Hidden suppressive interactions are common in higher-order drug combinations

Summary: The rapid increase of multi-drug resistant bacteria has led to a greater emphasis on multi-drug combination treatments. However, some combinations can be suppressive—that is, bacteria grow faster in some drug combinations than when treated with a single drug. Typically, when studying intera...

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Main Authors: Natalie Ann Lozano-Huntelman, April Zhou, Elif Tekin, Mauricio Cruz-Loya, Bjørn Østman, Sada Boyd, Van M. Savage, Pamela Yeh
Format: Article
Language:English
Published: Elsevier 2021-04-01
Series:iScience
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2589004221003230
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spelling doaj-5e700a4c88264ab3b57bf7c26624f2b82021-04-26T05:57:59ZengElsevieriScience2589-00422021-04-01244102355Hidden suppressive interactions are common in higher-order drug combinationsNatalie Ann Lozano-Huntelman0April Zhou1Elif Tekin2Mauricio Cruz-Loya3Bjørn Østman4Sada Boyd5Van M. Savage6Pamela Yeh7Ecology and Evolutionary Biology, University of California, Los Angeles, 90095, USAEcology and Evolutionary Biology, University of California, Los Angeles, 90095, USA; Computational and Systems Biology, University of California, Los Angeles, 90095, USAEcology and Evolutionary Biology, University of California, Los Angeles, 90095, USAComputational and Systems Biology, University of California, Los Angeles, 90095, USAEcology and Evolutionary Biology, University of California, Los Angeles, 90095, USAEcology and Evolutionary Biology, University of California, Los Angeles, 90095, USAEcology and Evolutionary Biology, University of California, Los Angeles, 90095, USA; Computational and Systems Biology, University of California, Los Angeles, 90095, USA; Santa Fe Institute, Santa Fe, NM 87501, USAEcology and Evolutionary Biology, University of California, Los Angeles, 90095, USA; Santa Fe Institute, Santa Fe, NM 87501, USA; Corresponding authorSummary: The rapid increase of multi-drug resistant bacteria has led to a greater emphasis on multi-drug combination treatments. However, some combinations can be suppressive—that is, bacteria grow faster in some drug combinations than when treated with a single drug. Typically, when studying interactions, the overall effect of the combination is only compared with the single-drug effects. However, doing so could miss “hidden” cases of suppression, which occur when the highest order is suppressive compared with a lower-order combination but not to a single drug. We examined an extensive dataset of 5-drug combinations and all lower-order—single, 2-, 3-, and 4-drug—combinations. We found that a majority of all combinations—54%—contain hidden suppression. Examining hidden interactions is critical to understanding the architecture of higher-order interactions and can substantially affect our understanding and predictions of the evolution of antibiotic resistance under multi-drug treatments.http://www.sciencedirect.com/science/article/pii/S2589004221003230MicrobiologySystems Biology
collection DOAJ
language English
format Article
sources DOAJ
author Natalie Ann Lozano-Huntelman
April Zhou
Elif Tekin
Mauricio Cruz-Loya
Bjørn Østman
Sada Boyd
Van M. Savage
Pamela Yeh
spellingShingle Natalie Ann Lozano-Huntelman
April Zhou
Elif Tekin
Mauricio Cruz-Loya
Bjørn Østman
Sada Boyd
Van M. Savage
Pamela Yeh
Hidden suppressive interactions are common in higher-order drug combinations
iScience
Microbiology
Systems Biology
author_facet Natalie Ann Lozano-Huntelman
April Zhou
Elif Tekin
Mauricio Cruz-Loya
Bjørn Østman
Sada Boyd
Van M. Savage
Pamela Yeh
author_sort Natalie Ann Lozano-Huntelman
title Hidden suppressive interactions are common in higher-order drug combinations
title_short Hidden suppressive interactions are common in higher-order drug combinations
title_full Hidden suppressive interactions are common in higher-order drug combinations
title_fullStr Hidden suppressive interactions are common in higher-order drug combinations
title_full_unstemmed Hidden suppressive interactions are common in higher-order drug combinations
title_sort hidden suppressive interactions are common in higher-order drug combinations
publisher Elsevier
series iScience
issn 2589-0042
publishDate 2021-04-01
description Summary: The rapid increase of multi-drug resistant bacteria has led to a greater emphasis on multi-drug combination treatments. However, some combinations can be suppressive—that is, bacteria grow faster in some drug combinations than when treated with a single drug. Typically, when studying interactions, the overall effect of the combination is only compared with the single-drug effects. However, doing so could miss “hidden” cases of suppression, which occur when the highest order is suppressive compared with a lower-order combination but not to a single drug. We examined an extensive dataset of 5-drug combinations and all lower-order—single, 2-, 3-, and 4-drug—combinations. We found that a majority of all combinations—54%—contain hidden suppression. Examining hidden interactions is critical to understanding the architecture of higher-order interactions and can substantially affect our understanding and predictions of the evolution of antibiotic resistance under multi-drug treatments.
topic Microbiology
Systems Biology
url http://www.sciencedirect.com/science/article/pii/S2589004221003230
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