The value of PET/CT radiomics for predicting survival outcomes in patients with pancreatic ductal adenocarcinoma
Pancreatic ductal adenocarcinoma (PDAC) is associated with poor prognosis even without distant metastases, necessitating in-depth characterization of primary tumors for survival prediction. We assessed the feasibility of using FDG-PET/CT radiomics to predict overall survival (OS) in PDAC. This retrospective study included PDAC patients without distant metastasis who underwent FDG-PET/CT for initial staging. Primary tumors were segmented from FDG-PET/CT images, extracting 222 radiomics features. A radiomics-based risk score (Rad-score) was developed using Cox proportional hazards regression with LASSO to predict OS. The prognostic performance of the Rad-score was compared with a clinical model (demographics, disease stage, laboratory results) using Harrell's concordance index (C-index) and bootstrapping. 140 patients were included, with a mortality rate was 72.9% during follow-up (total population, 19.5 ± 19.2 months; survivors, 34.4 ± 28.8 months). Eleven radiomics features were significant for survival prediction. The Rad-score predicted OS with a C-index of 0.681 [95% CI, 0.632-0.731]. A model integrating clinical parameters and Rad-score outperformed the clinical-only model in predicting OS (C-index 0.740 [0.715-0.816] vs. 0.673 [0.650-0.766]; C-index difference 0.067 [0.014-0.113]; P < 0.001). These findings suggest that incorporating FDG-PET/CT radiomics into preexisting prognotic stratification paradiagm may enhance survival prediction in PDAC, warranting large-scale studies to confirm its applicability in clinical practice.
Authors
- So Won Oh (ORCID: https://orcid.org/0000-0001-8967-8923)
- Seunggyun Ha (ORCID: https://orcid.org/0000-0003-2016-1373)
- Yeon-koo Kang (ORCID: https://orcid.org/0000-0001-6001-2140)
- Ji Bong Jeong (ORCID: https://orcid.org/0000-0003-4553-1721)
Institutions
- Seoul National University (KR)
- Seoul Metropolitan Government (KR)
- Seoul National University Hospital (KR)
- SNUH SMG-SNU Boramae Medical Center (KR)
- The Catholic University of Korea Seoul St. Mary's Hospital (KR)
- Catholic University of Korea (KR)
Publication Details
- Journal
- Scientific Reports
- Published
- 2024-11-22
- DOI
- https://doi.org/10.1038/s41598-024-77022-4
- Citations
- 7
- Primary Topic
- Pancreatic and Hepatic Oncology Research
- Type
- article
- Field-Weighted Citation Impact
- 1.98