Locations:
Search IconSearch
February 20, 2018/Cancer

Development of a Model to Predict Likelihood of N2/3 Disease in Non-Small Cell Lung Cancer

When is EBUS-TBNA staging necessary?

17-PUL-3761-Almeida-Hero-Image-650x450pxl

By Francisco A. Almeida, MD, MS

Advertisement

Cleveland Clinic is a non-profit academic medical center. Advertising on our site helps support our mission. We do not endorse non-Cleveland Clinic products or services. Policy

Determining the nodal status of patients with non-small cell lung cancer (NSCLC) without metastatic disease is crucial for defining the treatment plan. When mediastinal staging is indicated, the American College of Chest Physicians (ACCP) lung cancer guidelines recommend a needle-based technique as the initial procedure of choice. Cleveland Clinic is one of the highest volume centers for endobronchial ultrasound-transbronchial needle aspiration (EBUS-TBNA) procedures in the nation with over 1,000 cases per year. In keeping with the ACCP guidelines, this is our preferred procedure for the diagnosis and staging of suspected or confirmed lung cancer that appears to be limited to the chest. While the indication to perform EBUS staging of the mediastinum is well established in certain situations based on current evidence (e.g., clinical N1-N3 disease based on CT alone or PET-CT findings), it may not be necessary in situations where the likelihood of N2 or N3 disease is very low.

In order to address ongoing uncertainties about the indications for EBUS staging, we sought to develop a model to predict the probability of finding N2 or N3 disease with EBUS. In conjunction with investigators from three other major U.S. hospitals, we performed a multicenter retrospective cohort study of consecutive patient undergoing EBUS-TBNA staging for NSCLC. Patients with recurrent NSCLC stage 4 disease, suspected or confirmed synchronous primaries, T4 tumors with direct mediastinal invasion, and those with small-cell lung cancer were excluded. A total of 1,533 patients with radiographic stage T1-3, N0-3, M0 disease who underwent staging EBUS-TBNA, and for whom PET scans were available, were included in the analysis. The primary analysis was performed on 633 patients and the external validations on 722 patients.

Advertisement

Younger age, location of the primary tumor within the central one third of the hemithorax, adenocarcinoma histology and higher nodal stage by CT and PET were associated with an increased probability of N2 or N3 disease on EBUS-TBNA. The area under the receiver operating characteristic (ROC) curve was 0.85 (95% CI, 0.82-0.89) for the primary analysis cohort and 0.88 (95% confidence interval, 0.85-0.91) for the external validation cohort.

In addition to determining the probability of finding N2 or N3 disease on EBUS-TBNA the model is also able to predict the presence of mediastinal disease when EBUS-TBNA nodal sampling is negative. Thus, the model is useful not only in determining which patients should undergo staging EBUS-TBNA but also which patients with negative EBUS-TBNA should go on to mediastinoscopy. For example, the probability of a false negative EBUS in a 70-year-old patient with a peripheral squamous cell carcinoma and radiographic stage 2 disease is sufficiently low to argue against a mediastinoscopy before definitive surgical resection or radiation therapy.

Our prediction model appears to perform better compared to existing models published to date to estimate mediastinal nodal involvement in patients with NSCLC. We believe the model will be very useful to both physicians and patients in developing an appropriate strategy for mediastinal staging.

Dr. Almeida is staff in the Department of Pulmonary Medicine.

Advertisement

Related Articles

Hospice nurse with patient
March 10, 2026/Cancer/News & Insight
Centering End-of-Life Care Around What Matters Most

Goal-of-care discussions drive earlier hospice access

Dr. Lauren Kopicky headshot
March 4, 2026/Cancer/Podcast
Rethinking Axillary Management in Breast Cancer (Podcast)

Clinical trials and de-escalation strategies

Lobular breast cancer cells
February 26, 2026/Cancer/News & Insight
Standard of Care for Hormone-Sensitive Advanced Breast Cancer Also Effective for Lobular Subgroup

Combination therapy improves outcomes, but lobular patients still do worse overall than ductal counterparts

Person hugging in support group
February 25, 2026/Cancer/Patient Support
Treating Substance Use Disorder in Patients with Cancer

Bringing empathy and evidence-based practice to addiction medicine

Drs. Turk and Khatri headshots
February 23, 2026/Cancer/Podcast
Beyond Mammography (Podcast)

Supplemental screening for dense breasts

Dr. Elvin Zan headshot
February 17, 2026/Cancer/Podcast
Expanding Cancer Treatment with Theranostics (Podcast)

Combining advanced imaging with targeted therapy in prostate cancer and neuroendocrine tumors

Man touching lymph nodes
February 12, 2026/Cancer/News & Insight
EGFR-MET Bispecific Antibody Shows Promise for Metastatic Head & Neck Cancer

Early results show strong clinical benefit rates

Bispecific antibodies
February 10, 2026/Cancer/Blood Cancers
MajesTEC-3 Trial Outcomes May Change Course of Myeloma Treatment

The shifting role of cell therapy and steroids in the relapsed/refractory setting

Ad