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Multiomic Investigations into Lung Health and Disease
Diseases of the lung account for more than 5 million deaths worldwide and are a healthcare burden. Improving clinical outcomes, including mortality and quality of life, involves a holistic understanding of the disease, which can be provided by the integration of lung multi-omics data. An enhanced un...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10459661/ https://www.ncbi.nlm.nih.gov/pubmed/37630676 http://dx.doi.org/10.3390/microorganisms11082116 |
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author | Blutt, Sarah E. Coarfa, Cristian Neu, Josef Pammi, Mohan |
author_facet | Blutt, Sarah E. Coarfa, Cristian Neu, Josef Pammi, Mohan |
author_sort | Blutt, Sarah E. |
collection | PubMed |
description | Diseases of the lung account for more than 5 million deaths worldwide and are a healthcare burden. Improving clinical outcomes, including mortality and quality of life, involves a holistic understanding of the disease, which can be provided by the integration of lung multi-omics data. An enhanced understanding of comprehensive multiomic datasets provides opportunities to leverage those datasets to inform the treatment and prevention of lung diseases by classifying severity, prognostication, and discovery of biomarkers. The main objective of this review is to summarize the use of multiomics investigations in lung disease, including multiomics integration and the use of machine learning computational methods. This review also discusses lung disease models, including animal models, organoids, and single-cell lines, to study multiomics in lung health and disease. We provide examples of lung diseases where multi-omics investigations have provided deeper insight into etiopathogenesis and have resulted in improved preventative and therapeutic interventions. |
format | Online Article Text |
id | pubmed-10459661 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104596612023-08-27 Multiomic Investigations into Lung Health and Disease Blutt, Sarah E. Coarfa, Cristian Neu, Josef Pammi, Mohan Microorganisms Review Diseases of the lung account for more than 5 million deaths worldwide and are a healthcare burden. Improving clinical outcomes, including mortality and quality of life, involves a holistic understanding of the disease, which can be provided by the integration of lung multi-omics data. An enhanced understanding of comprehensive multiomic datasets provides opportunities to leverage those datasets to inform the treatment and prevention of lung diseases by classifying severity, prognostication, and discovery of biomarkers. The main objective of this review is to summarize the use of multiomics investigations in lung disease, including multiomics integration and the use of machine learning computational methods. This review also discusses lung disease models, including animal models, organoids, and single-cell lines, to study multiomics in lung health and disease. We provide examples of lung diseases where multi-omics investigations have provided deeper insight into etiopathogenesis and have resulted in improved preventative and therapeutic interventions. MDPI 2023-08-19 /pmc/articles/PMC10459661/ /pubmed/37630676 http://dx.doi.org/10.3390/microorganisms11082116 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Blutt, Sarah E. Coarfa, Cristian Neu, Josef Pammi, Mohan Multiomic Investigations into Lung Health and Disease |
title | Multiomic Investigations into Lung Health and Disease |
title_full | Multiomic Investigations into Lung Health and Disease |
title_fullStr | Multiomic Investigations into Lung Health and Disease |
title_full_unstemmed | Multiomic Investigations into Lung Health and Disease |
title_short | Multiomic Investigations into Lung Health and Disease |
title_sort | multiomic investigations into lung health and disease |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10459661/ https://www.ncbi.nlm.nih.gov/pubmed/37630676 http://dx.doi.org/10.3390/microorganisms11082116 |
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