Abstract:The term plasmid was originally coined for circular, extrachromosomal genetic elements. Today, plasmids are widely recognized not only as important factors facilitating genome restructuring but also as vehicles for the dissemination of beneficial characters within bacterial communities. Plasmid diversity has been uncovered by means of culture-dependent or -independent approaches, such as endogenous or exogenous plasmid isolation as well as PCR-based detection or transposon-aided capture, respectively. High-thr… Show more
“…Most of the known plasmids occur in circular form, which is an important feature allowing for their easy isolation using the alkaline lysis method. There are, however, also representatives, mostly from the Borellia, Streptomyces, Nocardia and Rhodococcus genera, which are linear ( 3 ). An important feature of plasmids is that they usually lack genes commonly assigned to primary metabolic processes but rather possess genes improving environmental fitness of the host or coding catabolic or resistance functions ( 4–6 ).…”
Section: Introductionmentioning
confidence: 99%
“…A large number of plasmids have been identified by chance during the analysis of host bacteria based on specific phenotypes ( 8 ). However, this method of identification is very laborious and cannot provide proper insight into the so-called ‘plasmidome’, which refers to the entire plasmid DNA content of a particular environmental sample independent of cultivation ( 3 ). Although culture-dependent plasmidome studies ( 9–12 ) have significantly contributed to our understanding of mobile genetic elements from a given bacterium or bacterial group, plasmids from the non-cultivable organisms are out of reach using these methods.…”
Plasmids are mobile genetics elements that play an important role in the environmental adaptation of microorganisms. Although plasmids are usually analyzed in cultured microorganisms, there is a need for methods that allow for the analysis of pools of plasmids (plasmidomes) in environmental samples. To that end, several molecular biology and bioinformatics methods have been developed; however, they are limited to environments with low diversity and cannot recover large plasmids. Here, we present PlasFlow, a novel tool based on genomic signatures that employs a neural network approach for identification of bacterial plasmid sequences in environmental samples. PlasFlow can recover plasmid sequences from assembled metagenomes without any prior knowledge of the taxonomical or functional composition of samples with an accuracy up to 96%. It can also recover sequences of both circular and linear plasmids and can perform initial taxonomical classification of sequences. Compared to other currently available tools, PlasFlow demonstrated significantly better performance on test datasets. Analysis of two samples from heavy metal-contaminated microbial mats revealed that plasmids may constitute an important fraction of their metagenomes and carry genes involved in heavy-metal homeostasis, proving the pivotal role of plasmids in microorganism adaptation to environmental conditions.
“…Most of the known plasmids occur in circular form, which is an important feature allowing for their easy isolation using the alkaline lysis method. There are, however, also representatives, mostly from the Borellia, Streptomyces, Nocardia and Rhodococcus genera, which are linear ( 3 ). An important feature of plasmids is that they usually lack genes commonly assigned to primary metabolic processes but rather possess genes improving environmental fitness of the host or coding catabolic or resistance functions ( 4–6 ).…”
Section: Introductionmentioning
confidence: 99%
“…A large number of plasmids have been identified by chance during the analysis of host bacteria based on specific phenotypes ( 8 ). However, this method of identification is very laborious and cannot provide proper insight into the so-called ‘plasmidome’, which refers to the entire plasmid DNA content of a particular environmental sample independent of cultivation ( 3 ). Although culture-dependent plasmidome studies ( 9–12 ) have significantly contributed to our understanding of mobile genetic elements from a given bacterium or bacterial group, plasmids from the non-cultivable organisms are out of reach using these methods.…”
Plasmids are mobile genetics elements that play an important role in the environmental adaptation of microorganisms. Although plasmids are usually analyzed in cultured microorganisms, there is a need for methods that allow for the analysis of pools of plasmids (plasmidomes) in environmental samples. To that end, several molecular biology and bioinformatics methods have been developed; however, they are limited to environments with low diversity and cannot recover large plasmids. Here, we present PlasFlow, a novel tool based on genomic signatures that employs a neural network approach for identification of bacterial plasmid sequences in environmental samples. PlasFlow can recover plasmid sequences from assembled metagenomes without any prior knowledge of the taxonomical or functional composition of samples with an accuracy up to 96%. It can also recover sequences of both circular and linear plasmids and can perform initial taxonomical classification of sequences. Compared to other currently available tools, PlasFlow demonstrated significantly better performance on test datasets. Analysis of two samples from heavy metal-contaminated microbial mats revealed that plasmids may constitute an important fraction of their metagenomes and carry genes involved in heavy-metal homeostasis, proving the pivotal role of plasmids in microorganism adaptation to environmental conditions.
“…They often replicate autonomously in the host using a variety of replication systems. Generally they are circular, however some species carry linear plasmids (Dib et al, 2015;Li et al, 2007). Plasmids carry often genes which provide a benefit to the host, such as additional metabolic capabilities (Rozwandowicz et al, 2018), antimicrobial resistance genes (Carattoli, 2009) and virulence factors that affect host invasion and infection, including type IV secretion systems, toxins, adhesins, invasins and antiphagocytic factors (Johnson & Nolan, 2009;Sengupta & Austin, 2011).…”
Antimicrobial resistance (AMR) genes in bacteria are often carried on plasmids and these plasmids can transfer AMR genes between bacteria. For molecular epidemiology purposes and risk assessment, it is important to know if the genes are located on highly transferable plasmids or in the more stable chromosomes. However, draft whole genome sequences are fragmented, making it difficult to discriminate plasmid and chromosomal contigs. Current methods that predict plasmid sequences from draft genome sequences rely on single features, like k-mer composition, circularity of the DNA molecule, copy number or sequence identity to plasmid replication genes, all of which have their drawbacks, especially when faced with large single copy plasmids, which often carry resistance genes. With our newly developed prediction tool RFPlasmid, we use a combination of multiple features, including k-mer composition and databases with plasmid and chromosomal marker proteins, to predict if the likely source of a contig is plasmid or chromosomal. The tool RFPlasmid supports models for 17 different bacterial species, including Campylobacter, E. coli, and Salmonella, and has a species agnostic model for metagenomic assemblies or unsupported organisms. RFPlasmid is available both as standalone tool and via web interface.
“…These non-core genes increase the diversity of a species' pan-genome and can make up around 90% of it 3 , where plasmids contribute a large proportion 4 . Although more and more studies provide insights on the plasmidome [4][5][6][7][8][9][10] , which refers to the entire plasmid DNA of an environmental sample 9 , the mechanisms that keep plasmid diversity are not fully understood.…”
Section: Introductionmentioning
confidence: 99%
“…Remarkable progress has been made investigating the persistence conditions of plasmids in a single plasmid -single host [11][12][13][14][15][16][17] or single plasmid -multiple host environment [18][19][20][21][22] , but we are just beginning to understand the role of a co-occurrence of multiple plasmid types, either in a single [23][24][25][26][27][28][29][30][31][32] or multiple host 33 framework. It has been shown that the number, size and functions of the plasmids found in different genera 34 , single species 5,8 or in environmental samples 4,6,7,9,[35][36][37][38][39] can vary remarkably.…”
A key source of genetic variation of microbial populations are plasmids: extrachromosomal genetic elements that replicate autonomously and can be highly mobile between individual cells. Diverse plasmids were found in environmental samples and bacterial populations. Here we explore the mechanisms that help to preserve this gene pool as a fundamental basis for bacterial adaptation. An individual-based model of the plasmidome is presented and used to investigate how intra- and intercellular competition between diverse plasmid types affects the evolution of plasmid communities. It indicates the relative importance of stochastic and deterministic drivers of plasmid persistence both under neutral conditions and when the environment selects for specific plasmid-encoded traits such as antibiotic resistance for a certain period of time. We found that evolving plasmid communities exhibit a cyclical dynamics that contributes to the maintenance of plasmid diversity and the persistence of costly plasmid-mediated antibiotic resistance after stopped abiotic selection.
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