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A multi-omics analysis incorporated mRNA, miRNA, lncRNA and methylation data, utilizing an innovative clustering approach using 10 distinct machine learning methods to develop risk prediction models and identify potential biomarkers

The accumulation of lipid peroxides and the reduction of protective factors like GPX4 may reflect a maladaptive response to prolonged metabolic stress rather than a primary initiating event

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[DOI] [PMC free article] [PubMed] [Google Scholar] 15.Wegmller R., Tay F., Zeder C., Brni M., Hurrell R.F

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