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Nuclei Isolation from Fresh Frozen Brain Tumors for Single-Nucleus RNA-seq and ATAC-seq
Published on: August 25, 2020
Single-cell genomics and regulatory networks for 388 human brains
Prashant S Emani1,2, Jason J Liu1,2, Declan Clarke1,2
1Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
This study maps genetic influences on cell gene expression in the brain using single-cell genomics. It reveals cell-type specific regulatory networks linked to aging and neuropsychiatric disorders.
Area of Science:
- Neuroscience
- Genomics
- Computational Biology
Background:
- Single-cell genomics offers insights into complex tissues like the brain.
- Understanding genetic variant effects on cell-level gene expression remains limited.
Purpose of the Study:
- To create a comprehensive resource of single-nuclei multiomics data from the human prefrontal cortex.
- To investigate how genetic variations influence gene expression and regulatory elements across diverse cell types.
- To build predictive models of cell-type specific gene regulation and communication networks.
Main Methods:
- Uniform processing of single-nuclei multiomics data from 2.8 million nuclei across 388 individuals.
- Assessment of population-level variation in expression and chromatin for 28 cell types.
- Identification of cell type-specific regulatory elements and single-cell expression quantitative trait loci (eQTLs).
- Construction of cell-type regulatory and cell-to-cell communication networks.
- Development of an integrative model for imputing and simulating single-cell gene expression.
Main Results:
- Identification of over 550,000 cell type-specific regulatory elements.
- Discovery of more than 1.4 million single-cell eQTLs.
- Construction of regulatory and communication networks revealing cellular changes in aging and neuropsychiatric disorders.
- Prioritization of approximately 250 disease-risk genes and drug targets with associated cell types through an integrative model.
Conclusions:
- The study provides a valuable resource for understanding cell-type specific gene regulation in the human brain.
- The identified networks and models offer insights into the mechanisms underlying aging and neuropsychiatric conditions.
- The findings facilitate the prioritization of potential therapeutic targets and disease-risk genes at a single-cell resolution.
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