Mapping and characterization of G‐quadruplexes in monkeypox genomes
Bibliographic record
Abstract
Monkeypox virus (MPXV) is a double-stranded DNA virus from the family Poxviridae, which is endemic in West and Central Africa. Various human outbreaks occurred in the 1980s, resulting from a cessation of smallpox vaccination. Recently, MPXV cases have reemerged in non-endemic nations, and the 2022 outbreak has been declared a public health emergency. Treatment optionsare limited, and many countries lack the infrastructure to provide symptomatic treatments. The development of cost-effective antivirals could ease severe health outcomes. G-quadruplexes have been a target of interest in treating viral infections with different chemicals. In the present work, a genomic-scale mapping of different MPXV isolates highlighted two conserved putative quadruplex-forming sequences MPXV-exclusive in 590 isolates. Subsequently, we assessed the G-quadruplex formation using circular dichroism spectroscopy and solution small-angle X-ray scattering. Furthermore, biochemical assays indicated the ability of MPXV quadruplexes to be recognized by two specific G4-binding partners-Thioflavin T and DHX36. Additionally, our work also suggests that a quadruplex binding small-molecule with previously reported antiviral activity, TMPyP4, interacts with MPXV G-quadruplexes with nanomolar affinity in the presence and absence of DHX36. Finally, cell biology experiments suggests that TMPyP4 treatment substantially reduced gene expression of MPXV proteins. In summary, our work provides insights into the G-quadruplexes from the MPXV genome that can be further exploited to develop therapeutics.
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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 | 0.001 | 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".