Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures

Abstract Background The presence of tumor-associated stroma and tumor-infiltrated immune cells have been largely reported across glioblastomas. Tumor purity, defined as the proportion of tumor cells in the tumor, was associated with the genomic and clinicopathologic features of the tumor and may alt...

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Main Authors: Yi Xiong, Zujian Xiong, Hang Cao, Chang Li, Siyi Wanggou, Xuejun Li
Format: Article
Language:English
Published: BMC 2020-01-01
Series:Cancer Cell International
Subjects:
Online Access:https://doi.org/10.1186/s12935-020-1116-3
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spelling doaj-204ec5e56074494c8a55eb79c781d46d2021-01-31T16:10:06ZengBMCCancer Cell International1475-28672020-01-0120111210.1186/s12935-020-1116-3Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signaturesYi Xiong0Zujian Xiong1Hang Cao2Chang Li3Siyi Wanggou4Xuejun Li5Department of Neurosurgery, Xiangya Hospital, Central South UniversityDepartment of Neurosurgery, Xiangya Hospital, Central South UniversityDepartment of Neurosurgery, Xiangya Hospital, Central South UniversityDepartment of Neurosurgery, Xiangya Hospital, Central South UniversityDepartment of Neurosurgery, Xiangya Hospital, Central South UniversityDepartment of Neurosurgery, Xiangya Hospital, Central South UniversityAbstract Background The presence of tumor-associated stroma and tumor-infiltrated immune cells have been largely reported across glioblastomas. Tumor purity, defined as the proportion of tumor cells in the tumor, was associated with the genomic and clinicopathologic features of the tumor and may alter the interpretation of glioblastoma biology. Methods We use an integrative approach to infer tumor purity based on multi-omic data and comprehensively evaluate the impact of tumor purity on glioblastoma (GBM) prognosis, genomic profiling, and the immune microenvironment in the Cancer Genome Atlas Consortium (TCGA) cohort. Results We found that low tumor purity was significantly associated with reduced survival time. Additionally, we established a purity-relevant 5-gene signature that was an independent prognostic biomarker and validated it in the TCGA, CGGA and GSE4412 cohort. Moreover, we correlated tumor purity with genomic characteristics and tumor microenvironment. We identified that gamma delta T cells in glioblastoma microenvironment were positively correlated with purity and served as a marker for favorable prognosis, which was validated in both TCGA and CGGA dataset. Conclusions We observe the potential confounding effects of tumor purity on GBM clinical and molecular information interpretation. GBM microenvironment could be purity-dependent, which provides new insights into the clinical implications of glioblastoma.https://doi.org/10.1186/s12935-020-1116-3Tumor purityGlioblastomaTumor immunityTumor heterogeneityTumor microenvironment
collection DOAJ
language English
format Article
sources DOAJ
author Yi Xiong
Zujian Xiong
Hang Cao
Chang Li
Siyi Wanggou
Xuejun Li
spellingShingle Yi Xiong
Zujian Xiong
Hang Cao
Chang Li
Siyi Wanggou
Xuejun Li
Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
Cancer Cell International
Tumor purity
Glioblastoma
Tumor immunity
Tumor heterogeneity
Tumor microenvironment
author_facet Yi Xiong
Zujian Xiong
Hang Cao
Chang Li
Siyi Wanggou
Xuejun Li
author_sort Yi Xiong
title Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
title_short Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
title_full Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
title_fullStr Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
title_full_unstemmed Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
title_sort multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures
publisher BMC
series Cancer Cell International
issn 1475-2867
publishDate 2020-01-01
description Abstract Background The presence of tumor-associated stroma and tumor-infiltrated immune cells have been largely reported across glioblastomas. Tumor purity, defined as the proportion of tumor cells in the tumor, was associated with the genomic and clinicopathologic features of the tumor and may alter the interpretation of glioblastoma biology. Methods We use an integrative approach to infer tumor purity based on multi-omic data and comprehensively evaluate the impact of tumor purity on glioblastoma (GBM) prognosis, genomic profiling, and the immune microenvironment in the Cancer Genome Atlas Consortium (TCGA) cohort. Results We found that low tumor purity was significantly associated with reduced survival time. Additionally, we established a purity-relevant 5-gene signature that was an independent prognostic biomarker and validated it in the TCGA, CGGA and GSE4412 cohort. Moreover, we correlated tumor purity with genomic characteristics and tumor microenvironment. We identified that gamma delta T cells in glioblastoma microenvironment were positively correlated with purity and served as a marker for favorable prognosis, which was validated in both TCGA and CGGA dataset. Conclusions We observe the potential confounding effects of tumor purity on GBM clinical and molecular information interpretation. GBM microenvironment could be purity-dependent, which provides new insights into the clinical implications of glioblastoma.
topic Tumor purity
Glioblastoma
Tumor immunity
Tumor heterogeneity
Tumor microenvironment
url https://doi.org/10.1186/s12935-020-1116-3
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