Global Spread Dynamics and Intrinsic Evolutionary Dynamics of Apple Chlorotic Leaf Spot Virus Whole-Genome Sequences over the Last 30 Years
Bibliographic record
Abstract
Apple chlorotic leaf spot virus (ACLSV; genus Trichovirus) is an economically important virus. Approximately 101 ACLSV whole-genome sequences were obtained from NCBI and used to explore the evolutionary dynamics of ACLSV. The time to the most recent common ancestor of ACLSV based on BEAST analysis appeared on an apple host from Canada in 1918 and then spread around the world in three ways concurrent with host spread. The maximum clade credibility tree of ACLSV shows that the mean evolution rate was 4.92 × 10−4 substitutions per site per year (subs/site/year), and we found that, during host evolution, the rate of evolution was mostly 2.31 × 10−4 to 2.72 × 10−4 subs/site/year. The rate of geographic evolution was 5.51 × 10−4 to 6.17 × 10−4 subs/site/year. To further explore the intrinsic changes in ACLSV during the process of geographic and host spread, we explored the secondary structural changes of the ACLSV coat protein (CP), which were mainly concentrated in four regions—20 to 40, 70 to 90, 120 to 140, and 180 to 193—which are related to the presence or absence and change in length of the β-turn, β strand, coil, and α helix, respectively. We then explored the codon usage preference within the CP across the migration pathways of ACLSV. These comprehensive analyses not only reveal the changes in ACLSV in the last 30 years but also further elucidate the intrinsic evolutionary dynamics of ACLSV. This is also the first report on the intrinsic evolutionary dynamics of ACLSV.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".