Cargando…
LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology
Pediatric low-grade gliomas (pLGGs) are the most frequent brain tumors in children and comprise a heterogeneous group of tumors with different locations, histologic subtypes, ages at presentation, and clinical behavior. Tumors frequently respond to treatment with chemotherapy or surgical removal, bu...
Autores principales: | , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9165060/ http://dx.doi.org/10.1093/neuonc/noac079.369 |
_version_ | 1784720296793604096 |
---|---|
author | Boisvert, Michelle Perera, Ashwyn A Condurat, Alexandra L Jeang, John Tsai, Jessica W Novikov, Dana Zhou, Kevin Chacon, Madison DiGiacomo, Jeromy Kumbhani, Rushil Wang, Dayle Taylor, Michael D Hansford, Jordan R Ludlow, Louise Jabado, Nada Ligon, Keith L Beroukhim, Rameen Bandopadhayay, Pratiti Jones, David T W |
author_facet | Boisvert, Michelle Perera, Ashwyn A Condurat, Alexandra L Jeang, John Tsai, Jessica W Novikov, Dana Zhou, Kevin Chacon, Madison DiGiacomo, Jeromy Kumbhani, Rushil Wang, Dayle Taylor, Michael D Hansford, Jordan R Ludlow, Louise Jabado, Nada Ligon, Keith L Beroukhim, Rameen Bandopadhayay, Pratiti Jones, David T W |
author_sort | Boisvert, Michelle |
collection | PubMed |
description | Pediatric low-grade gliomas (pLGGs) are the most frequent brain tumors in children and comprise a heterogeneous group of tumors with different locations, histologic subtypes, ages at presentation, and clinical behavior. Tumors frequently respond to treatment with chemotherapy or surgical removal, but they can regrow after a period of quiescence, requiring further therapy. Thus, a deeper understanding of the molecular processes involved in these tumors is required to develop therapeutic strategies that are effective against their disease mechanisms. To better understand the cellular behaviors of this heterogenous group of tumors, we have employed single-cell and single-nuclei RNA sequencing technologies to analyze a large-scale dataset (>250,000 cells) of pLGGs. Analysis of this data identified a heterogenous population of cell types and cell states, detecting mature and progenitor-like astrocytes and oligodendrocytes, as well as cells exhibiting senescence or cycling programs. Moreover, we identify a significant immune infiltrate, comprised primarily of microglia. In addition to heterogeneity within pLGG tumors, heterogeneity between LGG subtypes represents another layer that stratifies pLGG biology. We performed a compositional analysis of the cell types present in these tumors and compared transcription signatures and gene expression programs across shared cellular populations of histologically and genetically distinct pLGGs. Finally, we optimized our integration and batch correction analyses by using external 293T cells as spike in controls during our single-cell and single-nuclei data generation steps to determine the most suitable method for batch-effect removal. Our analysis of human pLGGs at the single-cell and single-nuclei resolution provides critical insight into the heterogenous biological activities that constitute these tumors. |
format | Online Article Text |
id | pubmed-9165060 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-91650602022-06-05 LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology Boisvert, Michelle Perera, Ashwyn A Condurat, Alexandra L Jeang, John Tsai, Jessica W Novikov, Dana Zhou, Kevin Chacon, Madison DiGiacomo, Jeromy Kumbhani, Rushil Wang, Dayle Taylor, Michael D Hansford, Jordan R Ludlow, Louise Jabado, Nada Ligon, Keith L Beroukhim, Rameen Bandopadhayay, Pratiti Jones, David T W Neuro Oncol Low Grade Glioma Pediatric low-grade gliomas (pLGGs) are the most frequent brain tumors in children and comprise a heterogeneous group of tumors with different locations, histologic subtypes, ages at presentation, and clinical behavior. Tumors frequently respond to treatment with chemotherapy or surgical removal, but they can regrow after a period of quiescence, requiring further therapy. Thus, a deeper understanding of the molecular processes involved in these tumors is required to develop therapeutic strategies that are effective against their disease mechanisms. To better understand the cellular behaviors of this heterogenous group of tumors, we have employed single-cell and single-nuclei RNA sequencing technologies to analyze a large-scale dataset (>250,000 cells) of pLGGs. Analysis of this data identified a heterogenous population of cell types and cell states, detecting mature and progenitor-like astrocytes and oligodendrocytes, as well as cells exhibiting senescence or cycling programs. Moreover, we identify a significant immune infiltrate, comprised primarily of microglia. In addition to heterogeneity within pLGG tumors, heterogeneity between LGG subtypes represents another layer that stratifies pLGG biology. We performed a compositional analysis of the cell types present in these tumors and compared transcription signatures and gene expression programs across shared cellular populations of histologically and genetically distinct pLGGs. Finally, we optimized our integration and batch correction analyses by using external 293T cells as spike in controls during our single-cell and single-nuclei data generation steps to determine the most suitable method for batch-effect removal. Our analysis of human pLGGs at the single-cell and single-nuclei resolution provides critical insight into the heterogenous biological activities that constitute these tumors. Oxford University Press 2022-06-03 /pmc/articles/PMC9165060/ http://dx.doi.org/10.1093/neuonc/noac079.369 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the Society for Neuro-Oncology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Low Grade Glioma Boisvert, Michelle Perera, Ashwyn A Condurat, Alexandra L Jeang, John Tsai, Jessica W Novikov, Dana Zhou, Kevin Chacon, Madison DiGiacomo, Jeromy Kumbhani, Rushil Wang, Dayle Taylor, Michael D Hansford, Jordan R Ludlow, Louise Jabado, Nada Ligon, Keith L Beroukhim, Rameen Bandopadhayay, Pratiti Jones, David T W LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
title | LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
title_full | LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
title_fullStr | LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
title_full_unstemmed | LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
title_short | LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
title_sort | lgg-58. understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology |
topic | Low Grade Glioma |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9165060/ http://dx.doi.org/10.1093/neuonc/noac079.369 |
work_keys_str_mv | AT boisvertmichelle lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT pereraashwyna lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT conduratalexandral lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT jeangjohn lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT tsaijessicaw lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT novikovdana lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT zhoukevin lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT chaconmadison lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT digiacomojeromy lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT kumbhanirushil lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT wangdayle lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT taylormichaeld lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT hansfordjordanr lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT ludlowlouise lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT jabadonada lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT ligonkeithl lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT beroukhimrameen lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT bandopadhayaypratiti lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology AT jonesdavidtw lgg58understandingthetranscriptionalheterogeneityofpediatriclowgradegliomasanditsimplicationfortumorpathophysiology |