Diagnostic and analytical performance of plasma pTau181 and 217 in a clinical laboratory
Bibliographic record
Abstract
Abstract Background Blood‐based biomarkers will be essential for providing clinicians an accessible and cost‐effective Alzheimer’s disease (AD) screening tool. Elevated levels of two phosphorylated tau biomarkers (pTau181 & pTau217) correlated with amyloid and tau‐PET consistent with AD diagnosis. We evaluated the analytical and clinical performance of each biomarkers using two different high‐sensitivity methodologies (CLEIA and Simoa®) in a single laboratory to compare the performance of pTau181 and 217 in a clinical (CLIA‐certified) laboratory. Method Plasma pTau217 levels were measure using either the ALZpath pTau217 assay on the Quanterix HD‐X Simoa® platform or LUMIPULSE plasma pTau 217 on the Lumipulse G1200 platform. Plasma pTau181 levels were measured on the Simoa® platform using ADx Neurosciences antibodies. Analytical performance including sensitivity, linearity, precision, accuracy, cross‐reactivity, interference, and sample stability was determined at Neurocode’s CLIA laboratory using CLIA guidelines. Clinical testing was performed using a collection of amyloid PET confirmed samples (N = 260). And neuropathology confirmed samples collected from the University of British Columbia (UBC) at the time of initial diagnosis (N = 119). Result pTau217 (AUC – 0.92 to 0.93) had enhanced clinical performance compared to pTau181 across platforms (AUC 0.81) and sample cohorts for diagnosing AD. pTau217 assays had a greater dynamic range (i.e. lower limit quantification) compared to pTau181, resulting in more substantial separation between lower‐limits and clinical decision points. pTau217 has a higher fold difference between PET positive and negative subjects regardless of methodology compared to pTau181. Sample stability was comparable across platforms and methodology. Between lot precision of pTau217 (≤ 13% CV) was improved compared to pTau181 (≤ 20% CV) on the Simoa platform. Conclusion In conclusion, the superior clinical and analytical performance of pTau217 advocates for its use in clinical practice over pTau181. Plasma pTau217 is a robust screening tool that can be used by clinician for accurate and reliable Alzheimer's disease diagnosis.
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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 | 0.004 | 0.022 |
| 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 | 0.000 | 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 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".