Evidence map›Paper›PMID 36781298›Full record

ArticleClinical and translational medicine2023

Phosphoproteomic analysis of metformin signaling in colorectal cancer cells elucidates mechanism of action and potential therapeutic opportunities.

Barbora Salovska, Erli Gao, Sophia Müller-Dott, Wenxue Li, Carlos Chacon Cordon, Shisheng Wang, Aurelien Dugourd, George Rosenberger, Julio Saez-Rodriguez, Yansheng Liu

Open access · goldFull text read
In one paragraph

Article in Clinical and translational medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 1 pooled it
3.8field-weighted citation impact, top 6% 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

21 citing papers in PubMed, 1 synthesis or guideline pooled it, 25 citations in OpenAlex.

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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

10 authors at 4 institutions in 3 countries.

Barbora SalovskaYale Cancer Biology Institute, Yale University, West Haven, Connecticut, USA.ORCID 0000-0002-7093-4576
Erli GaoYale Cancer Biology Institute, Yale University, West Haven, Connecticut, USA.
Sophia Müller-DottInstitute for Computational Biomedicine, Faculty of Medicine, Heidelberg University Hospital, Bioquant, Heidelberg University, Heidelberg, Germany.
Wenxue LiYale Cancer Biology Institute, Yale University, West Haven, Connecticut, USA.
Carlos Chacon CordonYale Cancer Biology Institute, Yale University, West Haven, Connecticut, USA.
Shisheng WangWest China-Washington Mitochondria and Metabolism Research Center, West China Hospital, Sichuan University, Chengdu, China.
Aurelien DugourdInstitute for Computational Biomedicine, Faculty of Medicine, Heidelberg University Hospital, Bioquant, Heidelberg University, Heidelberg, Germany.
George RosenbergerDepartment of Systems Biology, Columbia University, New York, New York, USA.
Julio Saez-RodriguezInstitute for Computational Biomedicine, Faculty of Medicine, Heidelberg University Hospital, Bioquant, Heidelberg University, Heidelberg, Germany.
Yansheng LiuYale Cancer Biology Institute, Yale University, West Haven, Connecticut, USA.ORCID 0000-0002-2626-3912
Yale Cancer Center · USHeidelberg University · DEColumbia University · USSichuan University · CN

Funding

Understanding proteome remodeling in aneuploidyR01GM137031 · NIGMS · YALE UNIVERSITY · PI LIU, YANSHENG · 2020 to 2024
$2.0M
Bundesministerium für Bildung und Forschung 031L0257BNIGMS NIH HHS R01 GM137031
6 · The paper itself

Abstract

backgroundThe biguanide drug metformin is a safe and widely prescribed drug for type 2 diabetes. Interestingly, hundreds of clinical trials have been set to evaluate the potential role of metformin in the prevention and treatment of cancer including colorectal cancer (CRC). However, the "metformin signaling" remains controversial. AIMS AND

methodsTo interrogate cell signaling induced by metformin in CRC and explore the druggability of the metformin-rewired phosphorylation network, we performed integrative analysis of phosphoproteomics, bioinformatics, and cell proliferation assays on a panel of 12 molecularly heterogeneous CRC cell lines. Using the high-resolute data-independent analysis mass spectrometry (DIA-MS), we monitored a total of 10,142 proteins and 56,080 phosphosites (P-sites) in CRC cells upon a short- and a long-term metformin treatment. RESULTS AND

conclusionsWe found that metformin tended to primarily remodel cell signaling in the long-term and only minimally regulated the total proteome expression levels. Strikingly, the phosphorylation signaling response to metformin was highly heterogeneous in the CRC panel, based on a network analysis inferring kinase/phosphatase activities and cell signaling reconstruction. A "MetScore" was determined to assign the metformin relevance of each P-site, revealing new and robust phosphorylation nodes and pathways in metformin signaling. Finally, we leveraged the metformin P-site signature to identify pharmacodynamic interactions and confirmed a number of candidate metformin-interacting drugs, including navitoclax, a BCL-2/BCL-xL inhibitor. Together, we provide a comprehensive phosphoproteomic resource to explore the metformin-induced cell signaling for potential cancer therapeutics. This resource can be accessed at https://yslproteomics.shinyapps.io/Metformin/.

Indexed as

Antineoplastic AgentsColorectal NeoplasmsDiabetes Mellitus, Type 2MetforminHumansSignal TransductionAntineoplastic AgentsMetformincolorectal cancerDIA mass spectrometrydrug synergykinase activity analysismetforminnetwork analysisphosphoproteomicsphosphorylation signatureproteomics

Identifiers

PMID36781298
PMCPMC9925373
OpenAlexW4320480734

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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.