Utility of CT texture analysis to differentiate olfactory neuroblastoma from sinonasal squamous cell carcinoma.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
25 02 2021
Historique:
received: 05 10 2020
accepted: 11 02 2021
entrez: 26 2 2021
pubmed: 27 2 2021
medline: 21 12 2021
Statut: epublish

Résumé

The purpose of this study was to examine differences in texture features between olfactory neuroblastoma (ONB) and sinonasal squamous cell carcinoma (SCC) on contrast-enhanced CT (CECT) images, and to evaluate the predictive accuracy of texture analysis compared to radiologists' interpretations. Forty-three patients with pathologically-diagnosed primary nasal and paranasal tumor (17 ONB and 26 SCC) were included. We extracted 42 texture features from tumor regions on CECT images obtained before treatment. In univariate analysis, each texture features were compared, with adjustment for multiple comparisons. In multivariate analysis, the elastic net was used to select useful texture features and to construct a texture-based prediction model with leave-one-out cross-validation. The prediction accuracy was compared with two radiologists' visual interpretations. In univariate analysis, significant differences were observed for 28 of 42 texture features between ONB and SCC, with areas under the receiver operating characteristic curve between 0.68 and 0.91 (median: 0.80). In multivariate analysis, the elastic net model selected 18 texture features that contributed to differentiation. It tended to show slightly higher predictive accuracy than radiologists' interpretations (86% and 74%, respectively; P = 0.096). In conclusion, several texture features contributed to differentiation of ONB from SCC, and the texture-based prediction model was considered useful.

Identifiants

pubmed: 33633160
doi: 10.1038/s41598-021-84048-5
pii: 10.1038/s41598-021-84048-5
pmc: PMC7907098
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

4679

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Auteurs

Masaki Ogawa (M)

Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1, Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya, 467-8601, Japan. ogawam.med@gmail.com.

Satoshi Osaga (S)

Clinical Research Management Center, Nagoya City University Hospital, Nagoya, Japan.

Norio Shiraki (N)

Department of Radiology, Nagoya City West Medical Center, Nagoya, Japan.

Daisuke Kawakita (D)

Department of Otorhinolaryngology, Head and Neck Surgery, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan.

Nobuhiro Hanai (N)

Department of Head and Neck Surgery, Aichi Cancer Center Hospital, Nagoya, Japan.

Tsuneo Tamaki (T)

Department of Radiology, East Nagoya Imaging Diagnosis Center, Nagoya, Japan.

Satoshi Tsukahara (S)

Department of Radiology, Kariya Toyota General Hospital, Kariya, Japan.

Takatsune Kawaguchi (T)

Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1, Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya, 467-8601, Japan.

Misugi Urano (M)

Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1, Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya, 467-8601, Japan.

Yuta Shibamoto (Y)

Department of Radiology, Nagoya City University Graduate School of Medical Sciences, 1, Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya, 467-8601, Japan.

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