Quantification of microenvironmental metabolites in murine cancers reveals determinants of tumor nutrient availability

  1. Mark R Sullivan
  2. Laura V Danai
  3. Caroline A Lewis
  4. Sze Ham Chan
  5. Dan Y Gui
  6. Tenzin Kunchok
  7. Emily A Dennstedt
  8. Matthew G Vander Heiden  Is a corresponding author
  9. Alexander Muir  Is a corresponding author
  1. Massachusetts Institute of Technology, United States
  2. University of Chicago, United States

Abstract

Cancer cell metabolism is heavily influenced by microenvironmental factors, including nutrient availability. Therefore, knowledge of microenvironmental nutrient levels is essential to understand tumor metabolism. To measure the extracellular nutrient levels available to tumors, we utilized quantitative metabolomics methods to measure the absolute concentrations of >118 metabolites in plasma and tumor interstitial fluid, the extracellular fluid that perfuses tumors. Comparison of nutrient levels in tumor interstitial fluid and plasma revealed that the nutrients available to tumors differ from those present in circulation. Further, by comparing interstitial fluid nutrient levels between autochthonous and transplant models of murine pancreatic and lung adenocarcinoma, we found that tumor type, anatomical location and animal diet affect local nutrient availability. These data provide a comprehensive characterization of the nutrients present in the tumor microenvironment of widely used models of lung and pancreatic cancer and identify factors that influence metabolite levels in tumors.

Data availability

Source data files detailing the concentrations of each metabolite in each sample are included for all figures. We have also deposited this information and the raw mass spectra in Metabolomics Workbench (http://www.metabolomicsworkbench.org/) as project ID: PR000750.

The following data sets were generated

Article and author information

Author details

  1. Mark R Sullivan

    Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    No competing interests declared.
  2. Laura V Danai

    Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    Laura V Danai, has applied for patents for therapeutic strategies to target cancer metabolism.(US Patent App. 15/890,220).
  3. Caroline A Lewis

    Whitehead Institute for Biomedical Research, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-1787-5084
  4. Sze Ham Chan

    Whitehead Institute for Biomedical Research, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    No competing interests declared.
  5. Dan Y Gui

    Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    Dan Y Gui, has applied for patents for therapeutic strategies to target cancer metabolism.(US Patent App. 15/890,220).
  6. Tenzin Kunchok

    Whitehead Institute for Biomedical Research, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    No competing interests declared.
  7. Emily A Dennstedt

    Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
    Competing interests
    No competing interests declared.
  8. Matthew G Vander Heiden

    Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
    For correspondence
    mvh@mit.edu
    Competing interests
    Matthew G Vander Heiden, has applied for patents for therapeutic strategies to target cancer metabolism. (US Patent App. 15/890,220). Also on the scientific advisory board of Agios Pharmaceuticals, Aeglea Biotherapeutics, and Auron Therapeutics, which seek to exploit altered metabolism for therapy. Reviewing editor, eLife.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-6702-4192
  9. Alexander Muir

    Ben May Department for Cancer Research, University of Chicago, Chicago, United States
    For correspondence
    amuir@uchicago.edu
    Competing interests
    Alexander Muir, has applied for patents for therapeutic strategies to target cancer metabolism.(US Patent App. 15/890,220).
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-3811-3054

Funding

National Cancer Institute (R01CA168653)

  • Matthew G Vander Heiden

National Cancer Institute (F32CA210421)

  • Laura V Danai
  • Alexander Muir

Stand Up To Cancer

  • Mark R Sullivan
  • Laura V Danai
  • Dan Y Gui
  • Matthew G Vander Heiden
  • Alexander Muir

Howard Hughes Medical Institute

  • Mark R Sullivan
  • Laura V Danai
  • Dan Y Gui
  • Matthew G Vander Heiden
  • Alexander Muir

Ludwig Institute for Cancer Research

  • Mark R Sullivan
  • Laura V Danai
  • Dan Y Gui
  • Matthew G Vander Heiden
  • Alexander Muir

Lustgarten Foundation

  • Mark R Sullivan
  • Laura V Danai
  • Dan Y Gui
  • Matthew G Vander Heiden
  • Alexander Muir

Koch Institute for Integrative Cancer Research (Koch Institute Graduate Fellowship)

  • Mark R Sullivan

National Cancer Institute (R01CA201276)

  • Matthew G Vander Heiden

National Cancer Institute (P30CA1405141)

  • Matthew G Vander Heiden

National Cancer Institute (F32CA213810)

  • Laura V Danai
  • Alexander Muir

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

Reviewing Editor

  1. Ralph DeBerardinis, UT Southwestern Medical Center, United States

Ethics

Animal experimentation: This study was performed in accordance with the recommendations in the Guide for the Care and Use of Laboratory Animals. All animals experiments were performed using protocols (#1115-110-18) that were approved by the MIT Committee on Animal Care (IACUC). All surgeries were performed using isoflurane anesthesia administered by vaporizer and every effort was made to minimize suffering.

Version history

  1. Received: December 10, 2018
  2. Accepted: April 4, 2019
  3. Accepted Manuscript published: April 16, 2019 (version 1)
  4. Version of Record published: May 10, 2019 (version 2)

Copyright

© 2019, Sullivan 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

  • 17,986
    views
  • 3,004
    downloads
  • 292
    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. Mark R Sullivan
  2. Laura V Danai
  3. Caroline A Lewis
  4. Sze Ham Chan
  5. Dan Y Gui
  6. Tenzin Kunchok
  7. Emily A Dennstedt
  8. Matthew G Vander Heiden
  9. Alexander Muir
(2019)
Quantification of microenvironmental metabolites in murine cancers reveals determinants of tumor nutrient availability
eLife 8:e44235.
https://doi.org/10.7554/eLife.44235

Share this article

https://doi.org/10.7554/eLife.44235

Further reading

    1. Biochemistry and Chemical Biology
    Pattama Wiriyasermkul, Satomi Moriyama ... Shushi Nagamori
    Research Article

    Transporter research primarily relies on the canonical substrates of well-established transporters. This approach has limitations when studying transporters for the low-abundant micromolecules, such as micronutrients, and may not reveal physiological functions of the transporters. While d-serine, a trace enantiomer of serine in the circulation, was discovered as an emerging biomarker of kidney function, its transport mechanisms in the periphery remain unknown. Here, using a multi-hierarchical approach from body fluids to molecules, combining multi-omics, cell-free synthetic biochemistry, and ex vivo transport analyses, we have identified two types of renal d-serine transport systems. We revealed that the small amino acid transporter ASCT2 serves as a d-serine transporter previously uncharacterized in the kidney and discovered d-serine as a non-canonical substrate of the sodium-coupled monocarboxylate transporters (SMCTs). These two systems are physiologically complementary, but ASCT2 dominates the role in the pathological condition. Our findings not only shed light on renal d-serine transport, but also clarify the importance of non-canonical substrate transport. This study provides a framework for investigating multiple transport systems of various trace micromolecules under physiological conditions and in multifactorial diseases.

    1. Biochemistry and Chemical Biology
    2. Cell Biology
    Natalia Dolgova, Eva-Maria E Uhlemann ... Oleg Y Dmitriev
    Research Article

    Mediator of ERBB2-driven Cell Motility 1 (MEMO1) is an evolutionary conserved protein implicated in many biological processes; however, its primary molecular function remains unknown. Importantly, MEMO1 is overexpressed in many types of cancer and was shown to modulate breast cancer metastasis through altered cell motility. To better understand the function of MEMO1 in cancer cells, we analyzed genetic interactions of MEMO1 using gene essentiality data from 1028 cancer cell lines and found multiple iron-related genes exhibiting genetic relationships with MEMO1. We experimentally confirmed several interactions between MEMO1 and iron-related proteins in living cells, most notably, transferrin receptor 2 (TFR2), mitoferrin-2 (SLC25A28), and the global iron response regulator IRP1 (ACO1). These interactions indicate that cells with high MEMO1 expression levels are hypersensitive to the disruptions in iron distribution. Our data also indicate that MEMO1 is involved in ferroptosis and is linked to iron supply to mitochondria. We have found that purified MEMO1 binds iron with high affinity under redox conditions mimicking intracellular environment and solved MEMO1 structures in complex with iron and copper. Our work reveals that the iron coordination mode in MEMO1 is very similar to that of iron-containing extradiol dioxygenases, which also display a similar structural fold. We conclude that MEMO1 is an iron-binding protein that modulates iron homeostasis in cancer cells.