Small non-coding RNAs have predicted roles in reproductive biology and transposable element regulation in the parasitic worm Strongyloides venezuelensis
Bibliographic record
Abstract
The gastrointestinal parasitic nematode Strongyloides spp. has a unique life cycle that alternates between a parasitic generation that reproduces through mitotic parthenogenesis and a dioecious free-living sexually reproducing generation. Adult females from these two generations are genetically identical, making them an informative model to identify molecular differences between parasitic and free-living lifestyles and understand different reproductive strategies. We investigated the expression of small RNAs (sRNAs) that are either enriched for a 5' monophosphate modification (5'pN) or are 5' modification-independent, across five life cycle stages of the rodent parasite Strongyloides venezuelensis. We identified miRNAs and small-interfering RNAs expressed by S. venezuelensis that are predicted to target and regulate the expression of protein-coding genes and transposable elements (TEs). Three previously unreported classes of sRNA were identified: (1) 25Gs with a putative role in reproduction in adult females, (2) tRNA-derived 24-28 nt sRNAs (tsRNAs) which are predicted to target TEs in free-living females, and (3) 5'pN-enriched 26-29Cs with 5' CGAATCC and 3' TTT motifs expressed in parasitic females. We also confirmed that S. venezuelensis expresses the 27G class of sRNAs involved in TE regulation, which was previously identified in the rodent parasite Strongyloides ratti. Taken together, these results provide new insights into the role of sRNAs in reproductive biology and parasitism.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 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".