Cargando…

Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics

The identification of the modes of action of bioactive compounds is a major challenge in chemical systems biology of diseases. Genome-wide expression profiling of transcriptional responses to compound treatment for human cell lines is a promising unbiased approach for the mode-of-action analysis. He...

Descripción completa

Detalles Bibliográficos
Autores principales: Iwata, Michio, Sawada, Ryusuke, Iwata, Hiroaki, Kotera, Masaaki, Yamanishi, Yoshihiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5223214/
https://www.ncbi.nlm.nih.gov/pubmed/28071740
http://dx.doi.org/10.1038/srep40164
_version_ 1782493134257651712
author Iwata, Michio
Sawada, Ryusuke
Iwata, Hiroaki
Kotera, Masaaki
Yamanishi, Yoshihiro
author_facet Iwata, Michio
Sawada, Ryusuke
Iwata, Hiroaki
Kotera, Masaaki
Yamanishi, Yoshihiro
author_sort Iwata, Michio
collection PubMed
description The identification of the modes of action of bioactive compounds is a major challenge in chemical systems biology of diseases. Genome-wide expression profiling of transcriptional responses to compound treatment for human cell lines is a promising unbiased approach for the mode-of-action analysis. Here we developed a novel approach to elucidate the modes of action of bioactive compounds in a cell-specific manner using large-scale chemically-induced transcriptome data acquired from the Library of Integrated Network-based Cellular Signatures (LINCS), and analyzed 16,268 compounds and 68 human cell lines. First, we performed pathway enrichment analyses of regulated genes to reveal active pathways among 163 biological pathways. Next, we explored potential target proteins (including primary targets and off-targets) with cell-specific transcriptional similarity using chemical–protein interactome. Finally, we predicted new therapeutic indications for 461 diseases based on the target proteins. We showed the usefulness of the proposed approach in terms of prediction coverage, interpretation, and large-scale applicability, and validated the new prediction results experimentally by an in vitro cellular assay. The approach has a high potential for advancing drug discovery and repositioning.
format Online
Article
Text
id pubmed-5223214
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Nature Publishing Group
record_format MEDLINE/PubMed
spelling pubmed-52232142017-01-17 Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics Iwata, Michio Sawada, Ryusuke Iwata, Hiroaki Kotera, Masaaki Yamanishi, Yoshihiro Sci Rep Article The identification of the modes of action of bioactive compounds is a major challenge in chemical systems biology of diseases. Genome-wide expression profiling of transcriptional responses to compound treatment for human cell lines is a promising unbiased approach for the mode-of-action analysis. Here we developed a novel approach to elucidate the modes of action of bioactive compounds in a cell-specific manner using large-scale chemically-induced transcriptome data acquired from the Library of Integrated Network-based Cellular Signatures (LINCS), and analyzed 16,268 compounds and 68 human cell lines. First, we performed pathway enrichment analyses of regulated genes to reveal active pathways among 163 biological pathways. Next, we explored potential target proteins (including primary targets and off-targets) with cell-specific transcriptional similarity using chemical–protein interactome. Finally, we predicted new therapeutic indications for 461 diseases based on the target proteins. We showed the usefulness of the proposed approach in terms of prediction coverage, interpretation, and large-scale applicability, and validated the new prediction results experimentally by an in vitro cellular assay. The approach has a high potential for advancing drug discovery and repositioning. Nature Publishing Group 2017-01-10 /pmc/articles/PMC5223214/ /pubmed/28071740 http://dx.doi.org/10.1038/srep40164 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Iwata, Michio
Sawada, Ryusuke
Iwata, Hiroaki
Kotera, Masaaki
Yamanishi, Yoshihiro
Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
title Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
title_full Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
title_fullStr Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
title_full_unstemmed Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
title_short Elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
title_sort elucidating the modes of action for bioactive compounds in a cell-specific manner by large-scale chemically-induced transcriptomics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5223214/
https://www.ncbi.nlm.nih.gov/pubmed/28071740
http://dx.doi.org/10.1038/srep40164
work_keys_str_mv AT iwatamichio elucidatingthemodesofactionforbioactivecompoundsinacellspecificmannerbylargescalechemicallyinducedtranscriptomics
AT sawadaryusuke elucidatingthemodesofactionforbioactivecompoundsinacellspecificmannerbylargescalechemicallyinducedtranscriptomics
AT iwatahiroaki elucidatingthemodesofactionforbioactivecompoundsinacellspecificmannerbylargescalechemicallyinducedtranscriptomics
AT koteramasaaki elucidatingthemodesofactionforbioactivecompoundsinacellspecificmannerbylargescalechemicallyinducedtranscriptomics
AT yamanishiyoshihiro elucidatingthemodesofactionforbioactivecompoundsinacellspecificmannerbylargescalechemicallyinducedtranscriptomics