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Meta-analysis of single-cell RNA sequencing co-expression in human neural organoids reveals their high variability in recapitulating primary tissue

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  • Jonathan M Werner
  • Jesse Gillis

Abstract

Human neural organoids offer an exciting opportunity for studying inaccessible human-specific brain development; however, it remains unclear how precisely organoids recapitulate fetal/primary tissue biology. We characterize field-wide replicability and biological fidelity through a meta-analysis of single-cell RNA-sequencing data for first and second trimester human primary brain (2.95 million cells, 51 data sets) and neural organoids (1.59 million cells, 173 data sets). We quantify the degree primary tissue cell type marker expression and co-expression are recapitulated in organoids across 10 different protocol types. By quantifying gene-level preservation of primary tissue co-expression, we show neural organoids lie on a spectrum ranging from virtually no signal to co-expression indistinguishable from primary tissue, demonstrating a high degree of variability in biological fidelity among organoid systems. Our preserved co-expression framework provides cell type-specific measures of fidelity applicable to diverse neural organoids, offering a powerful tool for uncovering unifying axes of variation across heterogeneous neural organoid experiments.Although human neural organoids are commonly used to study brain development, it is unclear how well they replicate the biology of primary tissue. These authors conduct a meta-analysis to compare over 170 gene expression profiles between primary tissue and 10 different approaches to obtain neural organoids, and quantify biological fidelity across diverse organoid models.

Suggested Citation

  • Jonathan M Werner & Jesse Gillis, 2024. "Meta-analysis of single-cell RNA sequencing co-expression in human neural organoids reveals their high variability in recapitulating primary tissue," PLOS Biology, Public Library of Science, vol. 22(12), pages 1-34, December.
  • Handle: RePEc:plo:pbio00:3002912
    DOI: 10.1371/journal.pbio.3002912
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