From ONYX-015 to Armed Vaccinia Viruses: The Education and Evolution of Oncolytic Virus Development
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The current field of oncolytic virus development has evolved from, and been educated by, the route adenoviruses have taken to Phase III development in the United States (Onyx-015) and commercial approval in China (H101). Clinical development of these E1B-deleted viruses showed that a staged approach, from single-agent intratumoral injections to trials testing intravenous delivery and trials in combination with approved therapies is judicious and can be successful. Additional oncolytic products are in development, including andenovirus plus other promising platforms such as herpes simplex virus, Newcastle disease virus, reovirus and vaccinia virus. These second-generation products seek to expand clinical utility beyond the modest local efficacy of Onyx-015/H101 to potent systemic delivery and efficacy. Improvement of efficacy in metastatic cancer will depend not only on enhanced killing of tumor cells, but also on achieving intravenous delivery and better intratumoral dissemination. Many viruses inherently replicate preferentially in tumors, and engineering can increase this therapeutic index by targeting genetic features of cancers. However, both viruses and cancer cells have complex biologies. Therefore, research may reveal that there is not a single predictive factor for tumor specificity. For example, the Onyx-015 mechanism-of-selectivity has proved to be complex. Further research regarding pathway dependence for other oncolytic viruses may also reveal multiple influences on their tumor tropism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it