Evidence map›Paper›PMID 27774713›Full record

ArticleHuman brain mapping2017

On the brain structure heterogeneity of autism: Parsing out acquisition site effects with significance-weighted principal component analysis.

Francisco Jesús Martinez-Murcia, Meng-Chuan Lai, Juan Manuel Górriz, Javier Ramírez, Adam M H Young, Sean C L Deoni, Christine Ecker, Michael V Lombardo, MRC AIMS Consortium,, Simon Baron-Cohen and 3 more

Abstract readMulticenter Study
In one paragraph

Article in Human brain mapping, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed, 3 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

22 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
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  7. Oromotor skills in autism spectrum disorder: A scoping review.Autism research : official journal of the International Society for Autism Research · 2023
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Francisco Jesús Martinez-MurciaDepartment of Signal Theory Networking and Communications, C/Periodista Daniel Saucedo Aranda S/N, E-18071, University of Granada, Granada, Spain.ORCID 0000-0001-8146-7056
Meng-Chuan LaiChild and Youth Mental Health Collaborative at The Centre for Addiction and Mental Health and The Hospital for Sick Children, Toronto, Ontario, Canada.
Juan Manuel GórrizDepartment of Signal Theory Networking and Communications, C/Periodista Daniel Saucedo Aranda S/N, E-18071, University of Granada, Granada, Spain.
Javier RamírezDepartment of Signal Theory Networking and Communications, C/Periodista Daniel Saucedo Aranda S/N, E-18071, University of Granada, Granada, Spain.
Adam M H YoungDepartment of Psychiatry, Autism Research Centre, University of Cambridge, Cambridge, United Kingdom.
Sean C L DeoniAdvanced Baby Imaging Laboratory, School of Engineering, Brown University, Providence, Rhode Island.
Christine EckerDepartment of Forensic and Neurodevelopmental Sciences, Sackler Institute for Translational Neurodevelopment, London, United Kingdom.
Michael V LombardoDepartment of Psychiatry, Autism Research Centre, University of Cambridge, Cambridge, United Kingdom.
MRC AIMS Consortium,
Simon Baron-CohenDepartment of Psychiatry, Autism Research Centre, University of Cambridge, Cambridge, United Kingdom.
Declan G M MurphyDepartment of Forensic and Neurodevelopmental Sciences, Sackler Institute for Translational Neurodevelopment, London, United Kingdom.
Edward T BullmoreCambridgeshire and Peterborough NHS Foundation Trust, Cambridge, United Kingdom.
John SucklingCambridgeshire and Peterborough NHS Foundation Trust, Cambridge, United Kingdom.

Funding

Department of Health RP-PG-0606-1045Medical Research Council G0400061Medical Research Council G0600977Medical Research Council G1000183Medical Research Council MR/N026063/1
6 · The paper itself

Abstract

Neuroimaging studies have reported structural and physiological differences that could help understand the causes and development of Autism Spectrum Disorder (ASD). Many of them rely on multisite designs, with the recruitment of larger samples increasing statistical power. However, recent large-scale studies have put some findings into question, considering the results to be strongly dependent on the database used, and demonstrating the substantial heterogeneity within this clinically defined category. One major source of variance may be the acquisition of the data in multiple centres. In this work we analysed the differences found in the multisite, multi-modal neuroimaging database from the UK Medical Research Council Autism Imaging Multicentre Study (MRC AIMS) in terms of both diagnosis and acquisition sites. Since the dissimilarities between sites were higher than between diagnostic groups, we developed a technique called Significance Weighted Principal Component Analysis (SWPCA) to reduce the undesired intensity variance due to acquisition site and to increase the statistical power in detecting group differences. After eliminating site-related variance, statistically significant group differences were found, including Broca's area and the temporo-parietal junction. However, discriminative power was not sufficient to classify diagnostic groups, yielding accuracies results close to random. Our work supports recent claims that ASD is a highly heterogeneous condition that is difficult to globally characterize by neuroimaging, and therefore different (and more homogenous) subgroups should be defined to obtain a deeper understanding of ASD. Hum Brain Mapp 38:1208-1223, 2017. © 2016 Wiley Periodicals, Inc.

Indexed as

Brain MappingPrincipal Component AnalysisAdolescentAdultAutistic DisorderBrainFemaleHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMaleYoung Adultautism spectrum disorderstructural heterogeneitystructural magnetic resonance imagingvoxel based morphometry

Identifiers

PMID27774713
PMCPMC5324567

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.