Structure of the Recombinant Alphavirus Western Equine Encephalitis Virus Revealed by Cryoelectron Microscopy
Bibliographic record
Abstract
Western equine encephalitis virus (WEEV; Togaviridae, Alphavirus) is an enveloped RNA virus that is typically transmitted to vertebrate hosts by infected mosquitoes. WEEV is an important cause of viral encephalitis in humans and horses in the Americas, and infection results in a range of disease, from mild flu-like illnesses to encephalitis, coma, and death. In addition to spreading via mosquito vectors, human WEEV infections can potentially occur directly via aerosol transmission. Due to its aerosol infectivity and virulence, WEEV is thus classified as a biological safety level 3 (BSL-3) agent. Because of its highly infectious nature and containment requirements, it has not been possible to investigate WEEV's structure or assembly mechanism using standard structural biology techniques. Thus, to image WEEV and other BSL-3 agents, we have constructed a first-of-its-kind BSL-3 cryoelectron microscopy (cryoEM) containment facility. cryoEM images of WEEV were used to determine the first three-dimensional structure of this important human pathogen. The overall organization of WEEV is similar to those of other alphaviruses, consistent with the high sequence similarity among alphavirus structural proteins. Surprisingly, the nucleocapsid of WEEV, a New World virus, is more similar to the Old World alphavirus Sindbis virus than to other New World alphaviruses.
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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) | 0.001 | 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".