Novel biomarker genes which distinguish between smokers and chronic obstructive pulmonary disease patients with machine learning approach

BACKGROUND: Chronic obstructive pulmonary disease (COPD) is combination of progressive lung diseases. The diagnosis of COPD is generally based on the pulmonary function testing, however, difficulties underlie in prognosis of smokers or early stage of COPD patients due to the complexity and heterogen...

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Detalles Bibliográficos
Autores principales: Matsumura, Kazushi, Ito, Shigeaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Technical Advance
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6998147/
https://www.ncbi.nlm.nih.gov/pubmed/32013930
http://dx.doi.org/10.1186/s12890-020-1062-9

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6998147/
https://www.ncbi.nlm.nih.gov/pubmed/32013930
http://dx.doi.org/10.1186/s12890-020-1062-9

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