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Record W4416019478 · doi:10.1016/j.molcel.2025.10.013

Alternative start codon selection shapes mitochondrial function and rare human diseases

2025· article· en· W4416019478 on OpenAlexfundno aff
Jimmy Ly, Matteo Di Bernardo, Yi Fei Tao, Ekaterina Khalizeva, Christopher J. Giuliano, Sebastian Lourido, Mark D. Fleming, Iain M. Cheeseman

Bibliographic record

VenueMolecular Cell · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMitochondrial Function and Pathology
Canadian institutionsnot available
FundersNational Institute of Diabetes and Digestive and Kidney DiseasesNational Institute of General Medical SciencesNational Institute of Allergy and Infectious DiseasesNatural Sciences and Engineering Research Council of CanadaChan Zuckerberg InitiativeNational Institutes of HealthNational Science Foundation
KeywordsAlternative splicingGene isoformPhenotypeFunction (biology)AlleleNonsense-mediated decayFrameshift mutationStop codonMitochondrion

Abstract

fetched live from OpenAlex

Rare genetic diseases collectively affect millions of individuals. A common target of many rare diseases is the mitochondria, intracellular organelles that originated through endosymbiosis. Eukaryotic cells require related proteins to function both within the mitochondria and in the host cell. By analyzing N-terminal protein isoforms generated through alternative start codon selection, we identify hundreds of differentially localized isoform pairs, including dual-localized isoforms that are essential for both mitochondrial and host cell function. Subsets of dual mitochondria-localized isoforms emerged during early eukaryotic evolution, coinciding with mitochondrial endosymbiosis. Importantly, we identify dozens of rare disease alleles that affect these alternative protein variants with unique molecular and clinical consequences. Alternative start codon selection can bypass pathogenic nonsense and frameshift mutations, thereby selectively eliminating specific isoforms, which we term isoform-selective alleles (ISAs). Together, our findings illuminate the evolutionary and pathological relevance of alternative translation, offering insights into the molecular basis of rare human diseases. • Alternate N-terminal isoforms diversify the mitochondrial proteome and its function • N-terminal masking regulates the localization of alternative N-terminal isoforms • TRNT1 alternative start codons coincide with mitochondrial endosymbiosis • Alternative N-terminal “isoform-selective alleles” shape rare human diseases Ly et al. demonstrate that alternative start codon selection generates distinct N-terminal isoforms from a single mRNA, influencing mitochondrial function, evolution, and rare diseases. They uncover mechanisms controlling alternative N-terminal isoform localization and show that disease alleles can selectively disrupt specific isoforms, terming these mutations as “isoform-selective alleles.”

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.168
Threshold uncertainty score0.719

Codex and Gemma teacher scores by category

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

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 head0.007
GPT teacher head0.234
Teacher spread0.228 · 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 teacher head, 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

Citations6
Published2025
Admission routes1
Has abstractyes

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