Skip to main content

Main menu

  • Home
  • Current Issue
  • Archive
  • Info for
    • Authors
    • Editorial Policies
    • Subscribers
    • Advertisers
    • Editorial Board
    • Special Issues 2025
  • Journal Metrics
  • Other Publications
    • In Vivo
    • Cancer Genomics & Proteomics
    • Cancer Diagnosis & Prognosis
  • More
    • IIAR
    • Conferences
    • 2008 Nobel Laureates
  • About Us
    • General Policy
    • Contact
  • Other Publications
    • Anticancer Research
    • In Vivo
    • Cancer Genomics & Proteomics

User menu

  • Register
  • Subscribe
  • My alerts
  • Log in
  • My Cart

Search

  • Advanced search
Anticancer Research
  • Other Publications
    • Anticancer Research
    • In Vivo
    • Cancer Genomics & Proteomics
  • Register
  • Subscribe
  • My alerts
  • Log in
  • My Cart
Anticancer Research

Advanced Search

  • Home
  • Current Issue
  • Archive
  • Info for
    • Authors
    • Editorial Policies
    • Subscribers
    • Advertisers
    • Editorial Board
    • Special Issues 2025
  • Journal Metrics
  • Other Publications
    • In Vivo
    • Cancer Genomics & Proteomics
    • Cancer Diagnosis & Prognosis
  • More
    • IIAR
    • Conferences
    • 2008 Nobel Laureates
  • About Us
    • General Policy
    • Contact
  • Visit us on Facebook
  • Follow us on Linkedin
Research ArticleClinical Studies

Radiomics Features Using Dual-energy CT for Lymph Nodes After Preoperative Chemotherapy for Esophageal Cancer

YOSHIHIRO TANAKA, YUTA SATO, TAKESHI HORAGUCHI, SEITO FUJIBAYASHI, ITARU YASUFUKU, TOSHIHARU MIYOSHI, TETSURO KAGA, YOSHIFUMI NODA, DAICHI WATANABE, TAKUMA ISHIHARA, MASAYUKI MATSUO and NOBUHISA MATSUHASHI
Anticancer Research April 2024, 44 (4) 1661-1674; DOI: https://doi.org/10.21873/anticanres.16965
YOSHIHIRO TANAKA
1Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: yoshihirotana11@hotmail.com
YUTA SATO
1Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
TAKESHI HORAGUCHI
1Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
SEITO FUJIBAYASHI
1Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
ITARU YASUFUKU
1Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
TOSHIHARU MIYOSHI
2Department of Radiology Services, Gifu University Hospital, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
TETSURO KAGA
3Department of Radiology, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
YOSHIFUMI NODA
3Department of Radiology, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
DAICHI WATANABE
4Department of Pharmacy, Gifu University Hospital, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
TAKUMA ISHIHARA
5Innovative and Clinical Research Promotion Center, Gifu University Hospital, Gifu, Japan
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
MASAYUKI MATSUO
3Department of Radiology, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
NOBUHISA MATSUHASHI
1Department of Gastroenterological Surgery and Pediatric Surgery, Graduate School of Medicine, Gifu University, Gifu, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Data
  • Info & Metrics
  • PDF
Loading

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.

Key Words:
  • Neoadjuvant chemotherapy
  • lymph node metastasis
  • radiomics feature
  • dual-energy CT
  • esophageal carcinoma
  • DCF
  • diagnosis
  • Received January 27, 2024.
  • Revision received February 16, 2024.
  • Accepted February 19, 2024.
  • Copyright © 2024 International Institute of Anticancer Research (Dr. George J. Delinasios), All rights reserved.
View Full Text

This article requires a subscription to view the full text. If you have a subscription you may use the login form below to view the article. Access to this article can also be purchased.

Log in using your username and password

Forgot your user name or password?

Purchase access

You may purchase access to this article. This will require you to create an account if you don't already have one.

patientACCESS

patientACCESS - Patients desiring access to articles
PreviousNext
Back to top

In this issue

Anticancer Research: 44 (4)
Anticancer Research
Vol. 44, Issue 4
April 2024
  • Table of Contents
  • Table of Contents (PDF)
  • About the Cover
  • Index by author
  • Back Matter (PDF)
  • Ed Board (PDF)
  • Front Matter (PDF)
Print
Download PDF
Article Alerts
Sign In to Email Alerts with your Email Address
Email Article

Thank you for your interest in spreading the word on Anticancer Research.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Radiomics Features Using Dual-energy CT for Lymph Nodes After Preoperative Chemotherapy for Esophageal Cancer
(Your Name) has sent you a message from Anticancer Research
(Your Name) thought you would like to see the Anticancer Research web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
9 + 4 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
Radiomics Features Using Dual-energy CT for Lymph Nodes After Preoperative Chemotherapy for Esophageal Cancer
YOSHIHIRO TANAKA, YUTA SATO, TAKESHI HORAGUCHI, SEITO FUJIBAYASHI, ITARU YASUFUKU, TOSHIHARU MIYOSHI, TETSURO KAGA, YOSHIFUMI NODA, DAICHI WATANABE, TAKUMA ISHIHARA, MASAYUKI MATSUO, NOBUHISA MATSUHASHI
Anticancer Research Apr 2024, 44 (4) 1661-1674; DOI: 10.21873/anticanres.16965

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Reprints and Permissions
Share
Radiomics Features Using Dual-energy CT for Lymph Nodes After Preoperative Chemotherapy for Esophageal Cancer
YOSHIHIRO TANAKA, YUTA SATO, TAKESHI HORAGUCHI, SEITO FUJIBAYASHI, ITARU YASUFUKU, TOSHIHARU MIYOSHI, TETSURO KAGA, YOSHIFUMI NODA, DAICHI WATANABE, TAKUMA ISHIHARA, MASAYUKI MATSUO, NOBUHISA MATSUHASHI
Anticancer Research Apr 2024, 44 (4) 1661-1674; DOI: 10.21873/anticanres.16965
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
    • Abstract
    • Patients and Methods
    • Results
    • Discussion
    • Conclusion
    • Acknowledgements
    • Footnotes
    • References
  • Figures & Data
  • Info & Metrics
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • No citing articles found.
  • Google Scholar

More in this TOC Section

  • Tumor Budding Grade and T Stage as Recurrence Predictors of High-risk Stage II Colorectal Cancer
  • Pathologic Complete Response (pCR) in Patient With Myxofibrosarcoma Who Underwent Neoadjuvant Radiation Concurrent to Complementary and Alternative Medicine
  • Machine Learning Model to Guide Empirical Antimicrobial Therapy in Febrile Neutropenic Patients With Hematologic Malignancies
Show more Clinical Studies

Similar Articles

Keywords

  • neoadjuvant chemotherapy
  • lymph node metastasis
  • radiomics feature
  • dual-energy CT
  • esophageal carcinoma
  • DCF
  • diagnosis
Anticancer Research

© 2025 Anticancer Research

Powered by HighWire