Computed tomography based radiomic signature as predictive of survival and local control after stereotactic body radiation therapy in pancreatic carcinoma.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2019
Historique:
received: 24 09 2018
accepted: 01 01 2019
entrez: 19 1 2019
pubmed: 19 1 2019
medline: 2 11 2019
Statut: epublish

Résumé

To appraise the ability of a radiomics signature to predict clinical outcome after stereotactic body radiation therapy (SBRT) for pancreas carcinoma. A cohort of 100 patients was included in this retrospective, single institution analysis. Radiomics texture features were extracted from computed tomography (CT) images obtained for the clinical target volume. The cohort of patients was randomly divided into two separate groups for the training (60 patients) and validation (40 patients). Cox regression models were built to predict overall survival and local control. The significant predictors at univariate analysis were included in a multivariate model. The quality of the models was appraised by means of area under the curve and concordance index. A clinical-radiomic signature associated with Overall Survival (OS) was found significant in both training and validation sets (p = 0.01 and 0.05 and concordance index 0.73 and 0.75 respectively). Similarly, a signature was found for Local Control (LC) with p = 0.007 and 0.004 and concordance index 0.69 and 0.75. In the low risk group, the median OS and LC in the validation group were 14.4 and 28.6 months while in the high-risk group were 9.0 and 17.5 months respectively. A CT based radiomic signature was identified which correlate with OS and LC after SBRT and allowed to identify low and high-risk groups of patients.

Identifiants

pubmed: 30657785
doi: 10.1371/journal.pone.0210758
pii: PONE-D-18-26211
pmc: PMC6338357
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0210758

Déclaration de conflit d'intérêts

I have read the journal's policy and the authors of this manuscript have the following competing interests: L. Cozzi acts as Scientific Advisor to Varian Medical Systems and is Clinical Research Scientist at Humanitas Cancer Center. All other co-authors declare that they have no conflict interests. A. Chiti received speaker honoraria from General Electric and Sirtex Medical System; acted as scientific advisor for Blue Earth Diagnostics and Advanced Accelerator Applications; benefited from an unconditional grant from Sanofi to Humanitas University. All honoraria and grants are outside the scope of the submitted work. This does not alter our adherence to PLOS ONE policies on sharing data and materials.

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Auteurs

Luca Cozzi (L)

Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy.
Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Tiziana Comito (T)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Antonella Fogliata (A)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Ciro Franzese (C)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Davide Franceschini (D)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Cristiana Bonifacio (C)

Diagnostic Radiology, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Angelo Tozzi (A)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Lucia Di Brina (L)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Elena Clerici (E)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Stefano Tomatis (S)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Giacomo Reggiori (G)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Francesca Lobefalo (F)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Antonella Stravato (A)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Pietro Mancosu (P)

Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Alessandro Zerbi (A)

Pancreatic Surgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Martina Sollini (M)

Nuclear Medicine, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Margarita Kirienko (M)

Nuclear Medicine, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Arturo Chiti (A)

Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy.
Nuclear Medicine, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

Marta Scorsetti (M)

Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy.
Radiotherapy and Radiosurgery, Humanitas Clinical and Research Center, Rozzano (Milan), Italy.

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