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Demirkol B, Tanrıverdi E, Gül Ş, Koç AS, Akgün E, Yardımcı AH, Baydili KN, Çetinkaya E. The role of endobronchial ultrasonography elastography in the diagnosis of hilar and mediastinal lymph nodes. Turk J Med Sci 2023; 53:712-720. [PMID: 37476908 PMCID: PMC10388034 DOI: 10.55730/1300-0144.5634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Revised: 06/19/2023] [Accepted: 02/07/2023] [Indexed: 07/22/2023] Open
Abstract
BACKGROUND Endobronchial ultrasonography (EBUS) is a minimally invasive diagnostic tool in the diagnosis of mediastinal lymph nodes (LNs) and has sonographic features. We aimed to investigate the diagnostic accuracy of EBUS elastography, which evaluates tissue compressibility integrated into EBUS, on malignant vs. benign mediastinal-hilar LNs. METHODS A single-center, prospective study was conducted at the University of Health Sciences Yedikule Chest Diseases and Thoracic Surgery Training and Research Hospital between 01/10/2019 and 15/11/2019. The features of 219 LNs evaluated by thoracic computed tomography (CT), positron emission tomography (PET)/CT, EBUS sonography and EBUS elastography were recorded. The LNs sampled by EBUS-guided fine needle aspiration were classified according to EBUS elastography color distribution findings as follows: type 1, predominantly nonblue (green, yellow, and red); type 2, part blue, part nonblue; type 3, predominantly blue. The strain ratio (SR) was calculated based on normal tissue with the relevant region. RESULTS The average age of 131 patients included in the study was 55.86 ± 13 years, 76 (58%) were male. Two hundred and nineteen lymph nodes were sampled from different stations. Pathological diagnosis of 75 (34.2%) LNs was malignant, the rest was benign. When EBUS B-mode findings and pathological results were compared, sensitivity was 65.33%, specificity 63.19%, positive predictive value (PPV) 48%, negative predictive value (NPV) 77.8%, and diagnostic yield (DY) 64%. When the pathological diagnoses and EBUS elastography findings were compared, while type 1 LNs were considered to be benign and type 3 LNs malignant, sensitivity 94.12%, specificity 86.54%, PPV 82.1%, NPV 95.7%, and DY 89.5%. SR of malignant LNs was significantly higher than benign LNs (p < 0.001). When the classification according to color scale and SR were compared, no difference was found in DY (p = 0.155). DISCUSSION The diagnostic accuracy of EBUS elastography is high enough to distinguish malignant LN from benign ones with the SR option. When compared with EBUS-B mode sonographic findings, it was found to have a higher diagnostic yield.
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Affiliation(s)
- Barış Demirkol
- Department of Pulmonology, Başaksehir Çam and Sakura City Hospital, University of Health Sciences, İstanbul, Turkey
| | - Elif Tanrıverdi
- Department of Pulmonology, Yedikule Chest Diseases and Thoracic Surgery Education and Research Hospital, University of Health Sciences, İstanbul, Turkey
| | - Şule Gül
- Department of Pulmonology, Yedikule Chest Diseases and Thoracic Surgery Education and Research Hospital, University of Health Sciences, İstanbul, Turkey
| | - Aysu Sinem Koç
- Department of Pulmonology, Bahçeşehir Liv Hospital, İstinye University, İstanbul, Turkey
| | - Elife Akgün
- Department of Nuclear Medicine, Kırıkkale Yüksek İhtisas Hospital, Kırıkkale, Turkey
| | - Aytül Hande Yardımcı
- Department of Radiology, Başakşehir Çam and Sakura City Hospital, University of Health Sciences, İstanbul, Turkey
| | - Kürşad Nuri Baydili
- Department of Biostatistics and Medical Informatics, Faculty of Hamidiye Medical, University of Health Sciences, İstanbul, Turkey
| | - Erdoğan Çetinkaya
- Department of Pulmonology, Yedikule Chest Diseases and Thoracic Surgery Education and Research Hospital, University of Health Sciences, İstanbul, Turkey
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Assisi D, Gallina FT, Forcella D, Tajè R, Melis E, Visca P, Pierconti F, Venti E, Facciolo F. Transesophageal Endoscopic Ultrasound Fine Needle Biopsy for the Diagnosis of Mediastinal Masses: A Retrospective Real-World Analysis. J Clin Med 2022; 11:jcm11185469. [PMID: 36143116 PMCID: PMC9506435 DOI: 10.3390/jcm11185469] [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: 08/06/2022] [Revised: 09/12/2022] [Accepted: 09/14/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Endoscopic ultrasound (EUS) plays an important role in the diagnosis and staging of thoracic disease. Our report studies the diagnostic performance and clinical impact of EUS fine needle aspiration (FNA) in a homogenous cohort of patients according to the distribution of the enlarged MLNs or pulmonary masses. Methods: We retrospectively reviewed the diagnostic performance of 211 EUS-FNA in 200 consecutive patients with enlarged or PET-positive MLNs and para-mediastinal masses who were referred to our oncological center between January 2019 and May 2020. Results: The overall sensitivity of EUS-FNA was 85% with a corresponding negative predictive value (NPV) of 56% and an accuracy of 87.5%. The sensitivity and accuracy in patients with abnormal MLNs were 81.1% and 84.4%, respectively. In those with para-mediastinal masses, sensitivity and accuracy were 96.4% and 96.8%. The accuracy for both masses and lymph nodes was 100%, and in the LAG (left adrenal gland), it was 66.6%. Conclusions: Our results show that, in patients with suspected mediastinal masses, EUS-FNA is an accurate technique to evaluate all reachable mediastinal nodal stations, including station 5.
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Affiliation(s)
- Daniela Assisi
- Digestive Endoscopy Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Filippo Tommaso Gallina
- Thoracic Surgery Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
- Correspondence: ; Tel.: +39-0652665218
| | - Daniele Forcella
- Thoracic Surgery Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Riccardo Tajè
- Thoracic Surgery Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Enrico Melis
- Thoracic Surgery Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Paolo Visca
- Department of Pathology, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Federico Pierconti
- Anesthesiology and Intensive Care Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Emanuela Venti
- Anesthesiology and Intensive Care Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
| | - Francesco Facciolo
- Thoracic Surgery Unit, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy
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Deep Learning Using Endobronchial-Ultrasound-Guided Transbronchial Needle Aspiration Image to Improve the Overall Diagnostic Yield of Sampling Mediastinal Lymphadenopathy. Diagnostics (Basel) 2022; 12:diagnostics12092234. [PMID: 36140635 PMCID: PMC9497910 DOI: 10.3390/diagnostics12092234] [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: 07/07/2022] [Revised: 08/23/2022] [Accepted: 09/13/2022] [Indexed: 11/17/2022] Open
Abstract
Lung cancer is the biggest cause of cancer-related death worldwide. An accurate nodal staging is critical for the determination of treatment strategy for lung cancer patients. Endobronchial-ultrasound-guided transbronchial needle aspiration (EBUS-TBNA) has revolutionized the field of pulmonology and is considered to be extremely sensitive, specific, and secure for lung cancer staging through rapid on-site evaluation (ROSE), but manual visual inspection on the entire slide of EBUS smears is challenging, time consuming, and worse, subjective, on a large interobserver scale. To satisfy ROSE’s needs, a rapid, automated, and accurate diagnosis system using EBUS-TBNA whole-slide images (WSIs) is highly desired to improve diagnosis accuracy and speed, minimize workload and labor costs, and ensure reproducibility. We present a fast, efficient, and fully automatic deep-convolutional-neural-network-based system for advanced lung cancer staging on gigapixel EBUS-TBNA cytological WSIs. Each WSI was converted into a patch-based hierarchical structure and examined by the proposed deep convolutional neural network, generating the segmentation of metastatic lesions in EBUS-TBNA WSIs. To the best of the authors’ knowledge, this is the first research on fully automated enlarged mediastinal lymph node analysis using EBUS-TBNA cytological WSIs. We evaluated the robustness of the proposed framework on a dataset of 122 WSIs, and the proposed method achieved a high precision of 93.4%, sensitivity of 89.8%, DSC of 82.2%, and IoU of 83.2% for the first experiment (37.7% training and 62.3% testing) and a high precision of 91.8 ± 1.2, sensitivity of 96.3 ± 0.8, DSC of 94.0 ± 1.0, and IoU of 88.7 ± 1.8 for the second experiment using a three-fold cross-validation, respectively. Furthermore, the proposed method significantly outperformed the three state-of-the-art baseline models, including U-Net, SegNet, and FCN, in terms of precision, sensitivity, DSC, and Jaccard index, based on Fisher’s least significant difference (LSD) test (p<0.001). For a computational time comparison on a WSI, the proposed method was 2.5 times faster than U-Net, 2.3 times faster than SegNet, and 3.4 times faster than FCN, using a single GeForce GTX 1080 Ti, respectively. With its high precision and sensitivity, the proposed method demonstrated that it manifested the potential to reduce the workload of pathologists in their routine clinical practice.
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Huang J, Lu Y, Wang X, Zhu X, Li P, Chen J, Chen P, Ding M. Diagnostic value of endobronchial ultrasound elastography combined with rapid onsite cytological evaluation in endobronchial ultrasound-guided transbronchial needle aspiration. BMC Pulm Med 2021; 21:423. [PMID: 34930196 PMCID: PMC8690901 DOI: 10.1186/s12890-021-01748-4] [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: 06/05/2021] [Accepted: 11/11/2021] [Indexed: 11/16/2022] Open
Abstract
Background Endobronchial ultrasound (EBUS) elastography has been used in EBUS-guided transbronchial needle aspiration (EBUS-TBNA) to identify malignant lymph nodes based on tissue stiffness. Rapid onsite cytological evaluation (ROSE) has been widely utilized for onsite evaluation of sample adequacy and for guiding sampling during EBUS-TBNA. The aim of this study was to investigate the diagnostic value of combined EBUS elastography and ROSE in evaluating mediastinal and hilar lymph node status. Methods Retrospective chart review was performed from December 2018 to September 2020. Patient demographics, EBUS elastography scores, and ROSE, pathologic, and clinical outcome data were collected. The EBUS elastography scores were classified as follows: Type 1, predominantly nonblue; Type 2, partially blue and partially nonblue; and Type 3, predominantly blue. A receiver operating characteristic curve was used to compare the sensitivity, specificity, positive predictive value, negative predictive value, positive likelihood ratio, and negative likelihood ratio for evaluation of malignant lymph nodes among the EBUS elastography, ROSE, and EBUS combined with ROSE groups. Results A total of 245 patients (345 lymph nodes) were included. The sensitivity and specificity of the EBUS elastography group for the diagnosis of malignant lymph nodes were 90.51% and 57.26%, respectively. The sensitivity and specificity in the ROSE group were 96.32% and 79.05%, respectively. The sensitivity, specificity, positive likelihood ratio, and negative likelihood ratio of EBUS elastography combined with ROSE were 86.61%, 92.65%, 11.78, and 0.14, respectively, and the area under the curve was 0.942. Conclusions Combining EBUS elastography and ROSE significantly increased the diagnostic value of EBUS-TBNA in evaluating mediastinal and hilar lymph node status compared to each method alone. Supplementary Information The online version contains supplementary material available at 10.1186/s12890-021-01748-4.
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Affiliation(s)
- Jing Huang
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China
| | - Yuan Lu
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China
| | - Xihua Wang
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China
| | - Xiaoli Zhu
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China
| | - Ping Li
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China
| | - Jing Chen
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China
| | - Pingsheng Chen
- Department of pathology and pathophysiology, School of Medicine, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China.
| | - Ming Ding
- Department of Respiratory and Critical Care Medicine, School of Medicine, Zhongda Hospital, Southeast University, Dingjiaqiao 87#, Nanjing, Jiangsu, China.
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Zhi X, Chen J, Xie F, Sun J, Herth FJF. Diagnostic value of endobronchial ultrasound image features: A specialized review. Endosc Ultrasound 2021; 10:3-18. [PMID: 32719201 PMCID: PMC7980684 DOI: 10.4103/eus.eus_43_20] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA) technology is important in the diagnosis of intrathoracic benign and malignant lymph nodes (LNs). With the development of EBUS imaging technology, its role in noninvasive diagnosis, as a supplement to pathology diagnosis, has been given increasing attention in recent years. Many studies have explored qualitative and quantitative methods for the three EBUS modes, as well as a variety of multimodal analysis methods, to find the optimal method for the noninvasive diagnosis using EBUS for LNs. Here, we review and comment on the research methods and predictive diagnostic value, discuss the existing problems, and look ahead to the future application of EBUS imaging.
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Affiliation(s)
- Xinxin Zhi
- Department of Respiratory Endoscopy, Shanghai Jiao Tong University, Shanghai; Department of Respiratory and Critical Care Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai; Shanghai Engineering Research Center of Respiratory Endoscopy, Shanghai, China
| | - Junxiang Chen
- Department of Respiratory Endoscopy, Shanghai Jiao Tong University, Shanghai; Department of Respiratory and Critical Care Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai; Shanghai Engineering Research Center of Respiratory Endoscopy, Shanghai, China
| | - Fangfang Xie
- Department of Respiratory Endoscopy, Shanghai Jiao Tong University, Shanghai; Department of Respiratory and Critical Care Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai; Shanghai Engineering Research Center of Respiratory Endoscopy, Shanghai, China
| | - Jiayuan Sun
- Department of Respiratory Endoscopy, Shanghai Jiao Tong University, Shanghai; Department of Respiratory and Critical Care Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai; Shanghai Engineering Research Center of Respiratory Endoscopy, Shanghai, China
| | - Felix J F Herth
- Department of Pneumology and Critical Care Medicine, Thoraxklinik, University of Heidelberg, Heidelberg, Germany
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Bayramoğlu Tepe N, Gelebek Yilmaz F, Bozdag Z, Uğur MG. Subgroup analysis of accreta, increta and percreta cases using acoustic radiation force impulse elastography. J Obstet Gynaecol Res 2020; 46:699-706. [PMID: 32153105 DOI: 10.1111/jog.14229] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 02/07/2020] [Accepted: 02/24/2020] [Indexed: 12/20/2022]
Abstract
OBJECTIVE To compare acoustic radiation force impulse (ARFI) elastography values and histopathological diagnoses (accreta, increta, percreta) in patients suspected of having abnormal placental invasion (API). MATERIALS AND METHODS This prospective study included 54 patients in the third trimester with a history of caesarian section (CS) and API based on gray scale and Doppler ultrasonography (USG) and 35 healthy controls. Patients underwent ARFI elastography preoperatively. Elastography measurements of the fetal and maternal sides of the placenta were compared to histopathology. RESULTS Patients had higher maternal-side, fetal-side and average elastography values (P = 0.001). Intraoperatively, eight patients (14.8%) showed abnormal cervical canal invasion and 46 (85.2%) bladder and/or parametrial invasion. Eight patients underwent CS + placental-bed suture, 11 CS + excision of the lower segment, and 35 caesarean-hysterectomy. Histopathology of lower segment excision/caesarian-hysterectomy patients determined 10 (21.7%) accreta, 10 (21.7%) increta and 26 (56.6%) percreta cases. ARFI values were highest in the percreta subgroup. The increta subgroup showed higher ARFI values than the accreta subgroup but maternal-side, fetal-side and average ARFI values were not significantly different across the subgroups (P > 0.05). The cut-off values for average, peripheral and central elastography were determined as >0.90, >0.76, >0.98 (m/s) with sensitivities of 98, 64, 98% and specificities of 85, 80, 91%, respectively. CONCLUSION ARFI elastography can detect API. However, it cannot determine invasion depth reliably. More studies with subgroup analyses are warranted to reveal its usefulness for invasion depth.
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Affiliation(s)
| | | | - Zehra Bozdag
- Department of Pathology, University of Gaziantep, Gaziantep, Turkey
| | - Mete Gürol Uğur
- Department of Obstetrics and Gynecology, University of Gaziantep, Gaziantep, Turkey
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