A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation.
Adult
Aged
Aged, 80 and over
Chemoradiotherapy
Disease-Free Survival
Esophageal Neoplasms
/ diagnostic imaging
Esophageal Squamous Cell Carcinoma
/ diagnostic imaging
Female
Fluorodeoxyglucose F18
Humans
Kaplan-Meier Estimate
Male
Middle Aged
Positron Emission Tomography Computed Tomography
/ methods
Retrospective Studies
Survival Analysis
Treatment Failure
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
19 10 2020
19 10 2020
Historique:
received:
08
11
2019
accepted:
06
10
2020
entrez:
20
10
2020
pubmed:
21
10
2020
medline:
15
1
2021
Statut:
epublish
Résumé
Detection of patients with esophageal squamous cell carcinoma (ESCC) who do not benefit from standard chemoradiation (CRT) is an important medical need. Radiomics using 18-fluorodeoxyglucose (FDG) positron emission tomography (PET) is a promising approach. In this retrospective study of 184 patients with locally advanced ESCC. 152 patients from one center were grouped into a training cohort (n = 100) and an internal validation cohort (n = 52). External validation was performed with 32 patients treated at a second center. Primary endpoint was disease-free survival (DFS), secondary endpoints were overall survival (OS) and local control (LC). FDG-PET radiomics features were selected by Lasso-Cox regression analyses and a separate radiomics signature was calculated for each endpoint. In the training cohort radiomics signatures containing up to four PET derived features were able to identify non-responders in regard of all endpoints (DFS p < 0.001, LC p = 0.003, OS p = 0.001). After successful internal validation of the cutoff values generated by the training cohort for DFS (p = 0.025) and OS (p = 0.002), external validation using these cutoffs was successful for DFS (p = 0.002) but not for the other investigated endpoints. These results suggest that pre-treatment FDG-PET features may be useful to detect patients who do not respond to CRT and could benefit from alternative treatment.
Identifiants
pubmed: 33077841
doi: 10.1038/s41598-020-74701-w
pii: 10.1038/s41598-020-74701-w
pmc: PMC7573602
doi:
Substances chimiques
Fluorodeoxyglucose F18
0Z5B2CJX4D
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
17671Références
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