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.
引用
收藏
页数:13
相关论文
共 65 条
  • [1] Brain metastases
    Achrol, Achal Singh
    Rennert, Robert C.
    Anders, Carey
    Soffietti, Riccardo
    Ahluwalia, Manmeet S.
    Nayak, Lakshmi
    Peters, Solange
    Arvold, Nils D.
    Harsh, Griffith R.
    Steeg, Patricia S.
    Chang, Steven D.
    [J]. NATURE REVIEWS DISEASE PRIMERS, 2019, 5 (1)
  • [2] The role of the complement system in cancer
    Afshar-Kharghan, Vahid
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2017, 127 (03) : 780 - 789
  • [3] Prediction of new brain metastases after radiosurgery: validation and analysis of performance of a multi-institutional nomogram
    Ayala-Peacock, Diandra N.
    Attia, Albert
    Braunstein, Steve E.
    Ahluwalia, Manmeet S.
    Hepel, Jaroslaw
    Chung, Caroline
    Contessa, Joseph
    McTyre, Emory
    Peiffer, Ann M.
    Lucas, John T., Jr.
    Isom, Scott
    Pajewski, Nicholas M.
    Kotecha, Rupesh
    Stavas, Mark J.
    Page, Brandi R.
    Kleinberg, Lawrence
    Shen, Colette
    Taylor, Robert B.
    Onyeuku, Nasarachi E.
    Hyde, Andrew T.
    Gorovets, Daniel
    Chao, Samuel T.
    Corso, Christopher
    Ruiz, Jimmy
    Watabe, Kounosuke
    Tatter, Stephen B.
    Zadeh, Gelareh
    Chiang, Veronica L. S.
    Fiveash, John B.
    Chan, Michael D.
    [J]. JOURNAL OF NEURO-ONCOLOGY, 2017, 135 (02) : 403 - 411
  • [4] A nomogram for predicting distant brain failure in patients treated with gamma knife stereotactic radiosurgery without whole brain radiotherapy
    Ayala-Peacock, Diandra N.
    Peiffer, Ann M.
    Lucas, John T.
    Isom, Scott
    Kuremsky, J. Griff
    Urbanic, James J.
    Bourland, J. Daniel
    Laxton, Adrian W.
    Tatter, Stephen B.
    Shaw, Edward G.
    Chan, Michael D.
    [J]. NEURO-ONCOLOGY, 2014, 16 (09) : 1283 - 1288
  • [5] LOXL2-Mediated Matrix Remodeling in Metastasis and Mammary Gland Involution
    Barker, Holly E.
    Chang, Joan
    Cox, Thomas R.
    Lang, Georgina
    Bird, Demelza
    Nicolau, Monica
    Evans, Holly R.
    Gartland, Alison
    Erler, Janine T.
    [J]. CANCER RESEARCH, 2011, 71 (05) : 1561 - 1572
  • [6] Incidence proportions of brain metastases in patients diagnosed (1973 to 2001) in the metropolitan Detroit cancer surveillance system
    Barnholtz-Sloan, JS
    Sloan, AE
    Davis, FG
    Vigneau, FD
    Lai, P
    Sawaya, RE
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2004, 22 (14) : 2865 - 2872
  • [7] Distribution of the glutamate transporters GLT-1 (SLC1A2) and GLAST (SLC1A3) in peripheral organs
    Berger, Urs V.
    Hediger, Matthias A.
    [J]. ANATOMY AND EMBRYOLOGY, 2006, 211 (06): : 595 - 606
  • [8] Unique transcriptome signature of mouse microglia
    Beutner, Clara
    Linnartz-Gerlach, Bettina
    Schmidt, Susanne V.
    Beyer, Marc
    Mallmann, Michael R.
    Staratschek-Jox, Andrea
    Schultze, Joachim L.
    Neumann, Harald
    [J]. GLIA, 2013, 61 (09) : 1429 - 1442
  • [9] Central nervous system tumors
    Buckner, Jan C.
    Brown, Paul D.
    O'Neill, Brian P.
    Meyer, Fredric B.
    Wetmore, Cynthia J.
    Uhm, Joon H.
    [J]. MAYO CLINIC PROCEEDINGS, 2007, 82 (10) : 1271 - 1286
  • [10] Integrating single-cell transcriptomic data across different conditions, technologies, and species
    Butler, Andrew
    Hoffman, Paul
    Smibert, Peter
    Papalexi, Efthymia
    Satija, Rahul
    [J]. NATURE BIOTECHNOLOGY, 2018, 36 (05) : 411 - +