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.
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页数:20
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共 84 条
[1]   Single-cell analysis of human glioma and immune cells identifies S100A4 as an immunotherapy target [J].
Abdelfattah, Nourhan ;
Kumar, Parveen ;
Wang, Caiyi ;
Leu, Jia-Shiun ;
Flynn, William F. ;
Gao, Ruli ;
Baskin, David S. ;
Pichumani, Kumar ;
Ijare, Omkar B. ;
Wood, Stephanie L. ;
Powell, Suzanne Z. ;
Haviland, David L. ;
Kerrigan, Brittany C. Parker ;
Lang, Frederick F. ;
Prabhu, Sujit S. ;
Huntoon, Kristin M. ;
Jiang, Wen ;
Kim, Betty Y. S. ;
George, Joshy ;
Yun, Kyuson .
NATURE COMMUNICATIONS, 2022, 13 (01)
[2]   Spatially and functionally distinct subclasses of breast cancer-associated fibroblasts revealed by single cell RNA sequencing [J].
Bartoschek, Michael ;
Oskolkov, Nikolay ;
Bocci, Matteo ;
Lovrot, John ;
Larsson, Christer ;
Sommarin, Mikael ;
Madsen, Chris D. ;
Lindgren, David ;
Pekar, Gyula ;
Karlsson, Goran ;
Ringner, Markus ;
Bergh, Jonas ;
Bjorklund, Asa ;
Pietras, Kristian .
NATURE COMMUNICATIONS, 2018, 9
[3]   Dissecting the treatment-naive ecosystem of human melanoma brain metastasis [J].
Biermann, Jana ;
Melms, Johannes C. ;
Amin, Amit Dipak ;
Wang, Yiping ;
Caprio, Lindsay A. ;
Karz, Alcida ;
Tagore, Somnath ;
Barrera, Irving ;
Ibarra-Arellano, Miguel A. ;
Andreatta, Massimo ;
Fullerton, Benjamin T. ;
Gretarsson, Kristjan H. ;
Sahu, Varun ;
Mangipudy, Vaibhav S. ;
Nguyen, Trang T. T. ;
Nair, Ajay ;
Rogava, Meri ;
Ho, Patricia ;
Koch, Peter D. ;
Banu, Matei ;
Humala, Nelson ;
Mahajan, Aayushi ;
Walsh, Zachary H. ;
Shah, Shivem B. ;
Vaccaro, Daniel H. ;
Caldwell, Blake ;
Mu, Michael ;
Wuennemann, Florian ;
Chazotte, Margot ;
Berhe, Simon ;
Luoma, Adrienne M. ;
Driver, Joseph ;
Ingham, Matthew ;
Khan, Shaheer A. ;
Rapisuwon, Suthee ;
Slingluff, Craig L., Jr. ;
Eigentler, Thomas ;
Roecken, Martin ;
Carvajal, Richard ;
Atkins, Michael B. ;
Davies, Michael A. ;
Agustinus, Albert ;
Bakhoum, Samuel F. ;
Azizi, Elham ;
Siegelin, Markus ;
Lu, Chao ;
Carmona, Santiago J. ;
Hibshoosh, Hanina ;
Ribas, Antoni ;
Canoll, Peter .
CELL, 2022, 185 (14) :2591-+
[4]   Regression of Glioblastoma after Chimeric Antigen Receptor T-Cell Therapy [J].
Brown, Christine E. ;
Alizadeh, Darya ;
Starr, Renate ;
Weng, Lihong ;
Wagner, Jamie R. ;
Naranjo, Araceli ;
Ostberg, Julie R. ;
Blanchard, M. Suzette ;
Kilpatrick, Julie ;
Simpson, Jennifer ;
Kurien, Anita ;
Priceman, Saul J. ;
Wang, Xiuli ;
Harshbarger, Todd L. ;
D'Apuzzo, Massimo ;
Ressler, Julie A. ;
Jensen, Michael C. ;
Barish, Michael E. ;
Chen, Mike ;
Portnow, Jana ;
Forman, Stephen J. ;
Badie, Behnam .
NEW ENGLAND JOURNAL OF MEDICINE, 2016, 375 (26) :2561-2569
[5]   Single-cell RNA-sequencing of migratory breast cancer cells: discovering genes associated with cancer metastasis [J].
Chen, Yu-Chih ;
Sahoo, Saswat ;
Brien, Riley ;
Jung, Seungwon ;
Humphries, Brock ;
Lee, Woncheol ;
Cheng, Yu-Heng ;
Zhang, Zhixiong ;
Luker, Kathryn E. ;
Wicha, Max S. ;
Luker, Gary D. ;
Yoon, Euisik .
ANALYST, 2019, 144 (24) :7296-7309
[6]   Glioblastoma-associated stromal cells (GASCs) from histologically normal surgical margins have a myofibroblast phenotype and angiogenic properties [J].
Clavreul, Anne ;
Guette, Catherine ;
Faguer, Rogatien ;
Tetaud, Clement ;
Boissard, Alice ;
Lemaire, Laurent ;
Rousseau, Audrey ;
Avril, Tony ;
Henry, Cecile ;
Coqueret, Olivier ;
Menei, Philippe .
JOURNAL OF PATHOLOGY, 2014, 233 (01) :74-88
[7]  
Cords L, 2022, bioRxiv, DOI [10.1101/2022.12.14.520398, 10.1101/2022.12.14.520398, DOI 10.1101/2022.12.14.520398]
[8]   Fibroblast Heterogeneity and Immunosuppressive Environment in Human Breast Cancer [J].
Costa, Ana ;
Kieffer, Yann ;
Scholer-Dahirel, Alix ;
Pelon, Floriane ;
Bourachot, Brigitte ;
Cardon, Melissa ;
Sirven, Philemon ;
Magagna, Ilaria ;
Fuhrmann, Laetitia ;
Bernard, Charles ;
Bonneau, Claire ;
Kondratova, Maria ;
Kuperstein, Inna ;
Zinovyev, Andrei ;
Givel, Anne-Marie ;
Parrini, Maria-Carla ;
Soumelis, Vassili ;
Vincent-Salomon, Anne ;
Mechta-Grigoriou, Fatima .
CANCER CELL, 2018, 33 (03) :463-+
[9]   Single-Cell Transcriptomics of Glioblastoma Reveals a Unique Tumor Microenvironment and Potential Immunotherapeutic Target Against Tumor-Associated Macrophage [J].
Cui, Xiaoteng ;
Wang, Qixue ;
Zhou, Junhu ;
Wang, Yunfei ;
Xu, Can ;
Tong, Fei ;
Wang, Hongjun ;
Kang, Chunsheng .
FRONTIERS IN ONCOLOGY, 2021, 11
[10]   Alveolar progenitor cells and the origin of lung cancer [J].
de Aja, J. Sainz ;
Dost, A. F. M. ;
Kim, C. F. .
JOURNAL OF INTERNAL MEDICINE, 2021, 289 (05) :629-635