Single-cell sequencing reveals the landscape of the human brain metastatic microenvironment

被引:22
作者
Song, Qianqian [1 ]
Ruiz, Jimmy [2 ,3 ]
Xing, Fei [1 ]
Lo, Hui-Wen [4 ]
Craddock, Lou [1 ]
Pullikuth, Ashok K. K. [1 ]
Miller, Lance D. D. [1 ]
Soike, Michael H. H. [5 ]
O'Neill, Stacey S. S. [6 ]
Watabe, Kounosuke [1 ]
Chan, Michael D. D. [7 ]
Su, Jing [8 ]
机构
[1] Wake Forest Univ, Dept Canc Biol, Sch Med, Winston Salem, NC USA
[2] Wake Forest Univ, Dept Med, Hematol & Oncol, Sch Med, Winston Salem, NC 27101 USA
[3] WG Bill Hefner Dept Vet Affairs Med Ctr, Salisbury, NC 28144 USA
[4] Univ Texas Hlth Sci Ctr Houston, McGovern Med Sch, Dept Neurosurg, Houston, TX USA
[5] Univ Alabama Birmingham, Heersink Sch Med, Hazlerig Salter Dept Radiat Oncol, Birmingham, AL USA
[6] Wake Forest Univ, Dept Pathol, Sch Med, Winston Salem, NC USA
[7] Wake Forest Univ, Dept Radiat Oncol, Sch Med, Winston Salem, NC 27101 USA
[8] Indiana Univ Sch Med, Dept Biostat & Hlth Data Sci, Indianapolis, IN 46202 USA
关键词
EXTRACELLULAR-MATRIX; STEREOTACTIC RADIOSURGERY; GENE-EXPRESSION; BREAST-CANCER; LUNG-CANCER; SYSTEM; HETEROGENEITY; PROGNOSIS; SIGNATURE; FAILURE;
D O I
10.1038/s42003-023-05124-2
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Single-cell transcriptomic analysis of brain metastatic samples from 5 patients suggests a central role for fibroblasts in remodeling tumor microenvironments through the type I collagen signaling axis. Brain metastases is the most common intracranial tumor and account for approximately 20% of all systematic cancer cases. It is a leading cause of death in advanced-stage cancer, resulting in a five-year overall survival rate below 10%. Therefore, there is a critical need to identify effective biomarkers that can support frequent surveillance and promote efficient drug guidance in brain metastasis. Recently, the remarkable breakthroughs in single-cell RNA-sequencing (scRNA-seq) technology have advanced our insights into the tumor microenvironment (TME) at single-cell resolution, which offers the potential to unravel the metastasis-related cellular crosstalk and provides the potential for improving therapeutic effects mediated by multifaceted cellular interactions within TME. In this study, we have applied scRNA-seq and profiled 10,896 cells collected from five brain tumor tissue samples originating from breast and lung cancers. Our analysis reveals the presence of various intratumoral components, including tumor cells, fibroblasts, myeloid cells, stromal cells expressing neural stem cell markers, as well as minor populations of oligodendrocytes and T cells. Interestingly, distinct cellular compositions are observed across different samples, indicating the influence of diverse cellular interactions on the infiltration patterns within the TME. Importantly, we identify tumor-associated fibroblasts in both our in-house dataset and external scRNA-seq datasets. These fibroblasts exhibit high expression of type I collagen genes, dominate cell-cell interactions within the TME via the type I collagen signaling axis, and facilitate the remodeling of the TME to a collagen-I-rich extracellular matrix similar to the original TME at primary sites. Additionally, we observe M1 activation in native microglial cells and infiltrated macrophages, which may contribute to a proinflammatory TME and the upregulation of collagen type I expression in fibroblasts. Furthermore, tumor cell-specific receptors exhibit a significant association with patient survival in both brain metastasis and native glioblastoma cases. Taken together, our comprehensive analyses identify type I collagen-secreting tumor-associated fibroblasts as key mediators in metastatic brain tumors and uncover tumor receptors that are potentially associated with patient survival. These discoveries provide potential biomarkers for effective therapeutic targets and intervention strategies.
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页数:13
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共 65 条
  • [11] Cancer Statistics in China, 2015
    Chen, Wanqing
    Zheng, Rongshou
    Baade, Peter D.
    Zhang, Siwei
    Zeng, Hongmei
    Bray, Freddie
    Jemal, Ahmedin
    Yu, Xue Qin
    He, Jie
    [J]. CA-A CANCER JOURNAL FOR CLINICIANS, 2016, 66 (02) : 115 - 132
  • [12] Single-cell RNA sequencing highlights the role of inflammatory cancer-associated fibroblasts in bladder urothelial carcinoma
    Chen, Zhaohui
    Zhou, Lijie
    Liu, Lilong
    Hou, Yaxin
    Xiong, Ming
    Yang, Yu
    Hu, Junyi
    Chen, Ke
    [J]. NATURE COMMUNICATIONS, 2020, 11 (01)
  • [13] A Neurodegeneration-Specific Gene-Expression Signature of Acutely Isolated Microglia from an Amyotrophic Lateral Sclerosis Mouse Model
    Chiu, Isaac M.
    Morimoto, Emiko T. A.
    Goodarzi, Hani
    Liao, Jennifer T.
    O'Keeffe, Sean
    Phatnani, Hemali P.
    Muratet, Michael
    Carroll, Michael C.
    Levy, Shawn
    Tavazoie, Saeed
    Myers, Richard M.
    Maniatis, Tom
    [J]. CELL REPORTS, 2013, 4 (02): : 385 - 401
  • [14] Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer
    Chung, Woosung
    Eum, Hye Hyeon
    Lee, Hae-Ock
    Lee, Kyung-Min
    Lee, Han-Byoel
    Kim, Kyu-Tae
    Ryu, Han Suk
    Kim, Sangmin
    Lee, Jeong Eon
    Park, Yeon Hee
    Kan, Zhengyan
    Han, Wonshik
    Park, Woong-Yang
    [J]. NATURE COMMUNICATIONS, 2017, 8
  • [15] Syndecan-1 induction in lung microenvironment supports the establishment of breast tumor metastases
    Chute, Colleen
    Yang, Xinhai
    Meyer, Kristy
    Yang, Ning
    O'Neil, Keelin
    Kasza, Ildiko
    Eliceiri, Kevin
    Alexander, Caroline
    Friedl, Andreas
    [J]. BREAST CANCER RESEARCH, 2018, 20
  • [16] Toward determining the lifetime occurrence of metastatic brain tumors estimated from 2007 United States cancer incidence data
    Davis, Faith G.
    Dolecek, Therese A.
    McCarthy, Bridget J.
    Villano, John L.
    [J]. NEURO-ONCOLOGY, 2012, 14 (09) : 1171 - 1177
  • [17] Cancer metastasis as a non-healing wound
    Deyell, Matthew
    Garris, Christopher S.
    Laughney, Ashley M.
    [J]. BRITISH JOURNAL OF CANCER, 2021, 124 (09) : 1491 - 1502
  • [18] Identification of CD37, cystatin A, and IL-23A gene expression in association with brain metastasis: analysis of a prospective trial
    Dohm, Ammoren
    Su, Jing
    McTyre, Emory R.
    Taylor, James M.
    Miller, Lance D.
    Petty, W. Jeffrey
    Xing, Fei
    Lo, Hui-Wen
    Metheny-Barlow, Linda J.
    O'Neill, Stacey
    Bellinger, Christina
    Dotson, Travis
    Pasche, Boris
    Watabe, Kounosuke
    Chan, Michael D.
    Ruiz, Jimmy
    [J]. INTERNATIONAL JOURNAL OF BIOLOGICAL MARKERS, 2019, 34 (01) : 90 - 97
  • [19] Cancer Metastasis: The Role of the Extracellular Matrix and the Heparan Sulfate Proteoglycan Perlecan
    Elgundi, Zehra
    Papanicolaou, Michael
    Major, Gretel
    Cox, Thomas R.
    Melrose, James
    Whitelock, John M.
    Farrugia, Brooke L.
    [J]. FRONTIERS IN ONCOLOGY, 2020, 9
  • [20] The Role of Surgery, Radiosurgery and Whole Brain Radiation Therapy in the Management of Patients with Metastatic Brain Tumors
    Ellis, Thomas L.
    Neal, Matthew T.
    Chan, Michael D.
    [J]. INTERNATIONAL JOURNAL OF SURGICAL ONCOLOGY, 2012, 2012