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Identification of Human Gut Microbiome Associated with Enterolignan Production
Dietary plant lignans are converted inside the gut to enterolignans enterodiol (ED) and enterolactone (EL), which have several biological functions, and health benefits. In this study, we characterized the gut microbiome composition associated with enterolignan production using data from a cross-sec...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9697123/ https://www.ncbi.nlm.nih.gov/pubmed/36363762 http://dx.doi.org/10.3390/microorganisms10112169 |
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author | Sawane, Kento Hosomi, Koji Park, Jonguk Ookoshi, Kouta Nanri, Hinako Nakagata, Takashi Chen, Yi-An Mohsen, Attayeb Kawashima, Hitoshi Mizuguchi, Kenji Miyachi, Motohiko Kunisawa, Jun |
author_facet | Sawane, Kento Hosomi, Koji Park, Jonguk Ookoshi, Kouta Nanri, Hinako Nakagata, Takashi Chen, Yi-An Mohsen, Attayeb Kawashima, Hitoshi Mizuguchi, Kenji Miyachi, Motohiko Kunisawa, Jun |
author_sort | Sawane, Kento |
collection | PubMed |
description | Dietary plant lignans are converted inside the gut to enterolignans enterodiol (ED) and enterolactone (EL), which have several biological functions, and health benefits. In this study, we characterized the gut microbiome composition associated with enterolignan production using data from a cross-sectional study in the Japanese population. We identified enterolignan producers by measuring ED and EL levels in subject’s serum using liquid chromatography-tandem mass spectrometry. Enterolignan producers show more abundant proportion of Ruminococcaceae and Lachnospiraceae than non-enterolignan producers. In particular, subjects with EL in their serum had a highly diverse gut microbiome that was rich in Ruminococcaceae and Rikenellaceae. Moreover, we built a random forest classification model to classify subjects to either EL producers or not using three characteristic bacteria. In conclusion, our analysis revealed the composition of gut microbiome that is associated with lignan metabolism. We also confirmed that it can be used to classify the microbiome ability to metabolize lignan using machine learning approach. |
format | Online Article Text |
id | pubmed-9697123 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96971232022-11-26 Identification of Human Gut Microbiome Associated with Enterolignan Production Sawane, Kento Hosomi, Koji Park, Jonguk Ookoshi, Kouta Nanri, Hinako Nakagata, Takashi Chen, Yi-An Mohsen, Attayeb Kawashima, Hitoshi Mizuguchi, Kenji Miyachi, Motohiko Kunisawa, Jun Microorganisms Article Dietary plant lignans are converted inside the gut to enterolignans enterodiol (ED) and enterolactone (EL), which have several biological functions, and health benefits. In this study, we characterized the gut microbiome composition associated with enterolignan production using data from a cross-sectional study in the Japanese population. We identified enterolignan producers by measuring ED and EL levels in subject’s serum using liquid chromatography-tandem mass spectrometry. Enterolignan producers show more abundant proportion of Ruminococcaceae and Lachnospiraceae than non-enterolignan producers. In particular, subjects with EL in their serum had a highly diverse gut microbiome that was rich in Ruminococcaceae and Rikenellaceae. Moreover, we built a random forest classification model to classify subjects to either EL producers or not using three characteristic bacteria. In conclusion, our analysis revealed the composition of gut microbiome that is associated with lignan metabolism. We also confirmed that it can be used to classify the microbiome ability to metabolize lignan using machine learning approach. MDPI 2022-10-31 /pmc/articles/PMC9697123/ /pubmed/36363762 http://dx.doi.org/10.3390/microorganisms10112169 Text en © 2022 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 | Article Sawane, Kento Hosomi, Koji Park, Jonguk Ookoshi, Kouta Nanri, Hinako Nakagata, Takashi Chen, Yi-An Mohsen, Attayeb Kawashima, Hitoshi Mizuguchi, Kenji Miyachi, Motohiko Kunisawa, Jun Identification of Human Gut Microbiome Associated with Enterolignan Production |
title | Identification of Human Gut Microbiome Associated with Enterolignan Production |
title_full | Identification of Human Gut Microbiome Associated with Enterolignan Production |
title_fullStr | Identification of Human Gut Microbiome Associated with Enterolignan Production |
title_full_unstemmed | Identification of Human Gut Microbiome Associated with Enterolignan Production |
title_short | Identification of Human Gut Microbiome Associated with Enterolignan Production |
title_sort | identification of human gut microbiome associated with enterolignan production |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9697123/ https://www.ncbi.nlm.nih.gov/pubmed/36363762 http://dx.doi.org/10.3390/microorganisms10112169 |
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