Neoadjuvant anti PD-1 / PD-L1 immune checkpoint inhibitors in locally advanced gastric cancer with microsatellite instability
Bibliographic record
Abstract
Gastric cancer is an aggressive malignant neoplasm of the digestive system. These tumors are genetically heterogeneous,and they could be subdivided into four groups. One of such groups, microsatellite instable (MSI) gastric cancer, is of interest considering prognosis and response to therapy. Immune checkpoint inhibitors present a perspective strategy in treating these tumors, however, there is currently insufficient data on their use in microsatellite instable gastric cancer. Aim of this study was to evaluate objective response to neoadjuvant checkpoint inhibitors treatment in patients with MSI gastric cancer. Eleven patients were enrolled. They received Nivolumab or Pembrolizumab (investigator choice) in a neoadjuvant setting. Objective response was registered in 9 (81,8%) patients, two patients had stabilization. Nine patients (81,8%) underwent radical surgery. Pathologic complete response (pCR) was registered in 3 (33,3%). Postoperative complications were tracked and registered in accordance with Clavien-Dindo classification: grade 1 – 2 patients, grade 2 – 2 patients, grade 3 – 1 patient.
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.
How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 teacher head, 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".