A functional parcellation of the whole brain in high-functioning individuals with autism spectrum disorder reveals atypical patterns of network organization
Researchers studying autism spectrum disorder (ASD) lack a comprehensive map of the functional network topography in the ASD brain. We used high-quality resting state functional MRI (rs-fMRI) connectivity data and a robust parcellation routine to provide a whole-brain map of functional networks in a group of seventy high-functioning individuals with ASD and a group of seventy typically developing (TD) individuals. The rs-fMRI data were collected using an imaging sequence optimized to achieve high temporal signal-to-noise ratio (tSNR) across the whole-brain. We identified functional networks using a parcellation routine that intrinsically incorporates internal consistency and repeatability of the networks by keeping only network distinctions that agree across halves of the data over multiple random iterations in each group. The groups were tightly matched on tSNR, in-scanner motion, age, and IQ. We compared the maps from each group and found that functional networks in the ASD group are atypical in three seemingly related ways: (1) whole-brain connectivity patterns are less stable across voxels within multiple functional networks, (2) the cerebellum, subcortex, and hippocampus show weaker differentiation of functional subnetworks, and (3) subcortical structures and the hippocampus are atypically integrated with the neocortex. These results were statistically robust and suggest that patterns of network connectivity between the neocortex and the cerebellum, subcortical structures, and hippocampus are atypical in ASD individuals.
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USA
Boston Med Ctr, Dept Psychiat, Boston, MA 02118 USA
Boston Univ, Sch Med, Boston, MA 02118 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Yule, Amy M.
DiSalvo, Maura
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
DiSalvo, Maura
Biederman, Joseph
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Biederman, Joseph
Wilens, Timothy E.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Wilens, Timothy E.
Dallenbach, Nina T.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Dallenbach, Nina T.
Taubin, Daria
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Taubin, Daria
Joshi, Gagan
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USAMassachusetts Gen Hosp, Clin & Res Programs Pediat Psychopharmacol & Adul, Warren Bldg 705,55 Fruit St, Boston, MA 02114 USA
机构:
Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Schaaf, Christian P.
Sabo, Aniko
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Sabo, Aniko
Sakai, Yasunari
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Howard Hughes Med Inst, Chevy Chase, MD USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Sakai, Yasunari
Crosby, Jacy
论文数: 0|引用数: 0|
h-index: 0|
机构:
Univ Texas Hlth Sci Ctr Houston, Ctr Human Genet, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Crosby, Jacy
Muzny, Donna
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Muzny, Donna
Hawes, Alicia
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Hawes, Alicia
Lewis, Lora
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Lewis, Lora
Akbar, Humeira
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Akbar, Humeira
Varghese, Robin
论文数: 0|引用数: 0|
h-index: 0|
机构:Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Varghese, Robin
Boerwinkle, Eric
论文数: 0|引用数: 0|
h-index: 0|
机构:
Univ Texas Hlth Sci Ctr Houston, Ctr Human Genet, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Boerwinkle, Eric
Gibbs, Richard A.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Gibbs, Richard A.
Zoghbi, Huda Y.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
Baylor Coll Med, Dept Pediat, Program Dev Biol, Houston, TX 77030 USA
Baylor Coll Med, Dept Neurosci, Program Dev Biol, Houston, TX 77030 USA
Howard Hughes Med Inst, Chevy Chase, MD USA
Texas Childrens Hosp, Jan & Dan Duncan Neurol Res Inst, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
机构:
Northeastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
Massachusetts Gen Hosp, Alan & Lorraine Bressler Clin & Res Program Autis, Boston, MA 02114 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
Anteraper, Sheeba Arnold
Guell, Xavier
论文数: 0|引用数: 0|
h-index: 0|
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02115 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
Guell, Xavier
Hollinshead, Marisa O.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Harvard Univ, Dept Psychol, Ctr Brain Sci, 33 Kirkland St, Cambridge, MA 02138 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
Hollinshead, Marisa O.
D'Mello, Anila
论文数: 0|引用数: 0|
h-index: 0|
机构:
MIT, Dept Brain & Cognit Sci, E25-618, Cambridge, MA 02139 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
D'Mello, Anila
Whitfield-Gabrieli, Susan
论文数: 0|引用数: 0|
h-index: 0|
机构:
Northeastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
Whitfield-Gabrieli, Susan
Biederman, Joseph
论文数: 0|引用数: 0|
h-index: 0|
机构:
Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
Biederman, Joseph
Joshi, Gagan
论文数: 0|引用数: 0|
h-index: 0|
机构:
Massachusetts Gen Hosp, Alan & Lorraine Bressler Clin & Res Program Autis, Boston, MA 02114 USA
Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USANortheastern Univ, Dept Psychol, ISEC 672C, Boston, MA 02120 USA
机构:
CUNY, Queens Coll, Dept Psychol, Flushing, NY 11367 USA
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USAUniv Texas Dallas, Sch Behav & Brain Sci, Dallas, TX 75235 USA
Zhou, Thomas J.
Anagnostou, Evdokia
论文数: 0|引用数: 0|
h-index: 0|
机构:
Univ Toronto, Bloorview Res Inst, Toronto, ON, CanadaUniv Texas Dallas, Sch Behav & Brain Sci, Dallas, TX 75235 USA
Anagnostou, Evdokia
Soorya, Latha
论文数: 0|引用数: 0|
h-index: 0|
机构:
Rush Univ, Dept Psychiat, Chicago, IL 60612 USAUniv Texas Dallas, Sch Behav & Brain Sci, Dallas, TX 75235 USA
Soorya, Latha
Kolevzon, Alexander
论文数: 0|引用数: 0|
h-index: 0|
机构:
Icahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Seaver Autism Ctr Res & Treatment, New York, NY 10029 USAUniv Texas Dallas, Sch Behav & Brain Sci, Dallas, TX 75235 USA
Kolevzon, Alexander
Hof, Patrick R.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Icahn Sch Med Mt Sinai, Seaver Autism Ctr Res & Treatment, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Fishberg Dept Neurosci, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Friedman Brain Inst, New York, NY 10029 USAUniv Texas Dallas, Sch Behav & Brain Sci, Dallas, TX 75235 USA
Hof, Patrick R.
Fan, Jin
论文数: 0|引用数: 0|
h-index: 0|
机构:
CUNY, Queens Coll, Dept Psychol, Flushing, NY 11367 USA
Icahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Seaver Autism Ctr Res & Treatment, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Fishberg Dept Neurosci, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Friedman Brain Inst, New York, NY 10029 USAUniv Texas Dallas, Sch Behav & Brain Sci, Dallas, TX 75235 USA
机构:
Icahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
CUNY Queens Coll, Dept Psychol, Flushing, NY 11367 USA
CUNY, Grad Ctr, New York, NY USAIcahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
Eilam-Stock, Tehila
Wu, Tingting
论文数: 0|引用数: 0|
h-index: 0|
机构:
CUNY Queens Coll, Dept Psychol, Flushing, NY 11367 USAIcahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
Wu, Tingting
Spagna, Alfredo
论文数: 0|引用数: 0|
h-index: 0|
机构:
Icahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
CUNY Queens Coll, Dept Psychol, Flushing, NY 11367 USAIcahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
Spagna, Alfredo
Egan, Laura J.
论文数: 0|引用数: 0|
h-index: 0|
机构:
Icahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
CUNY Queens Coll, Dept Psychol, Flushing, NY 11367 USAIcahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
Egan, Laura J.
Fan, Jin
论文数: 0|引用数: 0|
h-index: 0|
机构:
Icahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA
CUNY Queens Coll, Dept Psychol, Flushing, NY 11367 USA
CUNY, Grad Ctr, New York, NY USA
Icahn Sch Med Mt Sinai, Dept Neurosci, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Friedman Brain Inst, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Dept Psychiat, New York, NY 10029 USA