Pre-operative radiomics model for prognostication in resectable pancreatic adenocarcinoma with external validation

Objectives In resectable pancreatic ductal adenocarcinoma (PDAC), few pre-operative prognostic biomarkers are available. Radiomics has demonstrated potential but lacks external validation. We aimed to develop and externally validate a pre-operative clinical-radiomic prognostic model. Methods Retrosp...

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Veröffentlicht in:European radiology 2022-04, Vol.32 (4), p.2492-2505
Hauptverfasser: Healy, Gerard M., Salinas-Miranda, Emmanuel, Jain, Rahi, Dong, Xin, Deniffel, Dominik, Borgida, Ayelet, Hosni, Ali, Ryan, David T., Njeze, Nwabundo, McGuire, Anne, Conlon, Kevin C., Dodd, Jonathan D., Ryan, Edmund Ronan, Grant, Robert C., Gallinger, Steven, Haider, Masoom A.
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Sprache:eng
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Zusammenfassung:Objectives In resectable pancreatic ductal adenocarcinoma (PDAC), few pre-operative prognostic biomarkers are available. Radiomics has demonstrated potential but lacks external validation. We aimed to develop and externally validate a pre-operative clinical-radiomic prognostic model. Methods Retrospective international, multi-center study in resectable PDAC. The training cohort included 352 patients (pre-operative CTs from five Canadian hospitals). Cox models incorporated (a) pre-operative clinical variables (clinical), (b) clinical plus CT-radiomics, and (c) post-operative TNM model, which served as the reference. Outcomes were overall (OS)/disease-free survival (DFS). Models were assessed in the validation cohort from Ireland ( n  = 215, CTs from 34 hospitals), using C-statistic, calibration, and decision curve analyses. Results The radiomic signature was predictive of OS/DFS in the validation cohort, with adjusted hazard ratios (HR) 2.87 (95% CI: 1.40–5.87, p  
ISSN:0938-7994
1432-1084
DOI:10.1007/s00330-021-08314-w