Peritumoral radiomics increases the efficiency of classification of pure ground-glass lung nodules: a multicenter study

Autor: Ying Zeng, Xiao Zhou, Tianzhi Zhou, Haibo Liu, Yingjun zhou, Shanyue Lin, Wei Zhang
Jazyk: angličtina
Rok vydání: 2024
Předmět:
Zdroj: Journal of Cardiothoracic Surgery, Vol 19, Iss 1, Pp 1-9 (2024)
Druh dokumentu: article
ISSN: 1749-8090
DOI: 10.1186/s13019-024-03008-y
Popis: Abstract Purpose We aimed to evaluate the efficiency of computed tomography (CT) radiomic features extracted from gross tumor volume (GTV) and peritumoral volumes (PTV) of 5, 10, and 15 mm to identify the tumor grades corresponding to the new histological grading system proposed in 2020 by the Pathology Committee of the International Association for the Study of Lung Cancer (IASLC). Methods A total of 151 lung adenocarcinomas manifesting as pure ground-glass lung nodules (pGGNs) were included in this randomized multicenter retrospective study. Four radiomic models were constructed from GTV and GTV + 5/10/15-mm PTV, respectively, and compared. The diagnostic performance of the different models was evaluated using receiver operating characteristic curve analysis Results The pGGNs were classified into grade 1 (117), 2 (34), and 3 (0), according to the IASLC grading system. In all four radiomic models, pGGNs of grade 2 had significantly higher radiomic scores than those of grade 1 (P
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