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Unravelling subclonal heterogeneity and aggressive disease states in TNBC through single-cell RNA-seq.

Publication ,  Journal Article
Karaayvaz, M; Cristea, S; Gillespie, SM; Patel, AP; Mylvaganam, R; Luo, CC; Specht, MC; Bernstein, BE; Michor, F; Ellisen, LW
Published in: Nat Commun
September 4, 2018

Triple-negative breast cancer (TNBC) is an aggressive subtype characterized by extensive intratumoral heterogeneity. To investigate the underlying biology, we conducted single-cell RNA-sequencing (scRNA-seq) of >1500 cells from six primary TNBC. Here, we show that intercellular heterogeneity of gene expression programs within each tumor is variable and largely correlates with clonality of inferred genomic copy number changes, suggesting that genotype drives the gene expression phenotype of individual subpopulations. Clustering of gene expression profiles identified distinct subgroups of malignant cells shared by multiple tumors, including a single subpopulation associated with multiple signatures of treatment resistance and metastasis, and characterized functionally by activation of glycosphingolipid metabolism and associated innate immunity pathways. A novel signature defining this subpopulation predicts long-term outcomes for TNBC patients in a large cohort. Collectively, this analysis reveals the functional heterogeneity and its association with genomic evolution in TNBC, and uncovers unanticipated biological principles dictating poor outcomes in this disease.

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Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

September 4, 2018

Volume

9

Issue

1

Start / End Page

3588

Location

England

Related Subject Headings

  • Triple Negative Breast Neoplasms
  • Transcriptome
  • Single-Cell Analysis
  • Sequence Analysis, RNA
  • Prognosis
  • Middle Aged
  • Lymph Nodes
  • Humans
  • Gene Expression Regulation, Neoplastic
  • Female
 

Citation

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Karaayvaz, M., Cristea, S., Gillespie, S. M., Patel, A. P., Mylvaganam, R., Luo, C. C., … Ellisen, L. W. (2018). Unravelling subclonal heterogeneity and aggressive disease states in TNBC through single-cell RNA-seq. Nat Commun, 9(1), 3588. https://doi.org/10.1038/s41467-018-06052-0
Karaayvaz, Mihriban, Simona Cristea, Shawn M. Gillespie, Anoop P. Patel, Ravindra Mylvaganam, Christina C. Luo, Michelle C. Specht, Bradley E. Bernstein, Franziska Michor, and Leif W. Ellisen. “Unravelling subclonal heterogeneity and aggressive disease states in TNBC through single-cell RNA-seq.Nat Commun 9, no. 1 (September 4, 2018): 3588. https://doi.org/10.1038/s41467-018-06052-0.
Karaayvaz M, Cristea S, Gillespie SM, Patel AP, Mylvaganam R, Luo CC, et al. Unravelling subclonal heterogeneity and aggressive disease states in TNBC through single-cell RNA-seq. Nat Commun. 2018 Sep 4;9(1):3588.
Karaayvaz, Mihriban, et al. “Unravelling subclonal heterogeneity and aggressive disease states in TNBC through single-cell RNA-seq.Nat Commun, vol. 9, no. 1, Sept. 2018, p. 3588. Pubmed, doi:10.1038/s41467-018-06052-0.
Karaayvaz M, Cristea S, Gillespie SM, Patel AP, Mylvaganam R, Luo CC, Specht MC, Bernstein BE, Michor F, Ellisen LW. Unravelling subclonal heterogeneity and aggressive disease states in TNBC through single-cell RNA-seq. Nat Commun. 2018 Sep 4;9(1):3588.

Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

September 4, 2018

Volume

9

Issue

1

Start / End Page

3588

Location

England

Related Subject Headings

  • Triple Negative Breast Neoplasms
  • Transcriptome
  • Single-Cell Analysis
  • Sequence Analysis, RNA
  • Prognosis
  • Middle Aged
  • Lymph Nodes
  • Humans
  • Gene Expression Regulation, Neoplastic
  • Female