Comprehensive integrated single-cell RNA sequencing analysis of brain metastasis and glioma microenvironment: Contrasting heterogeneity landscapes

被引:3
作者
Sajjadi, Seyedeh Fatemeh [1 ]
Salehi, Najmeh [1 ]
Sadeghi, Mehdi [1 ,2 ]
机构
[1] Inst Res Fundamental Sci IPM, Sch Biol Sci, Tehran, Iran
[2] Natl Inst Genet Engn & Biotechnol NIGEB, Tehran, Iran
关键词
BREAST-CANCER; REVEALS; GLIOBLASTOMA; TUMORS;
D O I
10.1371/journal.pone.0306220
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Understanding the specific type of brain malignancy, source of brain metastasis, and underlying transformation mechanisms can help provide better treatment and less harm to patients. The tumor microenvironment plays a fundamental role in cancer progression and affects both primary and metastatic cancers. The use of single-cell RNA sequencing to gain insights into the heterogeneity profiles in the microenvironment of brain malignancies is useful for guiding treatment decisions. To comprehensively investigate the heterogeneity in gliomas and brain metastasis originating from different sources (lung and breast), we integrated data from three groups of single-cell RNA-sequencing datasets obtained from GEO. We gathered and processed single-cell RNA sequencing data from 90,168 cells obtained from 17 patients. We then employed the R package Seurat for dataset integration. Next, we clustered the data within the UMAP space and acquired differentially expressed genes for cell categorization. Our results underscore the significance of macrophages as abundant and pivotal constituents of gliomas. In contrast, lung-to-brain metastases exhibit elevated numbers of AT2, cytotoxic CD4+ T, and exhausted CD8+ T cells. Conversely, breast-to-brain metastases are characterized by an abundance of epithelial and myCAF cells. Our study not only illuminates the variation in the TME between brain metastasis with different origins but also opens the door to utilizing established markers for these cell types to differentiate primary brain metastatic cancers.
引用
收藏
页数:20
相关论文
共 84 条
[51]   The Microenvironmental Landscape of Brain Tumors [J].
Quail, Daniela F. ;
Joyce, Johanna A. .
CANCER CELL, 2017, 31 (03) :326-341
[52]   Single cell RNA sequencing for breast cancer: present and future [J].
Ren, Lili ;
Li, Junyi ;
Wang, Chuhan ;
Lou, Zheqi ;
Gao, Shuangshu ;
Zhao, Lingyu ;
Wang, Shuoshuo ;
Chaulagain, Anita ;
Zhang, Minghui ;
Li, Xiaobo ;
Tang, Jing .
CELL DEATH DISCOVERY, 2021, 7 (01)
[53]   CD4+T Cells: Multitasking Cells in the Duty of Cancer Immunotherapy [J].
Richardson, Jennifer R. ;
Schoellhorn, Anna ;
Gouttefangeas, Cecile ;
Schuhmacher, Juliane .
CANCERS, 2021, 13 (04) :1-19
[54]   Immune cell profiling of the cerebrospinal fluid enables the characterization of the brain metastasis microenvironment [J].
Rubio-Perez, Carlota ;
Planas-Rigol, Ester ;
Trincado, Juan L. ;
Bonfill-Teixidor, Ester ;
Arias, Alexandra ;
Marchese, Domenica ;
Moutinho, Catia ;
Serna, Garazi ;
Pedrosa, Leire ;
Iurlaro, Raffaella ;
Martinez-Ricarte, Francisco ;
Escudero, Laura ;
Cordero, Esteban ;
Cicuendez, Marta ;
Ruiz, Sara ;
Parra, Genis ;
Nuciforo, Paolo ;
Gonzalez, Josep ;
Pineda, Estela ;
Sahuquillo, Juan ;
Tabernero, Josep ;
Heyn, Holger ;
Seoane, Joan .
NATURE COMMUNICATIONS, 2021, 12 (01)
[55]   Integration and gene co-expression network analysis of scRNA-seq transcriptomes reveal heterogeneity and key functional genes in human spermatogenesis [J].
Salehi, Najmeh ;
Karimi-Jafari, Mohammad Hossein ;
Totonchi, Mehdi ;
Amiri-Yekta, Amir .
SCIENTIFIC REPORTS, 2021, 11 (01)
[56]   Single-Cell Transcriptomic Analysis of Tumor-Derived Fibroblasts and Normal Tissue-Resident Fibroblasts Reveals Fibroblast Heterogeneity in Breast Cancer [J].
Sebastian, Aimy ;
Hum, Nicholas R. ;
Martin, Kelly A. ;
Gilmore, Sean F. ;
Peran, Ivana ;
Byers, Stephen W. ;
Wheeler, Elizabeth K. ;
Coleman, Matthew A. ;
Loots, Gabriela G. .
CANCERS, 2020, 12 (05)
[57]   Brain metastasis: New opportunities to tackle therapeutic resistance [J].
Seoane, Joan ;
De Mattos-Arruda, Leticia .
MOLECULAR ONCOLOGY, 2014, 8 (06) :1120-1131
[58]   Inflammation, Immunity, and Cancer [J].
Singh, Rajesh ;
Mishra, Manoj Kumar ;
Aggarwal, Himanshu .
MEDIATORS OF INFLAMMATION, 2017, 2017
[59]   Article Distinct phenotypic states and spatial distribution of CD8+ T cell clonotypes in human brain metastases [J].
Sudmeier, Lisa J. ;
Hoang, Kimberly B. ;
Nduom, Edjah K. ;
Wieland, Andreas ;
Neill, Stewart G. ;
Schniederjan, Matthew J. ;
Ramalingam, Suresh S. ;
Olson, Jeffrey J. ;
Ahmed, Rafi ;
Hudson, William H. .
CELL REPORTS MEDICINE, 2022, 3 (05)
[60]   Single-cell RNA sequencing reveals cellular and molecular reprograming landscape of gliomas and lung cancer brain metastases [J].
Sun, He-Fen ;
Li, Liang-Dong ;
Lao, I-Weng ;
Li, Xuan ;
Xu, Bao-Jin ;
Cao, Yi-Qun ;
Jin, Wei .
CLINICAL AND TRANSLATIONAL MEDICINE, 2022, 12 (11)