Predicting plasmid persistence in microbial communities by coarse-grained modeling

被引:4
作者
Wang, Teng [1 ]
Weiss, Andrea [1 ]
Ha, Yuanchi [1 ]
You, Lingchong [1 ,2 ,3 ]
机构
[1] Duke Univ, Dept Biomed Engn, Durham, NC 27708 USA
[2] Duke Univ, Ctr Genom & Computat Biol, Durham, NC 27708 USA
[3] Duke Univ, Sch Med, Dept Mol Genet & Microbiol, Durham, NC 27708 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
coarse-grained model; horizontal gene transfer; machine learning; microbial communities; mobile genetic elements; next generation sequencing; plasmid persistence; A-PRIORI CONDITIONS; MOBILE GENETIC ELEMENTS; ANTIBIOTIC-RESISTANCE; POPULATION BIOLOGY; BACTERIAL PLASMIDS; ENTRY EXCLUSION; MULTI-OMICS; INCOMPATIBILITY; EXISTENCE; EVOLUTION;
D O I
10.1002/bies.202100084
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Plasmids are a major type of mobile genetic elements (MGEs) that mediate horizontal gene transfer. The stable maintenance of plasmids plays a critical role in the functions and survival for microbial populations. However, predicting and controlling plasmid persistence and abundance in complex microbial communities remain challenging. Computationally, this challenge arises from the combinatorial explosion associated with the conventional modeling framework. Recently, a plasmid-centric framework (PCF) has been developed to overcome this computational bottleneck. This framework enables the derivation of a simple metric, the persistence potential, to predict plasmid persistence and abundance. Here, we discuss how PCF can be extended to account for plasmid interactions. We also discuss how such model-guided predictions of plasmid fates can benefit from the development of new experimental tools and data-driven computational methods.
引用
收藏
页数:12
相关论文
共 94 条
[1]   EXPORT WITHOUT PROTEOLYTIC PROCESSING OF INNER AND OUTER-MEMBRANE PROTEINS ENCODED BY F-SEX FACTOR TRA CISTRONS IN ESCHERICHIA-COLI MINICELLS [J].
ACHTMAN, M ;
MANNING, PA ;
EDELBLUTH, C ;
HERRLICH, P .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1979, 76 (10) :4837-4841
[2]   Roles of bacteriophages, plasmids and CRISPR immunity in microbial community dynamics revealed using time-series integrated meta-omics [J].
Arbas, Susana Martinez ;
Narayanasamy, Shaman ;
Herold, Malte ;
Lebrun, Laura A. ;
Hoopmann, Michael R. ;
Li, Sujun ;
Lam, Tony J. ;
Kunath, Benoit J. ;
Hicks, Nathan D. ;
Liu, Cindy M. ;
Price, Lance B. ;
Laczny, Cedric C. ;
Gillece, John D. ;
Schupp, James M. ;
Keim, Paul S. ;
Moritz, Robert L. ;
Faust, Karoline ;
Tang, Haixu ;
Ye, Yuzhen ;
Skupin, Alexander ;
May, Patrick ;
Muller, Emilie E. L. ;
Wilmes, Paul .
NATURE MICROBIOLOGY, 2021, 6 (01) :123-+
[3]   MinION nanopore sequencing identifies the position and structure of a bacterial antibiotic resistance island [J].
Ashton, Philip M. ;
Nair, Satheesh ;
Dallman, Tim ;
Rubino, Salvatore ;
Rabsch, Wolfgang ;
Mwaigwisya, Solomon ;
Wain, John ;
O'Grady, Justin .
NATURE BIOTECHNOLOGY, 2015, 33 (03) :296-+
[4]   Entry exclusion in F-like plasmids requires intact TraG in the donor that recognizes its cognate TraS in the recipient [J].
Audette, Gerald F. ;
Manchak, Jan ;
Beatty, Perrin ;
Klimke, William A. ;
Frost, Laura S. .
MICROBIOLOGY-SGM, 2007, 153 :442-451
[5]   PARTITION-MEDIATED INCOMPATIBILITY OF BACTERIAL PLASMIDS [J].
AUSTIN, S ;
NORDSTROM, K .
CELL, 1990, 60 (03) :351-354
[6]   Gene Transmission in the One Health Microbiosphere and the Channels of Antimicrobial Resistance [J].
Baquero, Fernando ;
Coque, Teresa M. ;
Martinez, Jose-Luis ;
Aracil-Gisbert, Sonia ;
Lanza, Val F. .
FRONTIERS IN MICROBIOLOGY, 2019, 10
[7]   Strain- and plasmid-level deconvolution of a synthetic metagenome by sequencing proximity ligation products [J].
Beitel, Christopher W. ;
Froenicke, Lutz ;
Lang, Jenna M. ;
Korf, Ian F. ;
Michelmore, Richard W. ;
Eisen, Jonathan A. ;
Darling, Aaron E. .
PEERJ, 2014, 2
[8]   ASILOMAR CONFERENCE ON RECOMBINANT DNA-MOLECULES [J].
BERG, P ;
BALTIMORE, D ;
BRENNER, S ;
ROBLIN, RO ;
SINGER, MF .
SCIENCE, 1975, 188 (4192) :991-994
[9]  
Bergstrom CT, 2000, GENETICS, V155, P1505
[10]   Environmental and genetic determinants of plasmid mobility in pathogenic Escherichia coli [J].
Bethke, Jonathan H. ;
Davidovich, Adam ;
Cheng, Li ;
Lopatkin, Allison J. ;
Song, Wenchen ;
Thaden, Joshua T. ;
Fowler, Vance G., Jr. ;
Xiao, Minfeng ;
You, Lingchong .
SCIENCE ADVANCES, 2020, 6 (04)