Multiplex Tandem Mass Spectrometry Analysis of Novel Plasma Lyso-Gb<sub>3</sub>-Related Analogues in Fabry Disease
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Bibliographic record
Abstract
Fabry disease is a multisystemic, X-linked lysosomal storage disorder caused by a deficit in α-galactosidase A enzyme activity leading to glycosphingolipid accumulation, mainly globotriaosylceramide (Gb3) and globotriaosylsphingosine (lyso-Gb3). Recent metabolomic studies have led to the discovery of novel biomarkers related to lyso-Gb3 in plasma and urine. These biomarkers show modifications of the sphingosine moiety of the lyso-Gb3 molecule. The objectives of this study were to develop and validate a liquid chromatography-tandem mass spectrometry method for the relative quantification of novel plasma lyso-Gb3-related analogues, to evaluate their levels in plasma of 74 Fabry patients and 41 healthy controls and to correlate these results with patient gender, enzyme replacement therapy treatment, and lyso-Gb3 analogue levels previously measured in urine for the same patients. As expected, the concentrations of lyso-Gb3 and its related analogues in plasma are higher in Fabry males compared to Fabry females and higher for untreated males compared to treated males. The concentration of lyso-Gb3 and its related analogues in plasma decrease significantly after the beginning of enzyme replacement therapy (ERT) treatment and remain stable for 30 months of monitored therapy in a Fabry male. In plasma, lyso-Gb3 is significantly more abundant than its related analogues, which differs from urine where the majority of the lyso-Gb3 analogues are more increased than lyso-Gb3 itself. In contrast to urine, the relative distribution of lyso-Gb3 and its analogues in plasma is similar from one individual to another in the same group of Fabry patients, irrespective of ERT. This study revealed a large discrepancy between the relative abundance of lyso-Gb3 and its analogues in urine and plasma. Further studies will thus be needed to better understand the metabolic relationship between plasma and urine lyso-Gb3-related biomarkers.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| 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) | 0.001 | 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