Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 Aug 31;13(8):1841-1850.
doi: 10.21037/tlcr-24-338. Epub 2024 Aug 8.

A nomogram predicting the risk of extrathoracic metastasis at initial diagnosis of T≤3cmN0 lung cancer

Affiliations

A nomogram predicting the risk of extrathoracic metastasis at initial diagnosis of T≤3cmN0 lung cancer

Tengyong Wang et al. Transl Lung Cancer Res. .

Abstract

Background: The risk and risk factors of extrathoracic metastasis at initial diagnosis in T≤3cmN0 lung cancer patients are not fully understood. We aimed to develop a model to predict the risk of extrathoracic metastasis in those patients.

Methods: Clinicopathological data of patients were collected from Surveillance, Epidemiology, and End Results (SEER) database. Univariable and multivariable analyses using logistic regression were conducted to identify risk factors. A predictive model and corresponding nomogram were developed based on the risk factors. The model was assessed using the area under the receiver operating characteristic curve (AUC), Hosmer-Lemeshow test, and decision curve.

Results: A total of 20,057 T≤3cmN0 patients were enrolled, of whom 251 (1.25%) were diagnosed with extrathoracic metastasis at the initial diagnosis. Aged ≤50 [odds ratio (OR): 2.05, 95% confidence interval (CI): 1.19-3.53, P=0.01] and aged ≥81 [1.65 (1.05-2.58), P=0.03], Hispanic [1.81 (1.20-2.71), P=0.004], location of bronchus [3.18 (1.08-9.35), P=0.04], larger tumor size, pleural invasion, and a history of colorectal cancer [2.01 (1.01-4.00), P=0.046] were independent risk factors. In the training cohort and validation cohort, the AUCs of the developed model were 0.727, 0.728 respectively, and the results of Hosmer-Lemeshow test were P=0.47, P=0.61 respectively. The decision curve showed good clinical meaning of the model.

Conclusions: Extrathoracic metastasis at initial diagnosis in T≤3cmN0 lung cancer patients was not rare. The model based on the risk factors showed good performance in predicting the risk of extrathoracic metastasis.

Keywords: Lung cancer; metastasis; pleural invasion; pretreatment evaluation.

PubMed Disclaimer

Conflict of interest statement

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at https://tlcr.amegroups.com/article/view/10.21037/tlcr-24-338/coif). J.Z. reports receiving funding support from National Natural Science Foundation of China (No. 82102968). H.J. reports receiving funding support from Sichuan Science and Technology Support Program (No. 2022NSFSC1590). The other authors have no conflicts of interest to declare.

Figures

Figure 1
Figure 1
Nomogram of the developed model based on the independent risk factors.
Figure 2
Figure 2
Assessment of the developed model. (A) ROC curves; (B) calibration curves; (C) decision curves. AUC, area under the curve; ROC, receiver operating characteristic.

References

    1. Siegel RL, Miller KD, Fuchs HE, et al. Cancer statistics, 2022. CA Cancer J Clin 2022;72:7-33. 10.3322/caac.21708 - DOI - PubMed
    1. Postmus PE, Kerr KM, Oudkerk M, et al. Early and locally advanced non-small-cell lung cancer (NSCLC): ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol 2017;28:iv1-iv21. 10.1093/annonc/mdx222 - DOI - PubMed
    1. National Comprehensive Cancer Network Available online: https://www.nccn.org/guidelines/category_1, accessed May 26th 2023.
    1. Matys T, Drury R, David S, et al. Routine preoperative brain CT in resectable non-small cell lung cancer - Ten years experience from a tertiary UK thoracic center. Lung Cancer 2018;122:195-9. 10.1016/j.lungcan.2018.06.014 - DOI - PubMed
    1. Iijima Y, Ishikawa M, Iwai S, et al. Is extrathoracic metastasis screening necessary for clinical stage IA non-small cell lung cancer? Sci Prog 2022;105:368504221085152. 10.1177/00368504221085152 - DOI - PMC - PubMed

LinkOut - more resources