Whole-brain comparison of rodent and human brains using spatial transcriptomics

Author:

Beauchamp Antoine123ORCID,Yee Yohan123ORCID,Darwin Ben C12ORCID,Raznahan Armin4ORCID,Mars Rogier B56ORCID,Lerch Jason P1235

Affiliation:

1. The Hospital for Sick Children

2. Mouse Imaging Centre

3. Department of Medical Biophysics, University of Toronto

4. Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program

5. Wellcome Centre for Integrative Neuroimaging, Centre for Functional MRI of the Brain (FMRIB), Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford

6. Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen

Abstract

The ever-increasing use of mouse models in preclinical neuroscience research calls for an improvement in the methods used to translate findings between mouse and human brains. Previously, we showed that the brains of primates can be compared in a direct quantitative manner using a common reference space built from white matter tractography data (Mars et al., 2018b). Here, we extend the common space approach to evaluate the similarity of mouse and human brain regions using openly accessible brain-wide transcriptomic data sets. We show that mouse-human homologous genes capture broad patterns of neuroanatomical organization, but the resolution of cross-species correspondences can be improved using a novel supervised machine learning approach. Using this method, we demonstrate that sensorimotor subdivisions of the neocortex exhibit greater similarity between species, compared with supramodal subdivisions, and mouse isocortical regions separate into sensorimotor and supramodal clusters based on their similarity to human cortical regions. We also find that mouse and human striatal regions are strongly conserved, with the mouse caudoputamen exhibiting an equal degree of similarity to both the human caudate and putamen.

Funder

Canadian Institutes of Health Research

Wellcome Trust

University of Oxford

National Institutes of Health

Publisher

eLife Sciences Publications, Ltd

Subject

General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,General Medicine,General Neuroscience

Reference62 articles.

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5. Controlling the false discovery rate: a practical and powerful approach to multiple testing;Benjamini;Journal of the Royal Statistical Society,1995

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