ArticleMolecular systems biology2024
Deep mutational scanning quantifies DNA binding and predicts clinical outcomes of PAX6 variants.
Article in Molecular systems biology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Why variant effect predictors and multiplexed assays agree and disagree.Nature communications · 2026Article
- Massively parallel functional genomic assays in endocrinology: from promise to delivery.Journal of molecular endocrinology · 2026Review
- Determining the intra-residue correlation of missense variant impact using MAVE scores: implications for the ACMG/AMP PM5 criterion for DNA variant classification.Genome medicine · 2026Article
- Multiplexed assays of variant effect for clinical variant interpretation.Nature reviews. Genetics · 2026Review
- A structure-guided approach to noncoding variant evaluation for transcription factor binding using AlphaFold 3.Nucleic acids research · 2026Article
- MaveMD: A functional data resource for genomic medicine.medRxiv : the preprint server for health sciences · 2025Article
- Characterizing Variants of Uncertain Drug Resistance (VUDRs) Using Quantitative Measurements at Clinical Exposures.bioRxiv : the preprint server for biology · 2025Article
- Variant scoring tools for deep mutational scanning.Molecular systems biology · 2025Review
- Prevalence of loss-of-function, gain-of-function and dominant-negative mechanisms across genetic disease phenotypes.Nature communications · 2025Article
- Variant effect predictor correlation with functional assays is reflective of clinical classification performance.Genome biology · 2025Article
- A new way of looking at transcription factor assays.Molecular systems biology · 2024Article
- A challenging interplay between basic research, technologies and medical education to provide therapies based on disease mechanisms.Frontiers in medicine · 2024Article
Corrections and comments
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Authors and funding
9 authors.
Funding
Abstract
Nonsense and missense mutations in the transcription factor PAX6 cause a wide range of eye development defects, including aniridia, microphthalmia and coloboma. To understand how changes of PAX6:DNA binding cause these phenotypes, we combined saturation mutagenesis of the paired domain of PAX6 with a yeast one-hybrid (Y1H) assay in which expression of a PAX6-GAL4 fusion gene drives antibiotic resistance. We quantified binding of more than 2700 single amino-acid variants to two DNA sequence elements. Mutations in DNA-facing residues of the N-terminal subdomain and linker region were most detrimental, as were mutations to prolines and to negatively charged residues. Many variants caused sequence-specific molecular gain-of-function effects, including variants in position 71 that increased binding to the LE9 enhancer but decreased binding to a SELEX-derived binding site. In the absence of antibiotic selection, variants that retained DNA binding slowed yeast growth, likely because such variants perturbed the yeast transcriptome. Benchmarking against known patient variants and applying ACMG/AMP guidelines to variant classification, we obtained supporting-to-moderate evidence that 977 variants are likely pathogenic and 1306 are likely benign. Our analysis shows that most pathogenic mutations in the paired domain of PAX6 can be explained simply by the effects of these mutations on PAX6:DNA association, and establishes Y1H as a generalisable assay for the interpretation of variant effects in transcription factors.
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Registered trials
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