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
Review
. 2020 Sep;39(3):989-998.
doi: 10.1007/s10555-020-09901-x.

Lung cancer identification: a review on detection and classification

Affiliations
Review

Lung cancer identification: a review on detection and classification

Shailesh Kumar Thakur et al. Cancer Metastasis Rev. 2020 Sep.

Abstract

Lung cancer is one of the most common diseases among humans and one of the major causes of growing mortality. Medical experts believe that diagnosing lung cancer in the early phase can reduce death with the illustration of lung nodule through computed tomography (CT) screening. Examining the vast amount of CT images can reduce the risk. However, the CT scan images incorporate a tremendous amount of information about nodules, and with an increasing number of images make their accurate assessment very challenging tasks for radiologists. Recently, various methods are evolved based on handcraft and learned approach to assist radiologists. In this paper, we reviewed different promising approaches developed in the computer-aided diagnosis (CAD) system to detect and classify the nodule through the analysis of CT images to provide radiologists' assistance and present the comprehensive analysis of different methods.

Keywords: Benign; Classification; Detection; Lung cancer; Malignant; Nodule.

PubMed Disclaimer

References

    1. Bray, F., Ferlay, J., Soerjomataram, I., Siegel, R., Torre, L., & Jemal, A. Global Cancer Statistics 2018: GLOBOCAN Estimates of incidence and mortality worldwide for 36 cancers in 185 countries: Global Cancer Statistics 2018. CA: a Cancer Journal for Clinicians, 68.
    1. (2014). Advances in the early detection of lung cancer using analysis of volatile organic compounds: from imaging to sensors. Asian Pacific Journal of Cancer Prevention, 15(11), 4377–4384.
    1. Belinsky, S. A., Klinge, D. M., Dekker, J. D., Smith, M. W., Bocklage, T. J., Gilliland, F. D., Crowell, R. E., Karp, D. D., Stidley, C. A., & Picchi, M. A. (2005). Gene promoter methylation in plasma and sputum increases with lung cancer risk. Clinical Cancer Research, 11(18), 6505–6511. - DOI
    1. Doria-Rose, V. P., Marcus, P. M., Szabo, E., Tockman, M. S., Melamed, M. R., & Prorok, P. C. (2009). Randomized controlled trials of the efficacy of lung cancer screening by sputum cytology revisited: a combined mortality analysis from the Johns Hopkins Lung Project and the Memorial Sloan-Kettering Lung Study. Cancer, 115(21), 5007–5017. - DOI
    1. Oken, M. M., Hocking, W. G., Kvale, P. A., Andriole, G. L., Buys, S. S., Church, T. R., Crawford, E. D., Fouad, M. N., Isaacs, C., Reding, D. J., Weissfeld, J. L., Yokochi, L. A., O’Brien, B., Ragard, L. R., Rathmell, J. M., Riley, T. L., Wright, P., Caparaso, N., Hu, P., Izmirlian, G., Pinsky, P. F., Prorok, P. C., Kramer, B. S., Miller, A. B., Gohagan, J. K., Berg, C. D., & for the PLCO Project Team. (2011). Screening by chest radiograph and lung cancer mortality: the prostate, lung, colorectal, and ovarian (PLCO) randomized trial. JAMA, 306(17), 1865–1873. - DOI

MeSH terms

LinkOut - more resources