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Small molecule modulation of microbiota: a systems pharmacology perspective

BACKGROUND: Microbes are associated with many human diseases and influence drug efficacy. Small-molecule drugs may revolutionize biomedicine by fine-tuning the microbiota on the basis of individual patient microbiome signatures. However, emerging endeavors in small-molecule microbiome drug discovery...

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Autores principales: Liu, Qiao, Lee, Bohyun, Xie, Lei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9523894/
https://www.ncbi.nlm.nih.gov/pubmed/36175827
http://dx.doi.org/10.1186/s12859-022-04941-2
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author Liu, Qiao
Lee, Bohyun
Xie, Lei
author_facet Liu, Qiao
Lee, Bohyun
Xie, Lei
author_sort Liu, Qiao
collection PubMed
description BACKGROUND: Microbes are associated with many human diseases and influence drug efficacy. Small-molecule drugs may revolutionize biomedicine by fine-tuning the microbiota on the basis of individual patient microbiome signatures. However, emerging endeavors in small-molecule microbiome drug discovery continue to follow a conventional “one-drug-one-target-one-disease” process. A systematic pharmacology approach that would suppress multiple interacting pathogenic species in the microbiome, could offer an attractive alternative solution. RESULTS: We construct a disease-centric signed microbe–microbe interaction network using curated microbe metabolite information and their effects on host. We develop a Signed Random Walk with Restart algorithm for the accurate prediction of effect of microbes on human health and diseases. With a survey on the druggable and evolutionary space of microbe proteins, we find that 8–10% of them can be targeted by existing drugs or drug-like chemicals and that 25% of them have homologs to human proteins. We demonstrate that drugs for diabetes can be the lead compounds for development of microbiota-targeted therapeutics. We further show that the potential drug targets that specifically exist in pathogenic microbes are periplasmic and cellular outer membrane proteins. CONCLUSION: The systematic studies of the polypharmacological landscape of the microbiome network may open a new avenue for the small-molecule drug discovery of the microbiome. We believe that the application of systematic method on the polypharmacological investigation could lead to the discovery of novel drug therapies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04941-2.
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spelling pubmed-95238942022-10-01 Small molecule modulation of microbiota: a systems pharmacology perspective Liu, Qiao Lee, Bohyun Xie, Lei BMC Bioinformatics Research BACKGROUND: Microbes are associated with many human diseases and influence drug efficacy. Small-molecule drugs may revolutionize biomedicine by fine-tuning the microbiota on the basis of individual patient microbiome signatures. However, emerging endeavors in small-molecule microbiome drug discovery continue to follow a conventional “one-drug-one-target-one-disease” process. A systematic pharmacology approach that would suppress multiple interacting pathogenic species in the microbiome, could offer an attractive alternative solution. RESULTS: We construct a disease-centric signed microbe–microbe interaction network using curated microbe metabolite information and their effects on host. We develop a Signed Random Walk with Restart algorithm for the accurate prediction of effect of microbes on human health and diseases. With a survey on the druggable and evolutionary space of microbe proteins, we find that 8–10% of them can be targeted by existing drugs or drug-like chemicals and that 25% of them have homologs to human proteins. We demonstrate that drugs for diabetes can be the lead compounds for development of microbiota-targeted therapeutics. We further show that the potential drug targets that specifically exist in pathogenic microbes are periplasmic and cellular outer membrane proteins. CONCLUSION: The systematic studies of the polypharmacological landscape of the microbiome network may open a new avenue for the small-molecule drug discovery of the microbiome. We believe that the application of systematic method on the polypharmacological investigation could lead to the discovery of novel drug therapies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04941-2. BioMed Central 2022-09-29 /pmc/articles/PMC9523894/ /pubmed/36175827 http://dx.doi.org/10.1186/s12859-022-04941-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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
Liu, Qiao
Lee, Bohyun
Xie, Lei
Small molecule modulation of microbiota: a systems pharmacology perspective
title Small molecule modulation of microbiota: a systems pharmacology perspective
title_full Small molecule modulation of microbiota: a systems pharmacology perspective
title_fullStr Small molecule modulation of microbiota: a systems pharmacology perspective
title_full_unstemmed Small molecule modulation of microbiota: a systems pharmacology perspective
title_short Small molecule modulation of microbiota: a systems pharmacology perspective
title_sort small molecule modulation of microbiota: a systems pharmacology perspective
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9523894/
https://www.ncbi.nlm.nih.gov/pubmed/36175827
http://dx.doi.org/10.1186/s12859-022-04941-2
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