Juvenile GM2 Gangliosidosis: A Model for Investigation of Small-molecule Therapies for Lysosomal Storage Diseases
Bibliographic record
Abstract
Juvenile GM2 gangliosidosis (jGM2) is a group of inherited neurodegenerative diseases caused by deficiency of lysosomal β-hexosaminidase A (Hex A) resulting in GM2 ganglioside accumulation in brain. Like many other lysosomal storage diseases (LSDs), no specific treatment currently exists. In order to establish clinical outcomes for the investigation of potential therapies for jGM2, I collected comprehensive information on the natural history of the condition by studying retrospective and prospectively a cohort of 21 patients with the disease, and reviewing previously published reports of 134 patients. Several symptoms at disease onset, symptom latencies, and the survival curve were described. Genotype-phenotype correlations and neuroradiological findings were also studied. Based on pre-clinical results in animal models, we studied substrate reduction therapy (SRT), with miglustat, in a phase I/II clinical trial to assess its pharmacokinetics (PK), safety, tolerability in infantile and jGM2. Miglustat showed a PK profile similar to the one found in adult patients. The drug was found to be safe and well-tolerated in patients with jGM2, with diarrhea and weight loss being the most common drug-related adverse events. The analysis of efficacy showed that SRT was unable to arrest the full neurological progression of the condition; however, relative stabilization of cognitive function was noted, which was consistent with brain MRI findings. Because of the limited efficacy obtained with SRT, enzyme-enhancement therapy was considered to be an attractive alternative therapy for the late onset forms of GM2 gangliosidosis. Screening of a FDA-approved library of approved therapeutic compounds resulted in the identification of pyrimethamine, as a potential pharmacological chaperone for mutant forms of Hex A. Relative enhancements of enzyme activity and protein levels were observed in patient cells treated with therapeutic concentrations of drug. Applying the same principles, ambroxol was identified as a potential PC for mutant glucocerebrosidase (GCC), the lysosomal enzyme that when deficient causes Gaucher disease (GD). Significant increases of residual mutant GCC were observed in cultured patients cells with type 1 GD. In conclusion, principles developed in the course of studies on jGM2 were shown to be useful for the investigation of novel small-molecule therapies for LSDs, associated with significant neurodegeneration.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 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 | 0.001 |
| 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 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".