Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection

ABSTRACT Transposon insertion sequencing (TIS) is a powerful high-throughput genetic technique that is transforming functional genomics in prokaryotes, because it enables genome-wide mapping of the determinants of fitness. However, current approaches for analyzing TIS data assume that selective pres...

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Published in:mBio
Main Authors: Guanhua Yang, Gabriel Billings, Troy P. Hubbard, Joseph S. Park, Ka Yin Leung, Qin Liu, Brigid M. Davis, Yuanxing Zhang, Qiyao Wang, Matthew K. Waldor
Format: Article in Journal/Newspaper
Language:English
Published: American Society for Microbiology 2017
Subjects:
Online Access:https://doi.org/10.1128/mBio.01581-17
https://doaj.org/article/6c4aa7aa57ee46f5895f9fbddd29f3ce
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spelling ftdoajarticles:oai:doaj.org/article:6c4aa7aa57ee46f5895f9fbddd29f3ce 2023-05-15T18:41:16+02:00 Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection Guanhua Yang Gabriel Billings Troy P. Hubbard Joseph S. Park Ka Yin Leung Qin Liu Brigid M. Davis Yuanxing Zhang Qiyao Wang Matthew K. Waldor 2017-11-01T00:00:00Z https://doi.org/10.1128/mBio.01581-17 https://doaj.org/article/6c4aa7aa57ee46f5895f9fbddd29f3ce EN eng American Society for Microbiology https://journals.asm.org/doi/10.1128/mBio.01581-17 https://doaj.org/toc/2150-7511 doi:10.1128/mBio.01581-17 2150-7511 https://doaj.org/article/6c4aa7aa57ee46f5895f9fbddd29f3ce mBio, Vol 8, Iss 5 (2017) Edwardsiella piscicida live attenuated vaccine pattern analysis of conditional essentiality (PACE) transposon insertion sequencing fitness dynamics and profiles Microbiology QR1-502 article 2017 ftdoajarticles https://doi.org/10.1128/mBio.01581-17 2022-12-31T10:02:19Z ABSTRACT Transposon insertion sequencing (TIS) is a powerful high-throughput genetic technique that is transforming functional genomics in prokaryotes, because it enables genome-wide mapping of the determinants of fitness. However, current approaches for analyzing TIS data assume that selective pressures are constant over time and thus do not yield information regarding changes in the genetic requirements for growth in dynamic environments (e.g., during infection). Here, we describe structured analysis of TIS data collected as a time series, termed pattern analysis of conditional essentiality (PACE). From a temporal series of TIS data, PACE derives a quantitative assessment of each mutant’s fitness over the course of an experiment and identifies mutants with related fitness profiles. In so doing, PACE circumvents major limitations of existing methodologies, specifically the need for artificial effect size thresholds and enumeration of bacterial population expansion. We used PACE to analyze TIS samples of Edwardsiella piscicida (a fish pathogen) collected over a 2-week infection period from a natural host (the flatfish turbot). PACE uncovered more genes that affect E. piscicida’s fitness in vivo than were detected using a cutoff at a terminal sampling point, and it identified subpopulations of mutants with distinct fitness profiles, one of which informed the design of new live vaccine candidates. Overall, PACE enables efficient mining of time series TIS data and enhances the power and sensitivity of TIS-based analyses. IMPORTANCE Transposon insertion sequencing (TIS) enables genome-wide mapping of the genetic determinants of fitness, typically based on observations at a single sampling point. Here, we move beyond analysis of endpoint TIS data to create a framework for analysis of time series TIS data, termed pattern analysis of conditional essentiality (PACE). We applied PACE to identify genes that contribute to colonization of a natural host by the fish pathogen Edwardsiella piscicida. PACE uncovered more genes ... Article in Journal/Newspaper Turbot Directory of Open Access Journals: DOAJ Articles mBio 8 5
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Edwardsiella piscicida
live attenuated vaccine
pattern analysis of conditional essentiality (PACE)
transposon insertion sequencing
fitness dynamics and profiles
Microbiology
QR1-502
spellingShingle Edwardsiella piscicida
live attenuated vaccine
pattern analysis of conditional essentiality (PACE)
transposon insertion sequencing
fitness dynamics and profiles
Microbiology
QR1-502
Guanhua Yang
Gabriel Billings
Troy P. Hubbard
Joseph S. Park
Ka Yin Leung
Qin Liu
Brigid M. Davis
Yuanxing Zhang
Qiyao Wang
Matthew K. Waldor
Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection
topic_facet Edwardsiella piscicida
live attenuated vaccine
pattern analysis of conditional essentiality (PACE)
transposon insertion sequencing
fitness dynamics and profiles
Microbiology
QR1-502
description ABSTRACT Transposon insertion sequencing (TIS) is a powerful high-throughput genetic technique that is transforming functional genomics in prokaryotes, because it enables genome-wide mapping of the determinants of fitness. However, current approaches for analyzing TIS data assume that selective pressures are constant over time and thus do not yield information regarding changes in the genetic requirements for growth in dynamic environments (e.g., during infection). Here, we describe structured analysis of TIS data collected as a time series, termed pattern analysis of conditional essentiality (PACE). From a temporal series of TIS data, PACE derives a quantitative assessment of each mutant’s fitness over the course of an experiment and identifies mutants with related fitness profiles. In so doing, PACE circumvents major limitations of existing methodologies, specifically the need for artificial effect size thresholds and enumeration of bacterial population expansion. We used PACE to analyze TIS samples of Edwardsiella piscicida (a fish pathogen) collected over a 2-week infection period from a natural host (the flatfish turbot). PACE uncovered more genes that affect E. piscicida’s fitness in vivo than were detected using a cutoff at a terminal sampling point, and it identified subpopulations of mutants with distinct fitness profiles, one of which informed the design of new live vaccine candidates. Overall, PACE enables efficient mining of time series TIS data and enhances the power and sensitivity of TIS-based analyses. IMPORTANCE Transposon insertion sequencing (TIS) enables genome-wide mapping of the genetic determinants of fitness, typically based on observations at a single sampling point. Here, we move beyond analysis of endpoint TIS data to create a framework for analysis of time series TIS data, termed pattern analysis of conditional essentiality (PACE). We applied PACE to identify genes that contribute to colonization of a natural host by the fish pathogen Edwardsiella piscicida. PACE uncovered more genes ...
format Article in Journal/Newspaper
author Guanhua Yang
Gabriel Billings
Troy P. Hubbard
Joseph S. Park
Ka Yin Leung
Qin Liu
Brigid M. Davis
Yuanxing Zhang
Qiyao Wang
Matthew K. Waldor
author_facet Guanhua Yang
Gabriel Billings
Troy P. Hubbard
Joseph S. Park
Ka Yin Leung
Qin Liu
Brigid M. Davis
Yuanxing Zhang
Qiyao Wang
Matthew K. Waldor
author_sort Guanhua Yang
title Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection
title_short Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection
title_full Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection
title_fullStr Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection
title_full_unstemmed Time-Resolved Transposon Insertion Sequencing Reveals Genome-Wide Fitness Dynamics during Infection
title_sort time-resolved transposon insertion sequencing reveals genome-wide fitness dynamics during infection
publisher American Society for Microbiology
publishDate 2017
url https://doi.org/10.1128/mBio.01581-17
https://doaj.org/article/6c4aa7aa57ee46f5895f9fbddd29f3ce
genre Turbot
genre_facet Turbot
op_source mBio, Vol 8, Iss 5 (2017)
op_relation https://journals.asm.org/doi/10.1128/mBio.01581-17
https://doaj.org/toc/2150-7511
doi:10.1128/mBio.01581-17
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op_doi https://doi.org/10.1128/mBio.01581-17
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