AMPD2 deficiency implicates cytosolic purine metabolism in the pathogenesis of Leigh syndrome
Bibliographic record
Abstract
Abstract Importance Cellular mechanisms underlying mitochondrial dysfunction, a hallmark feature of many neurodegenerative conditions, remain incompletely understood, and their true diversity is unknown. Objective To identify and functionally validate novel genetic variants causative of Leigh syndrome. Design We performed whole genome sequencing (WGS) and first-degree relative genotyping on two unrelated adult subjects with brain MRI abnormalities evoking Leigh syndrome. Blue native polyacrylamide gel electrophoresis (BN-PAGE) and respiratory chain enzymatic activity assays were performed to screen for respiratory complex assembly and/or oxidative phosphorylation impairments. Cells obtained from patient dermal and muscular biopsies were immortalized and later genetically corrected to evaluate cellular response to metabolic stress. Setting Subjects were recruited from The Neuro (McGill University), Rizk Hospital (Lebanese American University), and Centre Hospitalier Universitaire Sainte-Justine (University of Montreal). Research connections were established through the White Matter Rounds Network and GeneMatcher. Participants Four subjects representing three families with undiagnosed Leigh syndrome (age range 10-40 years) were ultimately recruited. Main outcome(s) and Measure(s) DNA sequencing uncovered a new autosomal recessive Leigh syndrome-associated gene that was functionally validated. Results Bi-allelic pathogenic variants in AMPD2 were detected in all subjects. BN-PAGE of patient skeletal muscle mitochondria captured an isolated complex V assembly defect in the context of heavy mTOR activation, while the accompanying enzymological assays reported decreased activities of complexes I and IV. Opposite to controls, patient-derived cell lines and muscle lacked AMPD2 protein, attributing null status to the variants detected. During metabolic challenge, only mutant cells suffered from mitochondrial hyperfusion and high-order cytosolic IMPDH2 oligomerization, implying simultaneous ATP accumulation and GTP deficiency. However, under these conditions, both complex V assembly and mTOR status in mutant cells and myotubes remained unchanged relative to the corrected lines. All mutant phenotypes observed collectively reverted upon exogenous introduction of wild-type AMPD2. Conclusions and Relevance The recognition of AMPD2 -related Leigh syndrome ( AMPD2 -LS) as a novel entity provides strong evidence for classifying AMPD2 deficiency as a mitochondrial disease. Our data suggest that respiratory capacity is significantly modulated by AMPD2, a cytosolic enzyme selectively regulating complex V assembly through an elusive process. Key points Question Do AMPD2 mutations cause mitochondrial disease? Findings In this case series, we found that four subjects from three families with molecularly unexplained Leigh syndrome carried bi-allelic, loss-of-function variants in AMPD2 , a gene not previously linked to mitochondrial disease. Biochemical analyses uncovered an isolated complex V assembly defect, providing diagnostic confirmation of a new entity: AMPD2 -related Leigh syndrome ( AMPD2 -LS). Meaning The cytosolic purine cycle is a primordial determinant of oxidative phosphorylation and mitochondrial health.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.003 | 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".