ArticleClinical and translational medicine2023
Phosphoproteomic analysis of metformin signaling in colorectal cancer cells elucidates mechanism of action and potential therapeutic opportunities.
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.
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Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it, 25 citations in OpenAlex.
- Meta-analysis of cellular phosphoproteome datasets exploring phospho-signaling associated with the RNA-binding protein RAVER1.Scientific reports · 2026Pooled it
- PI3K Regulates Wild-type RAS Signaling to Confer Resistance to KRAS Inhibition.Cancer research · 2026Article
- Exploring the Phosphoregulatory Network of Human Sucrose Non-Fermenting 1-Related Kinase.Biology · 2026Article
- Repression of EGFR by new biguanide 4C potentiated ovarian cancer to PARP inhibitors through down-regulation of BRCA2 and Rad51.Cell death & disease · 2026Article
- Phosphoregulation of interleukin-1 receptor-associated kinase 1 in inflammatory signaling.Frontiers in immunology · 2026Review
- Pharmacological mechanisms and clinical impacts of antidiabetic drugs on colorectal cancer risk: a systematic review.Frontiers in pharmacology · 2026Review
- Integrative phosphoproteomics reveals kinase-mediated regulation of OCIAD1 and its roles in mitochondrial quality control.Frontiers in bioinformatics · 2026Article
- The pursuit of ultrasensitive phosphoproteomics to unravel signalling in rare cells.Communications biology · 2025Review
- Divergent proteome tolerance against gain and loss of chromosome arms.Molecular cell · 2025Article
- Article
- Delineation of signaling routes that underlie differences in macrophage phenotypic states.NAR molecular medicine · 2025Article
- Metformin sensitizes triple-negative breast cancer to histone deacetylase inhibitors by targeting FGFR4.Journal of biomedical science · 2025Article
- An Extensive Atlas of Proteome and Phosphoproteome Turnover Across Mouse Tissues and Brain Regions.bioRxiv : the preprint server for biology · 2024Article
- In-Depth Endogenous Phosphopeptidomics of Serum with Zirconium(IV)-Grafted Mesoporous Silica Enrichment.Analytical chemistry · 2024Article
- Advances in Precision Medicine Approaches for Colorectal Cancer: From Molecular Profiling to Targeted Therapies.ACS pharmacology & translational science · 2024Review
- Systematic Investigation of Dose-Dependent Protein Thermal Stability Changes to Uncover the Mechanisms of the Pleiotropic Effects of Metformin.ACS pharmacology & translational science · 2024Article
- Article
- SnapKin: a snapshot deep learning ensemble for kinase-substrate prediction from phosphoproteomics data.NAR genomics and bioinformatics · 2023Article
- A basic phosphoproteomic-DIA workflow integrating precise quantification of phosphosites in systems biology.Biophysics reports · 2023Article
- Elevated basal AMP-activated protein kinase activity sensitizes colorectal cancer cells to growth inhibition by metformin.Open biology · 2023Article
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Authors and funding
10 authors at 4 institutions in 3 countries.
Funding
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/.
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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.