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Record W4414362792 · doi:10.1101/2025.09.17.25335877

AMPD2 deficiency implicates cytosolic purine metabolism in the pathogenesis of Leigh syndrome

2025· preprint· en· W4414362792 on OpenAlexaffabout
Justin Simo, Alexandre Janer, Hana Antonická, Gabrielle Macaron, André Mégarbané, Rami Massie, Erin O’Ferrall, Jason Karamchandani, Bernard Brais, Inge A. Meijer, Tanguy Demaret, Grant A. Mitchell, Valérie Triassi, Martine Tétreault, Eric A. Shoubridge, Roberta La Piana

Bibliographic record

VenuemedRxiv · 2025
Typepreprint
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMetabolism and Genetic Disorders
Canadian institutionsUniversité de MontréalMcGill University
Fundersnot available
KeywordsRespiratory chainMitochondrial DNAMitochondrionContext (archaeology)Mitochondrial respiratory chainGeneGenotypingSkeletal muscleOxidative phosphorylation

Abstract

fetched live from OpenAlex

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.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.011
GPT teacher head0.256
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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