Early-to-mid idiopathic Parkinson’s disease shows a more cytotoxic but declined CD8-regulatory peripheral immune profile
Bibliographic record
Abstract
Abstract Parkinson’s disease (PD) is the second most common neurodegenerative disease. Brain neuroinflammation plays a role in PD pathogenesis. However, the involvement of the peripheral immune system has not been systematically investigated. Here we analyzed >700 combinatorial immunological features in fresh blood of 28 early-to-mid-stage PD patients and 24 matched controls. We found an enhanced cytotoxic immune profile in idiopathic PD patients (iPD), with a higher frequency of terminally-differentiated effector CD8 T (TEMRA), late-differentiated CD8+ natural killer T cells and neutrophils. This immune profile was intensified by elevated serum granzyme A, reduced percentages of CD8+FOXP3+ regulatory T cells and group 2 innate lymphoid cells with immunosuppressive or tolerance-inducing functions. The frequency of CD8 TEMRA was negatively correlated with disease duration, suggesting a contribution to PD pathogenesis. Our work provides a comprehensive map on disturbed peripheral adaptive and innate immune cells in early-to-mid iPD, proposing easily-accessible candidates for early diagnosis and treatments.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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; both teacher heads agree on what is shown here.
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".