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Sussman JH, Oldridge DA, Yu W, Chen CH, Zellmer AM, Rong J, Parvaresh-Rizi A, Thadi A, Xu J, Bandyopadhyay S, Sun Y, Wu D, Emerson Hunter C, Brosius S, Ahn KJ, Baxter AE, Koptyra MP, Vanguri RS, McGrory S, Resnick AC, Storm PB, Amankulor NM, Santi M, Viaene AN, Zhang N, Raedt TD, Cole K, Tan K. A longitudinal single-cell and spatial multiomic atlas of pediatric high-grade glioma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.06.583588. [PMID: 38496580 PMCID: PMC10942465 DOI: 10.1101/2024.03.06.583588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
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.
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Affiliation(s)
- Jonathan H. Sussman
- Medical Scientist Training Program, Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA
- Graduate Group in Genomics and Computational Biology, Perelman
School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Derek A. Oldridge
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Wenbao Yu
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
- Department of Pediatrics, University of Pennsylvania Perelman
School of Medicine, Philadelphia, PA
| | - Chia-Hui Chen
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
| | - Abigail M. Zellmer
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Jiazhen Rong
- Graduate Group in Genomics and Computational Biology, Perelman
School of Medicine, University of Pennsylvania, Philadelphia, PA
- Department of Statistics and Data Science, University of
Pennsylvania, Philadelphia, PA
| | | | - Anusha Thadi
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
| | - Jason Xu
- Medical Scientist Training Program, Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA
- Graduate Group in Genomics and Computational Biology, Perelman
School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Shovik Bandyopadhyay
- Medical Scientist Training Program, Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA
- Cellular and Molecular Biology Graduate Group, Perelman School of
Medicine, University of Pennsylvania, PA
| | - Yusha Sun
- Medical Scientist Training Program, Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA
- Neuroscience Graduate Group, Perelman School of Medicine,
University of Pennsylvania, PA
| | - David Wu
- Medical Scientist Training Program, Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA
- Graduate Group in Genomics and Computational Biology, Perelman
School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - C. Emerson Hunter
- Medical Scientist Training Program, Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA
- Graduate Group in Genomics and Computational Biology, Perelman
School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Stephanie Brosius
- Graduate Group in Genomics and Computational Biology, Perelman
School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Kyung Jin Ahn
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
| | - Amy E. Baxter
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Mateusz P. Koptyra
- Department of Neurosurgery, Children’s Hospital of
Philadelphia, Philadelphia, PA
| | - Rami S. Vanguri
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Stephanie McGrory
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
| | - Adam C. Resnick
- Department of Neurosurgery, Children’s Hospital of
Philadelphia, Philadelphia, PA
| | - Phillip B. Storm
- Department of Neurosurgery, Children’s Hospital of
Philadelphia, Philadelphia, PA
| | - Nduka M. Amankulor
- Department of Neurosurgery, Perelman School of Medicine,
Philadelphia, PA
| | - Mariarita Santi
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Angela N. Viaene
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
| | - Nancy Zhang
- Department of Statistics and Data Science, University of
Pennsylvania, Philadelphia, PA
| | - Thomas De Raedt
- Department of Pathology and Laboratory Medicine, Perelman School
of Medicine at the University of Pennsylvania, Philadelphia, PA
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
| | - Kristina Cole
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
- Department of Pediatrics, University of Pennsylvania Perelman
School of Medicine, Philadelphia, PA
| | - Kai Tan
- Center for Childhood Cancer Research, Children’s Hospital
of Philadelphia, Philadelphia, PA
- Department of Pediatrics, University of Pennsylvania Perelman
School of Medicine, Philadelphia, PA
- Center for Single Cell Biology, Children’s Hospital of
Philadelphia, Philadelphia, PA
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