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Radiomics Features Using Dual-energy CT for Lymph Nodes After Preoperative Chemotherapy for Esophageal Cancer.
Tanaka, Yoshihiro; Sato, Yuta; Horaguchi, Takeshi; Fujibayashi, Seito; Yasufuku, Itaru; Miyoshi, Toshiharu; Kaga, Tetsuro; Noda, Yoshifumi; Watanabe, Daichi; Ishihara, Takuma; Matsuo, Masayuki; Matsuhashi, Nobuhisa.
Affiliation
  • Tanaka Y; Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan; yoshihirotana11@hotmail.com.
  • Sato Y; Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan.
  • Horaguchi T; Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan.
  • Fujibayashi S; Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan.
  • Yasufuku I; Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan.
  • Miyoshi T; Department of Radiology Services, Gifu University Hospital, Gifu, Japan.
  • Kaga T; Department of Radiology, Gifu University, Gifu, Japan.
  • Noda Y; Department of Radiology, Gifu University, Gifu, Japan.
  • Watanabe D; Department of Pharmacy, Gifu University Hospital, Gifu, Japan.
  • Ishihara T; Innovative and Clinical Research Promotion Center, Gifu University Hospital, Gifu, Japan.
  • Matsuo M; Department of Radiology, Gifu University, Gifu, Japan.
  • Matsuhashi N; Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan.
Anticancer Res ; 44(4): 1661-1674, 2024 Apr.
Article in En | MEDLINE | ID: mdl-38537992
ABSTRACT
BACKGROUND/

AIM:

Progress has been made in a triplet preoperative chemotherapy regimen for advanced esophageal cancer. We performed a preliminary investigation of the radiomics features of pathological lymph node metastasis after neoadjuvant chemotherapy using dual-energy computed tomography (DECT). PATIENTS AND

METHODS:

From January to December 2022, 36 lymph nodes from 10 patients with advanced esophageal cancer who underwent contrast-enhanced DECT after neoadjuvant chemotherapy and radical surgery in our department were studied. Radiomics features were extracted from iodine-based material decomposition images at the portal venous phase constructed by DECT using MATLAB analysis software. Receiver operating characteristic (ROC) analysis and cut-off values were determined for the presence or absence of pathological metastasis.

RESULTS:

ROC for the short axis of the pathologically positive lymph nodes showed an AUC of 0.713. Long run emphasis (LRE) within gray-level run-length matrix (GLRLM) was confirmed with a high AUC of 0.812. Sensitivity and specificity for lymph nodes with a short axis >10 mm were 0.222 and 1, respectively. Sensitivity and specificity for LRE within GLRLM were 0.722 and 0.833, respectively. Sensitivity and specificity for small zone emphasis (SZE) within gray-level size zone matrix (GLSZM) were 0.889 and 0.667, and zone percentage (ZP) values within GLSZM were 0.722 and 0.778, respectively. Discrimination of existing metastases using radiomics showed significantly higher sensitivity compared to lymph node short axis >10 mm (odds ratios of LRE, SZE, and ZP 9.1, 28, and 9.1, respectively).

CONCLUSION:

Evaluation of radiomics analysis using DECT may enable a more detailed evaluation of lymph node metastasis after neoadjuvant chemotherapy.
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Esophageal Neoplasms / Radiomics Limits: Humans Language: En Journal: Anticancer Res Year: 2024 Document type: Article

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Esophageal Neoplasms / Radiomics Limits: Humans Language: En Journal: Anticancer Res Year: 2024 Document type: Article