ArticleCancer research2023
The Ratio of Key Metabolic Transcripts Is a Predictive Biomarker of Breast Cancer Metastasis to the Lung.
Article in Cancer research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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10 citing papers in PubMed, 18 citations in OpenAlex.
- The metabolic profiles of cancer stem cells.Stem cell research & therapy · 2026Review
- Splice-switching of the oncogenic BCS1L isoform suppresses ovarian cancer progression by disrupting mitochondrial function.Cell death & disease · 2026Article
- Post-translational protein lactylation modification in lung cancer: an emerging targeted therapeutic strategy.Frontiers in immunology · 2026Review
- Comprehensive investigation of the molecular basis of cancer dependencies suggests therapeutic options for breast cancer.Cancer biology & medicine · 2025Article
- Lung-specific metastasis: the coevolution of tumor cells and lung microenvironment.Molecular cancer · 2025Review
- Tumor metabolic regulators: key drivers of metabolic reprogramming and the promising targets in cancer therapy.Molecular cancer · 2025Review
- Metabolic reprogramming in lung cancer and its clinical implication.Frontiers in pharmacology · 2024Review
- Machine learning of cellular metabolic rewiring.Biology methods & protocols · 2024Article
- Metabolomics combined with mathematical analysis reveals metabolic pathways specific to metastatic cancers.Translational breast cancer research : a journal focusing on translational research in breast cancer · 2024Article
- Machine learning of cellular metabolic rewiring.bioRxiv : the preprint server for biology · 2023Article
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10 authors at 4 institutions in 2 countries.
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Abstract
Understanding the rewired metabolism underlying organ-specific metastasis in breast cancer could help identify strategies to improve the treatment and prevention of metastatic disease. Here, we used a systems biology approach to compare metabolic fluxes used by parental breast cancer cells and their brain- and lung-homing derivatives. Divergent lineages had distinct, heritable metabolic fluxes. Lung-homing cells maintained high glycolytic flux despite low levels of glycolytic intermediates, constitutively activating a pathway sink into lactate. This strong Warburg effect was associated with a high ratio of lactate dehydrogenase (LDH) to pyruvate dehydrogenase (PDH) expression, which correlated with lung metastasis in patients with breast cancer. Although feature classification models trained on clinical characteristics alone were unable to predict tropism, the LDH/PDH ratio was a significant predictor of metastasis to the lung but not to other organs, independent of other transcriptomic signatures. High lactate efflux was also a trait in lung-homing metastatic pancreatic cancer cells, suggesting that lactate production may be a convergent phenotype in lung metastasis. Together, these analyses highlight the essential role that metabolism plays in organ-specific cancer metastasis and identify a putative biomarker for predicting lung metastasis in patients with breast cancer. SIGNIFICANCE: Lung-homing metastatic breast cancer cells express an elevated ratio of lactate dehydrogenase to pyruvate dehydrogenase, indicating that ratios of specific metabolic gene transcripts have potential as metabolic biomarkers for predicting organ-specific metastasis.
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