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Record W4392589463 · doi:10.1016/j.gimo.2024.101599

P695: Uncertainty in interpretation of GAA variants detected through newborn screening without clinical manifestation of Pompe disease

2024· article· en· W4392589463 on OpenAlexaff
Dona Kanavy, Jenny Goldstein, Filippo Pinto e Vairo, Deeksha Bali, Xiangwen Chen‐Deutsch, Taraka Donti, Shelly Goomber, Jennifer McGlaughon, Yinghong Pan, Bryce A. Seifert, Raquel Fernández, Emily Kyle, Meredith Weaver, L. Clarke, Catherine Rehder

Bibliographic record

VenueGenetics in Medicine Open · 2024
Typearticle
Languageen
FieldMedicine
TopicLysosomal Storage Disorders Research
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsInterpretation (philosophy)DiseaseNewborn screeningGeneticsMedicinePediatricsPsychologyBiologyComputational biologyPathologyPhilosophyLinguistics

Abstract

fetched live from OpenAlex

Pompe disease is an autosomal recessive lysosomal disorder caused by deficiency of the lysosomal enzyme acid alpha-glucosidase encoded by GAA. Pompe disease exhibits a broad phenotypic spectrum with considerable variability in disease natural history and symptoms. Classical infantile onset Pompe disease (IOPD) is characterized by cardiomegaly and hypotonia in the first year of life, and if untreated, results in death from respiratory distress. Late onset Pompe disease (LOPD) represents the other end of the spectrum, presenting primarily with muscle weakness with onset anywhere from childhood to late adulthood. The ClinGen Lysosomal Disease Variant Curation Expert Panel (VCEP) has been established to evaluate evidence required to classify GAA variants in accordance to ACMG criteria on a spectrum from pathogenic to benign in patients with Pompe disease. The inclusion of Pompe disease on the recommended universal screening panel (RUSP) for newborn screening (NBS) in 2015 has led to the identification of asymptomatic infants with potential LOPD. The ClinGen Lysosomal Diseases VCEP has found it challenging to classify variants, detected primarily through NBS, that are predicted to be damaging based on current ACMG criteria including deficient enzyme activity on confirmatory biochemical testing, but lack patient phenotype data to support these predictions. We reviewed available data for several variants identified through clinical laboratories and literature searches in patients with positive Pompe NBS, deficient enzyme activity on confirmatory testing, two variants detected through GAA sequencing, but no associated phenotypic features. Here, we will discuss our VCEP’s strategy for classifying these variants by highlighting three pertinent examples, c.726G>A Ala242=, c.1019A>G Tyr340Cys, and c.1048G>A p.Val350Met. This phenomenon could be explained by either the presence of a variant associated with LOPD or associated with “pseudodeficiency” which would not be predicted to cause disease. The absence of case reports of patients with these variants makes their classification challenging, leaving families in a state of uncertainty given the delayed onset of LOPD symptoms. Recognizing the need for specific guidelines addressing variants detected by NBS programs, the Lysosomal Diseased VCEP has adopted a conservative approach in our interpretation of these variants by refraining from classifying variants as likely pathogenic or pathogenic without evidence of phenotypic features. Longitudinal studies tracking these infants over their lifespan will be critical to establish the clinical implications of such variants and addressing the prevailing uncertainty in classification.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.406
Threshold uncertainty score0.508

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.095
GPT teacher head0.456
Teacher spread0.361 · 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 designObservational
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
Published2024
Admission routes1
Has abstractyes

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