Extreme Genomic Makeover: Evolutionary History of Maternally-transmitted Clam Symbionts
Bibliographic record
Abstract
Abstract Given their recent switch to a vertically-transmitted intracellular lifestyle, the chemosynthetic bacteria associated with deep-sea vesicomyid clams are an excellent model system to study the processes underlying reductive genome evolution. In this study, we provide the first estimates of the relative contributions of drift, recombination and selection in shaping the ongoing reductive genome evolution in these symbionts. To do so, we compared the genomes of endosymbionts associated with 11 vesicomyid clam species to that of closely related free-living bacteria and their respective hosts’ mitochondria. Our investigation confirmed that neutral evolutionary processes were the dominant driver of reductive genome evolution in this group and highlighted the important role of horizontal gene transfer in mitigating genome erosion. Finally, a genome-wide screen for episodic positive selection across the symbiont phylogeny revealed the pervasive role of selective processes in maintaining symbiont functional integrity.
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".