRI longitudinal morphometry study of brain development after a Neonatal Arterial Ischemic Stroke (NAIS), we searched for differences between males and females in the trajectories of ipsi- and contralesional gray matter growth in childhood and adolescence, while accounting for lesion characteristics. Methods We relied on a longitudinal cohort (AVCnn) of patients with unilateral NAIS who underwent clinical and MRI assessments at ages 7 and 16 were compared to age-matched controls. Non-lesioned volumes of gray matter (hemispheres, lobes, regions, deep structures, cerebellum) were extracted from segmented T1 MRI images at 7 (Patients: 23 M, 16 F; Controls: 17 M, 18 F) and 16 (Patients: 18 M, 11 F; Controls: 16 M, 15 F). These volumes were analyzed using a Linear Mixed Model accounting for age, sex, and lesion characteristics. Results Whole hemisphere volumes were reduced at both ages in patients compared to controls (gray matter volume: -16% in males, -10% in females). In ipsilesional hemisphere, cortical gray matter and thalamic volume losses (average -13%) mostly depended on lesion severity, suggesting diaschisis, with minimal effect of patient sex. In the contralesional hemisphere however, we consistently found sex differences in gray matter volumes, as only male volumes were smaller than in male controls (average -7.5%), mostly in territories mirroring the contralateral lesion. Females did not significantly deviate from the typical trajectories of female controls. Similar sex differences were found in both cerebellar hemispheres. Discussion These results suggest sex-dependent growth trajectories after an early brain lesion with a contralesional growth deficit in males only. The similarity of patterns at ages 7 and 16 suggests that puberty has little effect on these trajectories, and that most of the deviation in males occurs in early childhood, in line with the well-described perinatal vulnerability of the male brain, and with no compensation thereafter.
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Affiliation(s)
- Pierre-Yves Postic
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
- INSERM, Université Paris Cité, UMR 1141 NeuroDiderot, InDEV, Paris, France
- Sorbonne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale (LIB), Paris, France
| | - Yann Leprince
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
| | - Soraya Brosset
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
- INSERM, Université Paris Cité, UMR 1141 NeuroDiderot, InDEV, Paris, France
| | - Laure Drutel
- LP3C, Rennes 2 University, Rennes, France
- French National Reference Center for Pediatric Stroke, CHU de Saint-Etienne, Saint-Etienne, France
| | - Emeline Peyric
- Pediatric Neurology Department, HFME, Hospices Civils de Lyon, Lyon, France
| | - Ines Ben Abdallah
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
- INSERM, Université Paris Cité, UMR 1141 NeuroDiderot, InDEV, Paris, France
| | - Dhaif Bekha
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
- INSERM, Université Paris Cité, UMR 1141 NeuroDiderot, InDEV, Paris, France
| | - Sara Neumane
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
- INSERM, Université Paris Cité, UMR 1141 NeuroDiderot, InDEV, Paris, France
- Université Paris-Saclay, UVSQ - APHP, Pediatric Physical Medicine and Rehabilitation Department, Raymond Poincaré University Hospital, Garches, France
| | - Edouard Duchesnay
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, BAOBAB/GAIA/SIGNATURE, Gif-sur-Yvette, France
| | - Mickael Dinomais
- Department of Physical Medicine and Rehabilitation, Angers University Hospital Centre, Angers, France
| | - Mathilde Chevignard
- Sorbonne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale (LIB), Paris, France
- Rehabilitation Department for Children with Acquired Brain Injury, Saint Maurice Hospitals, Saint Maurice, France
- Sorbonne University, GRC 24 Handicap Moteur Cognitif et Réadaptation (HaMCRe), Paris, France
| | - Lucie Hertz-Pannier
- CEA Paris-Saclay, Frederic Joliot Institute, NeuroSpin, UNIACT, Gif-sur-Yvette, France
- INSERM, Université Paris Cité, UMR 1141 NeuroDiderot, InDEV, Paris, France
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Pabst L, Hoyt CR, Felling RJ, Smith AE, Harpster K, Pardo AC, Bridge JA, Jiang B, Gehred A, Lo W. Neuroimaging and Neurological Outcomes in Perinatal Arterial Ischemic Stroke: A Systematic Review and Meta-Analysis. Pediatr Neurol 2024; 157:19-28. [PMID: 38848613 DOI: 10.1016/j.pediatrneurol.2024.04.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 04/09/2024] [Accepted: 04/29/2024] [Indexed: 06/09/2024]
Abstract
BACKGROUND Prediction of outcomes in perinatal arterial ischemic stroke (PAIS) is challenging. We performed a systematic review and meta-analysis to determine whether infarct characteristics can predict outcomes in PAIS. METHODS A systematic search was conducted using five databases in January 2023. Studies were included if the sample included children with neonatal or presumed PAIS; if infarct size, location, or laterality was indicated; and if at least one motor, cognitive, or language outcome was reported. The level of evidence and risk of bias were evaluated using the Risk of Bias in Non-Randomized Studies of Interventions tool. Meta-analyses were conducted comparing infarct size or location with neurological outcomes when at least three studies could be analyzed. RESULTS Eighteen full-text articles were included in a systematic review with nine included in meta-analysis. Meta-analyses revealed that small strokes were associated with a lower risk of cerebral palsy/hemiplegia compared with large strokes (risk ratio [RR] = 0.263, P = 0.001) and a lower risk of epilepsy (RR = 0.182, P < 0.001). Middle cerebral artery (MCA) infarcts were not associated with a significantly different risk of cerebral palsy/hemiplegia compared with non-MCA strokes (RR = 1.220, P = 0.337). Bilateral infarcts were associated with a 48% risk of cerebral palsy/hemiplegia, a 26% risk of epilepsy, and a 58% risk of cognitive impairment. CONCLUSIONS Larger stroke size was associated with worse outcomes across multiple domains. Widely heterogeneous reporting of infarct characteristics and outcomes limits the comparison of studies and the analysis of outcomes. More consistent reporting of infarct characteristics and outcomes will be important to advance research in this field.
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Affiliation(s)
- Lisa Pabst
- Division of Neurology, Department of Pediatrics, Primary Children's Hospital, University of Utah, Salt Lake City, Utah.
| | - Catherine R Hoyt
- Program in Occupational Therapy, Department of Neurology, Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri
| | - Ryan J Felling
- Department of Neurology & Kennedy Krieger Institute, Johns Hopkins Medicine, Baltimore, Maryland
| | - Alyssa E Smith
- Department of Neurology, Washington University School of Medicine, St. Louis, Missouri
| | - Karen Harpster
- Division of Occupational Therapy and Physical Therapy, Cincinnati Children's Hospital, Cincinnati, Ohio
| | - Andrea C Pardo
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Jeffrey A Bridge
- Departments of Pediatrics and Psychiatry & Behavioral Health, Nationwide Children's Hospital and The Ohio State University College of Medicine, Center for Suicide Prevention and Research, Columbus, Ohio
| | - Bin Jiang
- Department of Radiology, Neuroradiology Section, Stanford University School of Medicine, Stanford, California
| | - Alison Gehred
- Nationwide Children's Hospital Library, Columbus, Ohio
| | - Warren Lo
- Division of Neurology, Nationwide Children's Hospital, Columbus, Ohio
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Meghji S, Hilderley AJ, Murias K, Brooks BL, Andersen J, Fehlings D, Dlamini N, Kirton A, Carlson HL. Executive functioning, ADHD symptoms and resting state functional connectivity in children with perinatal stroke. Brain Imaging Behav 2024; 18:263-278. [PMID: 38038867 PMCID: PMC11156742 DOI: 10.1007/s11682-023-00827-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/19/2023] [Indexed: 12/02/2023]
Abstract
Perinatal stroke describes a group of focal, vascular brain injuries that occur early in development, often resulting in lifelong disability. Two types of perinatal stroke predominate, arterial ischemic stroke (AIS) and periventricular venous infarction (PVI). Though perinatal stroke is typically considered a motor disorder, other comorbidities commonly exist including attention-deficit hyperactivity disorder (ADHD) and deficits in executive function. Rates of ADHD symptoms are higher in children with perinatal stroke and deficits in executive function may also occur but underlying mechanisms are not known. We measured resting state functional connectivity in children with perinatal stroke using previously established dorsal attention, frontoparietal, and default mode network seeds. Associations with parental ratings of executive function and ADHD symptoms were examined. A total of 120 participants aged 6-19 years [AIS N = 31; PVI N = 30; Controls N = 59] were recruited. In comparison to typically developing peers, both the AIS and PVI groups showed lower intra- and inter-hemispheric functional connectivity values in the networks investigated. Group differences in between-network connectivity were also demonstrated, showing weaker anticorrelations between task-positive (frontoparietal and dorsal attention) and task-negative (default mode) networks in stroke groups compared to controls. Both within-network and between-network functional connectivity values were highly associated with parental reports of executive function and ADHD symptoms. These results suggest that differences in functional connectivity exist both within and between networks after perinatal stroke, the degree of which is associated with ADHD symptoms and executive function.
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Affiliation(s)
- Suraya Meghji
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, 28 Oki Drive NW, Calgary, AB, Canada
| | - Alicia J Hilderley
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, 28 Oki Drive NW, Calgary, AB, Canada
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Kara Murias
- Alberta Children's Hospital Research Institute, 28 Oki Drive NW, Calgary, AB, Canada
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
| | - Brian L Brooks
- Alberta Children's Hospital Research Institute, 28 Oki Drive NW, Calgary, AB, Canada
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
- Neurosciences Program, Alberta Children's Hospital, Calgary, AB, Canada
- Department of Psychology, University of Calgary, Calgary, AB, Canada
| | - John Andersen
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Darcy Fehlings
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Nomazulu Dlamini
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Children's Stroke Program, Division of Neurology, Hospital for Sick Children, Toronto, ON, Canada
| | - Adam Kirton
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, 28 Oki Drive NW, Calgary, AB, Canada
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
- Department of Radiology, University of Calgary, Calgary, AB, Canada
| | - Helen L Carlson
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada.
- Alberta Children's Hospital Research Institute, 28 Oki Drive NW, Calgary, AB, Canada.
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.
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Coupeau P, Démas J, Fasquel JB, Hertz-Pannier L, Chabrier S, Dinomais M. Hand function after neonatal stroke: A graph model based on basal ganglia and thalami structure. Neuroimage Clin 2024; 41:103568. [PMID: 38277807 PMCID: PMC10832504 DOI: 10.1016/j.nicl.2024.103568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 01/18/2024] [Accepted: 01/18/2024] [Indexed: 01/28/2024]
Abstract
INTRODUCTION Neonatal arterial ischemic stroke (NAIS) is a common model to study the impact of a unilateral early brain insult on developmental brain plasticity and the appearance of long-term outcomes. Motor difficulties that may arise are typically related to poor function of the affected (contra-lesioned) hand, but surprisingly also of the ipsilesional hand. Although many longitudinal studies after NAIS have shown that predicting the occurrence of gross motor difficulties is easier, accurately predicting hand motor function (for both hands) from morphometric MRI remains complicated. The hypothesis of an association between the structural organization of the basal ganglia (BG) and thalamus with hand motor function seems intuitive given their key role in sensorimotor function. Neuroimaging studies have frequently investigated these structures to evaluate the correlation between their volumes and motor function following early brain injury. However, the results have been controversial. We hypothesize the involvement of other structural parameters. METHOD The study involves 35 children (mean age 7.3 years, SD 0.4) with middle cerebral artery NAIS who underwent a structural T1-weighted 3D MRI and clinical examination to assess manual dexterity using the Box and Blocks Test (BBT). Graphs are used to represent high-level structural information of the BG and thalami (volumes, elongations, distances) measured from the MRI. A graph neural network (GNN) is proposed to predict children's hand motor function through a graph regression. To reduce the impact of external factors on motor function (such as behavior and cognition), we calculate a BBT score ratio for each child and hand. RESULTS The results indicate a significant correlation between the score ratios predicted by our method and the actual score ratios of both hands (p < 0.05), together with a relatively high accuracy of prediction (mean L1 distance < 0.03). The structural information seems to have a different influence on each hand's motor function. The affected hand's motor function is more correlated with the volume, while the 'unaffected' hand function is more correlated with the elongation of the structures. Experiments emphasize the importance of considering the whole macrostructural organization of the basal ganglia and thalami networks, rather than the volume alone, to predict hand motor function. CONCLUSION There is a significant correlation between the structural characteristics of the basal ganglia/thalami and motor function in both hands. These results support the use of MRI macrostructural features of the basal ganglia and thalamus as an early biomarker for predicting motor function in both hands after early brain injury.
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Affiliation(s)
- Patty Coupeau
- Université d'Angers, LARIS, SFR MATHSTIC, F-49000 Angers, France.
| | - Josselin Démas
- Université d'Angers, LARIS, SFR MATHSTIC, F-49000 Angers, France; Instituts de Formation, CH Laval, France
| | | | - Lucie Hertz-Pannier
- UNIACT/Neurospin/JOLIOT/DRF/CEA-Saclay, and U1141 NeuroDiderot/Inserm, CEA, Paris University, France
| | - Stéphane Chabrier
- French Centre for Pediatric Stroke, Pediatric Physical and Rehabilitation Medicine Department, Saint-Etienne University Hospital, France
| | - Mickael Dinomais
- Université d'Angers, LARIS, SFR MATHSTIC, F-49000 Angers, France; Department of Physical and Rehabilitation Medicine, University Hospital, CHU Angers, France
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Vaher U, Ilves N, Ilves N, Laugesaar R, Männamaa M, Loorits D, Kool P, Ilves P. The thalamus and basal ganglia are smaller in children with epilepsy after perinatal stroke. Front Neurol 2023; 14:1252472. [PMID: 37840930 PMCID: PMC10568465 DOI: 10.3389/fneur.2023.1252472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 09/05/2023] [Indexed: 10/17/2023] Open
Abstract
Background Epilepsy is one of the most serious consequences of perinatal stroke. Epilepsy itself has been proposed as a risk factor for impaired cognitive, language, and behavioral functioning. It is still unclear which children develop epilepsy after perinatal stroke. The current study aimed to evaluate the volume of the thalamus and the basal ganglia in children after perinatal stroke in relation to poststroke epilepsy. Methods The follow-up study included 29 children with perinatal arterial ischemic stroke (AIS), 33 children with presumed periventricular venous infarction (PVI), and 46 age- and sex-matched healthy controls. Magnetic resonance imaging was performed in children between the ages of 4 and 18 years, and volumetric analysis by segmentation was used to evaluate the size of the thalamus, caudate nucleus, putamen, globus pallidus, hippocampus, amygdala, and nucleus accumbens. Results During a median follow-up time of 12.8 years [interquartile range (IQR): 10.8-17.3] in the AIS group and 12.5 years (IQR: 9.3-14.8) in the PVI group (p = 0.32), epilepsy developed in 10 children (34.5%) with AIS and in 4 (12.1%) children with PVI, p = 0.036 [odds ratio (OR) = 3.8, 95%, confidence interval (CI): 1.04-14]. Epilepsy and interictal epileptiform discharges (IEDs) without clinical seizures were more often expressed in children with AIS (n = 16, 55%) than in children with PVI (n = 7, 21.2%), p = 0.0057 (OR = 3.8 95% CI: 1.04-14). In the AIS group, the ipsilesional and contralesional thalamus, ipsilesional caudate nucleus, and nucleus accumbens were significantly smaller in children with epilepsy compared to children without epilepsy. In the PVI group, the ipsilesional thalamus, caudate nucleus, and nucleus accumbens were smaller in the pooled group of epilepsy plus IED alone compared to children without epilepsy. Conclusion In children with AIS, epilepsy or IED occurred more often compared to children with PVI. Both patients with AIS and PVI with severe damage to the basal ganglia and the thalamus have a higher risk of developing poststroke epilepsy and should be monitored more closely throughout childhood to initiate timely antiseizure medication and rehabilitation.
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Affiliation(s)
- Ulvi Vaher
- Department of Radiology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Children's Clinic, Tartu University Hospital, Tartu, Estonia
| | - Norman Ilves
- Department of Radiology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Nigul Ilves
- Department of Radiology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia
| | - Rael Laugesaar
- Children's Clinic, Tartu University Hospital, Tartu, Estonia
- Department of Pediatrics, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Mairi Männamaa
- Department of Radiology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Children's Clinic, Tartu University Hospital, Tartu, Estonia
| | - Dagmar Loorits
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia
| | - Pille Kool
- Department of Radiology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Pilvi Ilves
- Department of Radiology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia
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Shinde K, Craig BT, Hassett J, Dlamini N, Brooks BL, Kirton A, Carlson HL. Alterations in cortical morphometry of the contralesional hemisphere in children, adolescents, and young adults with perinatal stroke. Sci Rep 2023; 13:11391. [PMID: 37452141 PMCID: PMC10349116 DOI: 10.1038/s41598-023-38185-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 07/04/2023] [Indexed: 07/18/2023] Open
Abstract
Perinatal stroke causes most hemiparetic cerebral palsy and cognitive dysfunction may co-occur. Compensatory developmental changes in the intact contralesional hemisphere may mediate residual function and represent targets for neuromodulation. We used morphometry to explore cortical thickness, grey matter volume, gyrification, and sulcal depth of the contralesional hemisphere in children, adolescents, and young adults after perinatal stroke and explored associations with motor, attention, and executive function. Participants aged 6-20 years (N = 109, 63% male) with unilateral perinatal stroke underwent T1-weighted imaging. Participants had arterial ischemic stroke (AIS; n = 36), periventricular venous infarction (PVI; n = 37) or were controls (n = 36). Morphometry was performed using the Computational Anatomy Toolbox (CAT12). Group differences and associations with motor and executive function (in a smaller subsample) were assessed. Group comparisons revealed areas of lower cortical thickness in contralesional hemispheres in both AIS and PVI and greater gyrification in AIS compared to controls. Areas of greater grey matter volume and sulcal depth were also seen for AIS. The PVI group showed lower grey matter volume in cingulate cortex and less volume in precuneus relative to controls. No associations were found between morphometry metrics, motor, attention, and executive function. Cortical structure of the intact contralesional hemisphere is altered after perinatal stroke. Alterations in contralesional cortical morphometry shown in perinatal stroke may be associated with different mechanisms of damage or timing of early injury. Further investigations with larger samples are required to more thoroughly explore associations with motor and cognitive function.
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Affiliation(s)
- Karan Shinde
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
| | - Brandon T Craig
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Jordan Hassett
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
| | - Nomazulu Dlamini
- Children's Stroke Program, Hospital for Sick Children, Toronto, ON, Canada
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Brian L Brooks
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada
- Neurosciences Program, Alberta Children's Hospital, Calgary, AB, Canada
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
- Department of Psychology, University of Calgary, Calgary, AB, Canada
| | - Adam Kirton
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
- Department of Radiology, University of Calgary, Calgary, AB, Canada
| | - Helen L Carlson
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, 28 Oki Drive NW, Calgary, AB, Canada.
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada.
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.
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Wei W, Lao H, Tan Y, Liang S, Ye Z, Qin C, Tang Y. Vascular tortuosity is related to reduced thalamic volume after middle cerebral artery occlusion. Heliyon 2023; 9:e15581. [PMID: 37159683 PMCID: PMC10163615 DOI: 10.1016/j.heliyon.2023.e15581] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 03/24/2023] [Accepted: 04/14/2023] [Indexed: 05/11/2023] Open
Abstract
The mechanisms underlying secondary brain injury in remote areas remains unclear. This study aimed to investigate the relationship between vascular tortuosity and thalamic volume. METHODS In this study, we retrospectively analyzed sixty-five patients with unilateral middle cerebral artery occlusion (MCAO) who underwent magnetic resonance angiography. We compared the vascular tortuosity in patients with MCAO and controls, and analyzed the relationship between vascular tortuosity and thalamic volume. RESULTS Compared with controls, the MCAO group exhibited a significantly smaller thalamus volume on the affected side (5874 ± 183 mm3 vs. 5635 ± 383 mm3, p < 0.0001). The vascular tortuosity of the posterior cerebral artery (PCA) was higher in the MCAO group than in the controls (82.8 ± 17.3 vs. 76.7 ± 17.3, p = 0.040). Logistic regression analysis revealed that PCA tortuosity was an independent risk factor for reduced thalamic volume after MCAO (p = 0.034). In the subgroup analysis, only the 4-7-day group was not statistically different in thalamic volume between the MCAO and control groups. In the MCAO group, patients older than 60 years and female patients had a more tortuous PCA. CONCLUSION Reduced thalamic volume after MCAO was associated with a tortuous PCA. After MCAO, PCA tortuosity increased more significantly in patients aged >60 years and in female patients.
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Affiliation(s)
- Wenxin Wei
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, China
| | - Huan Lao
- School of Artificial Intelligence, Guangxi Minzu University, Nanning, Guangxi 530000, China
| | - Yafu Tan
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, China
| | - Shushu Liang
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, China
| | - Ziming Ye
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, China
| | - Chao Qin
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, China
- Corresponding author.
| | - Yanyan Tang
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi 530021, China
- Corresponding author.
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Jadavji Z, Kirton A, Metzler MJ, Zewdie E. BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study. Front Hum Neurosci 2023; 17:1006242. [PMID: 37007682 PMCID: PMC10063823 DOI: 10.3389/fnhum.2023.1006242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 03/03/2023] [Indexed: 03/19/2023] Open
Abstract
BackgroundPerinatal stroke (PS) causes most hemiparetic cerebral palsy (CP) and results in lifelong disability. Children with severe hemiparesis have limited rehabilitation options. Brain computer interface- activated functional electrical stimulation (BCI-FES) of target muscles may enhance upper extremity function in hemiparetic adults. We conducted a pilot clinical trial to assess the safety and feasibility of BCI-FES in children with hemiparetic CP.MethodsThirteen participants (mean age = 12.2 years, 31% female) were recruited from a population-based cohort. Inclusion criteria were: (1) MRI-confirmed PS, (2) disabling hemiparetic CP, (3) age 6–18 years, (4) informed consent/assent. Those with neurological comorbidities or unstable epilepsy were excluded. Participants attended two BCI sessions: training and rehabilitation. They wore an EEG-BCI headset and two forearm extensor stimulation electrodes. Participants’ imagination of wrist extension was classified on EEG, after which muscle stimulation and visual feedback were provided when the correct visualization was detected.ResultsNo serious adverse events or dropouts occurred. The most common complaints were mild headache, headset discomfort and muscle fatigue. Children ranked the experience as comparable to a long car ride and none reported as unpleasant. Sessions lasted a mean of 87 min with 33 min of stimulation delivered. Mean classification accuracies were (M = 78.78%, SD = 9.97) for training and (M = 73.48, SD = 12.41) for rehabilitation. Mean Cohen’s Kappa across rehabilitation trials was M = 0.43, SD = 0.29, range = 0.019–1.00, suggesting BCI competency.ConclusionBrain computer interface-FES was well -tolerated and feasible in children with hemiparesis. This paves the way for clinical trials to optimize approaches and test efficacy.
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Affiliation(s)
- Zeanna Jadavji
- Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Pediatrics, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
| | - Adam Kirton
- Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- Department of Pediatrics, Alberta Children’s Hospital, Calgary, AB, Canada
| | - Megan J. Metzler
- Department of Clinical Neurosciences, Alberta Children’s Hospital, Calgary, AB, Canada
| | - Ephrem Zewdie
- Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Pediatrics, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
- *Correspondence: Ephrem Zewdie,
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9
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Mastej EJ, Leppert MH, Poisson S, Ritchey Z, Barry M, Rundek T, Liebeskind DS, Mirsky D, Bernard TJ, Stence NV. Thalamic Volume Loss Is Greater in Children Than in Adults Following Middle Cerebral Artery Territory Arterial Ischemic Stroke. J Child Neurol 2022; 37:882-888. [PMID: 36069041 PMCID: PMC9560991 DOI: 10.1177/08830738221118807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background: Younger stroke patients may suffer worse outcomes than older patients; however, the extent to which age at stroke impacts remote areas of the brain remains unclear. The objective of this study was to determine thalamic volume changes ipsilateral to middle cerebral artery territory strokes based on age at acute ischemic stroke onset. Methods: Acute ischemic stroke patients <9 years, 9-18 years, and >18 years old were retrospectively recruited from a large quaternary care system. Each subject underwent an acute (<72 hours from AIS) and chronic (>90 days) magnetic resonance imaging (MRI) scan. Manual thalamic segmentation was performed. Results: Younger and older children had significantly greater stroke-side thalamic volume loss compared to adults (48.2%, P = .022; 40.7%, P = .044, respectively). Conclusions: Stroke-side thalamic volumes decreased across the age spectrum but to a greater degree in pediatric patients. This observation can affect functional and cognitive outcomes post stroke and warrants further research.
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Affiliation(s)
- Emily J. Mastej
- Computational Bioscience Program, University of Colorado Anschutz, Aurora, CO
| | - Michelle H. Leppert
- Department of Neurology, University of Colorado School of Medicine, Aurora, CO
| | - Sharon Poisson
- Department of Neurology, University of Colorado School of Medicine, Aurora, CO
| | - Zak Ritchey
- Department of Radiology, University of Colorado School of Medicine, Aurora, CO
| | - Megan Barry
- Section of Child Neurology, Children’s Hospital Colorado, University of Colorado School of Medicine, Aurora, CO
| | - Tatjana Rundek
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL
| | - David S. Liebeskind
- Department of Neurology, University of California Los Angeles, Los Angeles, CA
| | - David Mirsky
- Department of Radiology, Children’s Hospital Colorado, Medicine, Aurora, CO
| | - Timothy J. Bernard
- Section of Child Neurology, Children’s Hospital Colorado, University of Colorado School of Medicine, Aurora, CO
| | - Nicholas V. Stence
- Department of Radiology, Children’s Hospital Colorado, Medicine, Aurora, CO
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10
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Abstract
Perinatal ischemic stroke is a common cause of lifelong disability.
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Affiliation(s)
- Nicholas V Stence
- Department of Radiology, Children's Hospital Colorado, University of Colorado School of Medicine, 13123 East 16th Avenue, Box 125, Aurora, CO 80045, USA.
| | - David M Mirsky
- Department of Radiology, Children's Hospital Colorado, University of Colorado School of Medicine, 13123 East 16th Avenue, Box 125, Aurora, CO 80045, USA
| | - Ilana Neuberger
- Department of Radiology, Children's Hospital Colorado, University of Colorado School of Medicine, 13123 East 16th Avenue, Box 125, Aurora, CO 80045, USA
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11
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Zhang Y, Zhao B, Lai Q, Li Q, Tang X, Zhang Y, Pan Z, Gao Q, Zhong Z. Chronic cerebral hypoperfusion and blood-brain barrier disruption in uninjured brain areas of rhesus monkeys subjected to transient ischemic stroke. J Cereb Blood Flow Metab 2022; 42:1335-1346. [PMID: 35137610 PMCID: PMC9207497 DOI: 10.1177/0271678x221078065] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Blood-brain barrier (BBB) disruption is a pivotal pathophysiological process in ischemic stroke. Although temporal changes in BBB permeability during the acute phase have been widely studied, little is known about the chronic phase of cerebrovascular changes that may have a large impact on the long-term outcome. Therefore, this study was aimed to measure cerebral vascular abnormalities using CT perfusion in nine rhesus monkeys subjected to transient middle cerebral artery occlusion (tMCAO) for ≥1 year (MCAO-1Y+). The level of cerebral perfusion demonstrated by mean transit time was significantly higher in the ipsilateral caudate nucleus, white matter, thalamus, hippocampus, and contralateral thalamus in MCAO-1Y+ compared with the other nine age-matched control monkeys. The increase in BBB permeability measured through the permeability surface was found in the same ten regions of interest ipsilaterally and contralaterally. We also found decreased levels of Aβ 42/40 ratio in the cerebrospinal fluid (CSF), suggesting a potential link between post-MCAO cognitive decline and Aβ metabolism. Overall, we demonstrated significant cerebral hypoperfusion, BBB disruption, and CSF Aβ decrease during the rehabilitation stage of ischemic stroke in a non-human primate model. Future studies are needed to elucidate the cause-effect relationship between cerebrovascular disruptions and long-term neurological deficits.
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Affiliation(s)
- Yingqian Zhang
- Laboratory of Nonhuman Primate Disease Modeling Research, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China.,School of Basic Medical Science, Southwest Medical University, Luzhou, China
| | - Bangcheng Zhao
- Laboratory of Nonhuman Primate Disease Modeling Research, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Qi Lai
- Department of Thoracic Surgery, Sichuan Cancer Hospital and Institute, Chengdu, China
| | - Qinxi Li
- School of Basic Medical Science, Southwest Medical University, Luzhou, China
| | - Xun Tang
- Sichuan SAFE Pharmaceutical Technology Company Limited, Chengdu, China
| | - Yinbing Zhang
- Sichuan SAFE Pharmaceutical Technology Company Limited, Chengdu, China
| | - Zhixiang Pan
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Qiang Gao
- Department of Rehabilitation Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Zhihui Zhong
- Laboratory of Nonhuman Primate Disease Modeling Research, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
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12
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Hayakawa K, Tanda K, Nishimura A, Koshino S, Kizaki Z, Ohno K. Diffusion restriction in the corticospinal tract and the corpus callosum of term neonates with hypoxic-ischemic encephalopathy. Pediatr Radiol 2022; 52:1356-1369. [PMID: 35294621 DOI: 10.1007/s00247-022-05331-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Revised: 11/21/2021] [Accepted: 02/01/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND Diffusion-weighted imaging performed shortly after brain injury has been shown to facilitate visualization of acute corticospinal tract injury known as "pre-Wallerian degeneration." OBJECTIVE The aim of this study was to determine whether diffusion restriction in the corticospinal tract and corpus callosum occurs within the first 2 weeks after birth in neonates with neonatal hypoxic-ischemic encephalopathy. MATERIALS AND METHODS We enrolled a consecutive series of 66 infants diagnosed with hypoxic-ischemic encephalopathy who underwent MRI. We evaluated diffusion-weighted imaging (DWI) and apparent diffusion coefficient (ADC) values to assess the presence of restricted diffusion in the corticospinal tract and corpus callosum. Next, we compared ADC values in the corticospinal tract and in the splenium and genu of the corpus callosum of infants with abnormal pattern on MRI with those of control infants, who showed a normal pattern on MRI. We attempted to follow all infants with hypoxic-ischemic encephalopathy until 18 months of age and assess them using a standardized neurologic examination. RESULTS After exclusions, we recruited 25 infants with abnormal MRI and 20 with normal MRI (controls). Among these 45 neonates, pre-Wallerian degeneration was visualized in the corticospinal tract in 10 neonates and in the corpus callosum in 12. The ADC values in the corticospinal tract in the first week were significantly lower than they were in the second week. Infants with pre-Wallerian degeneration in the corticospinal tract showed an unfavorable outcome. CONCLUSION Pre-Wallerian degeneration was visualized in the corticospinal tract and corpus callosum and was associated with extensive brain injury caused by hypoxic-ischemic encephalopathy. The changes in signal were observed to evolve over time within the first 2 weeks. The clinical outcome of infants having pre-Wallerian degeneration in the corticospinal tract was unfavorable.
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Affiliation(s)
- Katsumi Hayakawa
- Department of Diagnostic Radiology, Red Cross Kyoto Daiichi Hospital, 15-749 Hon-machi, Higashiyama-ku, Kyoto, 605-0981, Japan.
| | - Koichi Tanda
- Department of Neonatology, Red Cross Kyoto Daiichi Hospital, Kyoto, Japan.,Department of Pediatrics, Red Cross Kyoto Daiichi Hospital, Kyoto, Japan
| | - Akira Nishimura
- Department of Neonatology, Red Cross Kyoto Daiichi Hospital, Kyoto, Japan
| | - Sachiko Koshino
- Department of Diagnostic Radiology, Red Cross Kyoto Daiichi Hospital, 15-749 Hon-machi, Higashiyama-ku, Kyoto, 605-0981, Japan
| | - Zenro Kizaki
- Department of Pediatrics, Red Cross Kyoto Daiichi Hospital, Kyoto, Japan
| | - Koji Ohno
- Department of Diagnostic Radiology, Red Cross Kyoto Daiichi Hospital, 15-749 Hon-machi, Higashiyama-ku, Kyoto, 605-0981, Japan
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13
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Steiner L, Federspiel A, Slavova N, Wiest R, Grunt S, Steinlin M, Everts R. Cognitive outcome is related to functional thalamo-cortical connectivity after pediatric stroke. Brain Commun 2022; 4:fcac110. [PMID: 35611308 PMCID: PMC9122536 DOI: 10.1093/braincomms/fcac110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 03/07/2022] [Accepted: 04/27/2022] [Indexed: 11/12/2022] Open
Abstract
Abstract
The thalamus has complex connections with the cortex and is involved in various cognitive processes. Despite increasing interest in the thalamus and the underlying thalamo-cortical interaction, little is known about thalamo-cortical connections after pediatric arterial ischemic stroke. Therefore, the aim of this study was to investigate thalamo-cortical connections and their association with cognitive performance after arterial ischemic stroke.
Twenty patients in the chronic phase after pediatric arterial ischemic stroke (≥ 2 years after diagnosis, diagnosed <16 years; aged 5–23 years, mean 15.1 years) and twenty healthy controls matched for age and sex were examined in a cross-sectional study design. Cognitive performance (selective attention, inhibition, working memory, and cognitive flexibility) was evaluated using standardized neuropsychological tests. Resting-state functional magnetic resonance imaging was used to examine functional thalamo-cortical connectivity. Lesion masks were integrated in the preprocessing pipeline to ensure that structurally damaged voxels did not influence functional connectivity analyses.
Cognitive performance (selective attention, inhibition and working memory) was significantly reduced in patients compared to controls. Network analyses revealed significantly lower thalamo-cortical connectivity for the motor, auditory, visual, default mode network, salience, left/right executive and dorsal attention network in patients compared to controls. Interestingly, analyses revealed as well higher thalamo-cortical connectivity in some subdivisions of the thalamus for the default mode network (medial nuclei), motor (lateral nuclei), dorsal attention (anterior nuclei), and the left executive network (posterior nuclei) in patients compared to controls. Increased and decreased thalamo-cortical connectivity strength within the same networks was, however, found in different thalamic sub-divisions. Thus, alterations in thalamo-cortical connectivity strength after pediatric stroke seem to point in both directions, with stronger as well as weaker thalamo-cortical connectivity in patients compared to controls. Multivariate linear regression, with lesion size and age as covariates, revealed significant correlations between cognitive performance (selective attention, inhibition, and working memory) and the strength of thalamo-cortical connectivity in the motor, auditory, visual, default mode network, posterior default mode network, salience, left/right executive, and dorsal attention network after childhood stroke.
Our data suggest that the interaction between different sub-nuclei of the thalamus and several cortical networks relates to post-stroke cognition. The variability in cognitive outcomes after pediatric stroke might partly be explained by functional thalamo-cortical connectivity strength.
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Affiliation(s)
- Leonie Steiner
- Division of Neuropaediatrics, Development and Rehabilitation, Department of Paediatrics, Inselspital, Bern University Hospital, University of Bern, Switzerland
- Graduate School for Health Science, University of Bern, Bern, Switzerland
| | - Andrea Federspiel
- Psychiatric Neuroimaging Unit, Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
- Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, and University of Bern, Bern, Switzerland
| | - Nedelina Slavova
- Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, and University of Bern, Bern, Switzerland
- Pediatric Radiology, University Children's Hospital Basel and University of Basel, Basel, Switzerland
| | - Roland Wiest
- Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, and University of Bern, Bern, Switzerland
| | - Sebastian Grunt
- Division of Neuropaediatrics, Development and Rehabilitation, Department of Paediatrics, Inselspital, Bern University Hospital, University of Bern, Switzerland
| | - Maja Steinlin
- Division of Neuropaediatrics, Development and Rehabilitation, Department of Paediatrics, Inselspital, Bern University Hospital, University of Bern, Switzerland
| | - Regula Everts
- Division of Neuropaediatrics, Development and Rehabilitation, Department of Paediatrics, Inselspital, Bern University Hospital, University of Bern, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
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14
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Craig BT, Kinney-Lang E, Hilderley AJ, Carlson HL, Kirton A. Structural connectivity of the sensorimotor network within the non-lesioned hemisphere of children with perinatal stroke. Sci Rep 2022; 12:3866. [PMID: 35264665 PMCID: PMC8907195 DOI: 10.1038/s41598-022-07863-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Accepted: 02/21/2022] [Indexed: 11/09/2022] Open
Abstract
Perinatal stroke occurs early in life and often leads to a permanent, disabling weakness to one side of the body. To test the hypothesis that non-lesioned hemisphere sensorimotor network structural connectivity in children with perinatal stroke is different from controls, we used diffusion imaging and graph theory to explore structural topology between these populations. Children underwent diffusion and anatomical 3T MRI. Whole-brain tractography was constrained using a brain atlas creating an adjacency matrix containing connectivity values. Graph theory metrics including betweenness centrality, clustering coefficient, and both neighbourhood and hierarchical complexity of sensorimotor nodes were compared to controls. Relationships between these connectivity metrics and validated sensorimotor assessments were explored. Eighty-five participants included 27 with venous stroke (mean age = 11.5 ± 3.7 years), 26 with arterial stroke (mean age = 12.7 ± 4.0 years), and 32 controls (mean age = 13.3 ± 3.6 years). Non-lesioned primary motor (M1), somatosensory (S1) and supplementary motor (SMA) areas demonstrated lower betweenness centrality and higher clustering coefficient in stroke groups. Clustering coefficient of M1, S1, and SMA were inversely associated with clinical motor function. Hemispheric betweenness centrality and clustering coefficient were higher in stroke groups compared to controls. Hierarchical and average neighbourhood complexity across the hemisphere were lower in stroke groups. Developmental plasticity alters the connectivity of key nodes within the sensorimotor network of the non-lesioned hemisphere following perinatal stroke and contributes to clinical disability.
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Affiliation(s)
- Brandon T Craig
- Calgary Pediatric Stroke Program, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Eli Kinney-Lang
- Calgary Pediatric Stroke Program, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Alicia J Hilderley
- Calgary Pediatric Stroke Program, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Helen L Carlson
- Calgary Pediatric Stroke Program, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Adam Kirton
- Calgary Pediatric Stroke Program, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. .,Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. .,Alberta Children's Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. .,Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. .,Department of Clinical Neuroscience, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
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15
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Ilves N, Lõo S, Ilves N, Laugesaar R, Loorits D, Kool P, Talvik T, Ilves P. Ipsilesional volume loss of basal ganglia and thalamus is associated with poor hand function after ischemic perinatal stroke. BMC Neurol 2022; 22:23. [PMID: 35022000 PMCID: PMC8753896 DOI: 10.1186/s12883-022-02550-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 12/28/2021] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Perinatal stroke (PS) is the leading cause of hemiparetic cerebral palsy (CP). Involvement of the corticospinal tract on neonatal magnetic resonance imaging (MRI) is predictive of motor outcome in patients with hemiparetic CP. However, early MRI is not available in patients with delayed presentation of PS and prediction of hemiparesis severity remains a challenge. AIMS To evaluate the volumes of the basal ganglia, amygdala, thalamus, and hippocampus following perinatal ischemic stroke in relation to hand motor function in children with a history of PS and to compare the volumes of subcortical structures in children with PS and in healthy controls. METHODS Term born PS children with arterial ischemic stroke (AIS) (n = 16) and with periventricular venous infarction (PVI) (n = 18) were recruited from the Estonian Pediatric Stroke Database. MRI was accuired during childhood (4-18 years) and the volumes of the basal ganglia, thalamus, amygdala and hippocampus were calculated. The results of stroke patients were compared to the results of 42 age- and sex-matched healthy controls. Affected hand function was evaluated by Assisting Hand Assessment (AHA) and classified by the Manual Ability Classification System (MACS). RESULTS Compared to the control group, children with AIS had smaller volumes of the ipsi- and contralesional thalami, ipsilesional globus pallidus, nucleus accumbens and hippocampus (p < 0.005). Affected hand function in children with AIS was correlated with smaller ipsilesional thalamus, putamen, globus pallidus, hippocampus, amygdala and contralesional amygdala (r > 0.5; p < 0.05) and larger volume of the contralesional putamen and hippocampus (r < - 0.5; p < 0.05). In children with PVI, size of the ipsilesional caudate nucleus, globus pallidus, thalamus (p ≤ 0.001) and hippocampus (p < 0.03) was smaller compared to controls. Smaller volume of the ipsi- and contralesional thalami and ipsilesional caudate nucleus was correlated with affected hand function (r > 0.55; p < 0.05) in children with PVI. CONCLUSIONS Smaller volume of ipsilesional thalamus was associated with poor affected hand function regardless of the perinatal stroke subtype. The pattern of correlation between hand function and volume differences in the other subcortical structures varied between children with PVI and AIS. Evaluation of subcortical structures is important in predicting motor outcome following perinatal stroke.
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Affiliation(s)
- Nigul Ilves
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia.
- Department of Radiology, University of Tartu, L. Puusepa 8, 51014, Tartu, Estonia.
| | - Silva Lõo
- Department of Pediatric Neurology, University of Helsinki; Helsinki University Hospital, Helsinki, Finland
- Department of Pediatrics, University of Tartu, Tartu, Estonia
| | - Norman Ilves
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia
- Department of Radiology, University of Tartu, L. Puusepa 8, 51014, Tartu, Estonia
| | - Rael Laugesaar
- Department of Pediatrics, University of Tartu, Tartu, Estonia
- Children's Clinic, Tartu University Hospital, Tartu, Estonia
| | - Dagmar Loorits
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia
| | - Pille Kool
- Department of Radiology, University of Tartu, L. Puusepa 8, 51014, Tartu, Estonia
| | - Tiina Talvik
- Children's Clinic, Tartu University Hospital, Tartu, Estonia
| | - Pilvi Ilves
- Radiology Clinic, Tartu University Hospital, Tartu, Estonia
- Department of Radiology, University of Tartu, L. Puusepa 8, 51014, Tartu, Estonia
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16
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Larsen N, Craig BT, Hilderley AJ, Virani S, Murias K, Brooks BL, Kirton A, Carlson HL. Frontal interhemispheric structural connectivity, attention, and executive function in children with perinatal stroke. Brain Behav 2022; 12:e2433. [PMID: 34825521 PMCID: PMC8785614 DOI: 10.1002/brb3.2433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 10/18/2021] [Accepted: 10/25/2021] [Indexed: 11/23/2022] Open
Abstract
Perinatal stroke affects ∼1 in 1000 births and concomitant cognitive impairments are common but poorly understood. Rates of Attention Deficit/Hyperactivity Disorder (ADHD) are increased 5-10× and executive dysfunction can be disabling. We used diffusion imaging to investigate whether stroke-related differences in frontal white matter (WM) relate to cognitive impairments. Anterior forceps were isolated using tractography and sampled along the tract. Resulting metrics quantified frontal WM microstructure. Associations between WM metrics and parent ratings of ADHD symptoms (ADHD-5 rating scale) and executive functioning (Behavior Rating Inventory of Executive Function (BRIEF)) were explored. Eighty-three children were recruited (arterial ischemic stroke [AIS] n = 26; periventricular venous infarction [PVI] n = 26; controls n = 31). WM metrics were altered for stroke groups compared to controls. Along-tract analyses showed differences in WM metrics in areas approximating the lesion as well as more remote differences at midline and in the nonlesioned hemisphere. WM metrics correlated with parental ratings of ADHD and executive function such that higher diffusivity values were associated with poorer function. These findings suggest that underlying microstructure of frontal white matter quantified via tractography may provide a relevant biomarker associated with cognition and behavior in children with perinatal stroke.
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Affiliation(s)
- Nicole Larsen
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, Canada
| | - Brandon T Craig
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pediatrics, University of Calgary, Calgary, Canada
| | - Alicia J Hilderley
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pediatrics, University of Calgary, Calgary, Canada
| | - Shane Virani
- Department of Pediatrics, University of Calgary, Calgary, Canada
| | - Kara Murias
- Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pediatrics, University of Calgary, Calgary, Canada.,Department of Clinical Neurosciences, University of Calgary, Calgary, Canada
| | - Brian L Brooks
- Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pediatrics, University of Calgary, Calgary, Canada.,Department of Clinical Neurosciences, University of Calgary, Calgary, Canada.,Department of Psychology, University of Calgary, Calgary, Canada
| | - Adam Kirton
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pediatrics, University of Calgary, Calgary, Canada.,Department of Clinical Neurosciences, University of Calgary, Calgary, Canada.,Department of Radiology, University of Calgary, Calgary, Canada
| | - Helen L Carlson
- Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pediatrics, University of Calgary, Calgary, Canada
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17
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Hassett J, Carlson H, Babwani A, Kirton A. Bihemispheric developmental alterations in basal ganglia volumes following unilateral perinatal stroke. NEUROIMAGE: CLINICAL 2022; 35:103143. [PMID: 36002972 PMCID: PMC9421529 DOI: 10.1016/j.nicl.2022.103143] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 06/25/2022] [Accepted: 08/01/2022] [Indexed: 12/02/2022] Open
Abstract
Basal ganglia segmentation appears reliable in children with perinatal stroke. Alterations from perinatal stroke to basal ganglia development may be bihemispheric. Stroke type may dictate nucleus-specific differences in basal ganglia development. Putamen volume is associated with motor function in children with perinatal stroke.
Introduction Perinatal stroke affects millions of children and results in lifelong disability. Two forms prevail: arterial ischemic stroke (AIS), and periventricular venous infarction (PVI). With such focal damage early in life, neural structures may reorganize during development to determine clinical function, particularly in the contralesional hemisphere. Such processes are increasingly understood in the motor system, however, the role of the basal ganglia, a group of subcortical nuclei that are critical to movement, behaviour, and learning, remain relatively unexplored. Perinatal strokes that directly damage the basal ganglia have been associated with worse motor outcomes, but how developmental plasticity affects bilateral basal ganglia structure is unknown. We hypothesized that children with perinatal stroke have alterations in bilateral basal ganglia volumes, the degree of which correlates with clinical motor function. Methods Children with AIS or PVI, and controls, aged 6–19 years, were recruited from a population-based cohort. MRIs were acquired on a 3 T GE MR750w scanner. High-resolution T1-weighted images (166 slices, 1 mm isotropic voxels) underwent manual segmentations of bilateral caudate and putamen. Extracted volumes were corrected for total intracranial volume. A structure volume ratio quantified hemispheric asymmetry of caudate and putamen (non-dominant/dominant hemisphere structure volume) with ratios closer to 1 reflecting a greater degree of symmetry between structures. Participants were additionally dichotomized by volume ratios into two groups, those with values above the group mean (0.8) and those below. Motor function was assessed using the Assisting Hand Assessment (AHA) and the Box and Blocks test in affected (BBTA) and unaffected (BBTU) hands. Group differences in volumes were explored using Kruskal-Wallis tests, and interhemispheric differences using Wilcoxon. Partial Spearman correlations explored associations between volumes and motor function (factoring out age, and whole-brain white matter volume, a proxy for lesion extent). Results In the dominant (non-lesioned) hemisphere, volumes were larger in AIS compared to PVI for both the caudate (p < 0.05) and putamen (p < 0.01) but comparable between stroke groups and controls. Non-dominant (lesioned) hemisphere volumes were larger for controls than AIS for the putamen (p < 0.05), and for the caudate in PVI (p = 0.001). Interhemispheric differences showed greater dominant hemisphere volumes for the putamen in controls (p < 0.01), for both the caudate (p < 0.01) and putamen (p < 0.001) in AIS, and for the caudate (p = 0.01) in PVI. Motor scores did not differ between AIS and PVI thus groups were combined to increase statistical power. Better motor scores were associated with larger non-dominant putamen volumes (BBTA: r = 0.40, p = 0.011), and larger putamen volume ratios (BBTA: r = 0.52, p < 0.001, AHA: r = 0.43, p < 0.01). For those with relatively symmetrical putamen volume ratios (ratio > group mean of 0.8), age was positively correlated with BBTA (r = 0.54, p < 0.01) and BBTU (r = 0.69, p < 0.001). For those with more asymmetrical putamen volume ratios, associations with motor function and age were not seen (BBTA: r = 0.21, p = 0.40, BBTU: r = 0.37, p = 0.13). Conclusion Specific perinatal stroke lesions affect different elements of basal ganglia development. PVI primarily affected the caudate, while AIS primarily affected the putamen. Putamen volumes in the lesioned hemisphere are associated with clinical motor function. The basal ganglia should be included in evolving models of developmental plasticity after perinatal stroke.
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Affiliation(s)
- Jordan Hassett
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Helen Carlson
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Alberta Children's Hospital Research Institute (ACHRI), Calgary, AB, Canada
| | - Ali Babwani
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Adam Kirton
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Alberta Children's Hospital Research Institute (ACHRI), Calgary, AB, Canada.
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18
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Abstract
BACKGROUND Perinatal stroke is a leading cause of hemiparetic cerebral palsy and lifelong disability. Neurodevelopmental outcomes are difficult to predict and markers of long-term poor outcome continue to be investigated. Deceleration in growth of head circumference has been associated with worse developmental outcomes in neonatal brain injury. We hypothesized that perinatal stroke would result in decreased rates of head growth during childhood that would be associated with worse developmental outcomes. METHODS Patients with magnetic resonance imaging (MRI)-confirmed neonatal arterial ischemic stroke and arterial presumed perinatal ischemic stroke were identified from a population-based research cohort (Alberta Perinatal Stroke Project). Demographics and occipital-frontal circumference data were collected from medical records. Head growth was compared to typically developing control charts using a 2-tailed t test. The Fisher exact test was used to examine associations between Pediatric Stroke Outcome Measures (PSOM) scores and occipital-frontal head circumference. RESULTS Three hundred fifteen occipital-frontal head circumference measurements were collected from 102 patients (48 female, 54 male), over a median of 3.2 years (standard deviation = 5.18, range = 0-18.3). After 3 months for female patients and 1 year for male patients, occipital-frontal head circumference deviated and remained below normal growth trajectories (P < .05) with a large effect size (Cohen d >0.8). Poor outcome (PSOM ≥ 1) was associated with smaller occipital-frontal head circumference (P < .05). CONCLUSION Head growth deceleration is observed in children with perinatal arterial ischemic stroke and is associated with poor outcome. Head circumference may be a tool to alert clinicians to the potential of abnormal neurologic outcome.
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Affiliation(s)
- Amanda Leong
- Calgary Pediatric Stroke Program, Alberta Children’s Hospital, Calgary, Alberta, Canada,Aleksandra Mineyko, MD, MSc, Department of Pediatrics and Clinical Neurosciences, Alberta Children's Hospital, Calgary, Alberta, Canada.
| | - Amalia Floer
- Calgary Pediatric Stroke Program, Alberta Children’s Hospital, Calgary, Alberta, Canada
| | - Adam Kirton
- Calgary Pediatric Stroke Program, Alberta Children’s Hospital, Calgary, Alberta, Canada,Department of Pediatrics and Clinical Neurosciences, Alberta Children’s Hospital, Calgary, Alberta, Canada
| | - Aleksandra Mineyko
- Calgary Pediatric Stroke Program, Alberta Children’s Hospital, Calgary, Alberta, Canada
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19
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Perinatal stroke: mapping and modulating developmental plasticity. Nat Rev Neurol 2021; 17:415-432. [PMID: 34127850 DOI: 10.1038/s41582-021-00503-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/23/2021] [Indexed: 02/04/2023]
Abstract
Most cases of hemiparetic cerebral palsy are caused by perinatal stroke, resulting in lifelong disability for millions of people. However, our understanding of how the motor system develops following such early unilateral brain injury is increasing. Tools such as neuroimaging and brain stimulation are generating informed maps of the unique motor networks that emerge following perinatal stroke. As a focal injury of defined timing in an otherwise healthy brain, perinatal stroke represents an ideal human model of developmental plasticity. Here, we provide an introduction to perinatal stroke epidemiology and outcomes, before reviewing models of developmental plasticity after perinatal stroke. We then examine existing therapeutic approaches, including constraint, bimanual and other occupational therapies, and their potential synergy with non-invasive neurostimulation. We end by discussing the promise of exciting new therapies, including novel neurostimulation, brain-computer interfaces and robotics, all focused on improving outcomes after perinatal stroke.
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Al Harrach M, Pretzel P, Groeschel S, Rousseau F, Dhollander T, Hertz-Pannier L, Lefevre J, Chabrier S, Dinomais M. A connectome-based approach to assess motor outcome after neonatal arterial ischemic stroke. Ann Clin Transl Neurol 2021; 8:1024-1037. [PMID: 33787079 PMCID: PMC8108427 DOI: 10.1002/acn3.51292] [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: 11/03/2020] [Revised: 12/08/2020] [Accepted: 12/09/2020] [Indexed: 12/22/2022] Open
Abstract
Objective Studies of motor outcome after Neonatal Arterial Ischemic Stroke (NAIS) often rely on lesion mapping using MRI. However, clinical measurements indicate that motor deficit can be different than what would solely be anticipated by the lesion extent and location. Because this may be explained by the cortical disconnections between motor areas due to necrosis following the stroke, the investigation of the motor network can help in the understanding of visual inspection and outcome discrepancy. In this study, we propose to examine the structural connectivity between motor areas in NAIS patients compared to healthy controls in order to define the cortical and subcortical connections that can reflect the motor outcome. Methods Thirty healthy controls and 32 NAIS patients with and without Cerebral Palsy (CP) underwent MRI acquisition and manual assessment. The connectome of all participants was obtained from T1‐weighted and diffusion‐weighted imaging. Results Significant disconnections in the lesioned and contra‐lesioned hemispheres of patients were found. Furthermore, significant correlations were detected between the structural connectivity metric of specific motor areas and manuality assessed by the Box and Block Test (BBT) scores in patients. Interpretation Using the connectivity measures of these links, the BBT score can be estimated using a multiple linear regression model. In addition, the presence or not of CP can also be predicted using the KNN classification algorithm. According to our results, the structural connectome can be an asset in the estimation of gross manual dexterity and can help uncover structural changes between brain regions related to NAIS.
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Affiliation(s)
- Mariam Al Harrach
- Université d'Angers, Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS) EA7315, Angers, 49000, France.,Université de Rennes 1, Laboratoire Traitement du Signal et de l'Image (LTSI), INSERM U1099, Rennes, F-35000, France
| | - Pablo Pretzel
- Experimental Paediatric Neuroimaging, Department of Child Neurology, University Hospital Tübingen, Tübingen, Germany
| | - Samuel Groeschel
- Experimental Paediatric Neuroimaging, Department of Child Neurology, University Hospital Tübingen, Tübingen, Germany
| | | | - Thijs Dhollander
- Developmental Imaging, Murdoch Children's Research Institute, Melbourne, Australia
| | - Lucie Hertz-Pannier
- UNIACT, Neurospin, Institut Joliot, CEA-Paris Saclay, Inserm U114, Université de Paris, Gif sur Yvette, F-91191, France
| | - Julien Lefevre
- Institut de Neurosciences de la Timone, UMR 7289, Aix Marseille Université, CNRS, Marseille, 13385, France
| | - Stéphane Chabrier
- INSERM, UMR1059 Sainbiose, Univ Saint-Étienne, Univ Lyon, Saint-Étienne, F-42023, France.,Paediatric Physical and Rehabilitation Medicine Department, CHU Saint-Étienne, French Centre for Paediatric Stroke, INSERM, CIC 1408, Saint-Étienne, F-42055, France
| | - Mickael Dinomais
- Université d'Angers, Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS) EA7315, Angers, 49000, France.,Département de Médecine Physique et de Réadaptions and LUNAM, CHU Angers, Angers, France
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21
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Splenial Restricted Diffusion as MRI Correlate of Diaschisis in a Blind Infant With Unilateral Posterior Cerebral Artery Stroke. J Neuroophthalmol 2021; 41:e119-e121. [PMID: 32282512 DOI: 10.1097/wno.0000000000000954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
ABSTRACT A 3-month-old male infant appeared on multiple clinical examinations to have acutely developed bilateral retrogeniculate blindness. Electroencephalography showed focal status epilepticus confined to the left posterior cerebral hemisphere. MRI demonstrated restricted diffusion in the domain of the left posterior cerebral artery consistent with acute stroke. Notably, the restricted diffusion extended across the midline in the splenium of the corpus callosum. This splenial sign may be the imaging correlate of cerebral diaschisis, a well-described phenomenon in which patients with new brain lesions develop acutely impaired neurologic function in related but nonlesioned brain regions. Diaschisis has been posited as the explanation for the temporary bilateral blindness in adult patients suffering from unilateral occipital infarctions.
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22
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Carlson HL, Craig BT, Hilderley AJ, Hodge J, Rajashekar D, Mouches P, Forkert ND, Kirton A. Structural and functional connectivity of motor circuits after perinatal stroke: A machine learning study. Neuroimage Clin 2020; 28:102508. [PMID: 33395997 PMCID: PMC7704459 DOI: 10.1016/j.nicl.2020.102508] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 10/19/2020] [Accepted: 11/15/2020] [Indexed: 11/15/2022]
Abstract
Developmental neuroplasticity allows young brains to adapt via experiences early in life and also to compensate after injury. Why certain individuals are more adaptable remains underexplored. Perinatal stroke is an ideal human model of neuroplasticity with focal lesions acquired near birth in a healthy brain. Machine learning can identify complex patterns in multi-dimensional datasets. We used machine learning to identify structural and functional connectivity biomarkers most predictive of motor function. Forty-nine children with perinatal stroke and 27 controls were studied. Functional connectivity was quantified by fluctuations in blood oxygen-level dependent (BOLD) signal between regions. White matter tractography of corticospinal tracts quantified structural connectivity. Motor function was assessed using validated bimanual and unimanual tests. RELIEFF feature selection and random forest regression models identified predictors of each motor outcome using neuroimaging and demographic features. Unilateral motor outcomes were predicted with highest accuracy (8/54 features r = 0.58, 11/54 features, r = 0.34) but bimanual function required more features (51/54 features, r = 0.38). Connectivity of both hemispheres had important roles as did cortical and subcortical regions. Lesion size, age at scan, and type of stroke were predictive but not highly ranked. Machine learning regression models may represent a powerful tool in identifying neuroimaging biomarkers associated with clinical motor function in perinatal stroke and may inform personalized targets for neuromodulation.
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Affiliation(s)
- Helen L Carlson
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, AB, Canada; Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.
| | - Brandon T Craig
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, AB, Canada; Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Alicia J Hilderley
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, AB, Canada; Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Jacquie Hodge
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, AB, Canada
| | - Deepthi Rajashekar
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Department of Radiology, University of Calgary, Calgary, AB, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
| | - Pauline Mouches
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Department of Radiology, University of Calgary, Calgary, AB, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
| | - Nils D Forkert
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Department of Radiology, University of Calgary, Calgary, AB, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
| | - Adam Kirton
- Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada; Calgary Pediatric Stroke Program, Alberta Children's Hospital, Calgary, AB, Canada; Alberta Children's Hospital Research Institute, Calgary, AB, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada; Department of Radiology, University of Calgary, Calgary, AB, Canada; Department of Clinical Neurosciences, University of Calgary, Calgary, AB, Canada
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23
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Craig BT, Hilderley A, Kinney-Lang E, Long X, Carlson HL, Kirton A. Developmental neuroplasticity of the white matter connectome in children with perinatal stroke. Neurology 2020; 95:e2476-e2486. [PMID: 32887781 PMCID: PMC7682831 DOI: 10.1212/wnl.0000000000010669] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Accepted: 06/03/2020] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE To employ diffusion imaging connectome methods to explore network development in the contralesional hemisphere of children with perinatal stroke and its relationship to clinical function. We hypothesized alterations in global efficiency of the intact hemisphere would correlate with clinical disability. METHODS Children with unilateral perinatal arterial (n = 26) or venous (n = 27) stroke and typically developing controls (n = 32) underwent 3T diffusion and T1 anatomical MRI and completed established motor assessments. A validated atlas coregistered to whole-brain tractography for each individual was used to estimate connectivity between 47 regions. Graph theory metrics (assortativity, hierarchical coefficient of regression, global and local efficiency, and small worldness) were calculated for the left hemisphere of controls and the intact contralesioned hemisphere of both stroke groups. Validated clinical motor assessments were then correlated with connectivity outcomes. RESULTS Global efficiency was higher in arterial strokes compared to venous strokes (p < 0.001) and controls (p < 0.001) and was inversely associated with all motor assessments (all p < 0.012). Additional graph theory metrics including assortativity, hierarchical coefficient of regression, and local efficiency also demonstrated consistent differences in the intact hemisphere associated with clinical function. CONCLUSIONS The structural connectome of the contralesional hemisphere is altered after perinatal stroke and correlates with clinical function. Connectomics represents a powerful tool to understand whole brain developmental plasticity in children with disease-specific cerebral palsy.
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Affiliation(s)
- Brandon T Craig
- From the Calgary Pediatric Stroke Program (B.T.C., A.H., E.K.-L., H.L.C., A.K.); and Hotchkiss Brain Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), Alberta Children's Hospital Research Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), and Departments of Pediatrics (H.L.C., A.K.) and Clinical Neuroscience (A.K.), Cumming School of Medicine, University of Calgary, Canada
| | - Alicia Hilderley
- From the Calgary Pediatric Stroke Program (B.T.C., A.H., E.K.-L., H.L.C., A.K.); and Hotchkiss Brain Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), Alberta Children's Hospital Research Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), and Departments of Pediatrics (H.L.C., A.K.) and Clinical Neuroscience (A.K.), Cumming School of Medicine, University of Calgary, Canada
| | - Eli Kinney-Lang
- From the Calgary Pediatric Stroke Program (B.T.C., A.H., E.K.-L., H.L.C., A.K.); and Hotchkiss Brain Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), Alberta Children's Hospital Research Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), and Departments of Pediatrics (H.L.C., A.K.) and Clinical Neuroscience (A.K.), Cumming School of Medicine, University of Calgary, Canada
| | - Xiangyu Long
- From the Calgary Pediatric Stroke Program (B.T.C., A.H., E.K.-L., H.L.C., A.K.); and Hotchkiss Brain Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), Alberta Children's Hospital Research Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), and Departments of Pediatrics (H.L.C., A.K.) and Clinical Neuroscience (A.K.), Cumming School of Medicine, University of Calgary, Canada
| | - Helen L Carlson
- From the Calgary Pediatric Stroke Program (B.T.C., A.H., E.K.-L., H.L.C., A.K.); and Hotchkiss Brain Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), Alberta Children's Hospital Research Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), and Departments of Pediatrics (H.L.C., A.K.) and Clinical Neuroscience (A.K.), Cumming School of Medicine, University of Calgary, Canada
| | - Adam Kirton
- From the Calgary Pediatric Stroke Program (B.T.C., A.H., E.K.-L., H.L.C., A.K.); and Hotchkiss Brain Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), Alberta Children's Hospital Research Institute (B.T.C., A.H., E.K.-L., X.L., H.L.C., A.K.), and Departments of Pediatrics (H.L.C., A.K.) and Clinical Neuroscience (A.K.), Cumming School of Medicine, University of Calgary, Canada.
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Imaging Developmental and Interventional Plasticity Following Perinatal Stroke. Can J Neurol Sci 2020; 48:157-171. [DOI: 10.1017/cjn.2020.166] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
ABSTRACT:Perinatal stroke occurs around the time of birth and leads to lifelong neurological disabilities including hemiparetic cerebral palsy. Magnetic resonance imaging (MRI) has revolutionized our understanding of developmental neuroplasticity following early injury, quantifying volumetric, structural, functional, and metabolic compensatory changes after perinatal stroke. Such techniques can also be used to investigate how the brain responds to treatment (interventional neuroplasticity). Here, we review the current state of knowledge of how established and emerging neuroimaging modalities are informing neuroplasticity models in children with perinatal stroke. Specifically, we review structural imaging characterizing lesion characteristics and volumetrics, diffusion tensor imaging investigating white matter tracts and networks, task-based functional MRI for localizing function, resting state functional imaging for characterizing functional connectomes, and spectroscopy examining neurometabolic changes. Key challenges and exciting avenues for future investigations are also considered.
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Reidler P, Mueller F, Stueckelschweiger L, Feil K, Kellert L, Fabritius MP, Liebig T, Tiedt S, Puhr-Westerheide D, Kunz WG. Diaschisis revisited: quantitative evaluation of thalamic hypoperfusion in anterior circulation stroke. NEUROIMAGE-CLINICAL 2020; 27:102329. [PMID: 32629166 PMCID: PMC7334597 DOI: 10.1016/j.nicl.2020.102329] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Revised: 06/02/2020] [Accepted: 06/21/2020] [Indexed: 11/21/2022]
Abstract
CT perfusion reveals thalamic hypoperfusion in acute anterior circulation stroke. This indirect phenomenon is referred to as ipsilateral thalamic diaschisis (ITD). Quantitative analysis indicates that ITD is a non-binary phenomenon. ITD is associated with lesion extent and involvement of the lentiform nucleus. Stroke outcome was not associated with ITD parameters.
Purpose Ipsilateral thalamic diaschisis (ITD) refers to the phenomenon of thalamic hypoperfusion or hypometabolism due to a distant cerebral injury. To further investigate the characteristics and spectrum of ITD, we analyzed quantitative measurements of thalamic hypoperfusion in acute anterior circulation stroke. Methods We selected consecutive patients with large-vessel occlusion (LVO) anterior circulation stroke and available CT perfusion (CTP) examination on admission who underwent endovascular thrombectomy. Thalamic perfusion parameters on CTP were tested between ipsi- and contralesional thalamus and ischemic territory. Values were compared with thresholds from CTP analysis software. Associations of thalamic perfusion parameters with acute imaging and clinical data were determined in uni- and multivariate logistic regression analyses. Results Ninety-nine patients were included. All perfusion parameters indicated significant non-ischemic hypoperfusion of the thalamus, not reaching the levels of ischemia in the middle cerebral artery territory due to LVO (all p < 0.002). Multiple perfusion parameters exhibited significant association with ischemic lesion extent (relative cerebral blood flow [CBF]: β = − 0.23, p = 0.022; Δtime to drain: β = 0.33, p < 0.001; ΔTmax: β = − 0.36, p < 0.001) and involvement of the Lentiform Nucleus (Δmean transit time: β = 0.64, p = 0.04; Δtime to drain: β = 0.81, p = 0.01; ΔTmax: β = − 0.82, p = 0.01). Symptom severity on admission exhibited minor significant association with reduction of thalamic CBF in uncorrected analysis (Odds ratio: 0.05, p = 0.049), but short- and long-term outcomes were unaffected by perfusion status. ITD reached guideline-based software-threshold levels in only one patient. Conclusions ITD in acute stroke is a non-binary phenomenon affected by lesion extent and involvement of the lentiform nucleus. We found uncorrected association of ITD with early clinical presentation, but no association with short- or long-term outcome was evident. Relevant misclassification of ITD by guideline-based CTP software was not indicated, which needs further dedicated testing.
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Affiliation(s)
- Paul Reidler
- Department of Radiology, University Hospital, LMU Munich, Germany
| | | | | | - Katharina Feil
- Department of Neurology, University Hospital, LMU Munich, Germany
| | - Lars Kellert
- Department of Neurology, University Hospital, LMU Munich, Germany
| | | | - Thomas Liebig
- Department of Neuroradiology, University Hospital, LMU Munich, Germany
| | - Steffen Tiedt
- Institute for Stroke and Dementia Research, LMU Munich, Germany
| | | | - Wolfgang G Kunz
- Department of Radiology, University Hospital, LMU Munich, Germany.
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Srivastava R, Rajapakse T, Carlson HL, Keess J, Wei XC, Kirton A. Diffusion Imaging of Cerebral Diaschisis in Neonatal Arterial Ischemic Stroke. Pediatr Neurol 2019; 100:49-54. [PMID: 31147227 DOI: 10.1016/j.pediatrneurol.2019.04.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Revised: 04/19/2019] [Accepted: 04/20/2019] [Indexed: 01/28/2023]
Abstract
BACKGROUND Neonatal arterial ischemic stroke is a leading cause of cerebral palsy and lifelong disability. Diffusion-weighted imaging has revolutionized diagnosis and facilitated outcome prognostication in acute neonatal arterial ischemic stroke. Diaschisis refers to changes in brain areas functionally connected but structurally remote from primary injury. We hypothesized that acute diffusion-weighted imaging can quantify cerebral diaschisis and is associated with outcome from neonatal arterial ischemic stroke. METHODS Subjects were identified from a prospective, population-based research cohort (Alberta Perinatal Stroke Project). Inclusion criteria were unilateral middle cerebral artery neonatal arterial ischemic stroke, diffusion-weighted magnetic resonance imaging within 10 days of birth, and more than 12-months follow-up (pediatric stroke outcome measure). Diaschisis was characterized and quantified using a validated software method (ImageJ). Volumetric analysis assessed atrophy of affected structures. Diaschisis scores were corrected for infarct size and compared with outcomes (Mann-Whitney). RESULTS From 20 eligible neonatal arterial ischemic strokes, two were excluded for poor image quality. Of 18 remaining (61% male, median age 3.2 days), 16 (89%) demonstrated diaschisis. Thalamus (88%) was the most common location in addition to corpus callosum (50%). Age at imaging was not associated with diaschisis. Affected structures demonstrated atrophy on imaging. Long-term outcomes available in 81% (median age 7.5 years) were not associated with diaschisis scores. CONCLUSIONS Cerebral diaschisis occurs in neonatal arterial ischemic stroke and can be quantified with diffusion-weighted imaging. Occurrence is common and should not be mistaken for additional infarction. Determining clinical significance will require larger samples with well-characterized long-term outcomes.
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Affiliation(s)
- Ratika Srivastava
- Division of Pediatric Neurology, Department of Pediatrics, Faculty of Medicine and Dentistry, University of Alberta, Stollery Children's Hospital, Edmonton, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Thilinie Rajapakse
- Division of Pediatric Neurology, Department of Pediatrics, Faculty of Medicine and Dentistry, University of Alberta, Stollery Children's Hospital, Edmonton, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Helen L Carlson
- Calgary Pediatric Stroke Program, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Jamie Keess
- Calgary Pediatric Stroke Program, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Xing-Chang Wei
- Department of Radiology, Alberta Children's Hospital, Calgary, Alberta, Canada
| | - Adam Kirton
- Calgary Pediatric Stroke Program, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Calgary Pediatric Stroke Program, Department of Clinical Neurosciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
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Fluss J, Dinomais M, Chabrier S. Perinatal stroke syndromes: Similarities and diversities in aetiology, outcome and management. Eur J Paediatr Neurol 2019; 23:368-383. [PMID: 30879961 DOI: 10.1016/j.ejpn.2019.02.013] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 02/04/2019] [Accepted: 02/24/2019] [Indexed: 01/09/2023]
Abstract
With a birth-prevalence of 37-67/100,000 (mostly term-born), perinatal stroke encompasses distinct disease-states with diverse causality, mechanism, time of onset, mode of presentation and outcome. Neonatal primary haemorrhagic stroke and ischemic events (also divided into neonatal arterial ischemic stroke and neonatal cerebral sinus venous thrombosis) that manifest soon after birth are distinguished from presumed perinatal - ischemic or haemorrhagic - stroke. Signs of the latter become apparent only beyond the neonatal period, most often with motor asymmetry or milestones delay, and occasionally with seizures. Acute or remote MRI defines the type of stroke and is useful for prognosis. Acute care relies on homeostatic maintenance. Seizures are often self-limited and anticonvulsant agents might be discontinued before discharge. Prolonged anticoagulation for a few weeks is an option in some cases of sinovenous thrombosis. Although the risk of severe impairment is low, many children develop mild to moderate multimodal developmental issues that require a multidisciplinary approach.
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Affiliation(s)
- Joel Fluss
- Pediatric Neurology Unit, Geneva Children's Hospital, 6 rue Willy-Donzé, 1211 Genève 4, Switzerland
| | - Mickaël Dinomais
- CHU Angers, Département de Médecine Physique et de Réadaptation, CHU Angers-Capucins, F-49933, Angers, France; Université d'Angers, Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS) EA7315, F-49000, Angers, France
| | - Stéphane Chabrier
- CHU Saint-Étienne, French Centre for Paediatric Stroke, Paediatric Physical and Rehabilitation Medicine Department, INSERM, CIC 1408, F-42055, Saint-Étienne, France; INSERM, U1059 Sainbiose, Univ Saint-Étienne, Univ Lyon, F-42023, Saint-Étienne, France.
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