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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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 |
work_keys_str_mv |
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