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Shen MD, Swanson MR, Wolff JJ, Elison JT, Girault JB, Kim SH, Smith RG, Graves MM, Weisenfeld LAH, Flake L, MacIntyre L, Gross JL, Burrows CA, Fonov VS, Collins DL, Evans AC, Gerig G, McKinstry RC, Pandey J, St John T, Zwaigenbaum L, Estes AM, Dager SR, Schultz RT, Styner MA, Botteron KN, Hazlett HC, Piven J. Subcortical Brain Development in Autism and Fragile X Syndrome: Evidence for Dynamic, Age- and Disorder-Specific Trajectories in Infancy. Am J Psychiatry 2022; 179:562-572. [PMID: 35331012 PMCID: PMC9762548 DOI: 10.1176/appi.ajp.21090896] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Previous research has demonstrated that the amygdala is enlarged in children with autism spectrum disorder (ASD). However, the precise onset of this enlargement during infancy, how it relates to later diagnostic behaviors, whether the timing of enlargement in infancy is specific to the amygdala, and whether it is specific to ASD (or present in other neurodevelopmental disorders, such as fragile X syndrome) are all unknown. METHODS Longitudinal MRIs were acquired at 6-24 months of age in 29 infants with fragile X syndrome, 58 infants at high likelihood for ASD who were later diagnosed with ASD, 212 high-likelihood infants not diagnosed with ASD, and 109 control infants (1,099 total scans). RESULTS Infants who developed ASD had typically sized amygdala volumes at 6 months, but exhibited significantly faster amygdala growth between 6 and 24 months, such that by 12 months the ASD group had significantly larger amygdala volume (Cohen's d=0.56) compared with all other groups. Amygdala growth rate between 6 and 12 months was significantly associated with greater social deficits at 24 months when the infants were diagnosed with ASD. Infants with fragile X syndrome had a persistent and significantly enlarged caudate volume at all ages between 6 and 24 months (d=2.12), compared with all other groups, which was significantly associated with greater repetitive behaviors. CONCLUSIONS This is the first MRI study comparing fragile X syndrome and ASD in infancy, demonstrating strikingly different patterns of brain and behavior development. Fragile X syndrome-related changes were present from 6 months of age, whereas ASD-related changes unfolded over the first 2 years of life, starting with no detectable group differences at 6 months. Increased amygdala growth rate between 6 and 12 months occurs prior to social deficits and well before diagnosis. This gradual onset of brain and behavior changes in ASD, but not fragile X syndrome, suggests an age- and disorder-specific pattern of cascading brain changes preceding autism diagnosis.
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Affiliation(s)
- Mark D Shen
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Meghan R Swanson
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Jason J Wolff
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Jed T Elison
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Jessica B Girault
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Sun Hyung Kim
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Rachel G Smith
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Michael M Graves
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Leigh Anne H Weisenfeld
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Lisa Flake
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Leigh MacIntyre
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Julia L Gross
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Catherine A Burrows
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Vladimir S Fonov
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - D Louis Collins
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Alan C Evans
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Guido Gerig
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Robert C McKinstry
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Juhi Pandey
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Tanya St John
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Lonnie Zwaigenbaum
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Annette M Estes
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Stephen R Dager
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Robert T Schultz
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Martin A Styner
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Kelly N Botteron
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Heather C Hazlett
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
| | - Joseph Piven
- Carolina Institute for Developmental Disabilities and Department of Psychiatry (Shen, Girault, Kim, Smith, Graves, Weisenfeld, Gross, Styner, Hazlett, Piven) and UNC Neuroscience Center (Shen), University of North Carolina at Chapel Hill School of Medicine, Chapel Hill; Department of Educational Psychology (Wolff), Institute of Child Development (Elison), and Department of Pediatrics (Elison, Burrows), University of Minnesota, Minneapolis; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis (Flake, McKinstry, Botteron); Department of Radiology, University of Washington Medical Center, Seattle (Dager); Center for Autism Research, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia (Pandey, Schultz); Computer Science and Engineering, NYU Tandon School of Engineering, New York (Gerig); Montreal Neurological Institute, McGill University, Montreal (MacIntyre, Fonov, Collins, Evans); Department of Pediatrics, University of Alberta, Edmonton, Canada (Zwaigenbaum); Department of Speech and Hearing Science, University of Washington, Seattle (St. John, Estes); School of Behavioral and Brain Sciences, University of Texas at Dallas (Swanson)
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