Evidence map›Paper›PMID 30733294›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2019

Elucidating cancer metabolic plasticity by coupling gene regulation with metabolic pathways.

Dongya Jia, Mingyang Lu, Kwang Hwa Jung, Jun Hyoung Park, Linglin Yu, José N Onuchic, Benny Abraham Kaipparettu, Herbert Levine

Open access · bronzeAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 223 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
223citing papers in PubMed, 2 pooled it
14.7field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

223 citing papers in PubMed, 2 syntheses or guidelines pooled it, 342 citations in OpenAlex.

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  9. Combating VEGFA-siRNA-Induced Metabolic Reprogramming via Glucose Utilization Deprivation.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
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  18. Fraternal cooperation of hierarchical cancer parallels metazoan multicellularity and eusociality.Biological reviews of the Cambridge Philosophical Society · 2026
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163 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors at 3 institutions in 1 country.

Dongya JiaCenter for Theoretical Biological Physics, Rice University, Houston, TX 77005.ORCID 0000-0002-6307-8580
Mingyang LuThe Jackson Laboratory, Bar Harbor, ME 04609.
Kwang Hwa JungDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030.
Jun Hyoung ParkDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030.
Linglin YuCenter for Theoretical Biological Physics, Rice University, Houston, TX 77005.
José N OnuchicCenter for Theoretical Biological Physics, Rice University, Houston, TX 77005; jonuchic@rice.edu kaippare@bcm.edu herbert.levine@rice.edu.
Benny Abraham KaipparettuDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030; jonuchic@rice.edu kaippare@bcm.edu herbert.levine@rice.edu.
Herbert LevineCenter for Theoretical Biological Physics, Rice University, Houston, TX 77005; jonuchic@rice.edu kaippare@bcm.edu herbert.levine@rice.edu.
Baylor College of Medicine · USCenter for Theoretical Biological Physics · USJackson Laboratory · US

Funding

Shared Resource ManagementP30CA034196 · NCI · JACKSON LABORATORY · PI William Carl Skarnes · 1985 to 2026
$61.9M
New Computational Systems Biology Methods for Modeling Gene Regulatory CircuitsR35GM128717 · NIGMS · NORTHEASTERN UNIVERSITY · PI Mingyang Lu · 2018 to 2026
$3.3M
Mitochondria-nuclear crosstalk in triple negative breast cancer racial disparityR21CA179720 · NCI · BAYLOR COLLEGE OF MEDICINE · PI KAIPPARETTU, BENNY ABRAHAM · 2013 to 2015
$623k
Mitochondria specific metabolomic signature in triple negative breast cancer metaR21CA173150 · NCI · BAYLOR COLLEGE OF MEDICINE · PI KAIPPARETTU, BENNY ABRAHAM · 2013 to 2014
$369k
Mitochondrial DNA copy number and fat metabolism in triple negative breast cancerR03CA212816 · NCI · BAYLOR COLLEGE OF MEDICINE · PI KAIPPARETTU, BENNY ABRAHAM · 2017 to 2018
$159k
NCI NIH HHS P30 CA034196NCI NIH HHS R03 CA212816NCI NIH HHS R21 CA173150NCI NIH HHS R21 CA179720NIGMS NIH HHS R35 GM128717
6 · The paper itself

Abstract

Metabolic plasticity enables cancer cells to switch their metabolism phenotypes between glycolysis and oxidative phosphorylation (OXPHOS) during tumorigenesis and metastasis. However, it is still largely unknown how cancer cells orchestrate gene regulation to balance their glycolysis and OXPHOS activities. Previously, by modeling the gene regulation of cancer metabolism we have reported that cancer cells can acquire a stable hybrid metabolic state in which both glycolysis and OXPHOS can be used. Here, to comprehensively characterize cancer metabolic activity, we establish a theoretical framework by coupling gene regulation with metabolic pathways. Our modeling results demonstrate a direct association between the activities of AMPK and HIF-1, master regulators of OXPHOS and glycolysis, respectively, with the activities of three major metabolic pathways: glucose oxidation, glycolysis, and fatty acid oxidation. Our model further characterizes the hybrid metabolic state and a metabolically inactive state where cells have low activity of both glycolysis and OXPHOS. We verify the model prediction using metabolomics and transcriptomics data from paired tumor and adjacent benign tissue samples from a cohort of breast cancer patients and RNA-sequencing data from The Cancer Genome Atlas. We further validate the model prediction by in vitro studies of aggressive triple-negative breast cancer (TNBC) cells. The experimental results confirm that TNBC cells can maintain a hybrid metabolic phenotype and targeting both glycolysis and OXPHOS is necessary to eliminate their metabolic plasticity. In summary, our work serves as a platform to symmetrically study how tuning gene activity modulates metabolic pathway activity, and vice versa.

Indexed as

AMP-Activated Protein KinasesCell Line, TumorFatty AcidsFemaleGlucoseGlycolysisHumansHypoxia-Inducible Factor 1, alpha SubunitMetabolic Networks and PathwaysMitochondriaModels, TheoreticalOxidative PhosphorylationTriple Negative Breast NeoplasmsAMP-Activated Protein KinasesFatty AcidsGlucoseHIF1A protein, humanHypoxia-Inducible Factor 1, alpha SubunitPRKAA1 protein, humanhybridmetabolic reprogrammingOXPHOSTNBCWarburg

Identifiers

PMID30733294
PMCPMC6397570
OpenAlexW2911915561

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.