Flura-seq identifies organ-specific metabolic adaptations during early metastatic colonization

Abstract

Metastasis-initiating cells dynamically adapt to the distinct microenvironments of different organs, but these early adaptations are poorly understood due to the limited sensitivity of in situ transcriptomics. We developed fluorouracil-labeled RNA sequencing (Flura-seq) for in situ analysis with high sensitivity. Flura-seq utilizes cytosine deaminase (CD) to convert fluorocytosine to fluorouracil, metabolically labeling nascent RNA in rare cell populations in situ for purification and sequencing. Flura-seq revealed hundreds of unique, dynamic organ-specific gene signatures depending on the microenvironment in mouse xenograft breast cancer micrometastases. Specifically, the mitochondrial electron transport Complex I, oxidative stress and counteracting antioxidant programs were induced in pulmonary micrometastases, compared to mammary tumors or brain micrometastases. We confirmed lung metastasis-specific increase in oxidative stress and upregulation of antioxidants in clinical samples, thus validating Flura-seq's utility in identifying clinically actionable microenvironmental adaptations in early metastasis. The sensitivity, robustness and economy of Flura-seq are broadly applicable beyond cancer research.

Data availability

Sequencing data have been deposited in GEO under accession codes GSE93605 and GSE118937.

The following data sets were generated
The following previously published data sets were used

Article and author information

Author details

  1. Harihar Basnet

    Cancer Biology and Genetics Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    Harihar Basnet, Has filed for patent for Flura-seq method (PCT/US18/22092).
  2. Lin Tian

    Cancer Biology and Genetics Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    No competing interests declared.
  3. Karuna Ganesh

    Cancer Biology and Genetics Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    No competing interests declared.
  4. Yun-Han Huang

    Cancer Biology and Genetics Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    No competing interests declared.
  5. Danilo G Macalinao

    Cancer Biology and Genetics Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    No competing interests declared.
  6. Edi Brogi

    Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    No competing interests declared.
  7. Lydia Finley

    Cell Biology Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    Competing interests
    No competing interests declared.
  8. Joan Massagué

    Cancer Biology and Genetics Program, Memorial Sloan-Kettering Cancer Center, New York, United States
    For correspondence
    j-massague@ski.mskcc.org
    Competing interests
    Joan Massagué, Reviewing editor, eLife. Has filed for patent for Flura-seq method (PCT/US18/22092). Serves in the scientific advisory board and owns company stock in Scholar Rock.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-9324-8408

Funding

National Institutes of Health (P01-CA094060)

  • Joan Massagué

Damon Runyon Cancer Research Foundation (DR-12998)

  • Harihar Basnet

Department of Defense (W81XWH-12-0074)

  • Joan Massagué

National Institutes of Health (T32-CA009207)

  • Karuna Ganesh

National Institutes of Health (T32-GM07739)

  • Yun-Han Huang

National Institutes of Health (K08-CA230213)

  • Karuna Ganesh

National Institutes of Health (F30-CA203238)

  • Yun-Han Huang

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Ethics

Animal experimentation: Mouse experiments were performed following the protocols approved by the MSKCC Institutional Animal Care and Use Committee (IACUC) (#99-09-032).

Copyright

© 2019, Basnet et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 5,866
    views
  • 833
    downloads
  • 53
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Harihar Basnet
  2. Lin Tian
  3. Karuna Ganesh
  4. Yun-Han Huang
  5. Danilo G Macalinao
  6. Edi Brogi
  7. Lydia Finley
  8. Joan Massagué
(2019)
Flura-seq identifies organ-specific metabolic adaptations during early metastatic colonization
eLife 8:e43627.
https://doi.org/10.7554/eLife.43627

Share this article

https://doi.org/10.7554/eLife.43627

Further reading

    1. Cancer Biology
    2. Cell Biology
    Maojin Tian, Le Yang ... Peiqing Zhao
    Research Article

    TIPE (TNFAIP8) has been identified as an oncogene and participates in tumor biology. However, how its role in the metabolism of tumor cells during melanoma development remains unclear. Here, we demonstrated that TIPE promoted glycolysis by interacting with pyruvate kinase M2 (PKM2) in melanoma. We found that TIPE-induced PKM2 dimerization, thereby facilitating its translocation from the cytoplasm to the nucleus. TIPE-mediated PKM2 dimerization consequently promoted HIF-1α activation and glycolysis, which contributed to melanoma progression and increased its stemness features. Notably, TIPE specifically phosphorylated PKM2 at Ser 37 in an extracellular signal-regulated kinase (ERK)-dependent manner. Consistently, the expression of TIPE was positively correlated with the levels of PKM2 Ser37 phosphorylation and cancer stem cell (CSC) markers in melanoma tissues from clinical samples and tumor bearing mice. In summary, our findings indicate that the TIPE/PKM2/HIF-1α signaling pathway plays a pivotal role in promoting CSC properties by facilitating the glycolysis, which would provide a promising therapeutic target for melanoma intervention.

    1. Cancer Biology
    2. Chromosomes and Gene Expression
    Ananda Kishore Mukherjee, Subhajit Dutta ... Shantanu Chowdhury
    Research Article

    Telomeres are crucial for cancer progression. Immune signalling in the tumour microenvironment has been shown to be very important in cancer prognosis. However, the mechanisms by which telomeres might affect tumour immune response remain poorly understood. Here, we observed that interleukin-1 signalling is telomere-length dependent in cancer cells. Mechanistically, non-telomeric TRF2 (telomeric repeat binding factor 2) binding at the IL-1-receptor type-1 (IL1R1) promoter was found to be affected by telomere length. Enhanced TRF2 binding at the IL1R1 promoter in cells with short telomeres directly recruited the histone-acetyl-transferase (HAT) p300, and consequent H3K27 acetylation activated IL1R1. This altered NF-kappa B signalling and affected downstream cytokines like IL6, IL8, and TNF. Further, IL1R1 expression was telomere-sensitive in triple-negative breast cancer (TNBC) clinical samples. Infiltration of tumour-associated macrophages (TAM) was also sensitive to the length of tumour cell telomeres and highly correlated with IL1R1 expression. The use of both IL1 Receptor antagonist (IL1RA) and IL1R1 targeting ligands could abrogate M2 macrophage infiltration in TNBC tumour organoids. In summary, using TNBC cancer tissue (>90 patients), tumour-derived organoids, cancer cells, and xenograft tumours with either long or short telomeres, we uncovered a heretofore undeciphered function of telomeres in modulating IL1 signalling and tumour immunity.