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Re-Analysis of Non-Small Cell Lung Cancer and Drug Resistance Microarray Datasets with Machine Learning
Published in Cybernetics and Systems, 2023
Çiğdem Erol, Tchare Adnaane Bawa, Yalçın Özkan
Lung cancer is the leading cause of death in many countries of the world (Jemal et al. 2010). Depending on its histological structure, it is divided into two groups small cell and non-small cell lung cancer. Non-small cell lung cancer (NSCLC) is the most common, accounting for approximately 85% of lung cancers, with a five-year survival rate of approximately 5% (Mendoza et al. 2020). There are 3 subtypes of NSCLC: adenocarcinoma (40%), squamous cell carcinoma (30-35%) including bronchoalveolar carcinoma, and large cell carcinoma (5-15%) (Ma et al. 2005). After the diagnosis of cancer, staging is done according to the spread of cancer. NSCLC has five stages from zero to four. The severity of the disease starts from zero and gradually increases.