Toward Best Practices for Imaging Transcriptomics of the Human Brain.

Allen human brain atlas Connectome Enrichment Gene expression Magnetic resonance imaging (MRI) Transcriptome

Journal

Biological psychiatry
ISSN: 1873-2402
Titre abrégé: Biol Psychiatry
Pays: United States
ID NLM: 0213264

Informations de publication

Date de publication:
01 03 2023
Historique:
received: 22 06 2022
revised: 03 10 2022
accepted: 28 10 2022
entrez: 1 2 2023
pubmed: 2 2 2023
medline: 4 2 2023
Statut: ppublish

Résumé

Modern brainwide transcriptional atlases provide unprecedented opportunities for investigating the molecular correlates of brain organization, as quantified using noninvasive neuroimaging. However, integrating neuroimaging data with transcriptomic measures is not straightforward, and careful consideration is required to make valid inferences. In this article, we review recent work exploring how various methodological choices affect 3 main phases of imaging transcriptomic analyses, including 1) processing of transcriptional atlas data; 2) relating transcriptional measures to independently derived neuroimaging phenotypes; and 3) evaluating the functional implications of identified associations through gene enrichment analyses. Our aim is to facilitate the development of standardized and reproducible approaches for this rapidly growing field. We identify sources of methodological variability, key choices that can affect findings, and considerations for mitigating false positive and/or spurious results. Finally, we provide an overview of freely available open-source toolboxes implementing current best-practice procedures across all 3 analysis phases.

Identifiants

pubmed: 36725139
pii: S0006-3223(22)01710-3
doi: 10.1016/j.biopsych.2022.10.016
pii:
doi:

Types de publication

Journal Article Review Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

391-404

Informations de copyright

Copyright © 2022 Society of Biological Psychiatry. Published by Elsevier Inc. All rights reserved.

Auteurs

Aurina Arnatkeviciute (A)

Turner Institute for Brain and Mental Health, School of Psychological Science, Monash University, Melbourne, Victoria, Australia. Electronic address: aurina.arnatkeviciute@monash.edu.

Ross D Markello (RD)

McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.

Ben D Fulcher (BD)

School of Physics, The University of Sydney, Sydney, New South Wales, Australia.

Bratislav Misic (B)

McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.

Alex Fornito (A)

Turner Institute for Brain and Mental Health, School of Psychological Science, Monash University, Melbourne, Victoria, Australia.

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Classifications MeSH