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Chong S. Lifelong Management of Neurofibromatosis 1 Patients. J Korean Neurosurg Soc 2025; 68:261-271. [PMID: 40235035 PMCID: PMC12062527 DOI: 10.3340/jkns.2025.0057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2025] [Revised: 04/09/2025] [Accepted: 04/12/2025] [Indexed: 04/17/2025] Open
Abstract
Neurofibromatosis type 1 (NF1) is a prevalent genetic disorder characterized by a wide spectrum of clinical manifestations, including cutaneous, neurological, and oncological complications. The disease results from mutations in the NF1 gene, which encodes neurofibromin, a tumor suppressor that regulates the RAS/mitogen-activated protein kinase (MAPK) pathway. The loss of neurofibromin function predisposes individuals to both benign and malignant neoplasms, including malignant peripheral nerve sheath tumors, optic pathway gliomas, and gastrointestinal stromal tumors. Additionally, women with NF1 are at a significantly increased risk of developing breast cancer at a younger age, necessitating enhanced surveillance measures. Beyond oncological risks, NF1 is frequently associated with cognitive and behavioral impairments, including learning disabilities, attention-deficit hyperactivity disorder, and social communication difficulties, which significantly impact academic, occupational, and social outcomes. Moreover, systemic complications such as skeletal deformities, cardiovascular abnormalities, and chronic pain further contribute to the disease burden. Given the progressive and lifelong nature of NF1, comprehensive care strategies incorporating multidisciplinary management, early detection, and targeted interventions are essential to optimizing patient outcomes. This review highlights the importance of an integrative, lifelong management approach that addresses both the medical and psychosocial aspects of NF1. By implementing tailored surveillance programs and evidence-based interventions, healthcare providers can improve quality of life and reduce morbidity and mortality associated with this complex disorder.
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Affiliation(s)
- Sangjoon Chong
- Department of Neurosurgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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Bruckert L, Travis KE, Tam LT, Yeom KW, Campen CJ. Age-related white matter alterations in children with neurofibromatosis type 1: a diffusion MRI tractography study. Front Neurosci 2025; 19:1542957. [PMID: 40270760 PMCID: PMC12016576 DOI: 10.3389/fnins.2025.1542957] [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: 12/10/2024] [Accepted: 03/17/2025] [Indexed: 04/25/2025] Open
Abstract
Neurofibromatosis type 1 (NF1) is a genetic condition affecting 1 in 3,000 children, often leading to learning challenges, including deficits in attention, executive function, and working memory. While white matter pathways play a crucial role in these cognitive processes, they are not well-characterized in NF1. In this retrospective cohort study, we used diffusion MRI tractography to examine the microstructure of major white matter pathways in 20 children with NF1 (ages 1-18 years) compared to 20 age- and sex-matched controls. An automated approach was used to identify and extract mean diffusivity (MD) and fractional anisotropy (FA) of eight cerebral white matter pathways bilaterally and the anterior and posterior part of the corpus callosum. Compared to controls, children with NF1 had significantly increased MD and significantly decreased FA in multiple white matter pathways including the anterior thalamic radiation, cingulate, uncinate fasciculus, inferior fronto-occipital fasciculus, arcuate fasciculus, and corticospinal tract. Differences in MD and FA remained significant after controlling for intracranial volume. In addition, MD and FA differences between children with NF1 and controls were greater at younger than older ages. These findings have implications for understanding the etiology of the neurocognitive deficits seen in many children with NF1.
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Affiliation(s)
- Lisa Bruckert
- Department of Neurology, Division of Child Neurology, Palo Alto, CA, United States
| | - Katherine E. Travis
- Department of Pediatric, Division of Developmental-Behavioral Pediatrics, Palo Alto, CA, United States
| | - Lydia T. Tam
- Department of Neurology, Division of Child Neurology, Palo Alto, CA, United States
| | - Kristen W. Yeom
- Department of Radiology, Pediatric Radiology, Stanford, CA, United States
| | - Cynthia J. Campen
- Department of Neurology, Division of Child Neurology, Palo Alto, CA, United States
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3
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Ribeiro FM, Gonçalves J, Coelho L, Castelo-Branco M, Martins J. Sex-dependent variations of retinal function and architecture in a neurofibromatosis type I mouse model with normal vision. Exp Eye Res 2025; 253:110279. [PMID: 39952425 DOI: 10.1016/j.exer.2025.110279] [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: 01/02/2025] [Revised: 02/05/2025] [Accepted: 02/10/2025] [Indexed: 02/17/2025]
Abstract
We aimed to characterize the structure and function of the early visual system of the neurofibromatosis type 1 (NF1) mouse model, a syndromic model of autism spectrum disorders (ASD). We used Nf1+/- mice and WT littermates and performed retinal structural analysis by optical coherence tomography (OCT), and functional assessment by electrophysiological recordings. We then performed behavioral visual tests using optomotor response (OMR) and sensitivity to visual stimulus familiarity. From the structural analysis, we found increased thickness for ganglion cell layer-inner plexiform layer (GCL-IPL) and outer nuclear layer (ONL) in male Nf1+/- mice compared with WT littermates. Regarding retinal electrophysiology, female Nf1+/- mice exhibited increased amplitudes for the second oscillatory potential (OP2) compared with WT littermates. Nevertheless, both Nf1+/- and WT mice presented normal visual acuity as measured by OMR and were able to exhibit regular visual stimulus familiarity responses. While structural sex-dependent changes are in line with previous results for brain anatomic measures, the subtle sex-dependent changes in oscillatory activity may relate to GABAergic neurotransmission changes found in NF1. Overall, these structural and functional changes do not seem to translate into visual behavioral alterations.
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Affiliation(s)
- Francisco M Ribeiro
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal; Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal.
| | - Joana Gonçalves
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal; Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal.
| | - Luís Coelho
- ISEP, Polytechnic of Porto, Rua Dr. António Bernardino de Almeida, 431, 4249-015, Porto, Portugal.
| | - Miguel Castelo-Branco
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal; Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal; Faculty of Medicine, University of Coimbra, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal.
| | - João Martins
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal; Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Azinhaga de Santa Comba, 3000-548 Coimbra, Portugal.
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4
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Payne JM, Haebich KM, Mitchell R, Bozaoglu K, Giliberto E, Lockhart PJ, Maier A, Velasco S, Ball G, North KN, Hocking DR. Brain volumes in genetic syndromes associated with mTOR dysregulation: a systematic review and meta-analysis. Mol Psychiatry 2025; 30:1676-1688. [PMID: 39633008 DOI: 10.1038/s41380-024-02863-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 11/19/2024] [Accepted: 11/28/2024] [Indexed: 12/07/2024]
Abstract
BACKGROUND/OBJECTIVES Dysregulation of molecular pathways associated with mechanistic target of rapamycin (mTOR) and elevated rates of neurodevelopmental disorders are implicated in the genetic syndromes neurofibromatosis type 1 (NF1), tuberous sclerosis complex (TSC), fragile X syndrome (FXS), and Noonan syndrome (NS). Given shared molecular and clinical features, understanding convergent and divergent implications of these syndromes on brain development may offer unique insights into disease mechanisms. While an increasing number of studies have examined brain volumes in these syndromes, the effects of each syndrome on global and subcortical brain volumes are unclear. Therefore, the aim of the current study was to conduct a systematic review and meta-analysis to synthesize existing literature on volumetric brain changes across TSC, FXS, NF1, and NS. Study outcomes were the effect sizes of the genetic syndromes on whole brain, gray and white matter, and subcortical volumes compared to typically developing controls. SUBJECTS/METHODS We performed a series of meta-analyses synthesizing data from 23 studies in NF1, TSC, FXS, and NS (pooled N = 1556) reporting whole brain volume, gray and white matter volumes, and volumes of subcortical structures compared to controls. RESULTS Meta-analyses revealed significantly larger whole brain volume, gray and white matter volumes, and subcortical volumes in NF1 compared to controls. FXS was associated with increased whole brain, and gray and white matter volumes relative to controls, but effect sizes were smaller than those seen in NF1. In contrast, studies in NS indicated smaller whole brain and gray matter volumes, and reduced subcortical volumes compared to controls. For individuals with TSC, there were no significant differences in whole brain, gray matter, and white volumes compared to controls. Volumetric effect sizes were not moderated by age, sex, or full-scale IQ. CONCLUSIONS This meta-analysis revealed that dysregulation of mTOR signaling across pre- and post-natal periods of development can result in convergent and divergent consequences for brain volume among genetic syndromes. Further research employing advanced disease modeling techniques with human pluripotent stem cell-derived in vitro models is needed to further refine our understanding of between and within syndrome variability on early brain development and identify shared molecular mechanisms for the development of pharmaceutical interventions.
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Affiliation(s)
- Jonathan M Payne
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia.
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia.
| | - Kristina M Haebich
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Rebecca Mitchell
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Kiymet Bozaoglu
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Emma Giliberto
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- School of Psychology and Public Health, La Trobe University, Melbourne, VIC, Australia
| | - Paul J Lockhart
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Alice Maier
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
| | - Silvia Velasco
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
- The Novo Nordisk Foundation Center for Stem Cell Medicine, reNEW Melbourne, Melbourne, VIC, Australia
| | - Gareth Ball
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Kathryn N North
- Murdoch Children's Research Institute, The Royal Children's Hospital, Melbourne, VIC, Australia
- Department of Paediatrics, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Darren R Hocking
- School of Psychology and Public Health, La Trobe University, Melbourne, VIC, Australia
- Institute for Health & Sport, Victoria University, Melbourne, VIC, Australia
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Siqueiros-Sanchez M, Serur Y, McGhee CA, Smith TF, Green T. Social Communication in Ras Pathway Disorders: A Comprehensive Review From Genetics to Behavior in Neurofibromatosis Type 1 and Noonan Syndrome. Biol Psychiatry 2025; 97:461-498. [PMID: 39366539 PMCID: PMC11805629 DOI: 10.1016/j.biopsych.2024.09.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2024] [Revised: 09/10/2024] [Accepted: 09/22/2024] [Indexed: 10/06/2024]
Abstract
Neurofibromatosis type 1 (NF1) and Noonan syndrome (NS) are neurogenetic syndromes caused by pathogenetic variants encoding components of the Ras-ERK-MAPK (Ras/extracellular signal-regulated kinase/mitogen-activated protein kinase) signaling pathway (Ras pathway). NF1 and NS are associated with differences in social communication and related neuropsychiatric risks. During the last decade, there has been growing interest in Ras-linked syndromes as models to understand social communication deficits and autism spectrum disorder. We systematically review the literature between 2010 and 2023 focusing on the social communication construct of the Research Domain Criteria framework. We provide an integrative summary of the research on facial and nonfacial social communication processes in NF1 and NS across molecular, cellular, neural circuitry, and behavioral domains. At the molecular and cellular levels, dysregulation in the Ras pathway is intricately tied to variations in social communication through changes in GABAergic (gamma-aminobutyric acidergic), glutamatergic, and serotonergic transmission, as well as inhibitory/excitatory imbalance. Neural circuitry typically associated with learning, attention, and memory in NF1 and NS (e.g., corticostriatal connectivity) is also implicated in social communication. We highlight less-researched potential mechanisms for social communication, such as white matter connectivity and the default mode network. Finally, key gaps in NF1 and NS literature are identified, and a roadmap for future research is provided. By leveraging genetic syndrome research, we can understand the mechanisms associated with behaviors and psychiatric disorders.
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Affiliation(s)
- Monica Siqueiros-Sanchez
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California; Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, California.
| | - Yaffa Serur
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California; Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, California
| | - Chloe A McGhee
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California; Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, California
| | - Taylor F Smith
- Department of Psychology and Child Development, California Polytechnic State University, San Luis Obispo, California
| | - Tamar Green
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California; Division of Interdisciplinary Brain Sciences, Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, California
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McGhee CA, Honari H, Siqueiros-Sanchez M, Serur Y, van Staalduinen EK, Stevenson D, Bruno JL, Raman MM, Green T. Influences of RASopathies on Neuroanatomical Variation in Children. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2024; 9:858-870. [PMID: 38621478 PMCID: PMC11381177 DOI: 10.1016/j.bpsc.2024.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Revised: 03/09/2024] [Accepted: 04/04/2024] [Indexed: 04/17/2024]
Abstract
BACKGROUND RASopathies are a group of disorders characterized by pathogenic mutations in the Ras/mitogen-activated protein kinase (Ras/MAPK) signaling pathway. Distinct pathogenic variants in genes encoding proteins in the Ras/MAPK pathway cause Noonan syndrome (NS) and neurofibromatosis type 1 (NF1), which are associated with increased risk for autism spectrum disorder and attention-deficit/hyperactivity disorder. METHODS This study examined the effect of RASopathies (NS and NF1) on human neuroanatomy, specifically on surface area (SA), cortical thickness (CT), and subcortical volumes. Using vertex-based analysis for cortical measures and Desikan region of interest parcellation for subcortical volumes, we compared structural T1-weighted images of children with RASopathies (n = 91, mean age = 8.81 years, SD = 2.12) to those of sex- and age-matched typically developing children (n = 74, mean age = 9.07 years, SD = 1.77). RESULTS Compared with typically developing children, RASopathies had convergent effects on SA and CT, exhibiting increased SA in the precentral gyrus, decreased SA in occipital regions, and thinner CT in the precentral gyrus. RASopathies exhibited divergent effects on subcortical volumes, with syndrome-specific influences from NS and NF1. Overall, children with NS showed decreased volumes in striatal and thalamic structures, and children with NF1 displayed increased volumes in the hippocampus, amygdala, and thalamus. CONCLUSIONS Our study reveals the converging and diverging neuroanatomical effects of RASopathies on human neurodevelopment. The convergence of cortical effects on SA and CT indicates a shared influence of Ras/MAPK hyperactivation on the human brain. Therefore, considering these measures as objective outcome indicators for targeted treatments is imperative.
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Affiliation(s)
- Chloe Alexa McGhee
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California.
| | - Hamed Honari
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
| | | | - Yaffa Serur
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
| | - Eric K van Staalduinen
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
| | - David Stevenson
- Division of Medical Genetics, Stanford University, Stanford, California
| | - Jennifer L Bruno
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
| | - Mira Michelle Raman
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
| | - Tamar Green
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
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Lee YJ, Park BS, Lee DA, Park KM. Structural brain network changes in patients with neurofibromatosis type 1: A retrospective study. Medicine (Baltimore) 2023; 102:e35676. [PMID: 37933055 PMCID: PMC10627666 DOI: 10.1097/md.0000000000035676] [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: 04/19/2023] [Accepted: 09/26/2023] [Indexed: 11/08/2023] Open
Abstract
We investigated the changes in structural connectivity (using diffusion tensor imaging [DTI]) and the structural covariance network based on structural volume using graph theory in patients with neurofibromatosis type 1 (NF1) compared to a healthy control group. We included 14 patients with NF1, according to international consensus recommendations, and 16 healthy individuals formed the control group. This was retrospectively observational study followed STROBE guideline. Both groups underwent brain magnetic resonance imaging including DTI and 3-dimensional T1-weighted imaging. We analyzed structural connectivity using DTI and Diffusion Spectrum Imaging Studio software and evaluated the structural covariance network based on the structural volumes using FreeSurfer and Brain Analysis Using Graph Theory software. There were no differences in the global structural connectivity between the 2 groups, but several brain regions showed significant differences in local structural connectivity. Additionally, there were differences between the global structural covariance networks. The characteristic path length was longer and the small-worldness index was lower in patients with NF1. Furthermore, several regions showed significant differences in the local structural covariance networks. We observed changes in structural connectivity and covariance networks in patients with NF1 compared to a healthy control group. We found that global structural efficiency is decreased in the brains of patients with NF1, and widespread changes in the local structural network were found. These results suggest that NF1 is a brain network disease, and our study provides direction for further research to elucidate the biological processes of NF1.
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Affiliation(s)
- Yoo Jin Lee
- Departments of Internal Medicine, Busan, South Korea
| | - Bong Soo Park
- Departments of Internal Medicine, Busan, South Korea
| | - Dong Ah Lee
- Neurology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
| | - Kang Min Park
- Neurology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
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Santos S, Martins B, Sereno J, Martins J, Castelo-Branco M, Gonçalves J. Neurobehavioral sex-related differences in Nf1 +/- mice: female show a "camouflaging"-type behavior. Biol Sex Differ 2023; 14:24. [PMID: 37101298 PMCID: PMC10131355 DOI: 10.1186/s13293-023-00509-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 04/17/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND Neurofibromatosis type 1 (NF1) is an inherited neurocutaneous disorder associated with neurodevelopmental disorders including autism spectrum disorder (ASD). This condition has been associated with an increase of gamma-aminobutyric acid (GABA) neurotransmission and, consequently, an excitation/inhibition imbalance associated with autistic-like behavior in both human and animal models. Here, we explored the influence of biological sex in the GABAergic system and behavioral alterations induced by the Nf1+/- mutation in a murine model. METHODS Juvenile male and female Nf1+/- mice and their wild-type (WT) littermates were used. Hippocampus size was assessed by conventional toluidine blue staining and structural magnetic resonance imaging (MRI). Hippocampal GABA and glutamate levels were determined by magnetic resonance spectroscopy (MRS), which was complemented by western blot for the GABA(A) receptor. Behavioral evaluation of on anxiety, memory, social communication, and repetitive behavior was performed. RESULTS We found that juvenile female Nf1+/- mice exhibited increased hippocampal GABA levels. Moreover, mutant female displays a more prominent anxious-like behavior together with better memory performance and social behavior. On the other hand, juvenile Nf1+/- male mice showed increased hippocampal volume and thickness, with a decrease in GABA(A) receptor levels. We observed that mutant males had higher tendency for repetitive behavior. CONCLUSIONS Our results suggested a sexually dimorphic impact of Nf1+/- mutation in hippocampal neurochemistry, and autistic-like behaviors. For the first time, we identified a "camouflaging"-type behavior in females of an animal model of ASD, which masked their autistic traits. Accordingly, like observed in human disorder, in this animal model of ASD, females show larger anxiety levels but better executive functions and production of normative social patterns, together with an imbalance of inhibition/excitation ratio. Contrary, males have more externalizing disorders, such as hyperactivity and repetitive behaviors, with memory deficits. The ability of females to camouflage their autistic traits creates a phenotypic evaluation challenge that mimics the diagnosis difficulty observed in humans. Thus, we propose the study of the Nf1+/- mouse model to better understand the sexual dimorphisms of ASD phenotypes and to create better diagnostic tools.
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Affiliation(s)
- Sofia Santos
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Coimbra, Portugal
- Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal
| | - Beatriz Martins
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Coimbra, Portugal
- Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal
| | - José Sereno
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Coimbra, Portugal
- Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal
| | - João Martins
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Coimbra, Portugal
- Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal
| | - Miguel Castelo-Branco
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Coimbra, Portugal.
- Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal.
- Faculty of Medicine, University of Coimbra, Coimbra, Portugal.
| | - Joana Gonçalves
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Coimbra, Portugal.
- Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal.
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Sawyer C, Green J, Lim B, Pobric G, Jung J, Vassallo G, Evans DG, Stagg CJ, Parkes LM, Stivaros S, Muhlert N, Garg S. Neuroanatomical correlates of working memory performance in Neurofibromatosis 1. Cereb Cortex Commun 2022; 3:tgac021. [PMID: 35673329 PMCID: PMC9169056 DOI: 10.1093/texcom/tgac021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 05/09/2022] [Accepted: 05/11/2022] [Indexed: 11/25/2022] Open
Abstract
Introduction Neurofibromatosis 1 (NF1) is a single-gene disorder associated with cognitive impairments, particularly with deficits in working memory. Prior research indicates that brain structure is affected in NF1, but it is unclear how these changes relate to aspects of cognition. Methods 29 adolescents aged 11-17 years were compared to age and sex-matched controls. NF1 subjects were assessed using detailed multimodal measurements of working memory at baseline followed by a 3T MR scan. A voxel-based morphometry approach was used to estimate the total and regional gray matter(GM) volumetric differences between the NF1 and control groups. The working memory metrics were subjected to a principal component analysis (PCA) approach. Results The NF1 groups showed increased gray matter volumes in the thalamus, corpus striatum, dorsal midbrain and cerebellum bilaterally in the NF1 group as compared to controls. Principal component analysis on the working memory metrics in the NF1 group yielded three independent factors reflecting high memory load, low memory load and auditory working memory. Correlation analyses revealed that increased volume of posterior cingulate cortex, a key component of the default mode network (DMN) was significantly associated with poorer performance on low working memory load tasks. Conclusion These results are consistent with prior work showing larger subcortical brain volumes in the NF1 cohort. The strong association between posterior cingulate cortex volume and performance on low memory load conditions supports hypotheses of deficient DMN structural development, which in turn may contribute to the cognitive impairments in NF1.
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Affiliation(s)
- Cameron Sawyer
- Division of Neuroscience & Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - Jonathan Green
- Division of Neuroscience & Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
- Child & Adolescent Mental Health Department, Royal Manchester Children's Hospital, Central Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Sciences Centre, Manchester, Oxford Road, M13 9WL, United Kingdom
| | - Ben Lim
- Child & Adolescent Mental Health Department, Royal Manchester Children's Hospital, Central Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Sciences Centre, Manchester, Oxford Road, M13 9WL, United Kingdom
| | - Gorana Pobric
- Division of Neuroscience & Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - JeYoung Jung
- School of Psychology, Precision Imaging Beacon, University of Nottingham, University Park, Nottingham NG7 2RD, United Kingdom
| | - Grace Vassallo
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Oxford Road, Manchester M13 9WL, United Kingdom
| | - D Gareth Evans
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Oxford Road, Manchester M13 9WL, United Kingdom
- Division of Evolution and Genomic Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, M13 9PL, United Kingdom
| | - Charlotte J Stagg
- Wellcome Centre for Integrative Neuroimaging, Nuffield Department of Clinical Neurosciences & MRC Brain Network Dynamics Unit, University of Oxford, OX3 9DU, United Kingdom
| | - Laura M Parkes
- Division of Neuroscience & Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
- Geoffrey Jefferson Brain Research Centre, Northern care Alliance NHS Foundation Trust, Stott Lane, Manchester M6 8HD, United Kingdom
| | - Stavros Stivaros
- Geoffrey Jefferson Brain Research Centre, Northern care Alliance NHS Foundation Trust, Stott Lane, Manchester M6 8HD, United Kingdom
- Academic Unit of Paediatric Radiology, Royal Manchester Children's Hospital, Manchester University NHS Foundation Trust, Oxford Road, M13 9PL, United Kingdom
| | - Nils Muhlert
- Division of Neuroscience & Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - Shruti Garg
- Division of Neuroscience & Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
- Child & Adolescent Mental Health Department, Royal Manchester Children's Hospital, Central Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Sciences Centre, Manchester, Oxford Road, M13 9WL, United Kingdom
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10
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Wang S, Friedman JM, Suppa P, Buchert R, Mautner VF. White matter is increased in the brains of adults with neurofibromatosis 1. Orphanet J Rare Dis 2022; 17:115. [PMID: 35248131 PMCID: PMC8898512 DOI: 10.1186/s13023-022-02273-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 02/27/2022] [Indexed: 11/10/2022] Open
Abstract
Background Neurofibromatosis 1 (NF1) is a rare autosomal dominant disease characterized by increased Schwann cell proliferation in peripheral nerves. Several small studies of brain morphology in children with NF1 have found increased total brain volume, total white matter volume and/or corpus callosum area. Some studies (mostly in children with NF1) also attempted to correlate changes in brain morphology and volume with cognitive or behavioural abnormalities, although the findings were inconsistent. We aimed to characterize alterations in brain volumes by three-dimensional (3D) MRI in adults with NF1 in major intracranial sub-regions. We also aimed to assess the effect of age on these volumes and correlated brain white matter and grey matter volumes with neuropsychometric findings in adults with NF1. Methods We obtained brain volume measurements using 3D magnetic resonance imaging for 351 adults with NF1 and, as a comparison group, 43 adults with neurofibromatosis 2 (NF2) or Schwannomatosis. We assessed a subset of 19 adults with NF1 for clinical severity of NF1 features and neurological problems and conducted psychometric testing for attention deficiencies and intelligence quotient. We compared brain volumes between NF1 patients and controls and correlated volumetric measurements to clinical and psychometric features in the NF1 patients. Results Total brain volume and total and regional white matter volumes were all significantly increased in adults with NF1. Grey matter volume decreased faster with age in adults with NF1 than in controls. Greater total brain volume and white matter volume were correlated with lower attention deficits and higher intelligence quotients in adults with NF1. Conclusion Our findings are consistent with the hypothesis that dysregulation of brain myelin production is a cardinal manifestation of NF1 and that these white matter changes may be functionally important in affected adults. Supplementary Information The online version contains supplementary material available at 10.1186/s13023-022-02273-1.
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11
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Russo C, Russo C, Cascone D, Mazio F, Santoro C, Covelli EM, Cinalli G. Non-Oncological Neuroradiological Manifestations in NF1 and Their Clinical Implications. Cancers (Basel) 2021; 13:cancers13081831. [PMID: 33921292 PMCID: PMC8070534 DOI: 10.3390/cancers13081831] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 04/05/2021] [Accepted: 04/06/2021] [Indexed: 02/04/2023] Open
Abstract
Simple Summary Central nervous system involvement (CNS) is a common finding in Neurofibromatosis type 1 (NF1). Beside tumor-related manifestations, NF1 is also characterized by a wide spectrum of CNS alterations with variable impacts on functioning and life quality. Here, we propose an overview of non-oncological neuroradiological findings in NF1, with an insight on pathophysiological and embryological clues for a better understanding of the development of these specific alterations. Abstract Neurofibromatosis type 1 (NF1), the most frequent phakomatosis and one of the most common inherited tumor predisposition syndromes, is characterized by several manifestations that pervasively involve central and peripheral nervous system structures. The disorder is due to mutations in the NF1 gene, which encodes for the ubiquitous tumor suppressor protein neurofibromin; neurofibromin is highly expressed in neural crest derived tissues, where it plays a crucial role in regulating cell proliferation, differentiation, and structural organization. This review article aims to provide an overview on NF1 non-neoplastic manifestations of neuroradiological interest, involving both the central nervous system and spine. We also briefly review the most recent MRI functional findings in NF1.
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Affiliation(s)
- Camilla Russo
- Department of Electrical Engineering and Information Technology (DIETI), University of Naples “Federico II”, 80125 Naples, Italy
- Correspondence: ; Tel.: +39-333-7050711
| | - Carmela Russo
- Pediatric Neuroradiology Unit, Department of Pediatric Neurosciences, Santobono-Pausilipon Children’s Hospital, 80129 Naples, Italy; (C.R.); (D.C.); (F.M.); (E.M.C.)
| | - Daniele Cascone
- Pediatric Neuroradiology Unit, Department of Pediatric Neurosciences, Santobono-Pausilipon Children’s Hospital, 80129 Naples, Italy; (C.R.); (D.C.); (F.M.); (E.M.C.)
| | - Federica Mazio
- Pediatric Neuroradiology Unit, Department of Pediatric Neurosciences, Santobono-Pausilipon Children’s Hospital, 80129 Naples, Italy; (C.R.); (D.C.); (F.M.); (E.M.C.)
| | - Claudia Santoro
- Neurofibromatosis Referral Center, Department of Woman, Child, General and Specialized Surgery, Università degli Studi della Campania “Luigi Vanvitelli”, 80138 Naples, Italy;
- Clinic of Child and Adolescent Neuropsychiatry, Department of Mental and Physical Health, and Preventive Medicine, Università degli Studi della Campania “Luigi Vanvitelli”, 80138 Naples, Italy
| | - Eugenio Maria Covelli
- Pediatric Neuroradiology Unit, Department of Pediatric Neurosciences, Santobono-Pausilipon Children’s Hospital, 80129 Naples, Italy; (C.R.); (D.C.); (F.M.); (E.M.C.)
| | - Giuseppe Cinalli
- Pediatric Neurosurgery Unit, Department of Pediatric Neurosciences, Santobono-Pausilipon Children’s Hospital, 80129 Naples, Italy;
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12
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Wilde EA, Merkley TL, Lindsey HM, Bigler ED, Hunter JV, Ewing-Cobbs L, Aitken ME, MacLeod MC, Hanten G, Chu ZD, Abildskov TJ, Noble-Haeusslein LJ, Levin HS. Developmental Alterations in Cortical Organization and Socialization in Adolescents Who Sustained a Traumatic Brain Injury in Early Childhood. J Neurotrauma 2020; 38:133-143. [PMID: 32503385 DOI: 10.1089/neu.2019.6698] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
This study investigated patterns of cortical organization in adolescents who had sustained a traumatic brain injury (TBI) during early childhood to determine ways in which early head injury may alter typical brain development. Increased gyrification in other patient populations is associated with polymicrogyria and aberrant development, but this has not been investigated in TBI. Seventeen adolescents (mean age = 14.1 ± 2.4) who sustained a TBI between 1-8 years of age, and 17 demographically-matched typically developing children (TDC) underwent a high-resolution, T1-weighted 3-Tesla magnetic resonance imaging (MRI) at 6-15 years post-injury. Cortical white matter volume and organization was measured using FreeSurfer's Local Gyrification Index (LGI). Despite a lack of significant difference in white matter volume, participants with TBI demonstrated significantly increased LGI in several cortical regions that are among those latest to mature in normal development, including left parietal association areas, bilateral dorsolateral and medial frontal areas, and the right posterior temporal gyrus, relative to the TDC group. Additionally, there was no evidence of increased surface area in the regions that demonstrated increased LGI. Higher Vineland-II Socialization scores were associated with decreased LGI in right frontal and temporal regions. The present results suggest an altered pattern of expected development in cortical gyrification in the TBI group, with changes in late-developing frontal and parietal association areas. Such changes in brain structure may underlie cognitive and behavioral deficits associated with pediatric TBI. Alternatively, increased gyrification following TBI may represent a compensatory mechanism that allows for typical development of cortical surface area, despite reduced brain volume.
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Affiliation(s)
- Elisabeth A Wilde
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA.,H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA.,Department of Neurology, Baylor College of Medicine, Houston, Texas, USA.,Department of Radiology, Baylor College of Medicine, Houston, Texas, USA
| | - Tricia L Merkley
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA.,Department of Psychology, Brigham Young University, Provo, Utah, USA.,Department of Clinical Neuropsychology, Barrow Neurological Institute, Phoenix, Arizona, USA.,Neuroscience Center, Brigham Young University, Provo, Utah, USA
| | - Hannah M Lindsey
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA.,Department of Psychology, Brigham Young University, Provo, Utah, USA
| | - Erin D Bigler
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA.,Department of Psychology, Brigham Young University, Provo, Utah, USA.,Neuroscience Center, Brigham Young University, Provo, Utah, USA
| | - Jill V Hunter
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA.,Department of Radiology, Baylor College of Medicine, Houston, Texas, USA.,Department of Pediatric Radiology, Texas Children's Hospital, Houston, Texas, USA
| | - Linda Ewing-Cobbs
- Department of Pediatrics, Children's Learning Institute, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Mary E Aitken
- Arkansas Children's Research Institute and Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, Arizona, USA
| | - Marianne C MacLeod
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA
| | - Gerri Hanten
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA
| | - Zili D Chu
- Department of Radiology, Baylor College of Medicine, Houston, Texas, USA.,Department of Pediatric Radiology, Texas Children's Hospital, Houston, Texas, USA
| | - Tracy J Abildskov
- Department of Neurology, University of Utah, Salt Lake City, Utah, USA.,Department of Psychology, Brigham Young University, Provo, Utah, USA
| | - Linda J Noble-Haeusslein
- Departments of Neurology and Psychology and the Institute of Neuroscience, University of Texas at Austin, Austin, Texas, USA
| | - Harvey S Levin
- H. Ben Taub Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, Texas, USA.,Department of Neurology, Baylor College of Medicine, Houston, Texas, USA
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13
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Johnson EM, Ishak AD, Naylor PE, Stevenson DA, Reiss AL, Green T. PTPN11 Gain-of-Function Mutations Affect the Developing Human Brain, Memory, and Attention. Cereb Cortex 2020; 29:2915-2923. [PMID: 30059958 DOI: 10.1093/cercor/bhy158] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Revised: 05/21/2018] [Accepted: 06/15/2018] [Indexed: 01/28/2023] Open
Abstract
The Ras-MAPK pathway has an established role in neural development and synaptic signaling. Mutations in this pathway are associated with a collection of neurodevelopmental syndromes, Rasopathies; among these, Noonan syndrome (NS) is the most common (1:2000). Prior research has focused on identifying genetic mutations and cellular mechanisms of the disorder, however, effects of NS on the human brain remain unknown. Here, imaging and cognitive data were collected from 12 children with PTPN11-related NS, ages 4.0-11.0 years (8.98 ± 2.33) and 12 age- and sex-matched typically developing controls (8.79 ± 2.17). We observe reduced gray matter volume in bilateral corpus striatum (Cohen's d = -1.0:-1.3), reduced surface area in temporal regions (d = -1.8:-2.2), increased cortical thickness in frontal regions (d = 1.2-1.3), and reduced cortical thickness in limbic regions (d = -1.6), including limbic structures integral to the circuitry of the hippocampus. Further, we find high levels of inattention, hyperactivity, and memory deficits in children with NS. Taken together, these results identify effects of NS on specific brain regions associated with ADHD and learning in children. While our research lays the groundwork for elucidating the neural and behavioral mechanisms of NS, it also adds an essential tier to understanding the Ras-MAPK pathway's role in human brain development.
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Affiliation(s)
- Emily M Johnson
- Center for Interdisciplinary Brain Sciences Research, Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA.,Department of Radiology/Molecular Imaging Program, Stanford University, Stanford, CA, USA
| | - Alexandra D Ishak
- Center for Interdisciplinary Brain Sciences Research, Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Paige E Naylor
- Center for Interdisciplinary Brain Sciences Research, Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - David A Stevenson
- Department of Pediatrics-Medical Genetics, Stanford University, Stanford, CA, USA
| | - Allan L Reiss
- Center for Interdisciplinary Brain Sciences Research, Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA.,Department of Radiology and Pediatrics, Stanford University, Stanford, CA, USA
| | - Tamar Green
- Center for Interdisciplinary Brain Sciences Research, Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
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14
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Madeira N, Duarte JV, Martins R, Costa GN, Macedo A, Castelo-Branco M. Morphometry and gyrification in bipolar disorder and schizophrenia: A comparative MRI study. NEUROIMAGE-CLINICAL 2020; 26:102220. [PMID: 32146321 PMCID: PMC7063231 DOI: 10.1016/j.nicl.2020.102220] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/19/2019] [Revised: 01/20/2020] [Accepted: 02/17/2020] [Indexed: 12/31/2022]
Abstract
Increased right globus pallidus is a consistent marker in schizophrenia (SCZ). Left supramarginal gyrification increases in bipolar disorder (BPD) in contrast with SCZ. Gyrification analysis may help distinguish early phases of BPD and SCZ.
Schizophrenia is believed to be a neurodevelopmental disease with high heritability. Differential diagnosis is often challenging, especially in early phases, namely with other psychotic disorders or even mood disorders. such as bipolar disorder with psychotic symptoms. Key pathophysiological changes separating these two classical psychoses remain poorly understood, and current evidence favors a more dimensional than categorical differentiation between schizophrenia and bipolar disorder. While established biomarkers like cortical thickness and grey matter volume are heavily influenced by post-onset changes and thus provide limited possibility of accessing early pathologies, gyrification is assumed to be more specifically determined by genetic and early developmental factors. The aim of our study was to compare both classical and novel morphometric features in these two archetypal psychiatric disorders. We included 20 schizophrenia patients, 20 bipolar disorder patients and 20 age- and gender-matched healthy controls. Data analyses were performed with CAT12/SPM12 applying general linear models for four morphometric measures: gyrification and cortical thickness (surface-based morphometry), and whole-brain grey matter/grey matter volume (voxel-based morphometry - VBM). Group effects were tested using age and gender as covariates (and total intracranial volume for VBM). Voxel-based morphometry analysis revealed a schizophrenia vs. control group effect on regional grey matter volume (p < 0.05, familywise error correction) in the right globus pallidus. There was no group effect on white matter volume when correcting for multiple comparisons neither on cortical thickness. Gyrification changes in clinical samples were found in the left supramarginal gyrus (BA40) – increased and reduced gyrification, respectively, in BPD and SCZ patients - and in the right inferior frontal gyrus (BA47), with a reduction in gyrification of the SCZ group when compared with controls. The joint analysis of different morphometric features, namely measures such as gyrification, provides a promising strategy for the elucidation of distinct phenotypes in psychiatric disorders. Different morphological change patterns, highlighting specific disease trajectories, could potentially generate neuroimaging-derived biomarkers, helping to discriminate schizophrenia from bipolar disorder in early phases, such as first-episode psychosis patients.
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Affiliation(s)
- Nuno Madeira
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Portugal; Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Portugal; Institute for Biomedical Imaging and Life Sciences (CNC.IBILI), Faculty of Medicine, University of Coimbra, Portugal
| | - João Valente Duarte
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Portugal; Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Portugal; Institute for Biomedical Imaging and Life Sciences (CNC.IBILI), Faculty of Medicine, University of Coimbra, Portugal
| | - Ricardo Martins
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Portugal; Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Portugal; Institute for Biomedical Imaging and Life Sciences (CNC.IBILI), Faculty of Medicine, University of Coimbra, Portugal
| | - Gabriel Nascimento Costa
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Portugal; Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Portugal; Institute for Biomedical Imaging and Life Sciences (CNC.IBILI), Faculty of Medicine, University of Coimbra, Portugal
| | - António Macedo
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Portugal; Institute of Psychological Medicine, Faculty of Medicine, University of Coimbra, Portugal; Department of Psychiatry, Centro Hospitalar e Universitário de Coimbra, Portugal
| | - Miguel Castelo-Branco
- Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), University of Coimbra, Portugal; Institute of Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Portugal; Institute for Biomedical Imaging and Life Sciences (CNC.IBILI), Faculty of Medicine, University of Coimbra, Portugal.
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15
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Lukkes JL, Drozd HP, Fitz SD, Molosh AI, Clapp DW, Shekhar A. Guanfacine treatment improves ADHD phenotypes of impulsivity and hyperactivity in a neurofibromatosis type 1 mouse model. J Neurodev Disord 2020; 12:2. [PMID: 31941438 PMCID: PMC6961243 DOI: 10.1186/s11689-019-9304-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 12/16/2019] [Indexed: 02/07/2023] Open
Abstract
Background Neurofibromatosis type 1 (NF1) is an autosomal dominant disorder with a mutation in one copy of the neurofibromin gene (NF1+/−). Even though approximately 40–60% of children with NF1 meet the criteria for attention deficit hyperactivity disorder (ADHD), very few preclinical studies, if any, have investigated alterations in impulsivity and risk-taking behavior. Mice with deletion of a single NF1 gene (Nf1+/−) recapitulate many of the phenotypes of NF1 patients. Methods We compared wild-type (WT) and Nf1+/− mouse strains to investigate differences in impulsivity and hyperactivity using the delay discounting task (DDT), cliff avoidance reaction (CAR) test, and open field. We also investigated whether treatment with the clinically effective alpha-2A adrenergic receptor agonist, guanfacine (0.3 mg/kg, i.p.), would reverse deficits observed in behavioral inhibition. Results Nf1+/− mice chose a higher percentage of smaller rewards when both 10- and 20-s delays were administered compared to WT mice, suggesting Nf1+/− mice are more impulsive. When treated with guanfacine (0.3 mg/kg, i.p.), Nf1+/− mice exhibited decreased impulsive choice by waiting for the larger, delayed reward. Nf1+/− mice also exhibited deficits in behavioral inhibition compared to WT mice in the CAR test by repetitively entering the outer edge of the platform where they risk falling. Treatment with guanfacine ameliorated these deficits. In addition, Nf1+/− mice exhibited hyperactivity as increased distance was traveled compared to WT controls in the open field. This hyperactivity in Nf1+/− mice was reduced with guanfacine pre-treatment. Conclusions Overall, our study confirms that Nf1+/− mice exhibit deficits in behavioral inhibition in multiple contexts, a key feature of ADHD, and can be used as a model system to identify alterations in neural circuitry associated with symptoms of ADHD in children with NF1.
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Affiliation(s)
- J L Lukkes
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, 46202, USA. .,Stark Neurosciences Research Institute, Indiana University School of Medicine, 320 West 15th Street, Indianapolis, IN, 46202, USA.
| | - H P Drozd
- Stark Neurosciences Research Institute, Indiana University School of Medicine, 320 West 15th Street, Indianapolis, IN, 46202, USA.,Program in Medical Neurosciences, Indiana University School of Medicine, Indianapolis, IN, USA
| | - S D Fitz
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.,Stark Neurosciences Research Institute, Indiana University School of Medicine, 320 West 15th Street, Indianapolis, IN, 46202, USA
| | - A I Molosh
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.,Stark Neurosciences Research Institute, Indiana University School of Medicine, 320 West 15th Street, Indianapolis, IN, 46202, USA
| | - D W Clapp
- Stark Neurosciences Research Institute, Indiana University School of Medicine, 320 West 15th Street, Indianapolis, IN, 46202, USA.,Wells Center for Pediatric Research, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, USA.,Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - A Shekhar
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.,Stark Neurosciences Research Institute, Indiana University School of Medicine, 320 West 15th Street, Indianapolis, IN, 46202, USA.,Program in Medical Neurosciences, Indiana University School of Medicine, Indianapolis, IN, USA.,Department of Pharmacology and Toxicology, Indiana University School of Medicine, Indianapolis, IN, USA.,Indiana Clinical and Translation Sciences Institute, Indiana University School of Medicine, Indianapolis, IN, USA
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16
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Baudou E, Nemmi F, Biotteau M, Maziero S, Peran P, Chaix Y. Can the Cognitive Phenotype in Neurofibromatosis Type 1 (NF1) Be Explained by Neuroimaging? A Review. Front Neurol 2020; 10:1373. [PMID: 31993017 PMCID: PMC6971173 DOI: 10.3389/fneur.2019.01373] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 12/11/2019] [Indexed: 12/29/2022] Open
Abstract
Neurofibromatosis type 1 (NF1) is one of the most frequent monogenetic disorders. It can be associated with cognitive dysfunctions in several domains such as executive functioning, language, visual perception, motor skills, social skills, memory and/or attention. Neuroimaging is becoming more and more important for a clearer understanding of the neural basis of these deficits. In recent years, several studies have used different imaging techniques to examine structural, morphological and functional alterations in NF1 disease. They have shown that NF1 patients have specific brain characteristics such as Unidentified Bright Objects (UBOs), macrocephaly, a higher volume of subcortical structures, microstructure integrity alterations, or connectivity alterations. In this review, which focuses on the studies published after the last 2 reviews of this topic (in 2010 and 2011), we report on recent structural, morphological and functional neuroimaging studies in NF1 subjects, with special focus on those that examine the neural basis of the NF1 cognitive phenotype. Although UBOs are one of the most obvious and visible elements in brain imaging, correlation studies have failed to establish a robust and reproducible link between major cognitive deficits in NF1 and their presence, number or localization. In the same vein, the results among structural studies are not consistent. Functional magnetic resonance imaging (fMRI) studies appear to be more sensitive, especially for understanding the executive function deficit that seems to be associated with a dysfunction in the right inferior frontal areas and the middle frontal areas. Similarly, fMRI studies have found that visuospatial deficits could be associated with a dysfunction in the visual cortex and especially in the magnocellular pathway involved in the processing of low spatial frequency and high temporal frequency. Connectivity studies have shown a reduction in anterior-posterior “long-range” connectivity and a deficit in deactivation in default mode network (DMN) during cognitive tasks. In conclusion, despite the contribution of new imaging techniques and despite relative advancement, the cognitive phenotype of NF1 patients is not totally understood.
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Affiliation(s)
- Eloïse Baudou
- Children's Hospital, Purpan University Hospital, Toulouse, France.,ToNIC, Toulouse NeuroImaging Center, University of Toulouse, Inserm, UPS, Toulouse, France
| | - Federico Nemmi
- ToNIC, Toulouse NeuroImaging Center, University of Toulouse, Inserm, UPS, Toulouse, France
| | - Maëlle Biotteau
- ToNIC, Toulouse NeuroImaging Center, University of Toulouse, Inserm, UPS, Toulouse, France
| | - Stéphanie Maziero
- ToNIC, Toulouse NeuroImaging Center, University of Toulouse, Inserm, UPS, Toulouse, France.,Octogone-Lordat, University of Toulouse, Toulouse, France
| | - Patrice Peran
- ToNIC, Toulouse NeuroImaging Center, University of Toulouse, Inserm, UPS, Toulouse, France
| | - Yves Chaix
- Children's Hospital, Purpan University Hospital, Toulouse, France.,ToNIC, Toulouse NeuroImaging Center, University of Toulouse, Inserm, UPS, Toulouse, France
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17
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Lenge M, Barba C, Montanaro D, Aghakhanyan G, Frijia F, Guerrini R. Relationships Between Morphologic and Functional Patterns in the Polymicrogyric Cortex. Cereb Cortex 2019; 28:1076-1086. [PMID: 28334078 DOI: 10.1093/cercor/bhx036] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2016] [Accepted: 02/01/2017] [Indexed: 11/13/2022] Open
Abstract
Polymicrogyria is a malformation of cortical folding and layering underlying different cognitive and neurological manifestations. The polymicrogyric cortex has heterogeneous morphofunctional patterns, qualitatively described at magnetic resonance imaging (MRI) by variable severity gradients and functional activations. We investigated the link between abnormal cortical folding and cortical function in order to improve surgical planning for patients with polymicrogyria and intractable epilepsy. We performed structural and functional MRI on 14 patients with perisylvian polymicrogyria and adopted surface-based methods to detect alterations of cortical thickness (CT) and local gyrification index (LGI) compared with normal cortex (30 age-matched subjects). We quantitatively assessed the grade of anatomic disruption of the polymicrogyric cortex and defined its relationship with decreased cortical function. We observed a good matching between visual analysis and morphometric measurements. CT maps revealed sparse clusters of thickening, while LGI maps disclosed circumscribed regions of maximal alteration with a uniformly decreasing centrifugal gradient. In polymicrogyric areas in which gyral and sulcal patterns were preserved, functional activation maintained the expected location, but was reduced in extent. Morphofunctional correlations, evaluated along cortico-cortical paths between maximum morphologic alterations and significant activations, identified an interindividual threshold for LGI (z-value = -1.09) beyond which functional activations were no longer identifiable.
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Affiliation(s)
- Matteo Lenge
- Neuroscience Department, Children's Hospital A. Meyer-University of Florence, 50139 Florence, Italy
| | - Carmen Barba
- Neuroscience Department, Children's Hospital A. Meyer-University of Florence, 50139 Florence, Italy
| | | | | | - Francesca Frijia
- Unit of Neuroradiology.,U.O.C. Bioingegneria e Ingegneria Clinica, Fondazione G. Monasterio CNR-Regione Toscana, 56124 Pisa, Italy
| | - Renzo Guerrini
- Neuroscience Department, Children's Hospital A. Meyer-University of Florence, 50139 Florence, Italy.,IRCCS Stella Maris Foundation, 56018 Calambrone, Pisa, Italy
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18
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Mennigen E, Schuette P, Vajdi A, Pacheco L, Rosser T, Bearden CE. Reduced higher dimensional temporal dynamism in neurofibromatosis type 1. Neuroimage Clin 2019; 22:101692. [PMID: 30710873 PMCID: PMC6354288 DOI: 10.1016/j.nicl.2019.101692] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2018] [Revised: 01/11/2019] [Accepted: 01/27/2019] [Indexed: 12/13/2022]
Abstract
Neurofibromatosis type 1 (NF1) is a common single gene disorder resulting in multi-organ involvement. In addition to physical manifestations such as characteristic pigmentary changes, nerve sheath tumors, and skeletal abnormalities, NF1 is also associated with increased rates of learning disabilities, attention deficit hyperactivity disorder, and autism spectrum disorder. While there are established NF1-related structural brain anomalies, including brain overgrowth and white matter disruptions, little is known regarding patterns of functional connectivity in NF1. Here, we sought to investigate functional network connectivity (FNC) in a well-characterized sample of NF1 participants (n = 30) vs. age- and sex-matched healthy controls (n = 30). We conducted a comprehensive investigation of both static as well as dynamic FNC and meta-state analysis, a novel approach to examine higher-dimensional temporal dynamism of whole-brain connectivity. We found that static FNC of the cognitive control domain is altered in NF1 participants. Specifically, connectivity between anterior cognitive control areas and the cerebellum is decreased, whereas connectivity within the cognitive control domain is increased in NF1 participants relative to healthy controls. These alterations are independent of IQ. Dynamic FNC analysis revealed that NF1 participants spent more time in a state characterized by whole-brain hypoconnectivity relative to healthy controls. However, connectivity strength of dynamic states did not differ between NF1 participants and healthy controls. NF1 participants exhibited also reduced higher-dimensional dynamism of whole-brain connectivity, suggesting that temporal fluctuations of FNC are reduced. Given that similar findings have been observed in individuals with schizophrenia, higher occurrence of hypoconnected dynamic states and reduced temporal dynamism may be more general indicators of global brain dysfunction and not specific to either disorder.
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Affiliation(s)
- Eva Mennigen
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA
| | - Peter Schuette
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA
| | - Ariana Vajdi
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA
| | - Laura Pacheco
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA
| | - Tena Rosser
- Children's Hospital Los Angeles, Los Angeles, CA, USA; University of Southern California, Keck School of Medicine, Los Angeles, CA, USA
| | - Carrie E Bearden
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA; Department of Psychology, University of California, Los Angeles, CA, USA.
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Visuoperceptual Impairment in Children with NF1: From Early Visual Processing to Procedural Strategies. Behav Neurol 2019; 2019:7146168. [PMID: 30733835 PMCID: PMC6348799 DOI: 10.1155/2019/7146168] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Revised: 10/30/2018] [Accepted: 11/21/2018] [Indexed: 11/17/2022] Open
Abstract
Visual-spatial impairment has long been considered a hallmark feature of neurofibromatosis type 1 (NF1). No study investigating the cognitive and neuropsychological profile of NF1 used the Rey Complex Figure Test (RCFT) task as the primary measure of visual-perceptual abilities taking into consideration all functions involved including the strategic processing style. We compared 18 children with NF1, 17 siblings (S), and 18 typically developing children (TD) at intelligence scale and RCFT copy, recall, and recognition trials; we also evaluated the copy strategy as a measure of a visual-processing style. Children with NF1 had normal total IQ, with cognitive weaknesses in the perceptual organization and working memory in line with the existing literature. At the RCFT copy, immediate and delay recall scores are significantly lower in NF1 than S and TD, while recognition is in the normal range in all groups. Copy style was poor and less efficient in children with NF1 and correlated to copy and recall ability, but the effect of the group in the RCFT copy and recall remained significantly controlling for strategic approach. The present study confirms visuospatial impairment in children with NF1, due to a deficit in perceptual analysis of shape and their spatial features, in visuomotor integration efficiency and strategies, in recall memory, while recognition memory is preserved. A more configural/holistic style may facilitate both the visual-perceptual and visuomotor ability and the recall process. Visuoperceptual impairment in NF1 seems to be a unified process from early visual processing to higher order functions (planning, strategy, and executive functioning).
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Barkovich MJ, Tan CH, Nillo RM, Li Y, Xu D, Glastonbury CM, Glenn OA, Dillon WP, Hess CP, Mueller S, Kline C, Dale AM, Jernigan TL, Sugrue LP, Barkovich AJ, Desikan RS. Abnormal Morphology of Select Cortical and Subcortical Regions in Neurofibromatosis Type 1. Radiology 2018; 289:499-508. [PMID: 30179114 PMCID: PMC6209062 DOI: 10.1148/radiol.2018172863] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Revised: 06/28/2018] [Accepted: 07/09/2018] [Indexed: 11/11/2022]
Abstract
Purpose To evaluate whether patients with neurofibromatosis type 1 (NF1)-a multisystem neurodevelopmental disorder with myriad imaging manifestations, including focal transient myelin vacuolization within the deep gray nuclei, brainstem, and cerebellum-exhibit differences in cortical and subcortical structures, particularly in subcortical regions where these abnormalities manifest. Materials and Methods In this retrospective study, by using clinically obtained three-dimensional T1-weighted MR images and established image analysis methods, 10 intracranial volume-corrected subcortical and 34 cortical regions of interest (ROIs) were quantitatively assessed in 32 patients with NF1 and 245 age- and sex-matched healthy control subjects. By using linear models, ROI cortical thicknesses and volumes were compared between patients with NF1 and control subjects, as a function of age. With hierarchic cluster analysis and partial correlations, differences in the pattern of association between cortical and subcortical ROI volumes in patients with NF1 and control subjects were also evaluated. Results Patients with NF1 exhibited larger subcortical volumes and thicker cortices of select regions, particularly the hippocampi, amygdalae, cerebellar white matter, ventral diencephalon, thalami, and occipital cortices. For the thalami and pallida and 22 cortical ROIs in patients with NF1, a significant inverse association between volume and age was found, suggesting that volumes decrease with increasing age. Moreover, compared with those in control subjects, ROIs in patients with NF1 exhibited a distinct pattern of clustering and partial correlations. Discussion Neurofibromatosis type 1 is characterized by larger subcortical volumes and thicker cortices of select structures. Most apparent within the hippocampi, amygdalae, cerebellar white matter, ventral diencephalon, thalami and occipital cortices, these neurofibromatosis type 1-associated volumetric changes may, in part, be age dependent. © RSNA, 2018 Online supplemental material is available for this article.
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Affiliation(s)
| | | | - Ryan M. Nillo
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Yi Li
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Duan Xu
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Christine M. Glastonbury
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Orit A. Glenn
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - William P. Dillon
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Christopher P. Hess
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Sabine Mueller
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Cassie Kline
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Anders M. Dale
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Terry L. Jernigan
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Leo P. Sugrue
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - A. James Barkovich
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
| | - Rahul S. Desikan
- From the Departments of Radiology and Biomedical Imaging (M.J.B., C.H.T., R.M.N., Y.L., D.X., C.M.G., O.A.G., W.P.D., C.P.H., L.P.S., A.J.B., R.S.D.), Pediatrics (S.M., C.K., A.J.B., R.S.D.), and Neurology (S.M., C.K., R.S.D.), University of California, San Francisco, 505 Parnassus Ave, Room L352, San Francisco, CA 94143-0628; and Department of Cognitive Science (A.M.D., T.L.J.), Multimodal Imaging Laboratory (A.M.D.), and Department of Radiology (A.M.D., T.L.J.), University of California, San Diego School of Medicine, La Jolla, Calif
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Schütze M, de Souza Costa D, de Paula JJ, Malloy-Diniz LF, Malamut C, Mamede M, de Miranda DM, Brammer M, Romano-Silva MA. Use of machine learning to predict cognitive performance based on brain metabolism in Neurofibromatosis type 1. PLoS One 2018; 13:e0203520. [PMID: 30192842 PMCID: PMC6128556 DOI: 10.1371/journal.pone.0203520] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Accepted: 08/22/2018] [Indexed: 12/12/2022] Open
Abstract
Neurofibromatosis Type 1 (NF1) can cause a wide range of cognitive deficits, but its underlying nature is still unknown. We investigated the correlation between cognitive performance and specific patterns of resting-state brain metabolism in a NF1 sample. Sixteen individuals diagnosed with NF1 underwent 18F-FDG PET/CT brain imaging followed by a neuropsychological assessment. Principal component analysis was performed on 17 measures of cognitive function and a machine learning approach based on Gaussian Process Regression was used to individually predict the components that represented most of the variance in the neuropsychological data. The accuracy of the method was estimated using leave-one-out cross-validation and its significance through permutation testing. We found that only the first component could be accurately predicted from resting state metabolism (r = 0.926, p<0.001). Multiple and heterogeneous measures contribute to the first component, mainly WISC/WAIS Procedure and Verbal IQ, verbal memory and fluency. Considering the accurate prediction of measures of neuropsychological performance based on brain metabolism in NF1 patients, this suggests an underlying metabolic pattern that relates to cognitive performance in this group.
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Affiliation(s)
- Manuel Schütze
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- * E-mail:
| | - Danielle de Souza Costa
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Jonas Jardim de Paula
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Leandro Fernandes Malloy-Diniz
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Carlos Malamut
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Centro de Desenvolvimento da Tecnologia Nuclear, Comissão Nacional de Energia Nuclear, Belo Horizonte, Brazil
| | - Marcelo Mamede
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departamento de Anatomia e Imagem, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Débora Marques de Miranda
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departamento de Pediatria, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Michael Brammer
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Department of Neuroimaging, Institute of Psychiatry, London, United Kingdom
| | - Marco Aurélio Romano-Silva
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departamento de Saúde Mental, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
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Silva G, Duarte IC, Bernardino I, Marques T, Violante IR, Castelo-Branco M. Oscillatory motor patterning is impaired in neurofibromatosis type 1: a behavioural, EEG and fMRI study. J Neurodev Disord 2018; 10:11. [PMID: 29566645 PMCID: PMC5863896 DOI: 10.1186/s11689-018-9230-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Accepted: 03/15/2018] [Indexed: 12/17/2022] Open
Abstract
Background Neurofibromatosis type1 (NF1) is associated with a broad range of behavioural deficits, and an imbalance between excitatory and inhibitory neurotransmission has been postulated in this disorder. Inhibition is involved in the control of frequency and stability of motor rhythms. Therefore, we aimed to explore the link between behavioural motor control, brain rhythms and brain activity, as assessed by EEG and fMRI in NF1. Methods We studied a cohort of 21 participants with NF1 and 20 age- and gender-matched healthy controls, with a finger-tapping task requiring pacing at distinct frequencies during EEG and fMRI scans. Results We found that task performance was significantly different between NF1 and controls, the latter showing higher tapping time precision. The time-frequency patterns at the beta sub-band (20–26 Hz) mirrored the behavioural modulations, with similar cyclic synchronization/desynchronization patterns for both groups. fMRI results showed a higher recruitment of the extrapyramidal motor system (putamen, cerebellum and red nucleus) in the control group during the fastest pacing condition. Conclusions The present study demonstrated impaired precision in rhythmic pacing behaviour in NF1 as compared with controls. We found a decreased recruitment of the cerebellum, a structure where inhibitory interneurons are essential regulators of rhythmic synchronization, and in deep brain regions pivotally involved in motor pacing. Our findings shed light into the neural underpinnings of motor timing deficits in NF1.
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Affiliation(s)
- Gilberto Silva
- CNC.IBILI, Institute for Biomedical Imaging and Life Sciences, University of Coimbra, 3000-548, Coimbra, Portugal.,ICNAS, CIBIT, Institute for Nuclear Sciences Applied to Health, University of Coimbra, 3000-548, Coimbra, Portugal
| | - Isabel Catarina Duarte
- CNC.IBILI, Institute for Biomedical Imaging and Life Sciences, University of Coimbra, 3000-548, Coimbra, Portugal.,ICNAS, CIBIT, Institute for Nuclear Sciences Applied to Health, University of Coimbra, 3000-548, Coimbra, Portugal
| | - Inês Bernardino
- CNC.IBILI, Institute for Biomedical Imaging and Life Sciences, University of Coimbra, 3000-548, Coimbra, Portugal
| | - Tânia Marques
- CNC.IBILI, Institute for Biomedical Imaging and Life Sciences, University of Coimbra, 3000-548, Coimbra, Portugal
| | - Inês R Violante
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Guildford, GU2 7XH, UK
| | - Miguel Castelo-Branco
- CNC.IBILI, Institute for Biomedical Imaging and Life Sciences, University of Coimbra, 3000-548, Coimbra, Portugal. .,ICNAS, CIBIT, Institute for Nuclear Sciences Applied to Health, University of Coimbra, 3000-548, Coimbra, Portugal.
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23
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Koini M, Rombouts SARB, Veer IM, Van Buchem MA, Huijbregts SCJ. White matter microstructure of patients with neurofibromatosis type 1 and its relation to inhibitory control. Brain Imaging Behav 2017; 11:1731-1740. [PMID: 27796732 PMCID: PMC5707233 DOI: 10.1007/s11682-016-9641-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
Neurofibromatosis Type 1 (NF1) is commonly associated with deficits in executive functions such as working memory and inhibitory control. A valid biomarker to describe the pathological basis of these deficits in NF1 is not available. The aim of this study was to investigate whether any abnormalities in white matter integrity of the executive function related anterior thalamic radiation (ATR), cingulate bundle (CB), and superior longitudinal fasciculus (SLF) may be regarded as a pathological basis for inhibitory control deficits in adolescents with NF1. Sixteen NF1 patients and 32 healthy controls underwent 3 T DTI MRI scanning. Whole brain-, ATR-, CB-, and SLF-white matter integrity were studied using fractional anisotropy, mean (MD), radial, and axial (DA) diffusivity. Correlation analyses between white matter metrics and inhibitory control (as measured with a computerized task) were performed. Also, verbal and performance abilities (IQ-estimates) were assessed and correlated with white matter metrics. Patients showed significant whole brain- and local microstructural pathology when compared to healthy controls in all measures. In NF1-patients, whole-brain (MD: r = .646 and DA: r = .673) and ATR- (r-range: -.405-.771), but not the CB- (r-range: -.307-.472) and SLF- (r-range: -.187-.406) white matter integrity, were correlated with inhibitory control. Verbal and performance abilities were not associated with white matter pathology. In NF1, white matter abnormalities are observed throughout the brain, but damage to the ATR seems specifically, or at least most strongly related to inhibitory control. Future studies should examine whether reduced white matter integrity in other brain regions or tracts is (more strongly) associated with different aspects of the cognitive-behavioral phenotype associated with NF1.
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Affiliation(s)
- M Koini
- Institute of Psychology, Leiden University, Leiden, The Netherlands.
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.
- Department of Neurology, Medical University of Graz, Auenbruggerplatz 22, A-8036, Graz, Austria.
| | - S A R B Rombouts
- Institute of Psychology, Leiden University, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - I M Veer
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands
- Department of Psychiatry and Psychotherapy, Division of Mind and Brain Research, Charité Universitaetsmedizin Berlin, Berlin, Germany
| | - M A Van Buchem
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - S C J Huijbregts
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands
- Department of Clinical Child and Adolescent Studies, Leiden University, Leiden, The Netherlands
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Gonçalves J, Violante IR, Sereno J, Leitão RA, Cai Y, Abrunhosa A, Silva AP, Silva AJ, Castelo-Branco M. Testing the excitation/inhibition imbalance hypothesis in a mouse model of the autism spectrum disorder: in vivo neurospectroscopy and molecular evidence for regional phenotypes. Mol Autism 2017; 8:47. [PMID: 28932379 PMCID: PMC5605987 DOI: 10.1186/s13229-017-0166-4] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Accepted: 09/12/2017] [Indexed: 12/26/2022] Open
Abstract
Background Excitation/inhibition (E/I) imbalance remains a widely discussed hypothesis in autism spectrum disorders (ASD). The presence of such an imbalance may potentially define a therapeutic target for the treatment of cognitive disabilities related to this pathology. Consequently, the study of monogenic disorders related to autism, such as neurofibromatosis type 1 (NF1), represents a promising approach to isolate mechanisms underlying ASD-related cognitive disabilities. However, the NF1 mouse model showed increased γ-aminobutyric acid (GABA) neurotransmission, whereas the human disease showed reduced cortical GABA levels. It is therefore important to clarify whether the E/I imbalance hypothesis holds true. We hypothesize that E/I may depend on distinct pre- and postsynaptic push-pull mechanisms that might be are region-dependent. Methods In current study, we assessed two critical components of E/I regulation: the concentration of neurotransmitters and levels of GABA(A) receptors. Measurements were performed across the hippocampi, striatum, and prefrontal cortices by combined in vivo magnetic resonance spectroscopy (MRS) and molecular approaches in this ASD-related animal model, the Nf1+/− mouse. Results Cortical and striatal GABA/glutamate ratios were increased. At the postsynaptic level, very high receptor GABA(A) receptor expression was found in hippocampus, disproportionately to the small reduction in GABA levels. Gabaergic tone (either by receptor levels change or GABA/glutamate ratios) seemed therefore to be enhanced in all regions, although by a different mechanism. Conclusions Our data provides support for the hypothesis of E/I imbalance in NF1 while showing that pre- and postsynaptic changes are region-specific. All these findings are consistent with our previous physiological evidence of increased inhibitory tone. Such heterogeneity suggests that therapeutic approaches to address neurochemical imbalance in ASD may need to focus on targets where convergent physiological mechanisms can be found.
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Affiliation(s)
- Joana Gonçalves
- CiBIT, Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal.,Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology-Institute for Biomedical Imaging and Life Sciences (CNC.IBILI) Research Unit, University of Coimbra, Coimbra, Portugal
| | - Inês R Violante
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Guildford, UK
| | - José Sereno
- CiBIT, Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal.,Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology-Institute for Biomedical Imaging and Life Sciences (CNC.IBILI) Research Unit, University of Coimbra, Coimbra, Portugal
| | - Ricardo A Leitão
- Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology-Institute for Biomedical Imaging and Life Sciences (CNC.IBILI) Research Unit, University of Coimbra, Coimbra, Portugal.,Laboratory of Pharmacology and Experimental Therapeutics, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Ying Cai
- Department of Neurobiology, Integrative Center for Learning and Memory, Brain Research Institute, University of California Los Angeles, Los Angeles, CA USA
| | - Antero Abrunhosa
- CiBIT, Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal.,Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology-Institute for Biomedical Imaging and Life Sciences (CNC.IBILI) Research Unit, University of Coimbra, Coimbra, Portugal
| | - Ana Paula Silva
- Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology-Institute for Biomedical Imaging and Life Sciences (CNC.IBILI) Research Unit, University of Coimbra, Coimbra, Portugal.,Laboratory of Pharmacology and Experimental Therapeutics, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Alcino J Silva
- Department of Neurobiology, Integrative Center for Learning and Memory, Brain Research Institute, University of California Los Angeles, Los Angeles, CA USA
| | - Miguel Castelo-Branco
- CiBIT, Institute for Nuclear Sciences Applied to Health (ICNAS), University of Coimbra, Coimbra, Portugal.,Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology-Institute for Biomedical Imaging and Life Sciences (CNC.IBILI) Research Unit, University of Coimbra, Coimbra, Portugal
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Owen JP, Bukshpun P, Pojman N, Thieu T, Chen Q, Lee J, D'Angelo D, Glenn OA, Hunter JV, Berman JI, Roberts TP, Buckner R, Nagarajan SS, Mukherjee P, Sherr EH. Brain MR Imaging Findings and Associated Outcomes in Carriers of the Reciprocal Copy Number Variation at 16p11.2. Radiology 2017; 286:217-226. [PMID: 28786752 DOI: 10.1148/radiol.2017162934] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Purpose To identify developmental neuroradiologic findings in a large cohort of carriers who have deletion and duplication at 16p11.2 (one of the most common genetic causes of autism spectrum disorder [ASD]) and assess how these features are associated with behavioral and cognitive outcomes. Materials and Methods Seventy-nine carriers of a deletion at 16p11.2 (referred to as deletion carriers; age range, 1-48 years; mean age, 12.3 years; 42 male patients), 79 carriers of a duplication at 16p11.2 (referred to as duplication carriers; age range, 1-63 years; mean age, 24.8 years; 43 male patients), 64 unaffected family members (referred to as familial noncarriers; age range, 1-46 years; mean age, 11.7 years; 31 male participants), and 109 population control participants (age range, 6-64 years; mean age, 25.5 years; 64 male participants) were enrolled in this cross-sectional study. Participants underwent structural magnetic resonance (MR) imaging and completed cognitive and behavioral tests. MR images were reviewed for development-related abnormalities by neuroradiologists. Differences in frequency were assessed with a Fisher exact test corrected for multiple comparisons. Unsupervised machine learning was used to cluster radiologic features and an association between clusters and cognitive and behavioral scores from IQ testing, and parental measures of development were tested by using analysis of covariance. Volumetric analysis with automated segmentation was used to confirm radiologic interpretation. Results For deletion carriers, the most prominent features were dysmorphic and thicker corpora callosa compared with familial noncarriers and population control participants (16%; P < .001 and P < .001, respectively) and a greater likelihood of cerebellar tonsillar ectopia (30.7%; P < .002 and P < .001, respectively) and Chiari I malformations (9.3%; P < .299 and P < .002, respectively). For duplication carriers, the most salient findings compared with familial noncarriers and population control participants were reciprocally thinner corpora callosa (18.6%; P < .003 and P < .001, respectively), decreased white matter volume (22.9%; P < .001, and P < .001, respectively), and increased ventricular volume (24.3%; P < .001 and P < .001, respectively). By comparing cognitive assessments to imaging findings, the presence of any imaging feature associated with deletion carriers indicated worse daily living, communication, and social skills compared with deletion carriers without any radiologic abnormalities (P < .005, P < .002, and P < .004, respectively). For the duplication carriers, presence of decreased white matter, callosal volume, and/or increased ventricle size was associated with decreased full-scale and verbal IQ scores compared with duplication carriers without these findings (P < .007 and P < .004, respectively). Conclusion In two genetically related cohorts at high risk for ASD, reciprocal neuroanatomic abnormalities were found and determined to be associated with cognitive and behavioral impairments. © RSNA, 2017 Online supplemental material is available for this article.
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Affiliation(s)
- Julia P Owen
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Polina Bukshpun
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Nicholas Pojman
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Tony Thieu
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Qixuan Chen
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Jihui Lee
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Debra D'Angelo
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Orit A Glenn
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Jill V Hunter
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Jeffrey I Berman
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Timothy P Roberts
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Randy Buckner
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Srikantan S Nagarajan
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Pratik Mukherjee
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
| | - Elliott H Sherr
- From the Departments of Radiology (J.P.O., O.A.G., S.S.N., P.M.) and Neurology (P.B., N.P., T.T., E.H.S.), University of California, San Francisco, 675 Nelson Rising Lane, San Francisco, CA 94158; Department of Biostatistics, Columbia University, New York, NY (Q.C., J.L., D.D.); Department of Medicine and Pediatrics, Baylor School of Medicine, Houston, Tex (J.V.H.); Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pa (J.I.B., T.P.R.); and Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, Mass (R.B.)
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26
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Klein M, van Donkelaar M, Verhoef E, Franke B. Imaging genetics in neurodevelopmental psychopathology. Am J Med Genet B Neuropsychiatr Genet 2017; 174:485-537. [PMID: 29984470 PMCID: PMC7170264 DOI: 10.1002/ajmg.b.32542] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2016] [Revised: 02/02/2017] [Accepted: 03/10/2017] [Indexed: 01/27/2023]
Abstract
Neurodevelopmental disorders are defined by highly heritable problems during development and brain growth. Attention-deficit/hyperactivity disorder (ADHD), autism spectrum disorders (ASDs), and intellectual disability (ID) are frequent neurodevelopmental disorders, with common comorbidity among them. Imaging genetics studies on the role of disease-linked genetic variants on brain structure and function have been performed to unravel the etiology of these disorders. Here, we reviewed imaging genetics literature on these disorders attempting to understand the mechanisms of individual disorders and their clinical overlap. For ADHD and ASD, we selected replicated candidate genes implicated through common genetic variants. For ID, which is mainly caused by rare variants, we included genes for relatively frequent forms of ID occurring comorbid with ADHD or ASD. We reviewed case-control studies and studies of risk variants in healthy individuals. Imaging genetics studies for ADHD were retrieved for SLC6A3/DAT1, DRD2, DRD4, NOS1, and SLC6A4/5HTT. For ASD, studies on CNTNAP2, MET, OXTR, and SLC6A4/5HTT were found. For ID, we reviewed the genes FMR1, TSC1 and TSC2, NF1, and MECP2. Alterations in brain volume, activity, and connectivity were observed. Several findings were consistent across studies, implicating, for example, SLC6A4/5HTT in brain activation and functional connectivity related to emotion regulation. However, many studies had small sample sizes, and hypothesis-based, brain region-specific studies were common. Results from available studies confirm that imaging genetics can provide insight into the link between genes, disease-related behavior, and the brain. However, the field is still in its early stages, and conclusions about shared mechanisms cannot yet be drawn.
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Affiliation(s)
- Marieke Klein
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Marjolein van Donkelaar
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
| | - Ellen Verhoef
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Barbara Franke
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud university medical center, Nijmegen, The Netherlands
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27
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Kehrer-Sawatzki H, Mautner VF, Cooper DN. Emerging genotype-phenotype relationships in patients with large NF1 deletions. Hum Genet 2017; 136:349-376. [PMID: 28213670 PMCID: PMC5370280 DOI: 10.1007/s00439-017-1766-y] [Citation(s) in RCA: 152] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2016] [Accepted: 02/08/2017] [Indexed: 02/07/2023]
Abstract
The most frequent recurring mutations in neurofibromatosis type 1 (NF1) are large deletions encompassing the NF1 gene and its flanking regions (NF1 microdeletions). The majority of these deletions encompass 1.4-Mb and are associated with the loss of 14 protein-coding genes and four microRNA genes. Patients with germline type-1 NF1 microdeletions frequently exhibit dysmorphic facial features, overgrowth/tall-for-age stature, significant delay in cognitive development, large hands and feet, hyperflexibility of joints and muscular hypotonia. Such patients also display significantly more cardiovascular anomalies as compared with patients without large deletions and often exhibit increased numbers of subcutaneous, plexiform and spinal neurofibromas as compared with the general NF1 population. Further, an extremely high burden of internal neurofibromas, characterised by >3000 ml tumour volume, is encountered significantly, more frequently, in non-mosaic NF1 microdeletion patients than in NF1 patients lacking such deletions. NF1 microdeletion patients also have an increased risk of malignant peripheral nerve sheath tumours (MPNSTs); their lifetime MPNST risk is 16-26%, rather higher than that of NF1 patients with intragenic NF1 mutations (8-13%). NF1 microdeletion patients, therefore, represent a high-risk group for the development of MPNSTs, tumours which are very aggressive and difficult to treat. Co-deletion of the SUZ12 gene in addition to NF1 further increases the MPNST risk in NF1 microdeletion patients. Here, we summarise current knowledge about genotype-phenotype relationships in NF1 microdeletion patients and discuss the potential role of the genes located within the NF1 microdeletion interval whose haploinsufficiency may contribute to the more severe clinical phenotype.
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Affiliation(s)
| | - Victor-Felix Mautner
- Department of Neurology, University Hospital Hamburg Eppendorf, 20246, Hamburg, Germany
| | - David N Cooper
- Institute of Medical Genetics, School of Medicine, Cardiff University, Cardiff, CF14 4XN, UK
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28
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Violante IR, Patricio M, Bernardino I, Rebola J, Abrunhosa AJ, Ferreira N, Castelo-Branco M. GABA deficiency in NF1: A multimodal [11C]-flumazenil and spectroscopy study. Neurology 2016; 87:897-904. [PMID: 27473134 PMCID: PMC5035153 DOI: 10.1212/wnl.0000000000003044] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2015] [Accepted: 05/17/2016] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To provide a comprehensive investigation of the γ-aminobutyric acid (GABA) system in patients with neurofibromatosis type 1 (NF1) that allows understanding the nature of the GABA imbalance in humans at pre- and postsynaptic levels. METHODS In this cross-sectional study, we employed multimodal imaging and spectroscopy measures to investigate GABA type A (GABAA) receptor binding, using [(11)C]-flumazenil PET, and GABA concentration, using magnetic resonance spectroscopy (MRS). Fourteen adult patients with NF1 and 13 matched controls were included in the study. MRS was performed in the occipital cortex and in a frontal region centered in the functionally localized frontal eye fields. PET and MRS acquisitions were performed in the same day. RESULTS Patients with NF1 have reduced concentration of GABA+ in the occipital cortex (p = 0.004) and frontal eye fields (p = 0.026). PET results showed decreased binding of GABAA receptors in patients in the parieto-occipital cortex, midbrain, and thalamus, which are not explained by decreased gray matter levels. CONCLUSIONS Abnormalities in the GABA system in NF1 involve both GABA concentration and GABAA receptor density suggestive of neurodevelopmental synaptopathy with both pre- and postsynaptic involvement.
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Affiliation(s)
- Inês R Violante
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK.
| | - Miguel Patricio
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK
| | - Inês Bernardino
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK
| | - José Rebola
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK
| | - Antero J Abrunhosa
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK
| | - Nuno Ferreira
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK
| | - Miguel Castelo-Branco
- From the Institute for Biomedical Imaging and Life Sciences, Faculty of Medicine (I.R.V., M.P., I.B., J.R., M.C.-B.), Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine (M.P., M.C.-B.), and Institute of Nuclear Sciences Applied to Health (A.J.A., N.F., M.C.-B.), University of Coimbra, Portugal; and Division of Brain Sciences (I.R.V.), Department of Medicine, Hammersmith Hospital Campus, Imperial College London, UK
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29
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Petrella LI, Cai Y, Sereno JV, Gonçalves SI, Silva AJ, Castelo-Branco M. Brain and behaviour phenotyping of a mouse model of neurofibromatosis type-1: an MRI/DTI study on social cognition. GENES BRAIN AND BEHAVIOR 2016; 15:637-46. [PMID: 27283753 DOI: 10.1111/gbb.12305] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/24/2015] [Revised: 05/27/2016] [Accepted: 06/08/2016] [Indexed: 01/03/2023]
Abstract
Neurofibromatosis type-1 (NF1) is a common neurogenetic disorder and an important cause of intellectual disability. Brain-behaviour associations can be examined in vivo using morphometric magnetic resonance imaging (MRI) and diffusion tensor imaging (DTI) to study brain structure. Here, we studied structural and behavioural phenotypes in heterozygous Nf1 mice (Nf1(+/-) ) using T2-weighted imaging MRI and DTI, with a focus on social recognition deficits. We found that Nf1(+/-) mice have larger volumes than wild-type (WT) mice in regions of interest involved in social cognition, the prefrontal cortex (PFC) and the caudate-putamen (CPu). Higher diffusivity was found across a distributed network of cortical and subcortical brain regions, within and beyond these regions. Significant differences were observed for the social recognition test. Most importantly, significant structure-function correlations were identified concerning social recognition performance and PFC volumes in Nf1(+/-) mice. Analyses of spatial learning corroborated the previously known deficits in the mutant mice, as corroborated by platform crossings, training quadrant time and average proximity measures. Moreover, linear discriminant analysis of spatial performance identified 2 separate sub-groups in Nf1(+/-) mice. A significant correlation between quadrant time and CPu volumes was found specifically for the sub-group of Nf1(+/-) mice with lower spatial learning performance, suggesting additional evidence for reorganization of this region. We found strong evidence that social and spatial cognition deficits can be associated with PFC/CPu structural changes and reorganization in NF1.
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Affiliation(s)
- L I Petrella
- Institute of Nuclear Science Applied to Health, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology - Institute of Biomedical Imaging and Life Science (CNC.IBILI), University of Coimbra, Coimbra, Portugal
| | - Y Cai
- Department of Neurobiology, University of California, Los Angeles, CA, USA.,Department of Psychology, University of California, Los Angeles, CA, USA.,Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA.,Integrative Center for Learning and Memory, University of California, Los Angeles, CA, USA.,Brain Research Institute, University of California, Los Angeles, CA, USA
| | - J V Sereno
- Institute of Nuclear Science Applied to Health, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology - Institute of Biomedical Imaging and Life Science (CNC.IBILI), University of Coimbra, Coimbra, Portugal
| | - S I Gonçalves
- Institute of Nuclear Science Applied to Health, University of Coimbra, Coimbra, Portugal.,Center for Neuroscience and Cell Biology - Institute of Biomedical Imaging and Life Science (CNC.IBILI), University of Coimbra, Coimbra, Portugal
| | - A J Silva
- Department of Neurobiology, University of California, Los Angeles, CA, USA.,Department of Psychology, University of California, Los Angeles, CA, USA.,Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, CA, USA.,Integrative Center for Learning and Memory, University of California, Los Angeles, CA, USA.,Brain Research Institute, University of California, Los Angeles, CA, USA
| | - M Castelo-Branco
- Institute of Nuclear Science Applied to Health, University of Coimbra, Coimbra, Portugal. .,Center for Neuroscience and Cell Biology - Institute of Biomedical Imaging and Life Science (CNC.IBILI), University of Coimbra, Coimbra, Portugal.
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30
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Tomson SN, Schreiner MJ, Narayan M, Rosser T, Enrique N, Silva AJ, Allen GI, Bookheimer SY, Bearden CE. Resting state functional MRI reveals abnormal network connectivity in neurofibromatosis 1. Hum Brain Mapp 2015; 36:4566-81. [PMID: 26304096 PMCID: PMC4619152 DOI: 10.1002/hbm.22937] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2014] [Revised: 05/27/2015] [Accepted: 08/03/2015] [Indexed: 01/19/2023] Open
Abstract
Neurofibromatosis type I (NF1) is a genetic disorder caused by mutations in the neurofibromin 1 gene at locus 17q11.2. Individuals with NF1 have an increased incidence of learning disabilities, attention deficits, and autism spectrum disorders. As a single-gene disorder, NF1 represents a valuable model for understanding gene-brain-behavior relationships. While mouse models have elucidated molecular and cellular mechanisms underlying learning deficits associated with this mutation, little is known about functional brain architecture in human subjects with NF1. To address this question, we used resting state functional connectivity magnetic resonance imaging (rs-fcMRI) to elucidate the intrinsic network structure of 30 NF1 participants compared with 30 healthy demographically matched controls during an eyes-open rs-fcMRI scan. Novel statistical methods were employed to quantify differences in local connectivity (edge strength) and modularity structure, in combination with traditional global graph theory applications. Our findings suggest that individuals with NF1 have reduced anterior-posterior connectivity, weaker bilateral edges, and altered modularity clustering relative to healthy controls. Further, edge strength and modular clustering indices were correlated with IQ and internalizing symptoms. These findings suggest that Ras signaling disruption may lead to abnormal functional brain connectivity; further investigation into the functional consequences of these alterations in both humans and in animal models is warranted.
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Affiliation(s)
- Steffie N Tomson
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California
- Brain Mapping Center, UCLA, Los Angeles, California
- Center for Cognitive Neuroscience, UCLA, Los Angeles, California
| | - Matthew J Schreiner
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California
- Interdepartmental Neuroscience Program, UCLA, Los Angeles, California
| | - Manjari Narayan
- Department of Electrical and Computer Engineering, Rice University, Houston, Texas
| | - Tena Rosser
- Children's Hospital Los Angeles, Los Angeles, California
- USC Keck School of Medicine, Los Angeles, California
| | - Nicole Enrique
- Center for Cognitive Neuroscience, UCLA, Los Angeles, California
| | - Alcino J Silva
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California
- Department of Neurobiology, UCLA, Los Angeles, California
- Department of Psychology, UCLA, Los Angeles, California
- Integrative Center for Learning and Memory, UCLA, Los Angeles, California
| | - Genevera I Allen
- Department of Electrical and Computer Engineering, Rice University, Houston, Texas
- Department of Statistics, Rice University, Houston, Texas
- Jan and Dan Duncan Neurological Research Institute, Houston, Texas
| | - Susan Y Bookheimer
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California
- Center for Cognitive Neuroscience, UCLA, Los Angeles, California
| | - Carrie E Bearden
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, California
- Department of Psychology, UCLA, Los Angeles, California
- Integrative Center for Learning and Memory, UCLA, Los Angeles, California
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31
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Huijbregts SC, Loitfelder M, Rombouts SA, Swaab H, Verbist BM, Arkink EB, Van Buchem MA, Veer IM. Cerebral volumetric abnormalities in Neurofibromatosis type 1: associations with parent ratings of social and attention problems, executive dysfunction, and autistic mannerisms. J Neurodev Disord 2015; 7:32. [PMID: 26473019 PMCID: PMC4607002 DOI: 10.1186/s11689-015-9128-3] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Accepted: 09/28/2015] [Indexed: 01/19/2023] Open
Abstract
Background Neurofibromatosis type 1 (NF1) is a single-gene neurodevelopmental disorder, in which social and cognitive problems are highly prevalent. Several commonly observed central nervous system (CNS) abnormalities in NF1 might underlie these social and cognitive problems. Cerebral volumetric abnormalities are among the most consistently observed CNS abnormalities in NF1. This study investigated whether differences were present between NF1 patients and healthy controls (HC) in volumetric measures of cortical and subcortical brain regions and whether differential associations existed for NF1 patients and HC between the volumetric measures and parent ratings of social skills, attention problems, social problems, autistic mannerisms, and executive dysfunction. Methods Fifteen NF1 patients (mean age 12.9 years, SD 2.6) and 18 healthy controls (HC, mean age 13.8 years, SD 3.6) underwent 3 T MRI scanning. Segmentation of cortical gray and white matter, as well as volumetry of subcortical nuclei, was carried out. Voxel-based morphometry was performed to assess cortical gray matter density. Correlations were calculated, for NF1-patients and HC separately, between MRI parameters and scores on selected dimensions of the following behavior rating scales: the Social Skills Rating System, the Child Behavior Checklist, the Social Responsiveness Scale, the Behavior Rating Inventory of Executive Functioning, and the Dysexecutive Questionnaire. Results After correction for age, sex, and intracranial volume, larger volumes of all subcortical regions were found in NF1 patients compared to controls. Patients further showed decreased gray matter density in midline regions of the frontal and parietal lobes and larger total white matter volume. Significantly more social and attention problems, more autistic mannerisms, and poorer executive functioning were reported for NF1 patients compared to HC. In NF1 patients, larger left putamen volume and larger total white matter volume were associated with more social problems and poorer executive functioning, larger right amygdala volume with poorer executive functioning and autistic mannerisms, and smaller precentral gyrus gray matter density was associated with more social problems. In controls, only significant negative correlations were observed: larger volumes (and greater gray matter density) were associated with better outcomes. Conclusions Widespread volumetric differences between patients and controls were found in cortical and subcortical brain regions. In NF1 patients but not HC, larger volumes were associated with poorer behavior ratings.
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Affiliation(s)
- Stephan Cj Huijbregts
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.,Department of Clinical Child and Adolescent Studies, Leiden University, Leiden, The Netherlands.,Department of Clinical Child and Adolescent Studies-Neurodevelopmental Disorders, Faculty of Social Sciences, Leiden University, P.O. Box 9555, 2300 RB Leiden, The Netherlands
| | - Marisa Loitfelder
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.,Department of Clinical Child and Adolescent Studies, Leiden University, Leiden, The Netherlands.,Department of Neurology, Medical University of Graz, Graz, Austria
| | - Serge A Rombouts
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.,Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands.,Institute of Psychology, Leiden University, Leiden, The Netherlands
| | - Hanna Swaab
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.,Department of Clinical Child and Adolescent Studies, Leiden University, Leiden, The Netherlands
| | - Berit M Verbist
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands.,Radboud University Medical Center, Nijmegen, The Netherlands
| | - Enrico B Arkink
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Mark A Van Buchem
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.,Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Ilya M Veer
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.,Department of Psychiatry and Psychotherapy, Division of Mind and Brain Research, Charité Universitätsmedizin Berlin, Berlin, Germany
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32
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Summers M, Quinlan K, Payne J, Little D, North K, Schindeler A. Skeletal muscle and motor deficits in Neurofibromatosis Type 1. JOURNAL OF MUSCULOSKELETAL & NEURONAL INTERACTIONS 2015; 15:161-70. [PMID: 26032208 PMCID: PMC5133719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/29/2022]
Abstract
Neurofibromatosis Type 1 (NF1) is a genetic neurocutaneous disorder with multisystem manifestations, including a predisposition to tumor formation and bone dysplasias. Studies over the last decade have shown that NF1 can also be associated with significant motor deficits, such as poor coordination, low muscle tone, and easy fatigability. These have traditionally been ascribed to developmental central nervous system and cognitive deficits. However, recent preclinical studies have also illustrated a primary role for the NF1 gene product in muscle growth and metabolism; these findings are consistent with clinical studies demonstrating reduced muscle size and muscle weakness in individuals with NF1. Currently there is no evidence-based intervention for NF1 muscle and motor deficiencies; this review identifies key research areas where improved mechanistic understanding could unlock new therapeutic options.
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Affiliation(s)
- M.A. Summers
- Orthopaedic Research & Biotechnology Unit, The Children’s Hospital at Westmead, Sydney, NSW, Australia,Discipline of Paediatrics and Child Health, Faculty of Medicine, University of Sydney, Sydney, NSW, Australia
| | - K.G. Quinlan
- Discipline of Paediatrics and Child Health, Faculty of Medicine, University of Sydney, Sydney, NSW, Australia,Institute for Neuroscience and Muscle Research, The Children’s Hospital Westmead, Sydney, NSW, Australia
| | - J.M. Payne
- Discipline of Paediatrics and Child Health, Faculty of Medicine, University of Sydney, Sydney, NSW, Australia,Institute for Neuroscience and Muscle Research, The Children’s Hospital Westmead, Sydney, NSW, Australia
| | - D.G. Little
- Orthopaedic Research & Biotechnology Unit, The Children’s Hospital at Westmead, Sydney, NSW, Australia,Discipline of Paediatrics and Child Health, Faculty of Medicine, University of Sydney, Sydney, NSW, Australia
| | - K.N. North
- Murdoch Childrens Research Institute and Department of Paediatrics, University of Melbourne, Melbourne, VIC, Australia
| | - A. Schindeler
- Orthopaedic Research & Biotechnology Unit, The Children’s Hospital at Westmead, Sydney, NSW, Australia,Discipline of Paediatrics and Child Health, Faculty of Medicine, University of Sydney, Sydney, NSW, Australia,Corresponding author: Aaron Schindeler, Orthopaedic Research & Biotechnology, Research Building The Children’s Hospital at Westmead, Locked Bag 4001, Westmead, NSW 2145, Australia E-mail:
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Loitfelder M, Huijbregts SCJ, Veer IM, Swaab HS, Van Buchem MA, Schmidt R, Rombouts SA. Functional Connectivity Changes and Executive and Social Problems in Neurofibromatosis Type I. Brain Connect 2015; 5:312-20. [PMID: 25705926 DOI: 10.1089/brain.2014.0334] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Neurofibromatosis type 1 (NF1) has regularly been associated with cognitive, social, and behavioral problems. The fact that many different cognitive and behavioral impairments have been observed in NF1 suggests that networks of brain regions are involved rather than specific brain regions. Here, we examined whether functional connectivity was different in NF1 and, if so, whether associations were present with cognitive, social, and behavioral outcomes. Fourteen NF1 patients (8 male, age: M=12.49, SD=2.65) and 30 healthy controls (HC; 23 male, age: M=12.30, SD=2.94; p=0.835) were included. Functional connectivity was assessed using functional resting-state scanning. We analyzed brain regions that have been associated with cognitive and social functions: the bilateral ventral anterior cingulate cortex (vACC), the bilateral amygdala, the bilateral orbitofrontal cortex (OFC), and the posterior cingulate cortex (PCC). For NF1 patients, connection strengths between brain regions showing HC-NF1 differences were correlated with parent reports of cognitive, social, and behavioral functioning. Compared to HC, patients showed differences in functional connectivity between the left vACC and the frontal cortex, insula, and subcortical areas (caudate, putamen), between the left amygdala and the frontal cortex, insula, supramarginal gyrus, and PCC/precuneus, and between the left OFC and frontal and subcortical areas (caudate, pallidum). In patients, indications were found for associations between increased frontofrontal and temporofrontal functional connectivity with cognitive, social, and behavioral deficits (r-range=0.536-0.851). NF1 patients showed differences in functional connectivity between areas associated with cognitive and social functioning when compared to controls. This, plus the fact that connectivity strengths in these networks were associated with worse cognitive, social, and behavioral outcomes, suggests a neuropathological basis for the widespread deficits observed in NF1.
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Affiliation(s)
- Marisa Loitfelder
- 1 Leiden Institute for Brain and Cognition (LIBC), Leiden University , Leiden, The Netherlands .,2 Department of Clinical Child and Adolescent Studies, Leiden University , Leiden, The Netherlands .,3 Department of Neurology, Medical University of Graz , Graz, Austria
| | - Stephan C J Huijbregts
- 1 Leiden Institute for Brain and Cognition (LIBC), Leiden University , Leiden, The Netherlands .,2 Department of Clinical Child and Adolescent Studies, Leiden University , Leiden, The Netherlands
| | - Ilya Milos Veer
- 1 Leiden Institute for Brain and Cognition (LIBC), Leiden University , Leiden, The Netherlands .,4 Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin , Berlin, Germany
| | - Hanna S Swaab
- 1 Leiden Institute for Brain and Cognition (LIBC), Leiden University , Leiden, The Netherlands .,2 Department of Clinical Child and Adolescent Studies, Leiden University , Leiden, The Netherlands
| | - Mark A Van Buchem
- 1 Leiden Institute for Brain and Cognition (LIBC), Leiden University , Leiden, The Netherlands .,5 Department of Radiology, Leiden University Medical Center , Leiden, The Netherlands
| | - Reinhold Schmidt
- 3 Department of Neurology, Medical University of Graz , Graz, Austria
| | - Serge A Rombouts
- 1 Leiden Institute for Brain and Cognition (LIBC), Leiden University , Leiden, The Netherlands .,5 Department of Radiology, Leiden University Medical Center , Leiden, The Netherlands .,6 Institute of Psychology, Leiden University , Leiden, The Netherlands
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Ribeiro MJ, Violante IR, Bernardino I, Edden RAE, Castelo-Branco M. Abnormal relationship between GABA, neurophysiology and impulsive behavior in neurofibromatosis type 1. Cortex 2015; 64:194-208. [PMID: 25437375 PMCID: PMC4777301 DOI: 10.1016/j.cortex.2014.10.019] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2014] [Revised: 08/04/2014] [Accepted: 10/27/2014] [Indexed: 01/04/2023]
Abstract
Neurofibromatosis type 1 (NF1) is a neurodevelopmental disorder characterized by a broad spectrum of cognitive deficits. In particular, executive dysfunction is recognized as a core deficit of NF1, including impairments in executive attention and inhibitory control. Yet, the neural mechanisms behind these important deficits are still unknown. Here, we studied inhibitory control in a visual go/no-go task in children and adolescents with NF1 and age- and gender-matched controls (n = 16 per group). We applied a multimodal approach using high-density electroencephalography (EEG), to study the evoked brain responses, and magnetic resonance spectroscopy (MRS) to measure the levels of GABA and glutamate + glutamine in the medial frontal cortex, a brain region that plays a pivotal role in inhibitory control, and also in a control region, the occipital cortex. Finally, we run correlation analyses to identify the relationship between inhibitory control, levels of neurotransmitters, and EEG markers of neural function. Individuals with NF1 showed impaired impulse control and reduced EEG correlates of early visual processing (parieto-occipital P1) and inhibitory control (frontal P3). MRS data revealed a reduction in medial frontal GABA+/tCr (total Creatine) levels in the NF1 group, in parallel with the already reported reduced occipital GABA levels. In contrast, glutamate + glutamine/tCr levels were normal, suggesting the existence of abnormal inhibition/excitation balance in this disorder. Notably, medial frontal but not occipital GABA levels correlated with general intellectual abilities (IQ) in NF1, and inhibitory control in both groups. Surprisingly, the relationship between inhibitory control and medial frontal GABA was reversed in NF1: higher GABA was associated with a faster response style whereas in controls it was related to a cautious strategy. Abnormal GABAergic physiology appears, thus, as an important factor underlying impaired cognition in NF1, in a level and region dependent manner.
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Affiliation(s)
- Maria J Ribeiro
- IBILI - Faculty of Medicine, University of Coimbra, Portugal.
| | - Inês R Violante
- IBILI - Faculty of Medicine, University of Coimbra, Portugal.
| | - Inês Bernardino
- IBILI - Faculty of Medicine, University of Coimbra, Portugal
| | - Richard A E Edden
- Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, Baltimore, MD, USA; F.M. Kirby Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, USA.
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Ribeiro MJ, d'Almeida OC, Ramos F, Saraiva J, Silva ED, Castelo-Branco M. Abnormal late visual responses and alpha oscillations in neurofibromatosis type 1: a link to visual and attention deficits. J Neurodev Disord 2014; 6:4. [PMID: 24559228 PMCID: PMC3944002 DOI: 10.1186/1866-1955-6-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2013] [Accepted: 01/24/2014] [Indexed: 11/29/2022] Open
Abstract
Background Neurofibromatosis type 1 (NF1) affects several areas of cognitive function including visual processing and attention. We investigated the neural mechanisms underlying the visual deficits of children and adolescents with NF1 by studying visual evoked potentials (VEPs) and brain oscillations during visual stimulation and rest periods. Methods Electroencephalogram/event-related potential (EEG/ERP) responses were measured during visual processing (NF1 n = 17; controls n = 19) and idle periods with eyes closed and eyes open (NF1 n = 12; controls n = 14). Visual stimulation was chosen to bias activation of the three detection mechanisms: achromatic, red-green and blue-yellow. Results We found significant differences between the groups for late chromatic VEPs and a specific enhancement in the amplitude of the parieto-occipital alpha amplitude both during visual stimulation and idle periods. Alpha modulation and the negative influence of alpha oscillations in visual performance were found in both groups. Conclusions Our findings suggest abnormal later stages of visual processing and enhanced amplitude of alpha oscillations supporting the existence of deficits in basic sensory processing in NF1. Given the link between alpha oscillations, visual perception and attention, these results indicate a neural mechanism that might underlie the visual sensitivity deficits and increased lapses of attention observed in individuals with NF1.
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Affiliation(s)
- Maria J Ribeiro
- Visual Neuroscience Laboratory, Institute for Biomedical Imaging and Life Sciences (IBILI), Faculty of Medicine, University of Coimbra, Azinhaga de Santa Comba, Coimbra 3000-548, Portugal.
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