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Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs
Gut-targeted drugs provide a new drug modality besides that of oral, systemic molecules, that could tap into the growing knowledge of gut metabolites of bacterial or host origin and their involvement in biological processes and health through their interaction with gut targets (bacterial or host, to...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10571276/ https://www.ncbi.nlm.nih.gov/pubmed/37833792 http://dx.doi.org/10.1186/s13321-023-00768-y |
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author | Gil-Pichardo, Alberto Sánchez-Ruiz, Andrés Colmenarejo, Gonzalo |
author_facet | Gil-Pichardo, Alberto Sánchez-Ruiz, Andrés Colmenarejo, Gonzalo |
author_sort | Gil-Pichardo, Alberto |
collection | PubMed |
description | Gut-targeted drugs provide a new drug modality besides that of oral, systemic molecules, that could tap into the growing knowledge of gut metabolites of bacterial or host origin and their involvement in biological processes and health through their interaction with gut targets (bacterial or host, too). Understanding the properties of gut metabolites can provide guidance for the design of gut-targeted drugs. In the present work we analyze a large set of gut metabolites, both shared with serum or present only in gut, and compare them with oral systemic drugs. We find patterns specific for these two subsets of metabolites that could be used to design drugs targeting the gut. In addition, we develop and openly share a Super Learner model to predict gut permanence, in order to aid in the design of molecules with appropriate profiles to remain in the gut, resulting in molecules with putatively reduced secondary effects and better pharmacokinetics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13321-023-00768-y. |
format | Online Article Text |
id | pubmed-10571276 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-105712762023-10-14 Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs Gil-Pichardo, Alberto Sánchez-Ruiz, Andrés Colmenarejo, Gonzalo J Cheminform Research Gut-targeted drugs provide a new drug modality besides that of oral, systemic molecules, that could tap into the growing knowledge of gut metabolites of bacterial or host origin and their involvement in biological processes and health through their interaction with gut targets (bacterial or host, too). Understanding the properties of gut metabolites can provide guidance for the design of gut-targeted drugs. In the present work we analyze a large set of gut metabolites, both shared with serum or present only in gut, and compare them with oral systemic drugs. We find patterns specific for these two subsets of metabolites that could be used to design drugs targeting the gut. In addition, we develop and openly share a Super Learner model to predict gut permanence, in order to aid in the design of molecules with appropriate profiles to remain in the gut, resulting in molecules with putatively reduced secondary effects and better pharmacokinetics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13321-023-00768-y. Springer International Publishing 2023-10-13 /pmc/articles/PMC10571276/ /pubmed/37833792 http://dx.doi.org/10.1186/s13321-023-00768-y Text en © The Author(s) 2023 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Gil-Pichardo, Alberto Sánchez-Ruiz, Andrés Colmenarejo, Gonzalo Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
title | Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
title_full | Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
title_fullStr | Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
title_full_unstemmed | Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
title_short | Analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
title_sort | analysis of metabolites in human gut: illuminating the design of gut-targeted drugs |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10571276/ https://www.ncbi.nlm.nih.gov/pubmed/37833792 http://dx.doi.org/10.1186/s13321-023-00768-y |
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