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Prediction Models for Mediastinal Metastasis and Its Detection by Endobronchial Ultrasound-Guided Transbronchial Needle Aspiration in Potentially Operable Non-Small Cell Lung Cancer: A Prospective Study.
- Source :
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Chest [Chest] 2023 Sep; Vol. 164 (3), pp. 770-784. Date of Electronic Publication: 2023 Apr 03. - Publication Year :
- 2023
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Abstract
- Background: Prediction models for mediastinal metastasis and its detection by endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA) have not been developed using a prospective cohort of potentially operable patients with non-small cell lung cancer (NSCLC).<br />Research Question: Can mediastinal metastasis and its detection by EBUS-TBNA be predicted with prediction models in NSCLC?<br />Study Design and Methods: For the prospective development cohort, 589 potentially operable patients with NSCLC were evaluated (July 2016-June 2019) from five Korean teaching hospitals. Mediastinal staging was performed using EBUS-TBNA (with or without the transesophageal approach). Surgery was performed for patients without clinical N (cN) 2-3 disease by endoscopic staging. The prediction model for lung cancer staging-mediastinal metastasis (PLUS-M) and a model for mediastinal metastasis detection by EBUS-TBNA (PLUS-E) were developed using multivariable logistic regression analyses. Validation was performed using a retrospective cohort (n = 309) from a different period (June 2019-August 2021).<br />Results: The prevalence of mediastinal metastasis diagnosed by EBUS-TBNA or surgery and the sensitivity of EBUS-TBNA in the development cohort were 35.3% and 87.0%, respectively. In PLUS-M, younger age (< 60 years and 60-70 years compared with ≥ 70 years), nonsquamous histology (adenocarcinoma and others), central tumor location, tumor size (> 3-5 cm), cN1 or cN2-3 stage by CT, and cN1 or cN2-3 stage by PET-CT were significant risk factors for N2-3 disease. Areas under the receiver operating characteristic curve (AUCs) for PLUS-M and PLUS-E were 0.876 (95% CI, 0.845-0.906) and 0.889 (95% CI, 0.859-0.918), respectively. Model fit was good (PLUS-M: Hosmer-Lemeshow P = .658, Brier score = 0.129; PLUS-E: Hosmer-Lemeshow P = .569, Brier score = 0.118). In the validation cohort, PLUS-M (AUC, 0.859 [95% CI, 0.817-0.902], Hosmer-Lemeshow P = .609, Brier score = 0.144) and PLUS-E (AUC, 0.900 [95% CI, 0.865-0.936], Hosmer-Lemeshow P = .361, Brier score = 0.112) showed good discrimination ability and calibration.<br />Interpretation: PLUS-M and PLUS-E can be used effectively for decision-making for invasive mediastinal staging in NSCLC.<br />Trial Registry: ClinicalTrials.gov; No.: NCT02991924; URL: www.<br />Clinicaltrials: gov.<br /> (Copyright © 2023 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Subjects :
- Humans
Middle Aged
Endoscopic Ultrasound-Guided Fine Needle Aspiration
Lymph Nodes pathology
Lymphatic Metastasis pathology
Mediastinum pathology
Neoplasm Staging
Positron Emission Tomography Computed Tomography
Prospective Studies
Aged
Carcinoma, Non-Small-Cell Lung diagnosis
Carcinoma, Non-Small-Cell Lung surgery
Carcinoma, Non-Small-Cell Lung pathology
Lung Neoplasms pathology
Mediastinal Neoplasms pathology
Subjects
Details
- Language :
- English
- ISSN :
- 1931-3543
- Volume :
- 164
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- Chest
- Publication Type :
- Academic Journal
- Accession number :
- 37019355
- Full Text :
- https://doi.org/10.1016/j.chest.2023.03.041