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Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration
Human Milk Oligosaccharides (HMOs) are abundant carbohydrates fundamental to infant health and development. Although these oligosaccharides were discovered more than half a century ago, their biosynthesis in the mammary gland remains largely uncharacterized. Here, we use a systems biology framework...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9068700/ https://www.ncbi.nlm.nih.gov/pubmed/35508452 http://dx.doi.org/10.1038/s41467-022-29867-4 |
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author | Kellman, Benjamin P. Richelle, Anne Yang, Jeong-Yeh Chapla, Digantkumar Chiang, Austin W. T. Najera, Julia A. Liang, Chenguang Fürst, Annalee Bao, Bokan Koga, Natalia Mohammad, Mahmoud A. Bruntse, Anders Bech Haymond, Morey W. Moremen, Kelley W. Bode, Lars Lewis, Nathan E. |
author_facet | Kellman, Benjamin P. Richelle, Anne Yang, Jeong-Yeh Chapla, Digantkumar Chiang, Austin W. T. Najera, Julia A. Liang, Chenguang Fürst, Annalee Bao, Bokan Koga, Natalia Mohammad, Mahmoud A. Bruntse, Anders Bech Haymond, Morey W. Moremen, Kelley W. Bode, Lars Lewis, Nathan E. |
author_sort | Kellman, Benjamin P. |
collection | PubMed |
description | Human Milk Oligosaccharides (HMOs) are abundant carbohydrates fundamental to infant health and development. Although these oligosaccharides were discovered more than half a century ago, their biosynthesis in the mammary gland remains largely uncharacterized. Here, we use a systems biology framework that integrates glycan and RNA expression data to construct an HMO biosynthetic network and predict glycosyltransferases involved. To accomplish this, we construct models describing the most likely pathways for the synthesis of the oligosaccharides accounting for >95% of the HMO content in human milk. Through our models, we propose candidate genes for elongation, branching, fucosylation, and sialylation of HMOs. Our model aggregation approach recovers 2 of 2 previously known gene-enzyme relations and 2 of 3 empirically confirmed gene-enzyme relations. The top genes we propose for the remaining 5 linkage reactions are consistent with previously published literature. These results provide the molecular basis of HMO biosynthesis necessary to guide progress in HMO research and application with the goal of understanding and improving infant health and development. |
format | Online Article Text |
id | pubmed-9068700 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90687002022-05-05 Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration Kellman, Benjamin P. Richelle, Anne Yang, Jeong-Yeh Chapla, Digantkumar Chiang, Austin W. T. Najera, Julia A. Liang, Chenguang Fürst, Annalee Bao, Bokan Koga, Natalia Mohammad, Mahmoud A. Bruntse, Anders Bech Haymond, Morey W. Moremen, Kelley W. Bode, Lars Lewis, Nathan E. Nat Commun Article Human Milk Oligosaccharides (HMOs) are abundant carbohydrates fundamental to infant health and development. Although these oligosaccharides were discovered more than half a century ago, their biosynthesis in the mammary gland remains largely uncharacterized. Here, we use a systems biology framework that integrates glycan and RNA expression data to construct an HMO biosynthetic network and predict glycosyltransferases involved. To accomplish this, we construct models describing the most likely pathways for the synthesis of the oligosaccharides accounting for >95% of the HMO content in human milk. Through our models, we propose candidate genes for elongation, branching, fucosylation, and sialylation of HMOs. Our model aggregation approach recovers 2 of 2 previously known gene-enzyme relations and 2 of 3 empirically confirmed gene-enzyme relations. The top genes we propose for the remaining 5 linkage reactions are consistent with previously published literature. These results provide the molecular basis of HMO biosynthesis necessary to guide progress in HMO research and application with the goal of understanding and improving infant health and development. Nature Publishing Group UK 2022-05-04 /pmc/articles/PMC9068700/ /pubmed/35508452 http://dx.doi.org/10.1038/s41467-022-29867-4 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kellman, Benjamin P. Richelle, Anne Yang, Jeong-Yeh Chapla, Digantkumar Chiang, Austin W. T. Najera, Julia A. Liang, Chenguang Fürst, Annalee Bao, Bokan Koga, Natalia Mohammad, Mahmoud A. Bruntse, Anders Bech Haymond, Morey W. Moremen, Kelley W. Bode, Lars Lewis, Nathan E. Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration |
title | Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration |
title_full | Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration |
title_fullStr | Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration |
title_full_unstemmed | Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration |
title_short | Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration |
title_sort | elucidating human milk oligosaccharide biosynthetic genes through network-based multi-omics integration |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9068700/ https://www.ncbi.nlm.nih.gov/pubmed/35508452 http://dx.doi.org/10.1038/s41467-022-29867-4 |
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