Cargando…
Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records
Prediction of new disease indications for approved drugs by computational methods has been based largely on the genomics signatures of drugs and diseases. We propose a method for drug repositioning that uses the clinical signatures extracted from over 13 years of electronic medical records from a te...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4894399/ https://www.ncbi.nlm.nih.gov/pubmed/25739475 http://dx.doi.org/10.1038/srep08580 |
_version_ | 1782435668972011520 |
---|---|
author | Paik, Hyojung Chung, Ah-Young Park, Hae-Chul Park, Rae Woong Suk, Kyoungho Kim, Jihyun Kim, Hyosil Lee, KiYoung Butte, Atul J. |
author_facet | Paik, Hyojung Chung, Ah-Young Park, Hae-Chul Park, Rae Woong Suk, Kyoungho Kim, Jihyun Kim, Hyosil Lee, KiYoung Butte, Atul J. |
author_sort | Paik, Hyojung |
collection | PubMed |
description | Prediction of new disease indications for approved drugs by computational methods has been based largely on the genomics signatures of drugs and diseases. We propose a method for drug repositioning that uses the clinical signatures extracted from over 13 years of electronic medical records from a tertiary hospital, including >9.4 M laboratory tests from >530,000 patients, in addition to diverse genomics signatures. Cross-validation using over 17,000 known drug–disease associations shows this approach outperforms various predictive models based on genomics signatures and a well-known “guilt-by-association” method. Interestingly, the prediction suggests that terbutaline sulfate, which is widely used for asthma, is a promising candidate for amyotrophic lateral sclerosis for which there are few therapeutic options. In vivo tests using zebrafish models found that terbutaline sulfate prevents defects in axons and neuromuscular junction degeneration in a dose-dependent manner. A therapeutic potential of terbutaline sulfate was also observed when axonal and neuromuscular junction degeneration have already occurred in zebrafish model. Cotreatment with a β(2)-adrenergic receptor antagonist, butoxamine, suggests that the effect of terbutaline is mediated by activation of β(2)-adrenergic receptors. |
format | Online Article Text |
id | pubmed-4894399 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-48943992016-06-10 Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records Paik, Hyojung Chung, Ah-Young Park, Hae-Chul Park, Rae Woong Suk, Kyoungho Kim, Jihyun Kim, Hyosil Lee, KiYoung Butte, Atul J. Sci Rep Article Prediction of new disease indications for approved drugs by computational methods has been based largely on the genomics signatures of drugs and diseases. We propose a method for drug repositioning that uses the clinical signatures extracted from over 13 years of electronic medical records from a tertiary hospital, including >9.4 M laboratory tests from >530,000 patients, in addition to diverse genomics signatures. Cross-validation using over 17,000 known drug–disease associations shows this approach outperforms various predictive models based on genomics signatures and a well-known “guilt-by-association” method. Interestingly, the prediction suggests that terbutaline sulfate, which is widely used for asthma, is a promising candidate for amyotrophic lateral sclerosis for which there are few therapeutic options. In vivo tests using zebrafish models found that terbutaline sulfate prevents defects in axons and neuromuscular junction degeneration in a dose-dependent manner. A therapeutic potential of terbutaline sulfate was also observed when axonal and neuromuscular junction degeneration have already occurred in zebrafish model. Cotreatment with a β(2)-adrenergic receptor antagonist, butoxamine, suggests that the effect of terbutaline is mediated by activation of β(2)-adrenergic receptors. Nature Publishing Group 2015-03-05 /pmc/articles/PMC4894399/ /pubmed/25739475 http://dx.doi.org/10.1038/srep08580 Text en Copyright © 2015, Macmillan Publishers Limited. All rights reserved 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 in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Paik, Hyojung Chung, Ah-Young Park, Hae-Chul Park, Rae Woong Suk, Kyoungho Kim, Jihyun Kim, Hyosil Lee, KiYoung Butte, Atul J. Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
title | Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
title_full | Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
title_fullStr | Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
title_full_unstemmed | Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
title_short | Repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
title_sort | repurpose terbutaline sulfate for amyotrophic lateral sclerosis using electronic medical records |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4894399/ https://www.ncbi.nlm.nih.gov/pubmed/25739475 http://dx.doi.org/10.1038/srep08580 |
work_keys_str_mv | AT paikhyojung repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT chungahyoung repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT parkhaechul repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT parkraewoong repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT sukkyoungho repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT kimjihyun repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT kimhyosil repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT leekiyoung repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords AT butteatulj repurposeterbutalinesulfateforamyotrophiclateralsclerosisusingelectronicmedicalrecords |