4.7 Article

Correlation of transcriptional subtypes with a validated CT radiomics score in resectable pancreatic ductal adenocarcinoma

期刊

EUROPEAN RADIOLOGY
卷 32, 期 10, 页码 6712-6722

出版社

SPRINGER
DOI: 10.1007/s00330-022-09057-y

关键词

Carcinoma; Pancreatic ductal; Biomarkers; Microarray analysis; Prognosis; Tomography; X-ray computed

资金

  1. Ontario Institute for Cancer Research Translational Research Initiative in Pancreatic Cancer and Clinician Investigator Program
  2. Faculty of Radiologists, Royal College of Surgeons in Ireland
  3. Deutsche Forschungsgemeinschaft (DFG) [DE 3207/1-1]

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This study investigated the association between transcriptional subtypes and an externally validated preoperative CT-based radiomic prognostic score (Rad-score). The results showed that high Rad-scores were correlated with the squamous subtype, while low Rad-scores were associated with less lethal subtypes.
Objectives Transcriptional classifiers (Bailey, Moffitt and Collison) are key prognostic factors of pancreatic ductal adenocarcinoma (PDAC). Among these classifiers, the squamous, basal-like, and quasimesenchymal subtypes overlap and have inferior survival. Currently, only an invasive biopsy can determine these subtypes, possibly resulting in treatment delay. This study aimed to investigate the association between transcriptional subtypes and an externally validated preoperative CT-based radiomic prognostic score (Rad-score). Methods We retrospectively evaluated 122 patients who underwent resection for PDAC. All treatment decisions were determined at multidisciplinary tumor boards. Tumor Rad-score values from preoperative CT were dichotomized into high or llow categories. The primary endpoint was the correlation between the transcriptional subtypes and the Rad-score using multivariable linear regression, adjusting for clinical and histopathological variables (i.e., tumor size). Prediction of overall survival (OS) was secondary endpoint. Results The Bailey transcriptional classifier significantly associated with the Rad-score (coefficient = 0.31, 95% confidence interval [CI]: 0.13-0.44, p = 0.001). Squamous subtype was associated with high Rad-scores while non-squamous subtype was associated with low Rad-scores (adjusted p = 0.03). Squamous subtype and high Rad-score were both prognostic for OS at multivariable analysis with hazard ratios (HR) of 2.79 (95% CI: 1.12-6.92, p = 0.03) and 4.03 (95% CI: 1.42-11.39, p = 0.01), respectively. Conclusions In patients with resectable PDAC, an externally validated prognostic radiomic model derived from preoperative CT is associated with the Bailey transcriptional classifier. Higher Rad-scores were correlated with the squamous subtype, while lower Rad-scores were associated with the less lethal subtypes (immunogenic, ADEX, pancreatic progenitor).

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