Herpes Simplex Virus Type 1 in the Brain, Apolipoprotein E Genotype and Alzheimer’s Disease
Bibliographic record
Abstract
The ε4 allele of apolipoprotein E (apoE) is an important risk factor for Alzheimer's disease (AD), however, it is not required nor sufficient to cause the disease on its own. Herpes viruses cause acute and chronic diseases of the central nervous system and have been implicated in AD. Using a sensitive polymerase chain reaction method, latent herpes simplex virus type 1 (HSV-1) has been detected from five different brain regions (hippocampus, frontal cortex, occipital cortex, cerebellum and striatum) of neuropathologically confirmed AD and control tissue. HSV-1 positivity was then correlated with AD, presence of the virus in specific brain regions, and apoE genotype. The results confirm that the ε4 allele of apoE is a risk factor for AD, while HSV-1 alone is not. This held true for all five brain regions examined. Furthermore, no synergy between the two factors could be found when any one of the brain regions was examined individually or when the data were pooled. These findings emphasize that the ε4 allele of apoE is a risk factor for AD and that HSV-1, either alone or in combination with apoE, does not represent an increased risk for AD. Furthermore, no particular brain region seems to be more infected with HSV-1 than another, even in those regions most affected in AD.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".