Integron‐associated gene cassettes in Halifax Harbour: assessment of a mobile gene pool in marine sediments
Bibliographic record
Abstract
The integron/gene cassette systems identified in bacteria comprise a class of genetic elements that allow adaptation by acquisition of gene cassettes. Integron gene cassettes have been shown to facilitate the spread of drug resistance in human pathogens but their role outside a clinical setting has not been explored extensively. We sequenced 2145 integron gene cassettes from four marine sediment samples taken from the vicinity of Halifax Nova Scotia, Canada, increasing the number of gene cassettes obtained from environmental microbial communities by 10-fold. Sequence analyses reveals that the majority of these cassettes encode novel proteins and that this study is consistent with previous claims of high cassette diversity as we estimate a Chao1 diversity index of approximately 3000 cassettes from these samples. The functional distribution of environmental cassettes recovered in this study, when compared with that of cassettes from the only other source with significant sampling (Vibrio genomes) suggests that alternate selection regimes might be acting on these two gene pools. The majority of cassettes recovered in this study encode novel, unknown proteins. In instances where we obtained multiple alleles of a novel protein we demonstrate that non-synonymous versus synonymous substitution rates ratios suggest relaxed selection. Cassette-encoded proteins with known homologues represent a variety of functions and prevalent among these are isochorismatases; proteins involved in iron scavenging. Phylogenetic analysis of these isochorismatases as well as of cassette-encoded acetyltransferases reveals a patchy distribution, suggesting multiple sources for the origin of these cassettes. Finally, the two most environmentally similar sample sites considered in this study display the greatest overlap of cassette types, consistent with the hypothesis that cassette genes encode adaptive proteins.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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 teacher head, 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".