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1.
Nature ; 624(7991): 355-365, 2023 Dec.
Article in English | MEDLINE | ID: mdl-38092919

ABSTRACT

Single-cell analyses parse the brain's billions of neurons into thousands of 'cell-type' clusters residing in different brain structures1. Many cell types mediate their functions through targeted long-distance projections allowing interactions between specific cell types. Here we used epi-retro-seq2 to link single-cell epigenomes and cell types to long-distance projections for 33,034 neurons dissected from 32 different regions projecting to 24 different targets (225 source-to-target combinations) across the whole mouse brain. We highlight uses of these data for interrogating principles relating projection types to transcriptomics and epigenomics, and for addressing hypotheses about cell types and connections related to genetics. We provide an overall synthesis with 926 statistical comparisons of discriminability of neurons projecting to each target for every source. We integrate this dataset into the larger BRAIN Initiative Cell Census Network atlas, composed of millions of neurons, to link projection cell types to consensus clusters. Integration with spatial transcriptomics further assigns projection-enriched clusters to smaller source regions than the original dissections. We exemplify this by presenting in-depth analyses of projection neurons from the hypothalamus, thalamus, hindbrain, amygdala and midbrain to provide insights into properties of those cell types, including differentially expressed genes, their associated cis-regulatory elements and transcription-factor-binding motifs, and neurotransmitter use.


Subject(s)
Brain , Epigenomics , Neural Pathways , Neurons , Animals , Mice , Amygdala , Brain/cytology , Brain/metabolism , Consensus Sequence , Datasets as Topic , Gene Expression Profiling , Hypothalamus/cytology , Mesencephalon/cytology , Neural Pathways/cytology , Neurons/metabolism , Neurotransmitter Agents/metabolism , Regulatory Sequences, Nucleic Acid , Rhombencephalon/cytology , Single-Cell Analysis , Thalamus/cytology , Transcription Factors/metabolism
2.
Nature ; 598(7879): 120-128, 2021 10.
Article in English | MEDLINE | ID: mdl-34616061

ABSTRACT

Mammalian brain cells show remarkable diversity in gene expression, anatomy and function, yet the regulatory DNA landscape underlying this extensive heterogeneity is poorly understood. Here we carry out a comprehensive assessment of the epigenomes of mouse brain cell types by applying single-nucleus DNA methylation sequencing1,2 to profile 103,982 nuclei (including 95,815 neurons and 8,167 non-neuronal cells) from 45 regions of the mouse cortex, hippocampus, striatum, pallidum and olfactory areas. We identified 161 cell clusters with distinct spatial locations and projection targets. We constructed taxonomies of these epigenetic types, annotated with signature genes, regulatory elements and transcription factors. These features indicate the potential regulatory landscape supporting the assignment of putative cell types and reveal repetitive usage of regulators in excitatory and inhibitory cells for determining subtypes. The DNA methylation landscape of excitatory neurons in the cortex and hippocampus varied continuously along spatial gradients. Using this deep dataset, we constructed an artificial neural network model that precisely predicts single neuron cell-type identity and brain area spatial location. Integration of high-resolution DNA methylomes with single-nucleus chromatin accessibility data3 enabled prediction of high-confidence enhancer-gene interactions for all identified cell types, which were subsequently validated by cell-type-specific chromatin conformation capture experiments4. By combining multi-omic datasets (DNA methylation, chromatin contacts, and open chromatin) from single nuclei and annotating the regulatory genome of hundreds of cell types in the mouse brain, our DNA methylation atlas establishes the epigenetic basis for neuronal diversity and spatial organization throughout the mouse cerebrum.


Subject(s)
Brain/cytology , DNA Methylation , Epigenome , Epigenomics , Neurons/classification , Neurons/metabolism , Single-Cell Analysis , Animals , Atlases as Topic , Brain/metabolism , Chromatin/chemistry , Chromatin/genetics , Chromatin/metabolism , Cytosine/chemistry , Cytosine/metabolism , Datasets as Topic , Dentate Gyrus/cytology , Enhancer Elements, Genetic/genetics , Gene Expression Profiling , Hippocampus/cytology , Hippocampus/metabolism , Male , Mice , Mice, Inbred C57BL , Models, Biological , Neural Pathways , Neurons/cytology
3.
Nature ; 598(7879): 167-173, 2021 10.
Article in English | MEDLINE | ID: mdl-34616065

ABSTRACT

Neuronal cell types are classically defined by their molecular properties, anatomy and functions. Although recent advances in single-cell genomics have led to high-resolution molecular characterization of cell type diversity in the brain1, neuronal cell types are often studied out of the context of their anatomical properties. To improve our understanding of the relationship between molecular and anatomical features that define cortical neurons, here we combined retrograde labelling with single-nucleus DNA methylation sequencing to link neural epigenomic properties to projections. We examined 11,827 single neocortical neurons from 63 cortico-cortical and cortico-subcortical long-distance projections. Our results showed unique epigenetic signatures of projection neurons that correspond to their laminar and regional location and projection patterns. On the basis of their epigenomes, intra-telencephalic cells that project to different cortical targets could be further distinguished, and some layer 5 neurons that project to extra-telencephalic targets (L5 ET) formed separate clusters that aligned with their axonal projections. Such separation varied between cortical areas, which suggests that there are area-specific differences in L5 ET subtypes, which were further validated by anatomical studies. Notably, a population of cortico-cortical projection neurons clustered with L5 ET rather than intra-telencephalic neurons, which suggests that a population of L5 ET cortical neurons projects to both targets. We verified the existence of these neurons by dual retrograde labelling and anterograde tracing of cortico-cortical projection neurons, which revealed axon terminals in extra-telencephalic targets including the thalamus, superior colliculus and pons. These findings highlight the power of single-cell epigenomic approaches to connect the molecular properties of neurons with their anatomical and projection properties.


Subject(s)
Cerebral Cortex/cytology , Cerebral Cortex/metabolism , Epigenome , Epigenomics , Neural Pathways , Neurons/classification , Neurons/metabolism , Animals , Brain Mapping , Female , Male , Mice , Neurons/cytology
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