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Guglielmo P, Marturano F, Bettinelli A, Sepulcri M, Pasello G, Gregianin M, Paiusco M, Evangelista L. Additional Value of PET and CT Image-Based Features in the Detection of Occult Lymph Node Metastases in Lung Cancer: A Systematic Review of the Literature. Diagnostics (Basel) 2023; 13:2153. [PMID: 37443547 DOI: 10.3390/diagnostics13132153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/05/2023] [Accepted: 06/17/2023] [Indexed: 07/15/2023] Open
Abstract
Lung cancer represents the second most common malignancy worldwide and lymph node (LN) involvement serves as a crucial prognostic factor for tailoring treatment approaches. Invasive methods, such as mediastinoscopy and endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA), are employed for preoperative LN staging. Among the preoperative non-invasive diagnostic methods, computed tomography (CT) and, recently, positron emission tomography (PET)/CT with fluorine-18-fludeoxyglucose ([18F]FDG) are routinely recommended by several guidelines; however, they can both miss pathologically proven LN metastases, with an incidence up to 26% for patients staged with [18F]FDG PET/CT. These undetected metastases, known as occult LN metastases (OLMs), are usually cases of micro-metastasis or small LN metastasis (shortest radius below 10 mm). Hence, it is crucial to find novel approaches to increase their discovery rate. Radiomics is an emerging field that seeks to uncover and quantify the concealed information present in biomedical images by utilising machine or deep learning approaches. The extracted features can be integrated into predictive models, as numerous reports have emphasised their usefulness in the staging of lung cancer. However, there is a paucity of studies examining the detection of OLMs using quantitative features derived from images. Hence, the objective of this review was to investigate the potential application of PET- and/or CT-derived quantitative radiomic features for the identification of OLMs.
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Affiliation(s)
- Priscilla Guglielmo
- Nuclear Medicine Unit, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Francesca Marturano
- Medical Physics Unit, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Andrea Bettinelli
- Medical Physics Unit, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Matteo Sepulcri
- Radiotherapy, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Giulia Pasello
- Department of Surgery, Oncology and Gastroenterology, University of Padua, 35128 Padua, Italy
- Medical Oncology 2, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Michele Gregianin
- Nuclear Medicine Unit, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Marta Paiusco
- Medical Physics Unit, Veneto Institute of Oncology IOV-IRCCS, 35128 Padua, Italy
| | - Laura Evangelista
- Nuclear Medicine Unit, Department of Medicine DIMED, University of Padua, 35128 Padua, Italy
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Kameyama K, Imai K, Ishiyama K, Takashima S, Kuriyama S, Atari M, Ishii Y, Kobayashi A, Takahashi S, Kobayashi M, Harata Y, Sato Y, Motoyama S, Hashimoto M, Nomura K, Minamiya Y. New PET/CT criterion for predicting lymph node metastasis in resectable advanced (stage IB-III) lung cancer: The standard uptake values ratio of ipsilateral/contralateral hilar nodes. Thorac Cancer 2022; 13:708-715. [PMID: 35048499 PMCID: PMC8888156 DOI: 10.1111/1759-7714.14302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 12/16/2021] [Accepted: 12/18/2021] [Indexed: 11/30/2022] Open
Abstract
Background The aim of the present study was to use surgical and histological results to develop a simple noninvasive technique to improve nodal staging using preoperative PET/CT in patients with resectable lung cancer. Methods Preoperative PET/CT findings (pStage IB–III 182 patients) and pathological diagnoses after surgical resection were evaluated. Using PET/CT images to determine the standardized uptake value (SUV) ratio, the SUVmax of a contralateral hilar lymph node (on the side of the chest opposite to the primary tumor) was measured simultaneously. The I/C‐SUV ratio was calculated as ipsilateral hilar node SUV/contralateral hilar node SUV. Receiver operating characteristic (ROC) curves were then used to analyze those data. Results Based on ROC analyses, the cutoff I/C‐SUV ratio for diagnosis of lymph node metastasis was 1.34. With a tumor ipsilateral lymph node SUVmax ≥2.5, an IC‐SUV ratio ≥1.34 had the highest accuracy for predicting N1/N2 metastasis; the sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV) and accuracy of nodal staging were 60.66, 85.11, 84.09, 62.5 and 71.29%, respectively. Conclusions When diagnosing nodal stage, a lymph node I/C‐SUV ratio ≥1.34 can be an effective criterion for determining surgical indications in advanced lung cancer.
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Affiliation(s)
- Komei Kameyama
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Kazuhiro Imai
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Koichi Ishiyama
- Department of Radiology, Akita University Graduate School of Medicine, Akita, Japan
| | - Shinogu Takashima
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Shoji Kuriyama
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Maiko Atari
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Yoshiaki Ishii
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Akihito Kobayashi
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Shugo Takahashi
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Mirai Kobayashi
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Yuzu Harata
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Yusuke Sato
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Satoru Motoyama
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
| | - Manabu Hashimoto
- Department of Radiology, Akita University Graduate School of Medicine, Akita, Japan
| | - Kyoko Nomura
- Department of Health Environmental Science and Public Health, Akita University Graduate School of Medicine, Akita, Japan
| | - Yoshihiro Minamiya
- Department of Thoracic Surgery, Akita University Graduate School of Medicine, Akita, Japan
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Endoh H, Yamamoto R, Ichikawa A, Shiozawa S, Nishizawa N, Satoh Y, Oriuchi N. Clinicopathologic Significance of False-Positive Lymph Node Status on FDG-PET in Lung Cancer. Clin Lung Cancer 2020; 22:218-224. [PMID: 32654926 DOI: 10.1016/j.cllc.2020.05.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 05/05/2020] [Accepted: 05/05/2020] [Indexed: 12/25/2022]
Abstract
INTRODUCTION 2-[18F] Fluoro-d-deoxyglucose (FDG) positron emission tomography (PET) is a relevant diagnostic procedure for staging lung cancer. However, accurate evaluation of lymph node metastases by PET is controversial because of false-positive FDG uptake. PATIENTS AND METHODS A total of 245 patients with lung cancer were retrospectively analyzed. Standardized maximum uptake values (SUVmax) of the primary tumor and lymph nodes were compared to pathologic lymph node metastases to correlate PET findings with clinicopathologic variables and patient outcomes. RESULTS The SUVmax values of metastatic lymph nodes were significantly higher than those of lymph nodes without metastases (P = .0036). When SUVmax ≥ 4 was defined as PET positive for metastasis, the sensitivity, specificity, and accuracy were 48.1%, 79.8%, and 73.1%, respectively. Multivariate logistic regression analysis showed that age > 75 years, bilateral hilar FDG uptake, and no lymph node swelling were significant factors related to false-positive lymph node metastases. Smoking status, FDG uptake in the primary tumor, and concurrent lung diseases were not significant factors. CONCLUSION Metastatic lymph nodes show higher FDG uptake than false-positive lymph nodes, and older patient age, bilateral hilar FDG uptake, and no swollen nodes are associated with no metastases. Patients with lymph node metastases have worse survival than those with false-positive FDG-PET findings. However, abnormal FDG uptake in the lymph node is an important prognostic factor.
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Affiliation(s)
- Hideki Endoh
- Department of Thoracic Surgery, Saku Central Hospital Advanced Care Center, Saku, Japan.
| | - Ryohei Yamamoto
- Department of Thoracic Surgery, Saku Central Hospital Advanced Care Center, Saku, Japan
| | - Akihiro Ichikawa
- High Functional Diagnosis Center, Saku Central Hospital Advanced Care Center, Saku, Japan
| | - Satoshi Shiozawa
- Department of Pathological Diagnostics, Saku Central Hospital Advanced Care Center, Saku, Japan
| | - Nobuhiro Nishizawa
- Department of Thoracic Surgery, Saku Central Hospital Advanced Care Center, Saku, Japan
| | - Yukitoshi Satoh
- Department of Thoracic Surgery, Kitasato University Hospital, Sagamihara, Japan
| | - Noboru Oriuchi
- Advanced Clinical Research Center, Fukushima Medical University, Fukushima, Japan; Department of Nuclear Medicine, Fukushima Medical University, Fukushima, Japan
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