Literature DB >> 31494089

Microbial Interaction Network Inference in Microfluidic Droplets.

Ryan H Hsu1, Ryan L Clark1, Jin Wen Tan1, John C Ahn1, Sonali Gupta1, Philip A Romero2, Ophelia S Venturelli3.   

Abstract

Microbial interactions are major drivers of microbial community dynamics and functions but remain challenging to identify because of limitations in parallel culturing and absolute abundance quantification of community members across environments and replicates. To this end, we developed Microbial Interaction Network Inference in microdroplets (MINI-Drop). Fluorescence microscopy coupled to computer vision techniques were used to rapidly determine the absolute abundance of each strain in hundreds to thousands of droplets per condition. We showed that MINI-Drop could accurately infer pairwise and higher-order interactions in synthetic consortia. We developed a stochastic model of community assembly to provide insight into the heterogeneity in community states across droplets. Finally, we elucidated the complex web of interactions linking antibiotics and different species in a synthetic consortium. In sum, we demonstrated a robust and generalizable method to infer microbial interaction networks by random encapsulation of sub-communities into microfluidic droplets.
Copyright © 2019 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  antibiotics; droplet microfluidics; microbial ecology; microbial interaction network; stochastic modeling

Mesh:

Substances:

Year:  2019        PMID: 31494089      PMCID: PMC6763379          DOI: 10.1016/j.cels.2019.06.008

Source DB:  PubMed          Journal:  Cell Syst        ISSN: 2405-4712            Impact factor:   10.304


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1.  Growth and detachment of cell clusters from mature mixed-species biofilms.

Authors:  P Stoodley; S Wilson; L Hall-Stoodley; J D Boyle; H M Lappin-Scott; J W Costerton
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Authors:  A Khlebnikov; K A Datsenko; T Skaug; B L Wanner; J D Keasling
Journal:  Microbiology       Date:  2001-12       Impact factor: 2.777

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Authors:  Paul Shannon; Andrew Markiel; Owen Ozier; Nitin S Baliga; Jonathan T Wang; Daniel Ramage; Nada Amin; Benno Schwikowski; Trey Ideker
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6.  Inferring Protein Sequence-Function Relationships with Large-Scale Positive-Unlabeled Learning.

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