Literature DB >> 33731770

Application of text mining to develop AOP-based mucus hypersecretion genesets and confirmation with in vitro and clinical samples.

Emmanuel Minet1, Linsey E Haswell1, Sarah Corke1, Anisha Banerjee1, Andrew Baxter1, Ivan Verrastro1, Francisco De Abreu E Lima1, Tomasz Jaunky1, Simone Santopietro1, Damien Breheny1, Marianna D Gaça2.   

Abstract

Mucus hypersecretion contributes to lung function impairment observed in COPD (chronic obstructive pulmonary disease), a tobacco smoking-related disease. A detailed mucus hypersecretion adverse outcome pathway (AOP) has been constructed from literature reviews, experimental and clinical data, mapping key events (KEs) across biological organisational hierarchy leading to an adverse outcome. AOPs can guide the development of biomarkers that are potentially predictive of diseases and support the assessment frameworks of nicotine products including electronic cigarettes. Here, we describe a method employing manual literature curation supported by a focused automated text mining approach to identify genes involved in 5 KEs contributing to decreased lung function observed in tobacco-related COPD. KE genesets were subsequently confirmed by unsupervised clustering against 3 different transcriptomic datasets including (1) in vitro acute cigarette smoke and e-cigarette aerosol exposure, (2) in vitro repeated incubation with IL-13, and (3) lung biopsies from COPD and healthy patients. The 5 KE genesets were demonstrated to be predictive of cigarette smoke exposure and mucus hypersecretion in vitro, and less conclusively predict the COPD status of lung biopsies. In conclusion, using a focused automated text mining and curation approach with experimental and clinical data supports the development of risk assessment strategies utilising AOPs.

Entities:  

Year:  2021        PMID: 33731770      PMCID: PMC7969622          DOI: 10.1038/s41598-021-85345-9

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  37 in total

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3.  A LC-MS/MS method for concurrent determination of nicotine metabolites and role of CYP2A6 in nicotine metabolism in U937 macrophages: implications in oxidative stress in HIV + smokers.

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Journal:  J Neuroimmune Pharmacol       Date:  2011-06-08       Impact factor: 4.147

4.  A comparative assessment of e-cigarette aerosols and cigarette smoke on in vitro endothelial cell migration.

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5.  In vitro effects of aldehydes present in tobacco smoke on gene expression in human lung alveolar epithelial cells.

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Journal:  Toxicol In Vitro       Date:  2013-02-14       Impact factor: 3.500

Review 6.  Updates on the COPD gene list.

Authors:  Yohan Bossé
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7.  Comparative tumor promotion assessment of e-cigarette and cigarettes using the in vitro Bhas 42 cell transformation assay.

Authors:  Damien Breheny; Oluwatobiloba Oke; Kamala Pant; Marianna Gaça
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Review 8.  Tobacco Smoke Induces and Alters Immune Responses in the Lung Triggering Inflammation, Allergy, Asthma and Other Lung Diseases: A Mechanistic Review.

Authors:  Agnieszka Strzelak; Aleksandra Ratajczak; Aleksander Adamiec; Wojciech Feleszko
Journal:  Int J Environ Res Public Health       Date:  2018-05-21       Impact factor: 3.390

9.  Gene expression profile of human lung in a relatively early stage of COPD with emphysema.

Authors:  Ina Jeong; Jae-Hyun Lim; Dong Kyu Oh; Woo Jin Kim; Yeon-Mok Oh
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2018-08-28

10.  KEGG: integrating viruses and cellular organisms.

Authors:  Minoru Kanehisa; Miho Furumichi; Yoko Sato; Mari Ishiguro-Watanabe; Mao Tanabe
Journal:  Nucleic Acids Res       Date:  2021-01-08       Impact factor: 16.971

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1.  Clinical Application of Early Warning Scoring Based on BiLSTM-Attention in Emergency Obstetric Preexamination and Triage.

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Review 2.  A Narrative Literature Review of Natural Language Processing Applied to the Occupational Exposome.

Authors:  Annika M Schoene; Ioannis Basinas; Martie van Tongeren; Sophia Ananiadou
Journal:  Int J Environ Res Public Health       Date:  2022-07-13       Impact factor: 4.614

  2 in total

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