Could 18-FDG PET-CT Radiomic Features Predict the Locoregional Progression-Free Survival in Inoperable or Unresectable Oesophageal Cancer?

18-FDG PET-CT chemoradiotherapy neoadjuvant treatment oesophageal cancer predictive factors radiomics

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
22 Aug 2022
Historique:
received: 03 06 2022
revised: 28 07 2022
accepted: 02 08 2022
entrez: 26 8 2022
pubmed: 27 8 2022
medline: 27 8 2022
Statut: epublish

Résumé

Background: We evaluated the value of pre-treatment positron-emission tomography−computed tomography (PET-CT)-based radiomic features in predicting the locoregional progression-free survival (LR-PFS) of patients with inoperable or unresectable oesophageal cancer. Material and Methods: Forty-six patients were included and 230 radiomic parameters were extracted. After a principal component analysis (PCA), we identified the more robust radiomic parameters, and we used them to develop a heatmap. Finally, we correlated these radiomic features with LR-PFS. Results: The median follow-up time was 17 months. The two-year LR-PFS and PFS rates were 35.9% (95% CI: 18.9−53.3) and 21.6% (95%CI: 10.0−36.2), respectively. After the correlation analysis, we identified 55 radiomic parameters that were included in the heatmap. According to the results of the hierarchical clustering, we identified two groups of patients presenting statistically different median LR-PFSs (22.8 months vs. 9.9 months; HR = 2.64; 95% CI 0.97−7.15; p = 0.0573). We also identified two radiomic features (“F_rlm_rl_entr_per” and “F_rlm_2_5D_rl_entr”) significantly associated with LR-PFS. Patients expressing a “F_rlm_2_5D_rl_entr” of <3.3 had a better median LR- PFS (29.4 months vs. 8.2 months; p = 0.0343). Patients presenting a “F_rlm_rl_entr_per” of <4.7 had a better median LR-PFS (50.4 months vs. 9.9 months; p = 0.0132). Conclusion: We identified two radiomic signatures associated with a lower risk of locoregional relapse after CRT.

Identifiants

pubmed: 36011035
pii: cancers14164043
doi: 10.3390/cancers14164043
pmc: PMC9406583
pii:
doi:

Types de publication

Journal Article

Langues

eng

Références

Radiology. 2016 Feb;278(2):563-77
pubmed: 26579733
Ann Surg Oncol. 2013 Sep;20(9):3000-8
pubmed: 23584515
J Clin Oncol. 2016 Jun 20;34(18):2157-64
pubmed: 27138577
Annu Int Conf IEEE Eng Med Biol Soc. 2015 Aug;2015:771-4
pubmed: 26736376
Lancet Oncol. 2011 Jul;12(7):681-92
pubmed: 21684205
J Clin Oncol. 2010 Nov 1;28(31):4714-21
pubmed: 20876421
Front Oncol. 2022 Mar 15;12:861638
pubmed: 35371989
Mol Imaging Biol. 2005 Nov-Dec;7(6):422-30
pubmed: 16270235
Nat Commun. 2014 Jun 03;5:4006
pubmed: 24892406
Lancet Oncol. 2015 Sep;16(9):1090-1098
pubmed: 26254683
Cochrane Database Syst Rev. 2017 Aug 22;8:CD010511
pubmed: 28829911
J Surg Oncol. 2014 Apr;109(5):472-7
pubmed: 24301552
N Engl J Med. 2012 May 31;366(22):2074-84
pubmed: 22646630
Eur J Nucl Med Mol Imaging. 2013 Jan;40(1):133-40
pubmed: 23064544
J Nucl Med. 2017 May;58(5):723-729
pubmed: 27738011
Ann Nucl Med. 2019 Sep;33(9):657-670
pubmed: 31218571
N Engl J Med. 1992 Jun 11;326(24):1593-8
pubmed: 1584260
Radiol Med. 2020 Jul;125(7):625-635
pubmed: 32125637
Nat Methods. ;9(3):213
pubmed: 27974286
Eur J Cancer. 2015 Oct;51(15):2104-2119
pubmed: 26421815
Thorac Cancer. 2018 Dec;9(12):1638-1647
pubmed: 30277016
PLoS One. 2015 Jun 05;10(6):e0128616
pubmed: 26046353
Sci Rep. 2018 Jul 2;8(1):9902
pubmed: 29967326
Eur Radiol Exp. 2020 Feb 7;4(1):11
pubmed: 32034573
J Clin Oncol. 2014 Aug 10;32(23):2416-22
pubmed: 24982463
J Gastrointest Cancer. 2013 Sep;44(3):277-84
pubmed: 23389866
Ann Surg Oncol. 2010 Jul;17(7):1721-4
pubmed: 20369299
Radiology. 2020 May;295(2):328-338
pubmed: 32154773
Cancer. 2005 Oct 1;104(7):1349-55
pubmed: 16130133
Gut. 2011 Nov;60(11):1449-72
pubmed: 21705456
J Clin Oncol. 2005 Apr 1;23(10):2310-7
pubmed: 15800321
JAMA. 1999 May 5;281(17):1623-7
pubmed: 10235156
Clin Cancer Res. 2017 Aug 1;23(15):4259-4269
pubmed: 28280088

Auteurs

Berardino De Bari (B)

Radiation Oncology Department, Neuchâtel Hospital Network, CH-2300 La Chaux-de-Fonds, Switzerland.
Radiation Oncology Department, University Hospital of Besançon, F-25000 Besancon, France.

Loriane Lefevre (L)

Radiation Oncology Department, University Hospital of Besançon, F-25000 Besancon, France.
Radiation Oncology Department, Centre Eugène Marquis, F-35042 Rennes, France.

Julie Henriques (J)

INSERM, Établissement Français du Sang Bourgogne Franche-Comté, UMR1098, Interactions Hôte-Greffon-Tumeur/Ingénierie Cellulaire et Génique, Bourgogne Franche-Comté University, F-25000 Besancon, France.
Methodology and Quality of Life Unit in Oncology, University Hospital of Besançon, F-25000 Besancon, France.

Roberto Gatta (R)

Dipartimento di Scienze Cliniche e Sperimentali, Università degli Studi di Brescia, I-25123 Brescia, Italy.

Antoine Falcoz (A)

INSERM, Établissement Français du Sang Bourgogne Franche-Comté, UMR1098, Interactions Hôte-Greffon-Tumeur/Ingénierie Cellulaire et Génique, Bourgogne Franche-Comté University, F-25000 Besancon, France.
Methodology and Quality of Life Unit in Oncology, University Hospital of Besançon, F-25000 Besancon, France.

Pierre Mathieu (P)

Department of Digestive Surgery and Liver Transplantation, University Hospital of Besançon, F-25000 Besancon, France.

Christophe Borg (C)

INSERM, Établissement Français du Sang Bourgogne Franche-Comté, UMR1098, Interactions Hôte-Greffon-Tumeur/Ingénierie Cellulaire et Génique, Bourgogne Franche-Comté University, F-25000 Besancon, France.
Department of Medical Oncology, University Hospital of Besançon, F-25000 Besancon, France.

Nicola Dinapoli (N)

Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, I-00100 Rome, Italy.

Hatem Boulahdour (H)

EA 4662-"Nanomedicine Lab, Imagery and Therapeutics", Nuclear Medicine Department, University Hospital of Besançon, F-25000 Besancon, France.

Luca Boldrini (L)

Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, I-00100 Rome, Italy.

Vincenzo Valentini (V)

Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, I-00100 Rome, Italy.

Dewi Vernerey (D)

INSERM, Établissement Français du Sang Bourgogne Franche-Comté, UMR1098, Interactions Hôte-Greffon-Tumeur/Ingénierie Cellulaire et Génique, Bourgogne Franche-Comté University, F-25000 Besancon, France.
Methodology and Quality of Life Unit in Oncology, University Hospital of Besançon, F-25000 Besancon, France.

Classifications MeSH