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Biomarkers for minimally invasive multigrade liver cancer diagnosis using integrative heterogeneous models and evolutionary algorithms.

Rakesh Chandra Joshi, Pallavi Srivastava, Rashmi Mishra, Petr Cika, Radim Burget, Malay Kishore Dutta

Computational biology and chemistryOct 1, 2026PMID 42430946doi:10.1016/j.compbiolchem.2026.109225 Journal ArticlepubmedProvenance
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PubMed
Retrieved
Oct 1, 2026
Layer
normalized (units and labels harmonized; values unchanged)
Run
ING-PUBMED-20261001-000001
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Liver cancer, a leading global cause of death, requires early and accurate diagnosis for better treatment outcomes and reduced mortality rates. This retrospective cohort study presents a machine learning-based predictive framework utilizing a combined panel of minimally invasive circulating…

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