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1.
Genome Res ; 31(6): 1069-1081, 2021 06.
Article in English | MEDLINE | ID: mdl-34011578

ABSTRACT

Single-cell RNA sequencing (scRNA-seq) is a widely used method for identifying cell types and trajectories in biologically heterogeneous samples, but it is limited in its detection and quantification of lowly expressed genes. This results in missing important biological signals, such as the expression of key transcription factors (TFs) driving cellular differentiation. We show that targeted sequencing of ∼1000 TFs (scCapture-seq) in iPSC-derived neuronal cultures greatly improves the biological information garnered from scRNA-seq. Increased TF resolution enhanced cell type identification, developmental trajectories, and gene regulatory networks. This allowed us to resolve differences among neuronal populations, which were generated in two different laboratories using the same differentiation protocol. ScCapture-seq improved TF-gene regulatory network inference and thus identified divergent patterns of neurogenesis into either excitatory cortical neurons or inhibitory interneurons. Furthermore, scCapture-seq revealed a role for of retinoic acid signaling in the developmental divergence between these different neuronal populations. Our results show that TF targeting improves the characterization of human cellular models and allows identification of the essential differences between cellular populations, which would otherwise be missed in traditional scRNA-seq. scCapture-seq TF targeting represents a cost-effective enhancement of scRNA-seq, which could be broadly applied to improve scRNA-seq resolution.


Subject(s)
Induced Pluripotent Stem Cells , Single-Cell Analysis , Gene Expression Profiling/methods , Gene Regulatory Networks , Humans , Induced Pluripotent Stem Cells/metabolism , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Transcription Factors/genetics , Transcription Factors/metabolism
2.
Addict Biol ; 27(1): e13100, 2022 01.
Article in English | MEDLINE | ID: mdl-34636470

ABSTRACT

Harmful alcohol use is a leading cause of premature death and is associated with age-related disease. Biological ageing is highly variable between individuals and may deviate from chronological ageing, suggesting that biomarkers of biological ageing (derived from DNA methylation or brain structural measures) may be clinically relevant. Here, we investigated the relationships between alcohol phenotypes and both brain and DNA methylation age estimates. First, using data from UK Biobank and Generation Scotland, we tested the association between alcohol consumption (units/week) or hazardous use (Alcohol Use Disorders Identification Test [AUDIT] scores) and accelerated brain and epigenetic ageing in 20,258 and 8051 individuals, respectively. Second, we used Mendelian randomisation (MR) to test for a causal effect of alcohol consumption levels and alcohol use disorder (AUD) on biological ageing. Alcohol use showed a consistent positive association with higher predicted brain age (AUDIT-C: ß = 0.053, p = 3.16 × 10-13 ; AUDIT-P: ß = 0.052, p = 1.6 × 10-13 ; total AUDIT score: ß = 0.062, p = 5.52 × 10-16 ; units/week: ß = 0.078, p = 2.20 × 10-16 ), and two DNA methylation-based estimates of ageing, GrimAge (units/week: ß = 0.053, p = 1.48 × 10-7 ) and PhenoAge (units/week: ß = 0.077, p = 2.18x10-10 ). MR analyses revealed limited evidence for a causal effect of AUD on accelerated brain ageing (ß = 0.118, p = 0.044). However, this result should be interpreted cautiously as the significant effect was driven by a single genetic variant. We found no evidence for a causal effect of alcohol consumption levels on accelerated biological ageing. Future studies investigating the mechanisms associating alcohol use with accelerated biological ageing are warranted.


Subject(s)
Aging/drug effects , Alcoholism/physiopathology , Brain/drug effects , DNA Methylation/drug effects , Age Factors , Genome-Wide Association Study , Genotype , Humans , Mendelian Randomization Analysis , Phenotype , Sex Factors , United Kingdom
3.
Acta Neuropathol Commun ; 11(1): 84, 2023 05 22.
Article in English | MEDLINE | ID: mdl-37217978

ABSTRACT

The myelinated white matter tracts of the central nervous system (CNS) are essential for fast transmission of electrical impulses and are often differentially affected in human neurodegenerative diseases across CNS region, age and sex. We hypothesize that this selective vulnerability is underpinned by physiological variation in white matter glia. Using single nucleus RNA sequencing of human post-mortem white matter samples from the brain, cerebellum and spinal cord and subsequent tissue-based validation we found substantial glial heterogeneity with tissue region: we identified region-specific oligodendrocyte precursor cells (OPCs) that retain developmental origin markers into adulthood, distinguishing them from mouse OPCs. Region-specific OPCs give rise to similar oligodendrocyte populations, however spinal cord oligodendrocytes exhibit markers such as SKAP2 which are associated with increased myelin production and we found a spinal cord selective population particularly equipped for producing long and thick myelin sheaths based on the expression of genes/proteins such as HCN2. Spinal cord microglia exhibit a more activated phenotype compared to brain microglia, suggesting that the spinal cord is a more pro-inflammatory environment, a difference that intensifies with age. Astrocyte gene expression correlates strongly with CNS region, however, astrocytes do not show a more activated state with region or age. Across all glia, sex differences are subtle but the consistent increased expression of protein-folding genes in male donors hints at pathways that may contribute to sex differences in disease susceptibility. These findings are essential to consider for understanding selective CNS pathologies and developing tailored therapeutic strategies.


Subject(s)
Neuroglia , White Matter , Humans , Female , Male , Mice , Animals , Neuroglia/metabolism , Spinal Cord/pathology , Myelin Sheath/metabolism , Oligodendroglia/pathology
4.
Cell Rep ; 39(7): 110811, 2022 05 17.
Article in English | MEDLINE | ID: mdl-35584663

ABSTRACT

Defects in primary cilia, cellular antennas that control multiple intracellular signaling pathways, underlie several neurodevelopmental disorders, but it remains unknown how cilia control essential steps in human brain formation. Here, we show that cilia are present on the apical surface of radial glial cells in human fetal forebrain. Interfering with cilia signaling in human organoids by mutating the INPP5E gene leads to the formation of ventral telencephalic cell types instead of cortical progenitors and neurons. INPP5E mutant organoids also show increased Sonic hedgehog (SHH) signaling, and cyclopamine treatment partially rescues this ventralization. In addition, ciliary expression of SMO, GLI2, GPR161, and several intraflagellar transport (IFT) proteins is increased. Overall, these findings establish the importance of primary cilia for dorsal and ventral patterning in human corticogenesis, indicate a tissue-specific role of INPP5E as a negative regulator of SHH signaling, and have implications for the emerging roles of cilia in the pathogenesis of neurodevelopmental disorders.


Subject(s)
Cilia , Hedgehog Proteins , Phosphoric Monoester Hydrolases , Telencephalon , Cilia/enzymology , Cilia/genetics , Cilia/metabolism , Hedgehog Proteins/genetics , Hedgehog Proteins/metabolism , Humans , Organoids/metabolism , Phosphoric Monoester Hydrolases/metabolism , Telencephalon/enzymology , Telencephalon/metabolism
5.
Life (Basel) ; 11(2)2021 Feb 06.
Article in English | MEDLINE | ID: mdl-33562031

ABSTRACT

Oligodendroglia interact with neurons to support their health and maintain the normal functioning of the central nervous system (CNS). Human oligodendroglia are a highly heterogeneous population characterised by distinct developmental origins and regional differences, as well as variation in cellular states, as evidenced by recent analysis at single-nuclei resolution. Increasingly, there is evidence to suggest that the highly heterogeneous nature of oligodendroglia might underpin their role in a range of CNS disorders, including those with neuropsychiatric symptoms. Understanding the role of oligodendroglial heterogeneity in this group of disorders might pave the way for novel approaches to identify biomarkers and develop treatments.

6.
Nat Commun ; 12(1): 3359, 2021 06 07.
Article in English | MEDLINE | ID: mdl-34099715

ABSTRACT

The mechanisms regulating myelin repair in the adult central nervous system (CNS) are unclear. Here, we identify DNA hydroxymethylation, catalyzed by the Ten-Eleven-Translocation (TET) enzyme TET1, as necessary for myelin repair in young adults and defective in old mice. Constitutive and inducible oligodendrocyte lineage-specific ablation of Tet1 (but not of Tet2), recapitulate this age-related decline in repair of demyelinated lesions. DNA hydroxymethylation and transcriptomic analyses identify TET1-target in adult oligodendrocytes, as genes regulating neuro-glial communication, including the solute carrier (Slc) gene family. Among them, we show that the expression levels of the Na+/K+/Cl- transporter, SLC12A2, are higher in Tet1 overexpressing cells and lower in old or Tet1 knockout. Both aged mice and Tet1 mutants also present inefficient myelin repair and axo-myelinic swellings. Zebrafish mutants for slc12a2b also display swellings of CNS myelinated axons. Our findings suggest that TET1 is required for adult myelin repair and regulation of the axon-myelin interface.


Subject(s)
DNA Methylation , DNA-Binding Proteins/genetics , Gene Expression Profiling/methods , Myelin Sheath/genetics , Proto-Oncogene Proteins/genetics , Remyelination/genetics , Animals , Animals, Genetically Modified , Cells, Cultured , DNA-Binding Proteins/metabolism , Mice, Knockout , Mice, Transgenic , Mutation , Myelin Sheath/metabolism , Oligodendroglia/cytology , Oligodendroglia/metabolism , Proto-Oncogene Proteins/metabolism , RNA-Seq/methods , Solute Carrier Family 12, Member 2/genetics , Solute Carrier Family 12, Member 2/metabolism , Zebrafish/genetics
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