bioRxivCancer Biology
A longitudinal single-cell and spatial multiomic atlas of pediatric high-grade glioma
J. H. Sussman, D. A. Oldridge, W. Yu, C.-H. Chen, A. M. Zellmer, J. Rong, A. Parvaresh-Rizi, A. Thadi, J. Xu, S. Bandyopadhyay, Y. Sun, D. Wu, C. E. Hunter, S. Brosius, K. J. Ahn, A. E. Baxter, M. P. Koptyra, R. Vanguri, S. McGrory, A. C. Resnick, P. B. Storm, N. M. Amankulor, M. Santi, A. N. Viaene, N. Zhang, , K. Tan
Abstract
Pediatric high-grade glioma (pHGG) is an incurable central nervous system malignancy that is a leading cause of pediatric cancer death. While pHGG shares many similarities to adult glioma, it is increasingly recognized as a molecularly distinct, yet highly heterogeneous disease. In this study, we longitudinally profiled a molecularly diverse cohort of 16 pHGG patients before and after standard therapy through single-nucleus RNA and ATAC sequencing, whole-genome sequencing, and CODEX spatial proteomics to capture the evolution of the tumor microenvironment during progression following treatment. We found that the canonical neoplastic cell phenotypes of adult glioblastoma are insufficient to capture the range of tumor cell states in a pediatric cohort and observed differential tumor-myeloid interactions between malignant cell states. We identified key transcriptional regulators of pHGG cell states and did not observe the marked proneural to mesenchymal shift characteristic of adult glioblastoma. We showed that essential neuromodulators and the interferon response are upregulated post-therapy along with an increase in non-neoplastic oligodendrocytes. Through in vitro pharmacological perturbation, we demonstrated novel malignant cell-intrinsic targets. This multiomic atlas of longitudinal pHGG captures the key features of therapy response that support distinction from its adult counterpart and suggests therapeutic strategies which are targeted to pediatric gliomas.
- organism: human
- assay: scRNA-seq
- assay: scATAC-seq
- assay: whole-genome sequencing
- assay: spatial transcriptomics
- research focus: cell type annotation
- research focus: differential expression
- research focus: drug response / drug discovery
- approach: deep learning
- approach: statistical model
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
- Cancer-myeloid cell invasive program in pediatric-type diffuse high-grade glioma
Cristian Ruiz-Moreno, Raphaël V U Collot, … Hendrik G. Stunnenberg·bioRxiv·Jan 25, 2026
- Patient-Derived Orthotopic Xenografts and Cell Lines from Pediatric High-Grade Glioma Recapitulate the Heterogeneity of Histopathology, Molecular Signatures, and Drug Response
C. He, K. Xu, … S. J. Baker·bioRxiv·Dec 6, 2020
- Single-cell spatial analysis of pediatric high-grade glioma reveals a novel population of SPP1+/GPNMB+ myeloid cells with immunosuppressive and tumor-promoting capabilities
Thijs J M van den Broek, Raoull Hoogendijk, … Anoek Zomer·Neuro-Oncology PediatricsPeer-reviewed·Jul 1, 2025
- Pediatric High Grade Glioma Resources From the Children’s Brain Tumor Tissue Consortium (CBTTC) and Pediatric Brain Tumor Atlas (PBTA)
H. Ijaz, M. P. Koptyra, … K. A. Cole·bioRxiv·May 31, 2019
- Cellular Reprogramming of H3K27M Pediatric High-Grade Glioma to Neuron-like State
Abicumaran Uthamacumaran, Cynthia Horth, … Jacek Majewski·Acta Neuropathologica CommunicationsPeer-reviewed·Dec 30, 2025
- Comprehensive molecular characterization of pediatric treatment-induced high-grade glioma: A distinct entity despite disparate etiologies with defining molecular characteristics and potential therapeutic targets
J. DeSisto, J. T. Lucas, … A. L. Green·bioRxiv·Oct 29, 2019