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Co-clinical CT radiomics pipeline to establish candidate imaging biomarkers for colorectal cancer.

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Here, we establish a co-clinical computed tomography (CT) radiomics pipeline for the identification of candidate imaging biomarkers in RAS-mutant metastatic colorectal cancer (mCRC). Orthotopic KRAS-mutant xenograft models (LOVO-Luc2 (N = 52) and SW480-Luc2 (N = 52)) were treated with standard-of-care regimens (FOLFOX, bevacizumab, or combination) and longitudinally imaged by CT (N = 104 tumour scans, N = 156 liver scans collected over 4 timepoints). Radiomic features derived from primary tumour and liver parenchyma were assessed as biomarkers of treatment sensitivity and early metastatic disease. Pre-treatment CT-radiomics identified baseline radiomic correlates of treatment sensitivity in the LOVO-Luc2 model (0.716), with first-order statistical features (Median, 10percentile) significantly associated with therapy outcome.

Texture-based liver radiomic features enabled prediction of metastases earlier than visual CT assessment (AUROC = 0.871). The most predictive features, GLSZM Gray Level Non-Uniformity, GLRLM Run Length Non-Uniformity Normalized, and GLDM Small Dependence Emphasis, were significantly associated with metastatic burden and survival in a clinical CRC cohort (N = 41), indicating species conservation and translational relevance. Collectively, these data demonstrate that preclinical CT radiomics can identify quantitative imaging features associated with treatment sensitivity and early metastatic progression, supporting translational potential.

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Artículo: Co-clinical CT radiomics pipeline to establish candidate imaging biomarkers for colorectal cancer.

Autores: Connor K, Prior O, Shiels LP, Connolly C, Miller IS, Crean R, Murphy S, McGuinness G, Monreal C, Serna G, Idemudia E,...
Publicado: 2026-08-11
PMID: 42385277
Genes: KRAS
Tratamientos: bevacizumab, folfox

Enlace: https://crcwarriors.org/article-detail.php?id=2873 | https://pubmed.ncbi.nlm.nih.gov/42385277/

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