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[18F]FDG PET/CT features for the molecular characterization of primary breast tumors

Articolo
Data di Pubblicazione:
2017
Abstract:
PURPOSE: The aim of this study was to evaluate the role of imaging features derived from [18F]FDG-PET/CT to provide in vivo characterization of breast cancer (BC). METHODS: Images from 43 patients with a first diagnosis of BC were reviewed. Images were acquired before any treatment. Histological data were derived from pretreatment biopsy or surgical histological specimen; these included tumor type, grade, ER and PgR receptor status, lymphovascular invasion, Ki67 index, HER2 status, and molecular subtype. Standard parameters (SUVmean, TLG, MTV) and advanced imaging features (histogram-based and shape and size features) were evaluated. Univariate analysis, hierarchical clustering analysis, and exact Fisher's test were used for statistical analysis of data. Imaging-derived metrics were reduced evaluating the mutual correlation within group of features as well as the mutual correlation between groups of features to form a signature. RESULTS: A significant correlation was found between some advanced imaging features and the histological type. Different molecular subtypes were characterized by different values of two histogram-based features (median and energy). A significant association was observed between the imaging signature and luminal A and luminal B HER2 negative molecular subtype and also when considering luminal A, luminal B HER2-negative and HER2-positive groups. Similar results were found between the signature and all five molecular subtypes and also when considering the histological types of BC. CONCLUSIONS: Our results suggest a complementary role of standard PET imaging parameters and advanced imaging features for the in vivo biological characterization of BC lesions.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Breast cancer; Radiomics; [object Object
Elenco autori:
Castiglioni, Isabella; Gallivanone, Francesca
Autori di Ateneo:
GALLIVANONE FRANCESCA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/340034
Pubblicato in:
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING (PRINT)
Journal
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