Evidence map›Paper›PMID 30736412›Full record

ArticleJournal of clinical medicine2019

An Integrative Systems Biology and Experimental Approach Identifies Convergence of Epithelial Plasticity, Metabolism, and Autophagy to Promote Chemoresistance.

Shengnan Xu, Kathryn E Ware, Yuantong Ding, So Young Kim, Maya U Sheth, Sneha Rao, Wesley Chan, Andrew J Armstrong, William C Eward, Mohit Kumar Jolly and 1 more

Open access · goldAbstract read
In one paragraph

Article in Journal of clinical medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
2.9field-weighted citation impact, top 9% 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

12 citing papers in PubMed, 20 citations in OpenAlex.

  1. Review
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  5. The Hallmarks of Cancer as Ecologically Driven Phenotypes.Frontiers in ecology and evolution · 2021
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors at 2 institutions in 2 countries.

Shengnan XuDuke Cancer Institute and the Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA. shengnan.xu@duke.edu.
Kathryn E WareDuke Cancer Institute and the Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA. kathryn.ware@duke.edu.
Yuantong DingDepartment of Biology, Duke University Medical Center, Durham, NC 27710, USA. yuantong.ding@duke.edu.
So Young KimDepartment of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, NC 2 7710, USA. soyoung.kim@duke.edu.
Maya U ShethDuke Cancer Institute and the Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA. maya.sheth@duke.edu.ORCID 0000-0003-1466-8899
Sneha RaoDepartment of Orthopaedic Surgery, Duke University Medical Center, Durham, NC, 27710, USA. sneha.rao@duke.edu.
Wesley ChanDuke Cancer Institute and the Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA. wesley.chan@duke.edu.
Andrew J ArmstrongDuke Cancer Institute and the Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA. andrew.armstrong@duke.edu.ORCID 0000-0001-7012-1754
William C EwardDepartment of Orthopaedic Surgery, Duke University Medical Center, Durham, NC, 27710, USA. william.eward@duke.edu.
Mohit Kumar JollyCenter for Theoretical Biological Physics, Rice University, Houston, TX 77005-1827, USA. jason.somarelli@duke.edu.
Jason A SomarelliDuke Cancer Institute and the Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA. mkjolly.15@gmail.com.ORCID 0000-0002-6631-2109
Duke Medical Center · USCenter for Theoretical Biological Physics · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The evolution of therapeutic resistance is a major cause of death for cancer patients. The development of therapy resistance is shaped by the ecological dynamics within the tumor microenvironment and the selective pressure of the host immune system. These selective forces often lead to evolutionary convergence on pathways or hallmarks that drive progression. Thus, a deeper understanding of the evolutionary convergences that occur could reveal vulnerabilities to treat therapy-resistant cancer. To this end, we combined phylogenetic clustering, systems biology analyses, and molecular experimentation to identify convergences in gene expression data onto common signaling pathways. We applied these methods to derive new insights about the networks at play during transforming growth factor-β (TGF-β)-mediated epithelial⁻mesenchymal transition in lung cancer. Phylogenetic analyses of gene expression data from TGF-β-treated cells revealed convergence of cells toward amine metabolic pathways and autophagy during TGF-β treatment. Knockdown of the autophagy regulatory, ATG16L1, re-sensitized lung cancer cells to cancer therapies following TGF-β-induced resistance, implicating autophagy as a TGF-β-mediated chemoresistance mechanism. In addition, high ATG16L expression was found to be a poor prognostic marker in multiple cancer types. These analyses reveal the usefulness of combining evolutionary and systems biology methods with experimental validation to illuminate new therapeutic vulnerabilities for cancer.

Indexed as

autophagyepithelial–mesenchymal transitionevolutionlung cancermetabolismsystems biologytumor invasiveness

Identifiers

PMID30736412
PMCPMC6406733
OpenAlexW2876917861

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.