CpG-Containing Oligodeoxynucleotide 1826 Converts the Weak Uveitogenic Rat Interphotoreceptor Retinoid-Binding Protein Peptide 1181–1191 into a Strong Uveitogen
Bibliographic record
Abstract
Aberrant activation of autoreactive T cells is one of the major causes of autoimmune disease. Autoantigens are sequestered and in many cases weak immunogens. For example, in experimental autoimmune uveitis, immunization of naive rats with autologous interphotoreceptor retinoid-binding protein (IRBP) fails to induce intraocular inflammation or a strong T cell response, whereas bovine IRBP is a strong inducer of experimental autoimmune uveitis. Such observations challenge the view that the autoantigen alone is responsible for the development of autoimmunity. Here, we demonstrate that autologous rat IRBP is converted to a strong immunogen in the presence of a small dose of CpG-containing oligodeoxynucleotides. Our results indicate that specific CpG-containing oligodeoxynucleotides may play an important role in the activation and expansion of autoreactive T cells in vivo, leading to autoimmune disease.
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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) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".