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Sanches E, Ho D, van de Looij Y, Aebi Toulotte A, Baud L, Bouteldja F, Barraud Q, Araneda R, Bleyenheuft Y, Brochard S, Kathe C, Courtine G, Sizonenko S. Early intensive rehabilitation reverses locomotor disruption, decrease brain inflammation and induces neuroplasticity following experimental Cerebral Palsy. Brain Behav Immun 2024; 121:303-316. [PMID: 39098438 DOI: 10.1016/j.bbi.2024.08.005] [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: 04/25/2024] [Revised: 07/17/2024] [Accepted: 08/01/2024] [Indexed: 08/06/2024] Open
Abstract
BACKGROUND Cerebral Palsy (CP) is a major cause of motor and cognitive disability in children due to injury to the developing brain. Early intensive sensorimotor rehabilitation has been shown to change brain structure and reduce CP symptoms severity. We combined environmental enrichment (EE) and treadmill training (TT) to observe the effects of a one-week program of sensorimotor stimulation (EETT) in animals exposed to a CP model and explored possible mechanisms involved in the functional recovery. METHODS Pregnant Wistar rats were injected with Lipopolysaccharide (LPS - 200 µg/kg) intraperitoneally at embryonic days 18 and 19. At P0, pups of both sexes were exposed to 20' anoxia at 37 °C. From P2 to P21, hindlimbs were restricted for 16 h/day during the dark cycle. EETT lasted from P21 to P27. TT - 15 min/day at 7 cm/s. EE - 7 days in enriched cages with sensorimotor stimulus. Functional 3D kinematic gait analysis and locomotion were analyzed. At P28, brains were collected for ex-vivo MRI and histological assessment. Neurotrophins and key proteins involved in CNS function were assessed by western blotting. RESULTS CP model caused gross and skilled locomotor disruption and altered CNS neurochemistry. EETT reversed locomotor dysfunction with minor effects over gait kinematics. EETT also decreased brain inflammation and glial activation, preserved myelination, upregulated BDNF signaling and modulated the expression of proteins involved in excitatory synaptic function in the brain and spinal cord. CONCLUSIONS Using this translational approach based on intensive sensorimotor rehabilitation, we highlight pathways engaged in the early developmental processes improving neurological recovery observed in CP.
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Affiliation(s)
- Eduardo Sanches
- Division of Child Development and Growth, Department of Pediatrics, School of Medicine, University of Geneva, Geneva, Switzerland
| | - Dini Ho
- Division of Child Development and Growth, Department of Pediatrics, School of Medicine, University of Geneva, Geneva, Switzerland
| | - Yohan van de Looij
- Division of Child Development and Growth, Department of Pediatrics, School of Medicine, University of Geneva, Geneva, Switzerland; Center for Biomedical Imaging (CIBM), Animal Imaging Technology Section, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Audrey Aebi Toulotte
- Division of Child Development and Growth, Department of Pediatrics, School of Medicine, University of Geneva, Geneva, Switzerland
| | - Laetitia Baud
- Defitech Center for Interventional Neurotherapies (NeuroRestore), EPFL/CHUV/UNIL, Lausanne, Switzerland; NeuroX Institute and Brain Mind Institute, School of Life Sciences, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland; Department of Clinical Neuroscience, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Farha Bouteldja
- Department of Fundamental Neurosciences, University of Lausanne (Unil), Switzerland
| | - Quentin Barraud
- Defitech Center for Interventional Neurotherapies (NeuroRestore), EPFL/CHUV/UNIL, Lausanne, Switzerland; NeuroX Institute and Brain Mind Institute, School of Life Sciences, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland; Department of Clinical Neuroscience, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Rodrigo Araneda
- Institute of Neuroscience, Université Catholique de Louvain, Brussels, Belgium; Exercise and Rehabilitation Science Institute, Faculty of Rehabilitation Science, Universidad Andres Bello, Santiago, Chile
| | - Yannick Bleyenheuft
- Institute of Neuroscience, Université Catholique de Louvain, Brussels, Belgium
| | - Sylvain Brochard
- Physical and Medical Rehabilitation Department, CHRU Brest, Brest, France; Paediatric Physical and Medical Rehabilitation Department, Fondation ILDYS, Brest, France; University of Western Brittany, Laboratory of Medical Information Processing, Inserm U1101, Brest, France
| | - Claudia Kathe
- Department of Fundamental Neurosciences, University of Lausanne (Unil), Switzerland
| | - Grégoire Courtine
- Defitech Center for Interventional Neurotherapies (NeuroRestore), EPFL/CHUV/UNIL, Lausanne, Switzerland; NeuroX Institute and Brain Mind Institute, School of Life Sciences, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland; Department of Clinical Neuroscience, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Stéphane Sizonenko
- Division of Child Development and Growth, Department of Pediatrics, School of Medicine, University of Geneva, Geneva, Switzerland.
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Lewis SA, Ruttenberg A, Iyiyol T, Kong N, Jin SC, Kruer MC. Potential clinical applications of advanced genomic analysis in cerebral palsy. EBioMedicine 2024; 106:105229. [PMID: 38970919 PMCID: PMC11282942 DOI: 10.1016/j.ebiom.2024.105229] [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: 02/15/2024] [Revised: 04/26/2024] [Accepted: 06/20/2024] [Indexed: 07/08/2024] Open
Abstract
Cerebral palsy (CP) has historically been attributed to acquired insults, but emerging research suggests that genetic variations are also important causes of CP. While microarray and whole-exome sequencing based studies have been the primary methods for establishing new CP-gene relationships and providing a genetic etiology for individual patients, the cause of their condition remains unknown for many patients with CP. Recent advancements in genomic technologies offer additional opportunities to uncover variations in human genomes, transcriptomes, and epigenomes that have previously escaped detection. In this review, we outline the use of these state-of-the-art technologies to address the molecular diagnostic challenges experienced by individuals with CP. We also explore the importance of identifying a molecular etiology whenever possible, given the potential for genomic medicine to provide opportunities to treat patients with CP in new and more precise ways.
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Affiliation(s)
- Sara A Lewis
- Pediatric Movement Disorders Program, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, United States; Departments of Child Health, Neurology, and Cellular & Molecular Medicine and Program in Genetics, University of Arizona College of Medicine, Phoenix, AZ, United States
| | - Andrew Ruttenberg
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, United States
| | - Tuğçe Iyiyol
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, United States
| | - Nahyun Kong
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, United States
| | - Sheng Chih Jin
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, United States; Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States.
| | - Michael C Kruer
- Pediatric Movement Disorders Program, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, United States; Departments of Child Health, Neurology, and Cellular & Molecular Medicine and Program in Genetics, University of Arizona College of Medicine, Phoenix, AZ, United States; Programs in Neuroscience and Molecular & Cellular Biology, School of Life Sciences, Arizona State University, Tempe, AZ, United States.
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3
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Wang Y, Xu Y, Zhou C, Cheng Y, Qiao N, Shang Q, Xia L, Song J, Gao C, Qiao Y, Zhang X, Li M, Ma C, Fan Y, Peng X, Wu S, Lv N, Li B, Sun Y, Zhang B, Li T, Li H, Zhang J, Su Y, Li Q, Yuan J, Liu L, Moreno-De-Luca A, MacLennan AH, Gecz J, Zhu D, Wang X, Zhu C, Xing Q. Exome sequencing reveals genetic heterogeneity and clinically actionable findings in children with cerebral palsy. Nat Med 2024; 30:1395-1405. [PMID: 38693247 DOI: 10.1038/s41591-024-02912-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 03/06/2024] [Indexed: 05/03/2024]
Abstract
Cerebral palsy (CP) is the most common motor disability in children. To ascertain the role of major genetic variants in the etiology of CP, we conducted exome sequencing on a large-scale cohort with clinical manifestations of CP. The study cohort comprised 505 girls and 1,073 boys. Utilizing the current gold standard in genetic diagnostics, 387 of these 1,578 children (24.5%) received genetic diagnoses. We identified 412 pathogenic and likely pathogenic (P/LP) variants across 219 genes associated with neurodevelopmental disorders, and 59 P/LP copy number variants. The genetic diagnostic rate of children with CP labeled at birth with perinatal asphyxia was higher than the rate in children without asphyxia (P = 0.0033). Also, 33 children with CP manifestations (8.5%, 33 of 387) had findings that were clinically actionable. These results highlight the need for early genetic testing in children with CP, especially those with risk factors like perinatal asphyxia, to enable evidence-based medical decision-making.
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Affiliation(s)
- Yangong Wang
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
| | - Yiran Xu
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Chongchen Zhou
- Rehabilitation Department, Henan Key Laboratory of Child Genetics and Metabolism, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Ye Cheng
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
- Shanghai Center for Women and Children's Health, Shanghai, China
| | - Niu Qiao
- State Key Laboratory of Medical Genomics, Shanghai Institute of Hematology, National Research Center for Translational Medicine (Shanghai), and School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Qing Shang
- Rehabilitation Department, Henan Key Laboratory of Child Genetics and Metabolism, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Lei Xia
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Juan Song
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Chao Gao
- Rehabilitation Department, Henan Key Laboratory of Child Genetics and Metabolism, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Yimeng Qiao
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Xiaoli Zhang
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Ming Li
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Caiyun Ma
- Rehabilitation Department, Henan Key Laboratory of Child Genetics and Metabolism, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Yangyi Fan
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
| | - Xirui Peng
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Silin Wu
- Department of Neurosurgery, The Affiliated Zhongshan Hospital of Fudan University, Shanghai, China
| | - Nan Lv
- Rehabilitation Department, Henan Key Laboratory of Child Genetics and Metabolism, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Bingbing Li
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Yanyan Sun
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Bohao Zhang
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Tongchuan Li
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Hongwei Li
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Jin Zhang
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
- Shanghai Center for Women and Children's Health, Shanghai, China
| | - Yu Su
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
| | - Qiaoli Li
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
| | - Junying Yuan
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Lei Liu
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China
| | - Andres Moreno-De-Luca
- Department of Radiology, Neuroradiology Section, Kingston Health Sciences Centre, Queen's University Faculty of Health Sciences, Kingston, Ontario, Canada
| | - Alastair H MacLennan
- Robinson Research Institute and Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia
| | - Jozef Gecz
- Robinson Research Institute and Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia
| | - Dengna Zhu
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China
| | - Xiaoyang Wang
- Centre for Perinatal Medicine and Health, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Changlian Zhu
- Department of Pediatrics, Henan Key Laboratory of Child Brain Injury and Henan Pediatric Clinical Research Center, The Third Affiliated Hospital and Institute of Neuroscience of Zhengzhou University, Zhengzhou, China.
| | - Qinghe Xing
- Children's Hospital of Fudan University and Institutes of Biomedical Sciences of Fudan University, Shanghai, China.
- Shanghai Center for Women and Children's Health, Shanghai, China.
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Janzing AM, Eklund E, De Koning TJ, Eggink H. Clinical Characteristics Suggestive of a Genetic Cause in Cerebral Palsy: A Systematic Review. Pediatr Neurol 2024; 153:144-151. [PMID: 38382247 DOI: 10.1016/j.pediatrneurol.2024.01.025] [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: 06/29/2023] [Revised: 01/11/2024] [Accepted: 01/27/2024] [Indexed: 02/23/2024]
Abstract
BACKGROUND Cerebral palsy (CP) is a clinical diagnosis and was long categorized as an acquired disorder, but more and more genetic etiologies are being identified. This review aims to identify the clinical characteristics that are associated with genetic CP to aid clinicians in selecting candidates for genetic testing. METHODS The PubMed database was systematically searched to identify genes associated with CP. The clinical characteristics accompanying these genetic forms of CP were compared with published data of large CP populations resulting in the identification of potential indicators of genetic CP. RESULLTS Of 1930 articles retrieved, 134 were included. In these, 55 CP genes (described in two or more cases, n = 272) and 79 candidate genes (described in only one case) were reported. The most frequently CP-associated genes were PLP1 (21 cases), ARG1 (17 cases), and CTNNB1 (13 cases). Dyskinesia and the absence of spasticity were identified as strong potential indicators of genetic CP. Presence of intellectual disability, no preterm birth, and no unilateral distribution of symptoms were classified as moderate genetic indicators. CONCLUSIONS Genetic causes of CP are increasingly identified. The clinical characteristics associated with genetic CP can aid clinicians regarding to which individual with CP to offer genetic testing. The identified potential genetic indicators need to be validated in large CP cohorts but can provide the first step toward a diagnostic algorithm for genetic CP.
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Affiliation(s)
- Anna M Janzing
- Department of Neurology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands; Expertise Center Movement Disorders Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Erik Eklund
- Faculty of Medicine, Department of Clinical Sciences, Pediatrics, Lund University, Lund, Sweden
| | - Tom J De Koning
- Expertise Center Movement Disorders Groningen, University Medical Center Groningen, Groningen, The Netherlands; Faculty of Medicine, Department of Clinical Sciences, Pediatrics, Lund University, Lund, Sweden; Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Hendriekje Eggink
- Department of Neurology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands; Expertise Center Movement Disorders Groningen, University Medical Center Groningen, Groningen, The Netherlands.
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5
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Huang S, Liu L, Huang Y, Fu C, Peng T, Yang X, Zhou H, Zhao Y, Xu Y, Zeng X, Zeng P, Tang H, He L, Xu K. Potential optimized route for mesenchymal stem cell transplantation in a rat model of cerebral palsy. Exp Cell Res 2023; 430:113734. [PMID: 37532123 DOI: 10.1016/j.yexcr.2023.113734] [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: 03/14/2023] [Revised: 07/04/2023] [Accepted: 07/26/2023] [Indexed: 08/04/2023]
Abstract
Cerebral palsy (CP) is a movement and posture disorder that affects over 50 million people worldwide. Human umbilical cord-derived mesenchymal stem cell (hUC-MSC) transplantation has emerged as an attractive therapeutic strategy for CP. The administration route appears to be crucial for hUC-MSC to provide adequate neuroprotection. Wistar rats were given hypoxia-ischemia to make the CP model on postnatal day 5. On postnatal day 21, DiR-labeled hUC-MSC were transplanted into the CP rats by intravenous, intrathecal, and lateral ventricle for cell tracking. Uninfused CP rats served as the negative control. The motor behavioral and pathological alteration was analyzed 11, 25, and 39 days after transplantation to assess motor function, immune inflammation, neurotrophy, and endogenous repair. In vivo imaging tracking techniques revealed that intravenous infusion resulted in fewer transplanted cells in the target brain than intrathecal and lateral ventricle infusion (p<0.05). Three different routes of hUC-MSC infusion improved the motor function of CP rats (p<0.05). At 11 days post-infusion, intrathecal infusion outperformed intravenous with a significant neurotrophic and oligodendrocyte maturation effect (p<0.05). Intrathecal infusion equaled lateral ventricle infusion after 25 days. At 39 days post-infusion, lateral ventricle infusion exceeded intravenous and intrathecal infusion with a significant immunosuppressive effect (p<0.05). Considering the improved effect and less trauma shown early in the intrathecal infusion, repeated intrathecal administration may ultimately lead to the greatest benefit.
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Affiliation(s)
- Shiya Huang
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China; School of Exercise and Health, Shanghai University of Sport, Shanghai, 200438, China
| | - Liru Liu
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Yuan Huang
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China; School of Medicine, South China University of Technology, Guangzhou, 510655, China
| | - Chaoqiong Fu
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China; School of Exercise and Health, Shanghai University of Sport, Shanghai, 200438, China
| | - Tingting Peng
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Xubo Yang
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Hongyu Zhou
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Yiting Zhao
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Yi Xu
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Xiaoli Zeng
- Guangdong Xiangxue Stem Cell Regenerative Medicine Technology Co., Ltd, Guangzhou, 510120, China
| | - Peishan Zeng
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Hongmei Tang
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China
| | - Lu He
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China.
| | - Kaishou Xu
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510120, China; Guangdong Provincial Clinical Research Center for Child Health, Guangzhou, 510120, China.
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van Eyk CL, Fahey MC, Gecz J. Redefining cerebral palsies as a diverse group of neurodevelopmental disorders with genetic aetiology. Nat Rev Neurol 2023; 19:542-555. [PMID: 37537278 DOI: 10.1038/s41582-023-00847-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/28/2023] [Indexed: 08/05/2023]
Abstract
Cerebral palsy is a clinical descriptor covering a diverse group of permanent, non-degenerative disorders of motor function. Around one-third of cases have now been shown to have an underlying genetic aetiology, with the genetic landscape overlapping with those of neurodevelopmental disorders including intellectual disability, epilepsy, speech and language disorders and autism. Here we review the current state of genomic testing in cerebral palsy, highlighting the benefits for personalized medicine and the imperative to consider aetiology during clinical diagnosis. With earlier clinical diagnosis now possible, we emphasize the opportunity for comprehensive and early genomic testing as a crucial component of the routine diagnostic work-up in people with cerebral palsy.
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Affiliation(s)
- Clare L van Eyk
- Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Michael C Fahey
- Department of Paediatrics, Monash University, Melbourne, Victoria, Australia
| | - Jozef Gecz
- Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia.
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia.
- South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia.
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7
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Xin C, Guan X, Wang L, Liu J. Integrative Multi-Omics Research in Cerebral Palsy: Current Progress and Future Prospects. Neurochem Res 2022; 48:1269-1279. [PMID: 36512293 DOI: 10.1007/s11064-022-03839-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 11/10/2022] [Accepted: 11/29/2022] [Indexed: 12/15/2022]
Abstract
Cerebral palsy (CP) describes a heterogeneous group of non-progressive neurodevelopmental disorders affecting movement and posture. The etiology and diagnostic biomarkers of CP are a hot topic in clinical research. Recent advances in omics techniques, including genomics, epigenomics, transcriptomics, metabolomics and proteomics, have offered new insights to further understand the pathophysiology of CP and have allowed for identification of diagnostic biomarkers of CP. In present study, we reviewed the latest multi-omics investigations of CP and provided an in-depth summary of current research progress in CP. This review will offer the basis and recommendations for future fundamental research on the pathogenesis of CP, identification of diagnostic biomarkers, and prevention strategies for CP.
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Affiliation(s)
- Chengqi Xin
- Stem Cell Clinical Research Center, The First Affiliated Hospital of Dalian Medical University, No. 193, Lianhe Road, Shahekou District, 116011, Dalian City, Liaoning Province, P.R. China
- Dalian Innovation Institute of Stem Cell and Precision Medicine, No. 57, Xinda Street, Dalian High-Tech Park, 116023, Dalian City, Liaoning Province, P.R. China
| | - Xin Guan
- Stem Cell Clinical Research Center, The First Affiliated Hospital of Dalian Medical University, No. 193, Lianhe Road, Shahekou District, 116011, Dalian City, Liaoning Province, P.R. China
- Dalian Innovation Institute of Stem Cell and Precision Medicine, No. 57, Xinda Street, Dalian High-Tech Park, 116023, Dalian City, Liaoning Province, P.R. China
| | - Liang Wang
- Stem Cell Clinical Research Center, The First Affiliated Hospital of Dalian Medical University, No. 193, Lianhe Road, Shahekou District, 116011, Dalian City, Liaoning Province, P.R. China
- Dalian Innovation Institute of Stem Cell and Precision Medicine, No. 57, Xinda Street, Dalian High-Tech Park, 116023, Dalian City, Liaoning Province, P.R. China
| | - Jing Liu
- Stem Cell Clinical Research Center, The First Affiliated Hospital of Dalian Medical University, No. 193, Lianhe Road, Shahekou District, 116011, Dalian City, Liaoning Province, P.R. China.
- Dalian Innovation Institute of Stem Cell and Precision Medicine, No. 57, Xinda Street, Dalian High-Tech Park, 116023, Dalian City, Liaoning Province, P.R. China.
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8
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Nussinov R, Tsai CJ, Jang H. Allostery, and how to define and measure signal transduction. Biophys Chem 2022; 283:106766. [PMID: 35121384 PMCID: PMC8898294 DOI: 10.1016/j.bpc.2022.106766] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 01/21/2022] [Accepted: 01/24/2022] [Indexed: 12/15/2022]
Abstract
Here we ask: What is productive signaling? How to define it, how to measure it, and most of all, what are the parameters that determine it? Further, what determines the strength of signaling from an upstream to a downstream node in a specific cell? These questions have either not been considered or not entirely resolved. The requirements for the signal to propagate downstream to activate (repress) transcription have not been considered either. Yet, the questions are pivotal to clarify, especially in diseases such as cancer where determination of signal propagation can point to cell proliferation and to emerging drug resistance, and to neurodevelopmental disorders, such as RASopathy, autism, attention-deficit/hyperactivity disorder (ADHD), and cerebral palsy. Here we propose a framework for signal transduction from an upstream to a downstream node addressing these questions. Defining cellular processes, experimentally measuring them, and devising powerful computational AI-powered algorithms that exploit the measurements, are essential for quantitative science.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, MD 21702, USA; Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 69978, Israel.
| | - Chung-Jung Tsai
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, MD 21702, USA
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, MD 21702, USA
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9
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Upadhyay J, Ansari MN, Samad A, Sayana A. Dysregulation of multiple signaling pathways: A possible cause of cerebral palsy. Exp Biol Med (Maywood) 2022; 247:779-787. [PMID: 35253451 DOI: 10.1177/15353702221081022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Cerebral palsy (CP) is a lifelong disability characterized by the impairment of brain functions that result in improper posture and abnormal motor patterns. Understanding this brain abnormality and the role of genetic, epigenetic, and non-genetic factors such as signaling pathway dysregulation and cytokine dysregulation in the pathogenesis of CP is a complex process. Hypoxic-ischemic injury and prematurity are two well-known contributors of CP. Like in the case of other neurodevelopmental disorders such as intellectual disability and autism, the genomic constituents in CP are highly complex. The neuroinflammation that is triggered by maternal cytokine response plays a critical role in the pathogenesis of fetal inflammation response, which is one of the contributing factors of CP, and it continues even after the birth of children suffering from CP. Canonical Wnt signaling pathway is important for the development of mammalian fetal brain and it regulates distinct processes including neurogenesis. The glycogen synthase kinase-3 (GSK-3) antagonistic activity in the Wnt signaling pathway plays a crucial role in neurogenesis and neural development. In this review, we investigated several genetic and non-genetic pathways that are involved in the pathogenesis of CP and their regulation, impairment, and implications for causing CP during embryonic growth and developmental period. Investigating the role of these pathways help to develop novel therapeutic interventions and biomarkers for early diagnosis and treatment. This review also helps us to comprehend the mechanical approach of various signaling pathways, as well as their consequences and relevance in the understanding of CP.
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Affiliation(s)
- Jyoti Upadhyay
- School of Health Sciences and Technology, University of Petroleum and Energy Studies, Dehradun 248007, India
| | - Mohd Nazam Ansari
- Department of Pharmacology & Toxicology, College of Pharmacy, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia
| | - Abdul Samad
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Tishk International University, Erbil 44001, Iraq
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10
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Navigating the pitfalls of applying machine learning in genomics. Nat Rev Genet 2022; 23:169-181. [PMID: 34837041 DOI: 10.1038/s41576-021-00434-9] [Citation(s) in RCA: 86] [Impact Index Per Article: 43.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/28/2021] [Indexed: 11/08/2022]
Abstract
The scale of genetic, epigenomic, transcriptomic, cheminformatic and proteomic data available today, coupled with easy-to-use machine learning (ML) toolkits, has propelled the application of supervised learning in genomics research. However, the assumptions behind the statistical models and performance evaluations in ML software frequently are not met in biological systems. In this Review, we illustrate the impact of several common pitfalls encountered when applying supervised ML in genomics. We explore how the structure of genomics data can bias performance evaluations and predictions. To address the challenges associated with applying cutting-edge ML methods to genomics, we describe solutions and appropriate use cases where ML modelling shows great potential.
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11
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Nussinov R, Tsai CJ, Jang H. How can same-gene mutations promote both cancer and developmental disorders? SCIENCE ADVANCES 2022; 8:eabm2059. [PMID: 35030014 PMCID: PMC8759737 DOI: 10.1126/sciadv.abm2059] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 11/22/2021] [Indexed: 05/05/2023]
Abstract
The question of how same-gene mutations can drive both cancer and neurodevelopmental disorders has been puzzling. It has also been puzzling why those with neurodevelopmental disorders have a high risk of cancer. Ras, MEK, PI3K, PTEN, and SHP2 are among the oncogenic proteins that can harbor mutations that encode diseases other than cancer. Understanding why some of their mutations can promote cancer, whereas others promote neurodevelopmental diseases, and why even the same mutations may promote both phenotypes, has important clinical ramifications. Here, we review the literature and address these tantalizing questions. We propose that cell type–specific expression of the mutant protein, and of other proteins in the respective pathway, timing of activation (during embryonic development or sporadic emergence), and the absolute number of molecules that the mutations activate, alone or in combination, are pivotal in determining the pathological phenotypes—cancer and (or) developmental disorders.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, MD 21702, USA
- Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Chung-Jung Tsai
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, MD 21702, USA
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, MD 21702, USA
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12
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May HJ, Fasheun JA, Bain JM, Baugh EH, Bier LE, Revah-Politi A, Roye DP, Goldstein DB, Carmel JB. Genetic testing in individuals with cerebral palsy. Dev Med Child Neurol 2021; 63:1448-1455. [PMID: 34114234 PMCID: PMC9277698 DOI: 10.1111/dmcn.14948] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/30/2021] [Indexed: 12/28/2022]
Abstract
AIM To determine which patients with cerebral palsy (CP) should undergo genetic testing, we compared the rate of likely causative genetic variants from whole-exome sequencing in individuals with and without environmental risk factors. METHOD Patients were part of a convenience and physician-referred cohort recruited from a single medical center, and research whole-exome sequencing was completed. Participants were evaluated for the following risk factors: extreme preterm birth, brain bleed or stroke, birth asphyxia, brain malformations, and intrauterine infection. RESULTS A total of 151 unrelated individuals with CP (81 females, 70 males; mean age 25y 7mo [SD 17y 5mo], range 3wks-72y) participated. Causative genetic variants were identified in 14 participants (9.3%). There was no significant difference in diagnostic rate between individuals with risk factors (10 out of 123; 8.1%) and those without (4 out of 28; 14.3%) (Fisher's exact p=0.3). INTERPRETATION While the rate of genetic diagnoses among individuals without risk factors was higher than those with risk factors, the difference was not statistically significant at this sample size. The identification of genetic diagnoses in over 8% of cases with risk factors suggests that these might confer susceptibility to environmental factors, and that further research should include individuals with risk factors. What this paper adds There is no significant difference in diagnostic rate between individuals with and without risk factors. Genetic variants may confer susceptibility to environmental risk factors. Six causative variants were identified in genes not previously associated with cerebral palsy. Global developmental delay/intellectual disability is positively associated with a genetic etiology. Extreme preterm birth, stroke/brain hemorrhage, and older age are negatively associated with a genetic etiology.
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Affiliation(s)
- Halie J. May
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY
| | - Jennifer A. Fasheun
- Weinberg Family Cerebral Palsy Center, Department of Orthopedics, Columbia University Irving Medical Center, New York, NY
| | - Jennifer M. Bain
- Department of Neurology, Columbia University Irving Medical Center, New York, NY
| | - Evan H. Baugh
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY
| | - Louise E. Bier
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY
| | - Anya Revah-Politi
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY
| | - David P. Roye
- Weinberg Family Cerebral Palsy Center, Department of Orthopedics, Columbia University Irving Medical Center, New York, NY
| | - David B. Goldstein
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY
| | - Jason B. Carmel
- Weinberg Family Cerebral Palsy Center, Department of Orthopedics, Columbia University Irving Medical Center, New York, NY
- Department of Neurology, Columbia University Irving Medical Center, New York, NY
| | - NYP/CUIMC Genomics Team
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY
- Weinberg Family Cerebral Palsy Center, Department of Orthopedics, Columbia University Irving Medical Center, New York, NY
- Department of Neurology, Columbia University Irving Medical Center, New York, NY
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY
- Division of Clinical Genetics, Department of Pediatrics, Columbia University Irving Medical Center, New York, NY
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13
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Sharova O, Smiyan O, Borén T. Immunological effects of cerebral palsy and rehabilitation exercises in children. Brain Behav Immun Health 2021; 18:100365. [PMID: 34704080 PMCID: PMC8522480 DOI: 10.1016/j.bbih.2021.100365] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Revised: 09/30/2021] [Accepted: 10/08/2021] [Indexed: 11/22/2022] Open
Abstract
Cerebral palsy (CP) is a group of motor disorders caused by non-progressive lesions of the premature brain with lifelong pathophysiological consequences that include dysregulation of innate immunity. Persistent inflammation with increased levels of circulating pro-inflammatory tumor necrosis factor alpha (TNF-a) is negatively associated with rehabilitation outcome in children with CP. Because of the crosstalk between innate and adaptive immunity, we investigated the effect of CP and rehabilitation exercises on the adaptive immune system in children with CP by measuring the levels of CD3+, CD4+, CD8+ Т-cells, and CD22+ B-cells and the levels of immunoglobulins. Children with CP had higher levels of CD3+, CD4+, CD8+ Т-cells, and CD22+ B-cells compared to healthy children, and the rehabilitation exercise programs produced better outcomes in terms of increased gains in motor function at an earlier age. Rehabilitation exercises performed over a month resulted in significantly decreased levels of IgA in serum and reduced numbers of B-lymphocytes and reduced IgM levels. Our study suggests that rehabilitation programs with a focus on neuroplasticity and physical exercises in children with CP can reduce both cellular and humoral immune responses. Children with CP demonstrate increased levels of T and B cells. Rehabilitation exercises helped balance immune responses.
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Affiliation(s)
- Oleksandra Sharova
- Department of Pediatrics, Sumy State University, 40031, Sumy, Ukraine
- Corresponding author.
| | - Oleksandr Smiyan
- Department of Pediatrics, Sumy State University, 40031, Sumy, Ukraine
| | - Thomas Borén
- Department of Medical Biochemistry and Biophysics, Umeå University, SE-90187, Umeå, Sweden
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14
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Whole genome methylation and transcriptome analyses to identify risk for cerebral palsy (CP) in extremely low gestational age neonates (ELGAN). Sci Rep 2021; 11:5305. [PMID: 33674671 PMCID: PMC7935929 DOI: 10.1038/s41598-021-84214-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 01/05/2021] [Indexed: 01/05/2023] Open
Abstract
Preterm birth remains the leading identifiable risk factor for cerebral palsy (CP), a devastating form of motor impairment due to developmental brain injury occurring around the time of birth. We performed genome wide methylation and whole transcriptome analyses to elucidate the early pathogenesis of CP in extremely low gestational age neonates (ELGANs). We evaluated peripheral blood cell specimens collected during a randomized trial of erythropoietin for neuroprotection in the ELGAN (PENUT Trial, NCT# 01378273). DNA methylation data were generated from 94 PENUT subjects (n = 47 CP vs. n = 47 Control) on day 1 and 14 of life. Gene expression data were generated from a subset of 56 subjects. Only one differentially methylated region was identified for the day 1 to 14 change between CP versus no CP, without evidence for differential gene expression of the associated gene RNA Pseudouridine Synthase Domain Containing 2. iPathwayGuide meta-analyses identified a relevant upregulation of JAK1 expression in the setting of decreased methylation that was observed in control subjects but not CP subjects. Evaluation of whole transcriptome data identified several top pathways of potential clinical relevance including thermogenesis, ferroptossis, ribosomal activity and other neurodegenerative conditions that differentiated CP from controls.
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15
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Affiliation(s)
- Jozef Gecz
- The Robinson Research Institute & Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia.,South Australian Health & Medical Research Institute, Adelaide, South Australia, Australia
| | - Jesia G Berry
- The Robinson Research Institute & Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia
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16
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Lewis SA, Shetty S, Wilson BA, Huang AJ, Jin SC, Smithers-Sheedy H, Fahey MC, Kruer MC. Insights From Genetic Studies of Cerebral Palsy. Front Neurol 2021; 11:625428. [PMID: 33551980 PMCID: PMC7859255 DOI: 10.3389/fneur.2020.625428] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 12/16/2020] [Indexed: 12/11/2022] Open
Abstract
Cohort-based whole exome and whole genome sequencing and copy number variant (CNV) studies have identified genetic etiologies for a sizable proportion of patients with cerebral palsy (CP). These findings indicate that genetic mutations collectively comprise an important cause of CP. We review findings in CP genomics and propose criteria for CP-associated genes at the level of gene discovery, research study, and clinical application. We review the published literature and report 18 genes and 5 CNVs from genomics studies with strong evidence of for the pathophysiology of CP. CP-associated genes often disrupt early brain developmental programming or predispose individuals to known environmental risk factors. We discuss the overlap of CP-associated genes with other neurodevelopmental disorders and related movement disorders. We revisit diagnostic criteria for CP and discuss how identification of genetic etiologies does not preclude CP as an appropriate diagnosis. The identification of genetic etiologies improves our understanding of the neurobiology of CP, providing opportunities to study CP pathogenesis and develop mechanism-based interventions.
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Affiliation(s)
- Sara A Lewis
- Pediatric Movement Disorders Program, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, United States.,Departments of Child Health, Neurology, and Cellular & Molecular Medicine and Program in Genetics, University of Arizona College of Medicine, Phoenix, AZ, United States
| | - Sheetal Shetty
- Pediatric Movement Disorders Program, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, United States.,Departments of Child Health, Neurology, and Cellular & Molecular Medicine and Program in Genetics, University of Arizona College of Medicine, Phoenix, AZ, United States
| | - Bryce A Wilson
- Pediatric Movement Disorders Program, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, United States.,Departments of Child Health, Neurology, and Cellular & Molecular Medicine and Program in Genetics, University of Arizona College of Medicine, Phoenix, AZ, United States
| | - Aris J Huang
- Programs in Neuroscience and Molecular & Cellular Biology, School of Life Sciences, Arizona State University, Tempe, AZ, United States
| | - Sheng Chih Jin
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, United States
| | - Hayley Smithers-Sheedy
- Cerebral Palsy Alliance, Sydney Medical School, The University of Sydney, Sydney, NSW, Australia
| | - Michael C Fahey
- Department of Paediatrics, Monash University, Melbourne, VIC, Australia
| | - Michael C Kruer
- Pediatric Movement Disorders Program, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, United States.,Departments of Child Health, Neurology, and Cellular & Molecular Medicine and Program in Genetics, University of Arizona College of Medicine, Phoenix, AZ, United States.,Programs in Neuroscience and Molecular & Cellular Biology, School of Life Sciences, Arizona State University, Tempe, AZ, United States
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17
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Helman G, Compton AG, Hock DH, Walkiewicz M, Brett GR, Pais L, Tan TY, De Paoli-Iseppi R, Clark MB, Christodoulou J, White SM, Thorburn DR, Stroud DA, Stark Z, Simons C. Multiomic analysis elucidates Complex I deficiency caused by a deep intronic variant in NDUFB10. Hum Mutat 2021; 42:19-24. [PMID: 33169436 PMCID: PMC7902361 DOI: 10.1002/humu.24135] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 09/06/2020] [Accepted: 10/28/2020] [Indexed: 01/01/2023]
Abstract
The diagnosis of Mendelian disorders following uninformative exome and genome sequencing remains a challenging and often unmet need. Following uninformative exome and genome sequencing of a family quartet including two siblings with suspected mitochondrial disorder, RNA sequencing (RNAseq) was pursued in one sibling. Long-read amplicon sequencing was used to determine and quantify transcript structure. Immunoblotting studies and quantitative proteomics were performed to demonstrate functional impact. Differential expression analysis of RNAseq data identified significantly decreased expression of the mitochondrial OXPHOS Complex I subunit NDUFB10 associated with a cryptic exon in intron 1 of NDUFB10, that included an in-frame stop codon. The cryptic exon contained a rare intronic variant that was homozygous in both affected siblings. Immunoblot and quantitative proteomic analysis of fibroblasts revealed decreased abundance of Complex I subunits, providing evidence of isolated Complex I deficiency. Through multiomic analysis we present data implicating a deep intronic variant in NDUFB10 as the cause of mitochondrial disease in two individuals, providing further support of the gene-disease association. This study highlights the importance of transcriptomic and proteomic analyses as complementary diagnostic tools in patients undergoing genome-wide diagnostic evaluation.
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Affiliation(s)
- Guy Helman
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
- Institute for Molecular Bioscience, The University of Queensland, Queensland, 4072, Australia
| | - Alison G. Compton
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
| | - Daniella H. Hock
- Department of Biochemistry and Molecular Biology and Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Victoria, 3052, Australia
| | - Marzena Walkiewicz
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - Gemma R. Brett
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
- Victorian Clinical Genetics Services, Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - Lynn Pais
- Center for Mendelian Genomics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, 02142, USA
| | - Tiong Y. Tan
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
- Victorian Clinical Genetics Services, Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - Ricardo De Paoli-Iseppi
- Centre for Stem Cell Systems, Department of Anatomy and Neuroscience, The University of Melbourne, Victoria, 3052, Australia
| | - Michael B. Clark
- Centre for Stem Cell Systems, Department of Anatomy and Neuroscience, The University of Melbourne, Victoria, 3052, Australia
| | - John Christodoulou
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
- Victorian Clinical Genetics Services, Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - Susan M. White
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
- Victorian Clinical Genetics Services, Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - David R. Thorburn
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
- Victorian Clinical Genetics Services, Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - David A. Stroud
- Department of Biochemistry and Molecular Biology and Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, Victoria, 3052, Australia
| | - Zornitza Stark
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, 3052, Australia
- Victorian Clinical Genetics Services, Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
| | - Cas Simons
- Murdoch Children’s Research Institute, Royal Children’s Hospital, Victoria, 3052, Australia
- Institute for Molecular Bioscience, The University of Queensland, Queensland, 4072, Australia
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18
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Jin SC, Lewis SA, Bakhtiari S, Zeng X, Sierant MC, Shetty S, Nordlie SM, Elie A, Corbett MA, Norton BY, van Eyk CL, Haider S, Guida BS, Magee H, Liu J, Pastore S, Vincent JB, Brunstrom-Hernandez J, Papavasileiou A, Fahey MC, Berry JG, Harper K, Zhou C, Zhang J, Li B, Zhao H, Heim J, Webber DL, Frank MSB, Xia L, Xu Y, Zhu D, Zhang B, Sheth AH, Knight JR, Castaldi C, Tikhonova IR, López-Giráldez F, Keren B, Whalen S, Buratti J, Doummar D, Cho M, Retterer K, Millan F, Wang Y, Waugh JL, Rodan L, Cohen JS, Fatemi A, Lin AE, Phillips JP, Feyma T, MacLennan SC, Vaughan S, Crompton KE, Reid SM, Reddihough DS, Shang Q, Gao C, Novak I, Badawi N, Wilson YA, McIntyre SJ, Mane SM, Wang X, Amor DJ, Zarnescu DC, Lu Q, Xing Q, Zhu C, Bilguvar K, Padilla-Lopez S, Lifton RP, Gecz J, MacLennan AH, Kruer MC. Mutations disrupting neuritogenesis genes confer risk for cerebral palsy. Nat Genet 2020; 52:1046-1056. [PMID: 32989326 PMCID: PMC9148538 DOI: 10.1038/s41588-020-0695-1] [Citation(s) in RCA: 79] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2019] [Accepted: 08/20/2020] [Indexed: 01/28/2023]
Abstract
In addition to commonly associated environmental factors, genomic factors may cause cerebral palsy. We performed whole-exome sequencing of 250 parent-offspring trios, and observed enrichment of damaging de novo mutations in cerebral palsy cases. Eight genes had multiple damaging de novo mutations; of these, two (TUBA1A and CTNNB1) met genome-wide significance. We identified two novel monogenic etiologies, FBXO31 and RHOB, and showed that the RHOB mutation enhances active-state Rho effector binding while the FBXO31 mutation diminishes cyclin D levels. Candidate cerebral palsy risk genes overlapped with neurodevelopmental disorder genes. Network analyses identified enrichment of Rho GTPase, extracellular matrix, focal adhesion and cytoskeleton pathways. Cerebral palsy risk genes in enriched pathways were shown to regulate neuromotor function in a Drosophila reverse genetics screen. We estimate that 14% of cases could be attributed to an excess of damaging de novo or recessive variants. These findings provide evidence for genetically mediated dysregulation of early neuronal connectivity in cerebral palsy.
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Affiliation(s)
- Sheng Chih Jin
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
- Laboratory of Human Genetics and Genomics, Rockefeller University, New York, NY, USA
- Department of Genetics, Washington University School of Medicine, St Louis, MO, USA
| | - Sara A Lewis
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Somayeh Bakhtiari
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Xue Zeng
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
- Laboratory of Human Genetics and Genomics, Rockefeller University, New York, NY, USA
| | - Michael C Sierant
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
- Laboratory of Human Genetics and Genomics, Rockefeller University, New York, NY, USA
| | - Sheetal Shetty
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Sandra M Nordlie
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Aureliane Elie
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Mark A Corbett
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Bethany Y Norton
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Clare L van Eyk
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Shozeb Haider
- Department of Pharmaceutical and Biological Chemistry, UCL School of Pharmacy, London, UK
| | - Brandon S Guida
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Helen Magee
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - James Liu
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Stephen Pastore
- Molecular Brain Sciences, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - John B Vincent
- Molecular Brain Sciences, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | | | | | - Michael C Fahey
- Department of Pediatrics, Monash University, Melbourne, Victoria, Australia
| | - Jesia G Berry
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Kelly Harper
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Chongchen Zhou
- Henan Key Laboratory of Child Genetics and Metabolism, Rehabilitation Department, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Junhui Zhang
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Boyang Li
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Jennifer Heim
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
| | - Dani L Webber
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Mahalia S B Frank
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Lei Xia
- Henan Key Laboratory of Child Brain Injury, Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yiran Xu
- Henan Key Laboratory of Child Brain Injury, Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Dengna Zhu
- Henan Key Laboratory of Child Brain Injury, Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Bohao Zhang
- Henan Key Laboratory of Child Brain Injury, Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Amar H Sheth
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - James R Knight
- Yale Center for Genome Analysis, Yale University, New Haven, CT, USA
| | | | - Irina R Tikhonova
- Yale Center for Genome Analysis, Yale University, New Haven, CT, USA
| | | | - Boris Keren
- Department of Genetics, Pitié-Salpêtrière Hospital, APHP.Sorbonne Université, Paris, France
| | - Sandra Whalen
- UF de Génétique Clinique et Centre de Référence Anomalies du Développement et Syndromes Malformatifs, APHP.Sorbonne Université, Hôpital Armand Trousseau, Paris, France
| | - Julien Buratti
- Department of Genetics, Pitié-Salpêtrière Hospital, APHP.Sorbonne Université, Paris, France
| | - Diane Doummar
- Sorbonne Université, APHP, Service de Neurologie Pédiatrique et Centre de Référence Neurogénétique, Hôpital Armand Trousseau, Paris, France
| | | | | | | | - Yangong Wang
- Institute of Biomedical Science and Children's Hospital, and Key Laboratory of Reproduction Regulation of the National Population and Family Planning Commission (NPFPC), Shanghai Institute of Planned Parenthood Research (SIPPR), IRD, Fudan University, Shanghai, China
| | - Jeff L Waugh
- Departments of Pediatrics & Neurology, University of Texas Southwestern and Children's Medical Center of Dallas, Dallas, TX, USA
| | - Lance Rodan
- Departments of Genetics & Genomics and Neurology, Boston Children's Hospital, Boston, MA, USA
| | - Julie S Cohen
- Division of Neurogenetics and Hugo W. Moser Research Institute, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Ali Fatemi
- Division of Neurogenetics and Hugo W. Moser Research Institute, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Angela E Lin
- Medical Genetics, Department of Pediatrics, MassGeneral Hospital for Children, Boston, MA, USA
| | - John P Phillips
- Departments of Pediatrics and Neurology, University of New Mexico, Albuquerque, NM, USA
| | - Timothy Feyma
- Division of Pediatric Neurology, Gillette Children's Hospital, St Paul, MN, USA
| | - Suzanna C MacLennan
- Department of Paediatric Neurology, Women's & Children's Hospital, Adelaide, South Australia, Australia
| | - Spencer Vaughan
- Departments of Molecular & Cellular Biology and Neuroscience, University of Arizona, Tucson, AZ, USA
| | - Kylie E Crompton
- Murdoch Children's Research Institute and University of Melbourne Department of Paediatrics, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Susan M Reid
- Murdoch Children's Research Institute and University of Melbourne Department of Paediatrics, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Dinah S Reddihough
- Murdoch Children's Research Institute and University of Melbourne Department of Paediatrics, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Qing Shang
- Henan Key Laboratory of Child Genetics and Metabolism, Rehabilitation Department, Children's Hospital of Zhengzhou University, Zhengzhou, China
| | - Chao Gao
- Rehabilitation Department, Children's Hospital of Zhengzhou University/Henan Children's Hospital, Zhengzhou, China
| | - Iona Novak
- Cerebral Palsy Alliance Research Institute, University of Sydney, Sydney, New South Wales, Australia
| | - Nadia Badawi
- Cerebral Palsy Alliance Research Institute, University of Sydney, Sydney, New South Wales, Australia
| | - Yana A Wilson
- Cerebral Palsy Alliance Research Institute, University of Sydney, Sydney, New South Wales, Australia
| | - Sarah J McIntyre
- Cerebral Palsy Alliance Research Institute, University of Sydney, Sydney, New South Wales, Australia
| | - Shrikant M Mane
- Yale Center for Genome Analysis, Yale University, New Haven, CT, USA
| | - Xiaoyang Wang
- Henan Key Laboratory of Child Brain Injury, Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, Gothenburg University, Gothenburg, Sweden
| | - David J Amor
- Murdoch Children's Research Institute and University of Melbourne Department of Paediatrics, Royal Children's Hospital, Melbourne, Victoria, Australia
| | - Daniela C Zarnescu
- Departments of Molecular & Cellular Biology and Neuroscience, University of Arizona, Tucson, AZ, USA
| | - Qiongshi Lu
- Department of Biostatistics & Medical Informatics, University of Wisconsin-Madison, Madison, WI, USA
| | - Qinghe Xing
- Institute of Biomedical Science and Children's Hospital, and Key Laboratory of Reproduction Regulation of the National Population and Family Planning Commission (NPFPC), Shanghai Institute of Planned Parenthood Research (SIPPR), IRD, Fudan University, Shanghai, China
| | - Changlian Zhu
- Henan Key Laboratory of Child Brain Injury, Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, Gothenburg University, Gothenburg, Sweden
| | - Kaya Bilguvar
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
- Yale Center for Genome Analysis, Yale University, New Haven, CT, USA
| | - Sergio Padilla-Lopez
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Richard P Lifton
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
- Laboratory of Human Genetics and Genomics, Rockefeller University, New York, NY, USA
| | - Jozef Gecz
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Alastair H MacLennan
- Robinson Research Institute, The University of Adelaide, Adelaide, South Australia, Australia
| | - Michael C Kruer
- Pediatric Movement Disorders Program, Division of Pediatric Neurology, Barrow Neurological Institute, Phoenix Children's Hospital, Phoenix, AZ, USA.
- Departments of Child Health, Neurology, and Cellular & Molecular Medicine, and Program in Genetics, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA.
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19
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Abstract
Cerebral palsy (CP), defined as a group of nonprogressive disorders of movement and posture, is the most common cause of severe neurodisability in children. The prevalence of CP is the same across the globe, affecting approximately 17 million people worldwide. Cerebral Palsy is an umbrella term used to describe the disease due to its inherent heterogeneity. For instance, CP has multiple (1) causes; (2) clinical types; (3) patterns of neuropathology on brain imaging and (4) it's associated with several developmental pathologies such as intellectual disability, autism, epilepsy, and visual impairment. Understanding its physiopathology is crucial to developing protective strategies. Despite its importance, there is still insufficient progress in the areas of CP prediction, early diagnosis, treatment, and prevention. Herein we describe the current risk factors and biomarkers used for the diagnosis and prediction of CP. With the advancement in biomarker discovery, we predict that our understanding of the etiopathophysiology of CP will also increase, lending to more opportunities for developing novel treatments and prognosis.
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Affiliation(s)
- Zeynep Alpay Savasan
- Department of Obstetrics and Gynecology, Maternal Fetal Medicine Division, Beaumont Health System, Royal Oak, MI, United States; Oakland University-William Beaumont School of Medicine, Beaumont Health, Royal Oak, MI, United States.
| | - Sun Kwon Kim
- Department of Obstetrics and Gynecology, Maternal Fetal Medicine Division, Beaumont Health System, Royal Oak, MI, United States; Oakland University-William Beaumont School of Medicine, Beaumont Health, Royal Oak, MI, United States
| | - Kyung Joon Oh
- Beaumont Research Institute, Beaumont Health, Royal Oak, MI, United States; Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul, South Korea; Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, South Korea
| | - Stewart F Graham
- Oakland University-William Beaumont School of Medicine, Beaumont Health, Royal Oak, MI, United States; Beaumont Research Institute, Beaumont Health, Royal Oak, MI, United States
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20
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Deep Learning/Artificial Intelligence and Blood-Based DNA Epigenomic Prediction of Cerebral Palsy. Int J Mol Sci 2019; 20:ijms20092075. [PMID: 31035542 PMCID: PMC6539236 DOI: 10.3390/ijms20092075] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Revised: 03/29/2019] [Accepted: 04/17/2019] [Indexed: 02/07/2023] Open
Abstract
The etiology of cerebral palsy (CP) is complex and remains inadequately understood. Early detection of CP is an important clinical objective as this improves long term outcomes. We performed genome-wide DNA methylation analysis to identify epigenomic predictors of CP in newborns and to investigate disease pathogenesis. Methylation analysis of newborn blood DNA using an Illumina HumanMethylation450K array was performed in 23 CP cases and 21 unaffected controls. There were 230 significantly differentially-methylated CpG loci in 258 genes. Each locus had at least 2.0-fold change in methylation in CP versus controls with a FDR p-value ≤ 0.05. Methylation level for each CpG locus had an area under the receiver operating curve (AUC) ≥ 0.75 for CP detection. Using Artificial Intelligence (AI) platforms/Machine Learning (ML) analysis, CpG methylation levels in a combination of 230 significantly differentially-methylated CpG loci in 258 genes had a 95% sensitivity and 94.4% specificity for newborn prediction of CP. Using pathway analysis, multiple canonical pathways plausibly linked to neuronal function were over-represented. Altered biological processes and functions included: neuromotor damage, malformation of major brain structures, brain growth, neuroprotection, neuronal development and de-differentiation, and cranial sensory neuron development. In conclusion, blood leucocyte epigenetic changes analyzed using AI/ML techniques appeared to accurately predict CP and provided plausible mechanistic information on CP pathogenesis.
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21
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Xie S, Karlsson H, Dalman C, Widman L, Rai D, Gardner RM, Magnusson C, Schendel DE, Newschaffer CJ, Lee BK. Family History of Mental and Neurological Disorders and Risk of Autism. JAMA Netw Open 2019; 2:e190154. [PMID: 30821823 PMCID: PMC6484646 DOI: 10.1001/jamanetworkopen.2019.0154] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
IMPORTANCE Familial aggregation of mental and neurological disorders is often observed in autism spectrum disorders (ASD), but reports have generally focused on single disorders and are limited to first-degree relatives. OBJECTIVES To examine family history of mental and neurological disorders among first- to fourth-degree relatives and risk of ASD with and without intellectual disability (ID) in index persons. DESIGN, SETTING, AND PARTICIPANTS In this population-based cohort study, 567 436 index persons were identified from the Stockholm Youth Cohort, an ongoing longitudinal register-linkage cohort study of the total population aged 0 to 17 years residing in Stockholm County, Sweden. Index persons were nonadopted singleton births born between 1984 and 2009 who were at least 2 years of age at the end of follow-up on December 31, 2011, had resided in Stockholm County for at least 2 years since birth, and could be linked to both biological parents. Data analysis was conducted from May 2017 to December 2018. EXPOSURE Mental and neurological diagnoses of relatives of the index persons. MAIN OUTCOMES AND MEASURES Diagnosis of ASD, with or without co-occurring ID, in the index persons. RESULTS The cohort included 567 436 index persons (291 191 [51.3%] male; mean [SD] age at the end of follow-up, 14.3 [7.5] years). The prevalence of ASD with and without ID was 0.4% and 1.5%, respectively. Positive family history of mental and neurological disorders was associated with higher odds of ASD in index persons; 6895 (63.1%) of index persons with ASD had a parent with history of mental and/or neurological disorders, compared with 252 454 (45.4%) of index persons without ASD. Family history of multiple disorders was associated with higher odds of ASD in index persons, including history of ASD (odds ratio among first-degree relatives for ASD with and without ID: 14.2, 9.0), intellectual disability (7.6, 2.3), attention-deficit/hyperactivity disorder (3.3, 4.7), obsessive compulsive disorder (1.9, 2.1), schizophrenia and other nonaffective psychotic disorders (2.1, 1.8), depression (1.4, 2.0), bipolar disorder (1.4, 2.2), personality disorder (2.1, 2.6), cerebral palsy (2.2, 1.5), and epilepsy (2.0, 1.3). The more closely related the affected family member was, the higher the odds was of ASD for the index person. ASD without intellectual disability was associated with more disorders compared to ASD with intellectual disability. ASD with intellectual disability exhibited a weaker familial association with other mental disorder diagnoses but a stronger familial association with some neurological diagnoses as compared to ASD without intellectual disability. CONCLUSIONS AND RELEVANCE This study suggests that family history of mental and neurological disorders is associated with increased risk of ASD. The familial component of ASD etiology may differ by presence or absence of co-occurring ID.
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Affiliation(s)
- Sherlly Xie
- Drexel University School of Public Health, Philadelphia, Pennsylvania
| | - Håkan Karlsson
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Christina Dalman
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- Centre for Epidemiology and Community Medicine, Stockholm County Council, Stockholm, Sweden
| | - Linnea Widman
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Dheeraj Rai
- Centre for Academic Mental Health, Bristol Medical School, University of Bristol, Bristol, United Kingdom
- Avon and Wiltshire Partnership National Health Service Mental Health Trust, Bath, United Kingdom
| | - Renee M. Gardner
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Cecilia Magnusson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- Centre for Epidemiology and Community Medicine, Stockholm County Council, Stockholm, Sweden
| | - Diana E. Schendel
- Department of Public Health, University of Aarhus, Aarhus, Denmark
- Department of Economics and Business Economics, University of Aarhus, Aarhus, Denmark
- Lundbeck Foundation Initiative for Integrative Psychiatric Research, University of Aarhus, Aarhus, Denmark
| | - Craig J. Newschaffer
- Drexel University School of Public Health, Philadelphia, Pennsylvania
- A. J. Drexel Autism Institute, Philadelphia, Pennsylvania
| | - Brian K. Lee
- Drexel University School of Public Health, Philadelphia, Pennsylvania
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- A. J. Drexel Autism Institute, Philadelphia, Pennsylvania
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22
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A systematic review of comorbidity between cerebral palsy, autism spectrum disorders and Attention Deficit Hyperactivity Disorder. Eur J Paediatr Neurol 2019; 23:31-42. [PMID: 30446273 DOI: 10.1016/j.ejpn.2018.10.005] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2018] [Revised: 09/17/2018] [Accepted: 10/26/2018] [Indexed: 11/22/2022]
Abstract
OBJECTIVES The aim of this systematic review was to examine the incidence and prevalence of comorbidity between Cerebral Palsy (CP), Autism spectrum disorders (ASDs) and Attention-Deficit/Hyperactivity Disorder (ADHD). METHODS We searched for articles indexed in PubMed, EBSCOhost, Scopus, Web of Science and other potentially relevant internet sources using a combination of expressions including "cerebral palsy" AND "autism" OR "ASD" OR "pervasive development disorder" AND "Attention Deficit Hyperactivity Disorder" OR "ADHD". RESULTS We identified 2542 studies on CP and ASD and 998 studies on CP and ADHD. After screening titles and abstracts and removing duplicated studies, 47 full papers (CP and ASD n = 28; CP and ADHD n = 19) were downloaded and screened for eligibility. Twenty-eight (CP and ASD n = 16; CP and ADHD n = 12) studies were identified in the peer-review literature. Based on this systematic review, ASD and ADHD seem to be more common in people with CP than in the general population, yet the gold standard methods for diagnosing ASD or ADHD are not suitable for children with motor problems. CONCLUSIONS Assessing the occurrence of ASD and ADHD would improve the significant cost of healthcare, therapies, and overall daily living for families with children affected by CP. However, psychometric studies are needed in the future to promote development of measures suitable for individuals with CP. In addition, this review highlights the paucity of peer-reviewed studies investigating the occurrence of ASD and ADHD in children with different CP subtypes or functional abilities, and there are still some open questions about pathogenic mechanisms common to CP, ASD and ADHD.
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23
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Corbett MA, van Eyk CL, Webber DL, Bent SJ, Newman M, Harper K, Berry JG, Azmanov DN, Woodward KJ, Gardner AE, Slee J, Pérez-Jurado LA, MacLennan AH, Gecz J. Pathogenic copy number variants that affect gene expression contribute to genomic burden in cerebral palsy. NPJ Genom Med 2018; 3:33. [PMID: 30564460 PMCID: PMC6294788 DOI: 10.1038/s41525-018-0073-4] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2018] [Accepted: 11/26/2018] [Indexed: 11/10/2022] Open
Abstract
Cerebral palsy (CP) is the most frequent movement disorder of childhood affecting 1 in 500 live births in developed countries. We previously identified likely pathogenic de novo or inherited single nucleotide variants (SNV) in 14% (14/98) of trios by exome sequencing and a further 5% (9/182) from evidence of outlier gene expression using RNA sequencing. Here, we detected copy number variants (CNV) from exomes of 186 unrelated individuals with CP (including our original 98 trios) using the CoNIFER algorithm. CNV were validated with Illumina 850 K SNP arrays and compared with RNA-Seq outlier gene expression analysis from lymphoblastoid cell lines (LCL). Gene expression was highly correlated with gene dosage effect. We resolved an additional 3.7% (7/186) of this cohort with pathogenic or likely pathogenic CNV while a further 7.7% (14/186) had CNV of uncertain significance. We identified recurrent genomic rearrangements previously associated with CP due to 2p25.3 deletion, 22q11.2 deletions and duplications and Xp monosomy. We also discovered a deletion of a single gene, PDCD6IP, and performed additional zebrafish model studies to support its single allele loss in CP aetiology. Combined SNV and CNV analysis revealed pathogenic and likely pathogenic variants in 22.7% of unselected individuals with CP.
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Affiliation(s)
- Mark A. Corbett
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Clare L. van Eyk
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Dani L. Webber
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Stephen J. Bent
- Data61, Commonwealth Scientific and Industrial Research Organisation, Ecosciences Precinct, Dutton Park, Brisbane, QLD 4102 Australia
| | - Morgan Newman
- School of Biological Sciences, University of Adelaide, Adelaide, South Australia 5005 Australia
| | - Kelly Harper
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Jesia G. Berry
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Dimitar N. Azmanov
- Department of Diagnostic Genomics, Queen Elizabeth II Medical Centre, PathWest, Nedlands, WA 6009 Australia
| | - Karen J. Woodward
- Department of Diagnostic Genomics, Queen Elizabeth II Medical Centre, PathWest, Nedlands, WA 6009 Australia
- School of Biomedical Sciences, University of Western Australia, Perth, WA 6009 Australia
| | - Alison E. Gardner
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Jennie Slee
- Genetic Services of Western Australia, King Edward Memorial Hospital, Subiaco, WA 6008 Australia
| | - Luís A. Pérez-Jurado
- Genetics Unit, Universitat Pompeu Fabra, Barcelona, 08003 Spain
- Hospital del Mar Research Institute (IMIM) and Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Barcelona, 08003 Spain
- SA Clinical Genetics, Women’s and Children’s Hospital & University of Adelaide, Adelaide, South Australia 5006 Australia
- South Australian Health and Medical Research Institute, Adelaide, South Australia 5000 Australia
| | - Alastair H. MacLennan
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
| | - Jozef Gecz
- Robinson Research Institute & Adelaide Medical School, University of Adelaide, Adelaide, South Australia 5000 Australia
- South Australian Health and Medical Research Institute, Adelaide, South Australia 5000 Australia
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