Host genetics maps to behaviour and brain structure in developmental mice

Abstract Gene-environment interactions in the postnatal period have a long-term impact on neurodevelopment. To effectively assess neurodevelopment in the mouse, we developed a behavioural pipeline that incorporates several validated behavioural tests to measure translationally relevant milestones of...

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Main Authors: Sarah Asbury, Jonathan K. Y. Lai, Kelly C. Rilett, Zeeshan Haqqee, Benjamin C. Darwin, Jacob Ellegood, Jason P. Lerch, Jane A. Foster
Format: Article
Language:English
Published: BMC 2025-01-01
Series:Behavioral and Brain Functions
Subjects:
Online Access:https://doi.org/10.1186/s12993-024-00261-y
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author Sarah Asbury
Jonathan K. Y. Lai
Kelly C. Rilett
Zeeshan Haqqee
Benjamin C. Darwin
Jacob Ellegood
Jason P. Lerch
Jane A. Foster
author_facet Sarah Asbury
Jonathan K. Y. Lai
Kelly C. Rilett
Zeeshan Haqqee
Benjamin C. Darwin
Jacob Ellegood
Jason P. Lerch
Jane A. Foster
author_sort Sarah Asbury
collection DOAJ
description Abstract Gene-environment interactions in the postnatal period have a long-term impact on neurodevelopment. To effectively assess neurodevelopment in the mouse, we developed a behavioural pipeline that incorporates several validated behavioural tests to measure translationally relevant milestones of behaviour in mice. The behavioral phenotype of 1060 wild type and genetically-modified mice was examined followed by structural brain imaging at 4 weeks of age. The influence of genetics, sex, and early life stress on behaviour and neuroanatomy was determined using traditional statistical and machine learning methods. Analytical results demonstrated that neuroanatomical diversity was primarily associated with genotype whereas behavioural phenotypic diversity was observed to be more susceptible to gene-environment variation. We describe a standardized mouse phenotyping pipeline, termed the Developmental Behavioural Milestones (DBM) Pipeline released alongside the 1000 Mouse Developmental Behavioural Milestones (1000 Mouse DBM) database to institute a novel framework for reproducible interventional neuroscience research.
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series Behavioral and Brain Functions
spelling doaj-art-b8ca18c6065b4fe395c1cdf41426edbf2025-01-05T12:41:49ZengBMCBehavioral and Brain Functions1744-90812025-01-0121112010.1186/s12993-024-00261-yHost genetics maps to behaviour and brain structure in developmental miceSarah Asbury0Jonathan K. Y. Lai1Kelly C. Rilett2Zeeshan Haqqee3Benjamin C. Darwin4Jacob Ellegood5Jason P. Lerch6Jane A. Foster7Department of Psychiatry and Behavioural Neurosciences, McMaster UniversityDepartment of Psychiatry and Behavioural Neurosciences, McMaster UniversityDepartment of Psychiatry and Behavioural Neurosciences, McMaster UniversityDepartment of Psychiatry and Behavioural Neurosciences, McMaster UniversityMouse Imaging Centre, The Hospital for Sick ChildrenMouse Imaging Centre, The Hospital for Sick ChildrenMouse Imaging Centre, The Hospital for Sick ChildrenDepartment of Psychiatry and Behavioural Neurosciences, McMaster UniversityAbstract Gene-environment interactions in the postnatal period have a long-term impact on neurodevelopment. To effectively assess neurodevelopment in the mouse, we developed a behavioural pipeline that incorporates several validated behavioural tests to measure translationally relevant milestones of behaviour in mice. The behavioral phenotype of 1060 wild type and genetically-modified mice was examined followed by structural brain imaging at 4 weeks of age. The influence of genetics, sex, and early life stress on behaviour and neuroanatomy was determined using traditional statistical and machine learning methods. Analytical results demonstrated that neuroanatomical diversity was primarily associated with genotype whereas behavioural phenotypic diversity was observed to be more susceptible to gene-environment variation. We describe a standardized mouse phenotyping pipeline, termed the Developmental Behavioural Milestones (DBM) Pipeline released alongside the 1000 Mouse Developmental Behavioural Milestones (1000 Mouse DBM) database to institute a novel framework for reproducible interventional neuroscience research.https://doi.org/10.1186/s12993-024-00261-yNeurodevelopmentStructural MRIRandom forestMachine learningEarly life stress
spellingShingle Sarah Asbury
Jonathan K. Y. Lai
Kelly C. Rilett
Zeeshan Haqqee
Benjamin C. Darwin
Jacob Ellegood
Jason P. Lerch
Jane A. Foster
Host genetics maps to behaviour and brain structure in developmental mice
Behavioral and Brain Functions
Neurodevelopment
Structural MRI
Random forest
Machine learning
Early life stress
title Host genetics maps to behaviour and brain structure in developmental mice
title_full Host genetics maps to behaviour and brain structure in developmental mice
title_fullStr Host genetics maps to behaviour and brain structure in developmental mice
title_full_unstemmed Host genetics maps to behaviour and brain structure in developmental mice
title_short Host genetics maps to behaviour and brain structure in developmental mice
title_sort host genetics maps to behaviour and brain structure in developmental mice
topic Neurodevelopment
Structural MRI
Random forest
Machine learning
Early life stress
url https://doi.org/10.1186/s12993-024-00261-y
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