Genetic characterization of extended-β-lactamase (ESBL) plasmids captured from dairy manures
Bibliographic record
Abstract
ABSTRACT This study was to assess the gene diversity and characterize a large set of plasmids harboring extended β-lactamase (ESBL) genes from raw and digested dairy manure. A total of eighty-four plasmids that were captured in this E. coli recipient were sequenced using Illumina MiSeq sequencing technology. Twenty-four plasmids of interest were subsequently sequenced using MinION technology in order that a hybrid assembly could be performed on short-and long-read sequences to circularize and complete these plasmids. The size of sequenced plasmids ranged between 40 and 260 kb with various incompatibility groups: IncC, IncI1, IncN, IncY, IncB/O/K/Z, IncX1, IncHI2, IncHI2A, IncFIB(K), IncFII. A variety of extended β-lactamase genes were identified: bla CTXM -1 , bla CTXM -14 , bla CTXM -15 , bla CTXM-27 , bla CTXM-55 , bla CTXM-61 , bla PER-1, bla IMP-27 . Interestingly, the bla IMP-27 gene, a novel metallo-β-lactamase discovered in the last decade, was found located on an integrated region in the host chromosome. And one plasmid carrying the bla CMY-2 gene, an AmpC gene, also expressed ESBL phenotype. Four virulence factors, including cia, cib, traT and terC, were detected on some of these plasmids. In addition, six type-2 toxin-antitoxin systems were detected: MazF/E, PemK/I, HipA/B, YdcE/D, RelB/E and HigB/A. Twenty-two out of twenty-four complete plasmids carried putative prophage regions; and most of prophage hits were marked as incomplete, except that the largest plasmid pT525A and the IncY plasmid pT415A had prophage hits with higher scores. IMPORTANCE The widespread of antibiotic resistant bacteria is largely due to the exchange of mobile genetic elements such as plasmids. Plasmids harboring extended β-lactamase (ESBL) genes originated from dairy manure potentially become entrained in manured soil, which subsequently enter the human food chain. Currently there is a lack of detailed information on these plasmids in the environment, specifically in dairy manure. This study unveils the abundance and diversity of ESBL-carrying plasmids from both raw and digested manures which were captured in gfp- labelled E. coli CV601. In addition, the study provides insightful information of plasmid characteristics including incompatibility groups, ESBL genes combined with other resistance genes, mobile genetic elements (transposons, insertion sequence), toxin-antitoxin systems, virulence factors and prophage sequences.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".