Neuro-Oncology AdvancesBioinformaticsPeer-reviewed journal article
Inferred Developmental Origins of Brain Tumors from Single Cell RNA-Sequencing Data
Su WangiD, Rachel Naomi CurryiD, Malcolm F. McDonaldiD, Hyun Yong KohiD, Anders Wilder EricksoniD, Claudia L. KleinmaniD, Michael D. TayloriD, Ganesh RaoiD, Benjamin DeneeniD, Arif O. HarmanciiD, Akdes Serin HarmancıiD
Abstract
The reactivation of neurodevelopmental programs in cancer highlights parallel biological processes that occur in both normal development and brain tumors. Achieving a deeper understanding of how dysregulated developmental factors play a role in the progression of brain tumors is therefore crucial for identifying potential targets for therapeutic interventions. Single-cell RNA sequencing (scRNA-Seq) provides an opportunity to understand how developmental programs are dysregulated and reinitiated in brain tumors at single-cell resolution. Here, we introduce COORS (Cell Of ORigin like CellS), as a computational tool trained on developmental human brain single-cell datasets that enables annotation of "developmental-like" cell states in brain tumor cells. Applying COORS to various brain cancer datasets, including medulloblastoma (MB), glioma, and diffuse midline glioma (DMG), we identified developmental-like cells that represent putative cells of origin in these tumors. Our work adds to our cumulative understanding of brain tumor heterogeneity and helps pave the way for tailored treatment strategies.
- organism: human
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: benchmarking
- research focus: database / resource
- research focus: software / tool
- approach: statistical model
- Citations
- 8
- FWCI
- 2.40
- Field percentile
- top 12%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Single-cell RNA-seq reveals that glioblastoma recapitulates normal brain development
Charles P. Couturier, Shamini Ayyadhury, … Kevin Petrecca·bioRxiv·Oct 22, 2018
- Mapping pediatric brain tumors to their origins in the developing cerebellum
K. Okonechnikov, P. Joshi, … S. M. Pfister·bioRxiv·Dec 19, 2021
- Reconstructing the regulatory programs underlying the phenotypic plasticity of neural cancers
I. Larsson, F. Held, … S. Nelander·bioRxiv·Mar 10, 2023
- Surveying Brain Tumor Heterogeneity by Single-Cell RNA Sequencing of Multi-sector Biopsies
Kai Yu, Yuqiong Hu, … Xiaodong Su·National Science ReviewPeer-reviewed·May 29, 2020
- Developmental Basis of SHH Medulloblastoma Heterogeneity
M. P. Gold, W. Ong, … E. Fraenkel·bioRxiv·Sep 2, 2022
- Identification of functional immune and neuronal tumor cells in glioma
R. N. Curry, M. F. McDonald, … A. Serin Harmanci·bioRxiv·Nov 5, 2022