Multiplying insights from perturbation experiments: predicting new perturbation combinations

Graphical Abstract Experimentally exploring the effect of all perturbation combinations is not feasible. In their recent study, Theis and colleagues (Lotfollahi et al, 2023) present an approach that uses deep generative models to predict the effects of new perturbations from high‐throughput single p...

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Main Author: Joshua Welch
Format: Article
Language:English
Published: Springer Nature 2023-05-01
Series:Molecular Systems Biology
Online Access:https://doi.org/10.15252/msb.202311667
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author Joshua Welch
author_facet Joshua Welch
author_sort Joshua Welch
collection DOAJ
description Graphical Abstract Experimentally exploring the effect of all perturbation combinations is not feasible. In their recent study, Theis and colleagues (Lotfollahi et al, 2023) present an approach that uses deep generative models to predict the effects of new perturbations from high‐throughput single perturbation experiments.
format Article
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institution DOAJ
issn 1744-4292
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publishDate 2023-05-01
publisher Springer Nature
record_format Article
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spelling doaj-art-4f0ea6ac317842d0a9313a5fb252a9ce2025-08-20T03:06:10ZengSpringer NatureMolecular Systems Biology1744-42922023-05-011961210.15252/msb.202311667Multiplying insights from perturbation experiments: predicting new perturbation combinationsJoshua Welch0University of MichiganGraphical Abstract Experimentally exploring the effect of all perturbation combinations is not feasible. In their recent study, Theis and colleagues (Lotfollahi et al, 2023) present an approach that uses deep generative models to predict the effects of new perturbations from high‐throughput single perturbation experiments.https://doi.org/10.15252/msb.202311667
spellingShingle Joshua Welch
Multiplying insights from perturbation experiments: predicting new perturbation combinations
Molecular Systems Biology
title Multiplying insights from perturbation experiments: predicting new perturbation combinations
title_full Multiplying insights from perturbation experiments: predicting new perturbation combinations
title_fullStr Multiplying insights from perturbation experiments: predicting new perturbation combinations
title_full_unstemmed Multiplying insights from perturbation experiments: predicting new perturbation combinations
title_short Multiplying insights from perturbation experiments: predicting new perturbation combinations
title_sort multiplying insights from perturbation experiments predicting new perturbation combinations
url https://doi.org/10.15252/msb.202311667
work_keys_str_mv AT joshuawelch multiplyinginsightsfromperturbationexperimentspredictingnewperturbationcombinations