TY - JOUR
T1 - Imbalanced social-communicative and restricted repetitive behavior subtypes of autism spectrum disorder exhibit different neural circuitry
AU - Bertelsen, Natasha
AU - Landi, Isotta
AU - Bethlehem, Richard A. I.
AU - Seidlitz, Jakob
AU - Busuoli, Elena Maria
AU - Mandelli, Veronica
AU - Satta, Eleonora
AU - Trakoshis, Stavros
AU - Auyeung, Bonnie
AU - Kundu, Prantik
AU - Loth, Eva
AU - Dumas, Guillaume
AU - Baumeister, Sarah
AU - Beckmann, Christian F.
AU - Bölte, Sven
AU - Bourgeron, Thomas
AU - Charman, Tony
AU - Durston, Sarah
AU - Ecker, Christine
AU - Holt, Rosemary J.
AU - Johnson, Mark H.
AU - Jones, Emily J. H.
AU - Mason, Luke
AU - Meyer-lindenberg, Andreas
AU - Moessnang, Carolin
AU - Oldehinkel, Marianne
AU - Persico, Antonio M.
AU - Tillmann, Julian
AU - Williams, Steve C. R.
AU - Spooren, Will
AU - Murphy, Declan G. M.
AU - Buitelaar, Jan K.
AU - Baron-cohen, Simon
AU - Lai, Meng-chuan
AU - Lombardo, Michael V.
PY - 2021/5/14
Y1 - 2021/5/14
N2 - Social-communication (SC) and restricted repetitive behaviors (RRB) are autism diagnostic symptom domains. SC and RRB severity can markedly differ within and between individuals and may be underpinned by different neural circuitry and genetic mechanisms. Modeling SC-RRB balance could help identify how neural circuitry and genetic mechanisms map onto such phenotypic heterogeneity. Here, we developed a phenotypic stratification model that makes highly accurate (97–99%) out-of-sample SC = RRB, SC > RRB, and RRB > SC subtype predictions. Applying this model to resting state fMRI data from the EU-AIMS LEAP dataset (n = 509), we find that while the phenotypic subtypes share many commonalities in terms of intrinsic functional connectivity, they also show replicable differences within some networks compared to a typically-developing group (TD). Specifically, the somatomotor network is hypoconnected with perisylvian circuitry in SC > RRB and visual association circuitry in SC = RRB. The SC = RRB subtype show hyperconnectivity between medial motor and anterior salience circuitry. Genes that are highly expressed within these networks show a differential enrichment pattern with known autism-associated genes, indicating that such circuits are affected by differing autism-associated genomic mechanisms. These results suggest that SC-RRB imbalance subtypes share many commonalities, but also express subtle differences in functional neural circuitry and the genomic underpinnings behind such circuitry
AB - Social-communication (SC) and restricted repetitive behaviors (RRB) are autism diagnostic symptom domains. SC and RRB severity can markedly differ within and between individuals and may be underpinned by different neural circuitry and genetic mechanisms. Modeling SC-RRB balance could help identify how neural circuitry and genetic mechanisms map onto such phenotypic heterogeneity. Here, we developed a phenotypic stratification model that makes highly accurate (97–99%) out-of-sample SC = RRB, SC > RRB, and RRB > SC subtype predictions. Applying this model to resting state fMRI data from the EU-AIMS LEAP dataset (n = 509), we find that while the phenotypic subtypes share many commonalities in terms of intrinsic functional connectivity, they also show replicable differences within some networks compared to a typically-developing group (TD). Specifically, the somatomotor network is hypoconnected with perisylvian circuitry in SC > RRB and visual association circuitry in SC = RRB. The SC = RRB subtype show hyperconnectivity between medial motor and anterior salience circuitry. Genes that are highly expressed within these networks show a differential enrichment pattern with known autism-associated genes, indicating that such circuits are affected by differing autism-associated genomic mechanisms. These results suggest that SC-RRB imbalance subtypes share many commonalities, but also express subtle differences in functional neural circuitry and the genomic underpinnings behind such circuitry
KW - autism spectrum disorders
U2 - 10.1038/s42003-021-02015-2
DO - 10.1038/s42003-021-02015-2
M3 - Article
SN - 2399-3642
VL - 4
JO - Communications Biology
JF - Communications Biology
IS - 1
M1 - 574
ER -