Distribution of Heparan Sulfate and Dermatan Sulfate in Mucopolysaccharidosis Type Ii Mouse Tissues Pre- and Post-Enzyme-Replacement Therapy Determined By Uplc–Ms/Ms
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Aim: Mucopolysaccharidosis type II (MPS II) is a lysosomal storage disorder caused by a deficiency of the iduronate-2-sulfatase enzyme leading to the accumulation of heparan sulfate (HS) and dermatan sulfate (DS) in organs and biological fluids. enzyme-replacement therapy is available for affected patients. Results/methodology: A 6-min UPLC–MS/MS method was developed/validated for HS and DS quantification in mouse tissues and biological fluids with high accuracy and precision. In MPS II mice, HS was more abundant than DS. 8-week enzyme-replacement therapy significantly reduced HS and DS levels in all matrices, except the brain. These reduced levels were maintained over a 16-week extended treatment period. Conclusion: The devised method is sensitive, robust and useful for the evaluation of biomarker distribution in MPS II mice.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 it