Predicting the frequencies of drug side effects
Currently, the frequencies of drug side effects are determined in randomised controlled clinical trials. Here the authors develop an interpretable machine learning approach to predict the frequencies of unknown side effects for drugs with a small number of determined side effect frequencies.
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Nature Portfolio
2020
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oai:doaj.org-article:e13f5df0401d4c95ac1e4ea0421f663b2021-12-02T17:41:08ZPredicting the frequencies of drug side effects10.1038/s41467-020-18305-y2041-1723https://doaj.org/article/e13f5df0401d4c95ac1e4ea0421f663b2020-09-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-18305-yhttps://doaj.org/toc/2041-1723Currently, the frequencies of drug side effects are determined in randomised controlled clinical trials. Here the authors develop an interpretable machine learning approach to predict the frequencies of unknown side effects for drugs with a small number of determined side effect frequencies.Diego GaleanoShantao LiMark GersteinAlberto PaccanaroNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-14 (2020) |
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Science Q Diego Galeano Shantao Li Mark Gerstein Alberto Paccanaro Predicting the frequencies of drug side effects |
description |
Currently, the frequencies of drug side effects are determined in randomised controlled clinical trials. Here the authors develop an interpretable machine learning approach to predict the frequencies of unknown side effects for drugs with a small number of determined side effect frequencies. |
format |
article |
author |
Diego Galeano Shantao Li Mark Gerstein Alberto Paccanaro |
author_facet |
Diego Galeano Shantao Li Mark Gerstein Alberto Paccanaro |
author_sort |
Diego Galeano |
title |
Predicting the frequencies of drug side effects |
title_short |
Predicting the frequencies of drug side effects |
title_full |
Predicting the frequencies of drug side effects |
title_fullStr |
Predicting the frequencies of drug side effects |
title_full_unstemmed |
Predicting the frequencies of drug side effects |
title_sort |
predicting the frequencies of drug side effects |
publisher |
Nature Portfolio |
publishDate |
2020 |
url |
https://doaj.org/article/e13f5df0401d4c95ac1e4ea0421f663b |
work_keys_str_mv |
AT diegogaleano predictingthefrequenciesofdrugsideeffects AT shantaoli predictingthefrequenciesofdrugsideeffects AT markgerstein predictingthefrequenciesofdrugsideeffects AT albertopaccanaro predictingthefrequenciesofdrugsideeffects |
_version_ |
1718379732340310016 |