Literature DB >> 27539308

Radiomic Analysis using Density Threshold for FDG-PET/CT-Based N-Staging in Lung Cancer Patients.

Paul Flechsig1,2,3, Philipp Frank1, Clemens Kratochwil1, Gerald Antoch4, Daniel Rath1, Jan Moltz5, Michael Rieser6, Arne Warth3,7, Hans-Ulrich Kauczor2,3, Lawrence H Schwartz8, Uwe Haberkorn1,9, Frederik L Giesel10,11.   

Abstract

PURPOSE: Mediastinal nodal (N)-staging done by integrated 2-deoxy-2-[18F]fluoro-D-glucose ([18F]FDG) positron emission tomography/x-ray computed tomography (PET/CT) in lung cancer patients is not always accurate. In order to reduce the need for invasive staging procedures, additional surrogate parameters for the detection of malignant lymph node infiltration would be helpful. The purpose of this study was to evaluate if radiomic semi-automated density profiling in mediastinal lymph nodes can improve preclinical N-staging, irrespective of the specific lung cancer entity. PROCEDURES: This retrospective study was approved by the institutional review board. Two hundred forty-eight histologically proven lymph nodes in 122 lung cancer patients were investigated. In malignantly infiltrated lymph nodes, the specific lung cancer entity was histologically classified; benign lymph nodes were histologically classified as benign. Non-contrast enhanced [18F]FDG-PET/CT was performed before surgery/biopsy. Lymph node analyses were performed on the basis of FDG uptake and volumetric CT histogram analysis for metric lymph node sampling.
RESULTS: Of the 248 lymph nodes, 118 were benign, 130 malignant. Malignant lymph nodes had a significantly higher median CT density (32.4 Hounsfield units (HU) (min 5.4/max 77.5 HU)) compared to benign lymph nodes (9.3 HU (min -49.5/max 60.4 HU, p < 0.05), irrespective of the histological subtype. The discrimination between different malignant tumour subtypes by means of volumetric density analysis failed. Irrespective of the malignant subtype, a possible cutoff value of 20 HU may help differentiate between benign and malignant lymph nodes.
CONCLUSION: Density measurements in unclear mediastinal and hilar lymph nodes with equivocal FDG uptake in PET might serve as a possible surrogate parameter for N-staging in lung cancer patients, irrespective of the specific lung cancer subtype. This could also help to find possible high yield targets in cases where invasive lymph node staging is necessary.

Entities:  

Keywords:  FDG/PET-CT; Lung cancer; Radiomics; Staging

Mesh:

Substances:

Year:  2017        PMID: 27539308     DOI: 10.1007/s11307-016-0996-z

Source DB:  PubMed          Journal:  Mol Imaging Biol        ISSN: 1536-1632            Impact factor:   3.488


  29 in total

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Review 4.  Meta-analysis of positron emission tomographic and computed tomographic imaging in detecting mediastinal lymph node metastases in nonsmall cell lung cancer.

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Authors:  C Kratochwil; U Haberkorn; F L Giesel
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7.  Non-Hodgkin lymphoma and Hodgkin disease: coregistered FDG PET and CT at staging and restaging--do we need contrast-enhanced CT?

Authors:  Niklaus G Schaefer; Thomas F Hany; Christian Taverna; Burkhardt Seifert; Katrin D M Stumpe; Gustav K von Schulthess; Gerhard W Goerres
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8.  Integrated FDG-PET/CT does not make invasive staging of the intrathoracic lymph nodes in non-small cell lung cancer redundant: a prospective study.

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10.  Imaging of metastatic lymph nodes by X-ray phase-contrast micro-tomography.

Authors:  Torben Haugaard Jensen; Martin Bech; Tina Binderup; Arvid Böttiger; Christian David; Timm Weitkamp; Irene Zanette; Elena Reznikova; Jürgen Mohr; Fritz Rank; Robert Feidenhans'l; Andreas Kjær; Liselotte Højgaard; Franz Pfeiffer
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  12 in total

1.  Ability of FDG PET and CT radiomics features to differentiate between primary and metastatic lung lesions.

Authors:  Margarita Kirienko; Luca Cozzi; Alexia Rossi; Emanuele Voulaz; Lidija Antunovic; Antonella Fogliata; Arturo Chiti; Martina Sollini
Journal:  Eur J Nucl Med Mol Imaging       Date:  2018-04-06       Impact factor: 9.236

2.  Impact of Computer-Aided CT and PET Analysis on Non-invasive T Staging in Patients with Lung Cancer and Atelectasis.

Authors:  Paul Flechsig; Ramin Rastgoo; Clemens Kratochwil; Ole Martin; Tim Holland-Letz; Alexander Harms; Hans-Ulrich Kauczor; Uwe Haberkorn; Frederik L Giesel
Journal:  Mol Imaging Biol       Date:  2018-12       Impact factor: 3.488

3.  Comparison of Veterans Affairs, Mayo, Brock classification models and radiologist diagnosis for classifying the malignancy of pulmonary nodules in Chinese clinical population.

Authors:  Xiaonan Cui; Marjolein A Heuvelmans; Daiwei Han; Yingru Zhao; Shuxuan Fan; Sunyi Zheng; Grigory Sidorenkov; Harry J M Groen; Monique D Dorrius; Matthijs Oudkerk; Geertruida H de Bock; Rozemarijn Vliegenthart; Zhaoxiang Ye
Journal:  Transl Lung Cancer Res       Date:  2019-10

4.  Systematic review and meta-analysis of the accuracy of 18F-FDG PET/CT for detection of regional lymph node metastasis in esophageal squamous cell carcinoma.

Authors:  Chenxue Jiang; Yun Chen; Yaoyao Zhu; Yapping Xu
Journal:  J Thorac Dis       Date:  2018-11       Impact factor: 2.895

5.  Positron Emission Tomography-Based Short-Term Efficacy Evaluation and Prediction in Patients With Non-Small Cell Lung Cancer Treated With Hypo-Fractionated Radiotherapy.

Authors:  Yi-Qing Jiang; Qin Gao; Han Chen; Xiang-Xiang Shi; Jing-Bo Wu; Yue Chen; Yan Zhang; Hao-Wen Pang; Sheng Lin
Journal:  Front Oncol       Date:  2021-02-25       Impact factor: 6.244

6.  Computed Tomographic Studies of Noncalcified Nodules Related to Neuroendocrine Lung Tumor Using 68Gallium-Tagged Somatostatin Variant for Improvement in Diagnosis: A Non-Experimental, Non-Randomized, Cross-Sectional Study.

Authors:  Ketian Li; Mingge Shen; Hang Geng; Linyi Zheng; Yujie Cao
Journal:  Med Sci Monit       Date:  2018-06-30

Review 7.  [Study Progress of Radiomics in Precision Medicine for Lung Cancer].

Authors:  Zhang Shi; Xuefeng Zhang; Tao Jiang
Journal:  Zhongguo Fei Ai Za Zhi       Date:  2019-06-20

8.  Pre-Operative Prediction of Mediastinal Node Metastasis Using Radiomics Model Based on 18F-FDG PET/CT of the Primary Tumor in Non-Small Cell Lung Cancer Patients.

Authors:  Kai Zheng; Xinrong Wang; Chengzhi Jiang; Yongxiang Tang; Zhihui Fang; Jiale Hou; Zehua Zhu; Shuo Hu
Journal:  Front Med (Lausanne)       Date:  2021-06-18

9.  Mediastinal node staging by positron emission tomography-computed tomography and selective endoscopic ultrasound with fine needle aspiration for patients with upper gastrointestinal cancer: Results from a regional centre.

Authors:  Chris Harrington; Lyn Smith; Jennifer Bisland; Elisabet López González; Neil Jamieson; Stuart Paterson; Adrian John Stanley
Journal:  World J Gastrointest Endosc       Date:  2018-01-16

10.  A CT-based radiomics model to detect prostate cancer lymph node metastases in PSMA radioguided surgery patients.

Authors:  Jan C Peeken; Mohamed A Shouman; Markus Kroenke; Isabel Rauscher; Tobias Maurer; Jürgen E Gschwend; Matthias Eiber; Stephanie E Combs
Journal:  Eur J Nucl Med Mol Imaging       Date:  2020-05-28       Impact factor: 9.236

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