Impact of segmentation and discretization on radiomic features in

68Ga-DOTATOC PET/CT Neuroendocrine tumor Radiomics Robustness Semi-automatic segmentation Texture analysis

Journal

EJNMMI physics
ISSN: 2197-7364
Titre abrégé: EJNMMI Phys
Pays: Germany
ID NLM: 101658952

Informations de publication

Date de publication:
27 Feb 2021
Historique:
received: 08 07 2020
accepted: 09 02 2021
entrez: 27 2 2021
pubmed: 28 2 2021
medline: 28 2 2021
Statut: epublish

Résumé

To identify the impact of segmentation methods and intensity discretization on radiomic features (RFs) extraction from Forty-nine patients were retrospectively analyzed. Tumor contouring was performed manually by four different operators and with a semi-automatic edge-based segmentation (SAEB) algorithm. Three SUV DSC mean value was 0.75 ± 0.11 (0.45-0.92) between SAEB and operators and 0.78 ± 0.09 (0.36-0.97), among the four manual segmentations. The study showed high robustness (ICC > 0.9): (a) in 64.7% of RFs for segmentation methods using AR60, improved by applying SUV RFs robustness to manual segmentation resulted higher in NET

Identifiants

pubmed: 33638729
doi: 10.1186/s40658-021-00367-6
pii: 10.1186/s40658-021-00367-6
pmc: PMC7914329
doi:

Types de publication

Journal Article

Langues

eng

Pagination

21

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Auteurs

Virginia Liberini (V)

Nuclear Medicine Unit, Department of Medical Sciences, University of Turin, Corso Dogliotti 14, 10126, Turin, Italy. virginia.liberini@unito.it.

Bruno De Santi (B)

Biolab, Department of Electronics and Telecomunications, Politecnico di Torino, Turin, Italy.

Osvaldo Rampado (O)

Medical Physics Unit, AOU Città della Salute e della Scienza, Turin, Italy.

Elena Gallio (E)

Medical Physics Unit, AOU Città della Salute e della Scienza, Turin, Italy.

Beatrice Dionisi (B)

Nuclear Medicine Unit, Department of Medical Sciences, University of Turin, Corso Dogliotti 14, 10126, Turin, Italy.

Francesco Ceci (F)

Nuclear Medicine Unit, Department of Medical Sciences, University of Turin, Corso Dogliotti 14, 10126, Turin, Italy.

Giulia Polverari (G)

Nuclear Medicine Unit, Department of Medical Sciences, University of Turin, Corso Dogliotti 14, 10126, Turin, Italy.

Philippe Thuillier (P)

Nuclear Medicine Unit, Department of Medical Sciences, University of Turin, Corso Dogliotti 14, 10126, Turin, Italy.
Department of Endocrinology, University Hospital of Brest, Politecnico di Torino Brest, Turin, France.

Filippo Molinari (F)

Biolab, Department of Electronics and Telecomunications, Politecnico di Torino, Turin, Italy.

Désirée Deandreis (D)

Nuclear Medicine Unit, Department of Medical Sciences, University of Turin, Corso Dogliotti 14, 10126, Turin, Italy.

Classifications MeSH