Cargando…
A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections
The embryonic mouse brain undergoes drastic changes in establishing basic anatomical compartments and laying out major axonal connections of the developing brain. Correlating anatomical changes with gene-expression patterns is an essential step toward understanding the mechanisms regulating brain de...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8851557/ https://www.ncbi.nlm.nih.gov/pubmed/35165149 http://dx.doi.org/10.1073/pnas.2111869119 |
_version_ | 1784652844652036096 |
---|---|
author | Wu, Dan Richards, Linda J. Zhao, Zhiyong Cao, Zuozhen Luo, Wanrong Shao, Wei Shi, Song-Hai Miller, Michael I. Mori, Susumu Blackshaw, Seth Zhang, Jiangyang |
author_facet | Wu, Dan Richards, Linda J. Zhao, Zhiyong Cao, Zuozhen Luo, Wanrong Shao, Wei Shi, Song-Hai Miller, Michael I. Mori, Susumu Blackshaw, Seth Zhang, Jiangyang |
author_sort | Wu, Dan |
collection | PubMed |
description | The embryonic mouse brain undergoes drastic changes in establishing basic anatomical compartments and laying out major axonal connections of the developing brain. Correlating anatomical changes with gene-expression patterns is an essential step toward understanding the mechanisms regulating brain development. Traditionally, this is done in a cross-sectional manner, but the dynamic nature of development calls for probing gene–neuroanatomy interactions in a combined spatiotemporal domain. Here, we present a four-dimensional (4D) spatiotemporal continuum of the embryonic mouse brain from E10.5 to E15.5 reconstructed from diffusion magnetic resonance microscopy (dMRM) data. This study achieved unprecedented high-definition dMRM at 30- to 35-µm isotropic resolution, and together with computational neuroanatomy techniques, we revealed both morphological and microscopic changes in the developing brain. We transformed selected gene-expression data to this continuum and correlated them with the dMRM-based neuroanatomical changes in embryonic brains. Within the continuum, we identified distinct developmental modes comprising regional clusters that shared developmental trajectories and similar gene-expression profiles. Our results demonstrate how this 4D continuum can be used to examine spatiotemporal gene–neuroanatomical interactions by connecting upstream genetic events with anatomical changes that emerge later in development. This approach would be useful for large-scale analysis of the cooperative roles of key genes in shaping the developing brain. |
format | Online Article Text |
id | pubmed-8851557 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-88515572022-08-14 A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections Wu, Dan Richards, Linda J. Zhao, Zhiyong Cao, Zuozhen Luo, Wanrong Shao, Wei Shi, Song-Hai Miller, Michael I. Mori, Susumu Blackshaw, Seth Zhang, Jiangyang Proc Natl Acad Sci U S A Biological Sciences The embryonic mouse brain undergoes drastic changes in establishing basic anatomical compartments and laying out major axonal connections of the developing brain. Correlating anatomical changes with gene-expression patterns is an essential step toward understanding the mechanisms regulating brain development. Traditionally, this is done in a cross-sectional manner, but the dynamic nature of development calls for probing gene–neuroanatomy interactions in a combined spatiotemporal domain. Here, we present a four-dimensional (4D) spatiotemporal continuum of the embryonic mouse brain from E10.5 to E15.5 reconstructed from diffusion magnetic resonance microscopy (dMRM) data. This study achieved unprecedented high-definition dMRM at 30- to 35-µm isotropic resolution, and together with computational neuroanatomy techniques, we revealed both morphological and microscopic changes in the developing brain. We transformed selected gene-expression data to this continuum and correlated them with the dMRM-based neuroanatomical changes in embryonic brains. Within the continuum, we identified distinct developmental modes comprising regional clusters that shared developmental trajectories and similar gene-expression profiles. Our results demonstrate how this 4D continuum can be used to examine spatiotemporal gene–neuroanatomical interactions by connecting upstream genetic events with anatomical changes that emerge later in development. This approach would be useful for large-scale analysis of the cooperative roles of key genes in shaping the developing brain. National Academy of Sciences 2022-02-14 2022-02-15 /pmc/articles/PMC8851557/ /pubmed/35165149 http://dx.doi.org/10.1073/pnas.2111869119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Biological Sciences Wu, Dan Richards, Linda J. Zhao, Zhiyong Cao, Zuozhen Luo, Wanrong Shao, Wei Shi, Song-Hai Miller, Michael I. Mori, Susumu Blackshaw, Seth Zhang, Jiangyang A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
title | A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
title_full | A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
title_fullStr | A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
title_full_unstemmed | A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
title_short | A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
title_sort | diffusion mri-based spatiotemporal continuum of the embryonic mouse brain for probing gene–neuroanatomy connections |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8851557/ https://www.ncbi.nlm.nih.gov/pubmed/35165149 http://dx.doi.org/10.1073/pnas.2111869119 |
work_keys_str_mv | AT wudan adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT richardslindaj adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT zhaozhiyong adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT caozuozhen adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT luowanrong adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT shaowei adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT shisonghai adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT millermichaeli adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT morisusumu adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT blackshawseth adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT zhangjiangyang adiffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT wudan diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT richardslindaj diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT zhaozhiyong diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT caozuozhen diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT luowanrong diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT shaowei diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT shisonghai diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT millermichaeli diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT morisusumu diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT blackshawseth diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections AT zhangjiangyang diffusionmribasedspatiotemporalcontinuumoftheembryonicmousebrainforprobinggeneneuroanatomyconnections |