Similar patterns of benzimidazole resistance alleles in ovine gastrointestinal nematodes from Western Canada and Eastern United States supports their shared origins and subsequent spread
Bibliographic record
Abstract
Livestock movement facilitates translocation of anthelmintic resistant parasites, but the extent to which resistance emergence depends on animal movement is still poorly understood. Benzimidazole resistance is widespread in ovine trichostrongylid nematodes, and our understanding of its molecular basis now allows for molecular epidemiology investigations. This study applies deep amplicon sequencing of the isotype-1 β-tubulin locus to compare the prevalence and frequency of benzimidazole resistance Single Nucleotide Polymorphisms (SNPs), and their alleles, for trichostrongylid populations from 102 Western Canadian and 28 Eastern USA sheep flocks. For H. contortus, benzimidazole resistance SNPs were at fixation tin almost all flocks from both regions; that is, present at, or close to, 100 % frequency. For T. circumcincta and T. colubriformis, although at fixation in most Eastern USA flocks, resistance SNPs they were at a much lower prevalence in Western Canada, consistent with the lower anthelmintic use and selection pressure. The benzimidazole resistance SNP profiles were identical across these regions: F200Y (TTC > TAC) predominated for all three species in both regions, but there were differences between the species at codons 167 and 198. For H. contortus, F167Y (TTC > TAC) was at moderate prevalence but no codon 198 resistance SNPs occurred in either region. For T. circumcincta, E198A (GAA > GCA) was at low prevalence and for T. colubriformis, F200Y (TTC > TAC) was the only resistance SNP detected in both regions. Analysis of diversity and distribution of Amplicon Sequence Variants (ASVs) carrying resistance SNPs revealed that, in all three species, the same major resistance alleles were present in both regions at very similar relative frequencies. These results are consistent with a model of benzimidazole resistant ovine gastrointestinal nematodes (GIN) spreading across North America from common origins facilitated by animal movement. This model emphasizes the importance of biosecurity in limiting the emergence and spread of anthelmintic resistance in ruminant GIN. Keywords: molecular epidemiology, deep amplicon sequencing, anthelmintic resistance, nemabiome, benzimidazoles.
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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 | 0.001 | 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) | 0.002 | 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".