Literature DB >> 33030612

Neuroimaging Association Scores: reliability and validity of aggregate measures of brain structural features linked to mental disorders in youth.

Luiza Kvitko Axelrud1,2, André Rafael Simioni3,4, Daniel Samuel Pine5, Anderson Marcelo Winkler5, Pedro Mario Pan4,6, João Ricardo Sato7, André Zugman4,6, Nadine Parker8, Felipe Picon3,4, Andrea Jackowski4,6, Marcelo Queiroz Hoexter4,6, Gareth Barker9, Jean-Luc Martinot10, Marie Laure Paillère Martinot10, Theodore Satterthwaite11, Luis Augusto Rohde3,4, Michael Milham12, Edward Dylan Barker9, Giovanni Abrahão Salum3,4.   

Abstract

In genetics, aggregation of many loci with small effect sizes into a single score improved prediction. Nevertheless, studies applying easily replicable weighted scores to neuroimaging data are lacking. Our aim was to assess the reliability and validity of the Neuroimaging Association Score (NAS), which combines information from structural brain features previously linked to mental disorders. Participants were 726 youth (aged 6-14) from two cities in Brazil who underwent MRI and psychopathology assessment at baseline and 387 at 3-year follow-up. Results were replicated in two samples: IMAGEN (n = 1627) and the Healthy Brain Network (n = 843). NAS were derived by summing the product of each standardized brain feature by the effect size of the association of that brain feature with seven psychiatric disorders documented by previous meta-analyses. NAS were calculated for surface area, cortical thickness and subcortical volumes using T1-weighted scans. NAS reliability, temporal stability and psychopathology and cognition prediction were analyzed. NAS for surface area showed high internal consistency and 3-year stability and predicted general psychopathology and cognition with higher replicability than specific symptomatic domains for all samples. They also predicted general psychopathology with higher replicability than single structures alone, accounting for 1-3% of the variance, but without directionality. The NAS for cortical thickness and subcortical volumes showed lower internal consistency and less replicable associations with behavioural phenotypes. These findings indicate the NAS based on surface area might be replicable markers of general psychopathology, but these links are unlikely to be causal or clinically useful yet.
© 2020. Springer-Verlag GmbH Germany, part of Springer Nature.

Entities:  

Keywords:  Brain structure; Cognition; Cortical surface area; Cortical thickness; Psychopathology; Replicability

Mesh:

Year:  2020        PMID: 33030612      PMCID: PMC9077631          DOI: 10.1007/s00787-020-01653-x

Source DB:  PubMed          Journal:  Eur Child Adolesc Psychiatry        ISSN: 1018-8827            Impact factor:   5.349


  48 in total

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Authors:  André Vandierendonck; Eva Kemps; Maria Chiara Fastame; Arnaud Szmalec
Journal:  Br J Psychol       Date:  2004-02

Review 2.  Towards clinical utility of polygenic risk scores.

Authors:  Samuel A Lambert; Gad Abraham; Michael Inouye
Journal:  Hum Mol Genet       Date:  2019-11-21       Impact factor: 6.150

3.  Distinct Subcortical Volume Alterations in Pediatric and Adult OCD: A Worldwide Meta- and Mega-Analysis.

Authors:  Premika S W Boedhoe; Lianne Schmaal; Yoshinari Abe; Stephanie H Ameis; Paul D Arnold; Marcelo C Batistuzzo; Francesco Benedetti; Jan C Beucke; Irene Bollettini; Anushree Bose; Silvia Brem; Anna Calvo; Yuqi Cheng; Kang Ik K Cho; Sara Dallaspezia; Damiaan Denys; Kate D Fitzgerald; Jean-Paul Fouche; Mònica Giménez; Patricia Gruner; Gregory L Hanna; Derrek P Hibar; Marcelo Q Hoexter; Hao Hu; Chaim Huyser; Keisuke Ikari; Neda Jahanshad; Norbert Kathmann; Christian Kaufmann; Kathrin Koch; Jun Soo Kwon; Luisa Lazaro; Yanni Liu; Christine Lochner; Rachel Marsh; Ignacio Martínez-Zalacaín; David Mataix-Cols; José M Menchón; Luciano Minuzzi; Takashi Nakamae; Tomohiro Nakao; Janardhanan C Narayanaswamy; Fabrizio Piras; Federica Piras; Christopher Pittenger; Y C Janardhan Reddy; Joao R Sato; H Blair Simpson; Noam Soreni; Carles Soriano-Mas; Gianfranco Spalletta; Michael C Stevens; Philip R Szeszko; David F Tolin; Ganesan Venkatasubramanian; Susanne Walitza; Zhen Wang; Guido A van Wingen; Jian Xu; Xiufeng Xu; Je-Yeon Yun; Qing Zhao; Paul M Thompson; Dan J Stein; Odile A van den Heuvel
Journal:  Am J Psychiatry       Date:  2016-09-09       Impact factor: 18.112

4.  Tracking Brain Development and Dimensional Psychiatric Symptoms in Children: A Longitudinal Population-Based Neuroimaging Study.

Authors:  Ryan L Muetzel; Laura M E Blanken; Jan van der Ende; Hanan El Marroun; Philip Shaw; Gustavo Sudre; Aad van der Lugt; Vincent W V Jaddoe; Frank C Verhulst; Henning Tiemeier; Tonya White
Journal:  Am J Psychiatry       Date:  2017-08-18       Impact factor: 18.112

Review 5.  Developing and evaluating polygenic risk prediction models for stratified disease prevention.

Authors:  Nilanjan Chatterjee; Jianxin Shi; Montserrat García-Closas
Journal:  Nat Rev Genet       Date:  2016-05-03       Impact factor: 53.242

Review 6.  Are Mental Disorders Brain Diseases, and What Does This Mean? A Clinical-Neuropsychological Perspective.

Authors:  Stefan Frisch
Journal:  Psychopathology       Date:  2016-07-19       Impact factor: 1.944

7.  Cortical abnormalities in bipolar disorder: an MRI analysis of 6503 individuals from the ENIGMA Bipolar Disorder Working Group.

Authors:  D P Hibar; L T Westlye; N T Doan; N Jahanshad; J W Cheung; C R K Ching; A Versace; A C Bilderbeck; A Uhlmann; B Mwangi; B Krämer; B Overs; C B Hartberg; C Abé; D Dima; D Grotegerd; E Sprooten; E Bøen; E Jimenez; F M Howells; G Delvecchio; H Temmingh; J Starke; J R C Almeida; J M Goikolea; J Houenou; L M Beard; L Rauer; L Abramovic; M Bonnin; M F Ponteduro; M Keil; M M Rive; N Yao; N Yalin; P Najt; P G Rosa; R Redlich; S Trost; S Hagenaars; S C Fears; S Alonso-Lana; T G M van Erp; T Nickson; T M Chaim-Avancini; T B Meier; T Elvsåshagen; U K Haukvik; W H Lee; A H Schene; A J Lloyd; A H Young; A Nugent; A M Dale; A Pfennig; A M McIntosh; B Lafer; B T Baune; C J Ekman; C A Zarate; C E Bearden; C Henry; C Simhandl; C McDonald; C Bourne; D J Stein; D H Wolf; D M Cannon; D C Glahn; D J Veltman; E Pomarol-Clotet; E Vieta; E J Canales-Rodriguez; F G Nery; F L S Duran; G F Busatto; G Roberts; G D Pearlson; G M Goodwin; H Kugel; H C Whalley; H G Ruhe; J C Soares; J M Fullerton; J K Rybakowski; J Savitz; K T Chaim; M Fatjó-Vilas; M G Soeiro-de-Souza; M P Boks; M V Zanetti; M C G Otaduy; M S Schaufelberger; M Alda; M Ingvar; M L Phillips; M J Kempton; M Bauer; M Landén; N S Lawrence; N E M van Haren; N R Horn; N B Freimer; O Gruber; P R Schofield; P B Mitchell; R S Kahn; R Lenroot; R Machado-Vieira; R A Ophoff; S Sarró; S Frangou; T D Satterthwaite; T Hajek; U Dannlowski; U F Malt; V Arolt; W F Gattaz; W C Drevets; X Caseras; I Agartz; P M Thompson; O A Andreassen
Journal:  Mol Psychiatry       Date:  2017-05-02       Impact factor: 15.992

8.  Subcortical brain structure and suicidal behaviour in major depressive disorder: a meta-analysis from the ENIGMA-MDD working group.

Authors:  M E Rentería; L Schmaal; D P Hibar; B Couvy-Duchesne; L T Strike; N T Mills; G I de Zubicaray; K L McMahon; S E Medland; N A Gillespie; S N Hatton; J Lagopoulos; D J Veltman; N van der Wee; T G M van Erp; K Wittfeld; H J Grabe; A Block; K Hegenscheid; H Völzke; I M Veer; H Walter; K Schnell; E Schramm; C Normann; D Schoepf; C Konrad; B Zurowski; B R Godlewska; P J Cowen; B W J H Penninx; N Jahanshad; P M Thompson; M J Wright; N G Martin; H Christensen; I B Hickie
Journal:  Transl Psychiatry       Date:  2017-05-02       Impact factor: 6.222

9.  Multitrait analysis of glaucoma identifies new risk loci and enables polygenic prediction of disease susceptibility and progression.

Authors:  Jamie E Craig; Xikun Han; Ayub Qassim; Alex W Hewitt; Stuart MacGregor; Mark Hassall; Jessica N Cooke Bailey; Tyler G Kinzy; Anthony P Khawaja; Jiyuan An; Henry Marshall; Puya Gharahkhani; Robert P Igo; Stuart L Graham; Paul R Healey; Jue-Sheng Ong; Tiger Zhou; Owen Siggs; Matthew H Law; Emmanuelle Souzeau; Bronwyn Ridge; Pirro G Hysi; Kathryn P Burdon; Richard A Mills; John Landers; Jonathan B Ruddle; Ashish Agar; Anna Galanopoulos; Andrew J R White; Colin E Willoughby; Nicholas H Andrew; Stephen Best; Andrea L Vincent; Ivan Goldberg; Graham Radford-Smith; Nicholas G Martin; Grant W Montgomery; Veronique Vitart; Rene Hoehn; Robert Wojciechowski; Jost B Jonas; Tin Aung; Louis R Pasquale; Angela Jane Cree; Sobha Sivaprasad; Neeru A Vallabh; Ananth C Viswanathan; Francesca Pasutto; Jonathan L Haines; Caroline C W Klaver; Cornelia M van Duijn; Robert J Casson; Paul J Foster; Peng Tee Khaw; Christopher J Hammond; David A Mackey; Paul Mitchell; Andrew J Lotery; Janey L Wiggs
Journal:  Nat Genet       Date:  2020-01-20       Impact factor: 38.330

10.  Biological insights from 108 schizophrenia-associated genetic loci.

Authors: 
Journal:  Nature       Date:  2014-07-22       Impact factor: 49.962

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