Missense Variants Reveal Functional Insights Into the Human ARID Family of Gene Regulators
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Abstract
Missense variants are alterations to protein coding sequences that result in amino acid substitutions. They can be deleterious if the amino acid is required for maintaining structure or/and function, but are likely to be tolerated at other sites. Consequently, missense variation within a healthy population can mirror the effects of negative selection on protein structure and function, such that functional sites on proteins are often depleted of missense variants. Advances in high-throughput sequencing have dramatically increased the sample size of available human variation data, allowing for population-wide analysis of selective pressures. In this study, we developed a convenient set of tools, called 1D-to-3D, for visualizing the positions of missense variants on protein sequences and structures. We used these tools to characterize human homologues of the ARID family of gene regulators. ARID family members are implicated in multiple cancer types, developmental disorders, and immunological diseases but current understanding of their mechanistic roles is incomplete. Combined with phylogenetic and structural analyses, our approach allowed us to characterise sites important for protein-protein interactions, histone modification recognition, and DNA binding by the ARID proteins. We find that comparing missense depletion patterns among paralogs can reveal sub-functionalization at the level of domains. We propose that visualizing missense variants and their depletion on structures can serve as a valuable tool for complementing evolutionary and experimental findings.
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The overall missense depletion score for SALL4 protein (Vp) is 0.38.
“we extracted population missense mutations and calculated an overall missense depletion score for SALL4 protein (Vp) of 0.38 (Deak & Cook, 2022) (Fig 1A).”
From Structure of SALL4 zinc finger domain reveals link between AT-rich DNA binding and Okihiro syndrome (2023) · cites this paper as Deak & Cook, 2022
The Results section (‘Genetic constraint in the ARID family’; page unavailable) defines Vp as the average density of missense variants for a protein, supporting the cited method. The paper does not report a Vp of 0.38 for SALL4; the citing sentence says its authors calculated that value themselves. (LLM, conf=0.83)
Experimental — accuracy not yet measuredThe N-terminal NuRD binding motif is comparatively depleted of population missense mutations (VdVp = 0.22).
“Three regions were observed to be comparatively depleted of population missense mutations: the N-terminal NuRD binding motif (Lauberth & Rauchman, 2006) (VdVp = 0.22); a glutamine-rich (Q-rich) sequence that has been reported to participate in SALL protein homo- and heterodimer formation (VdVp = 0.50) (Sweetman et al, 2003); and ZFC4, which is essential for SALL4 function in mice (VdVp = 0.47) (P”
From Structure of SALL4 zinc finger domain reveals link between AT-rich DNA binding and Okihiro syndrome (2023) · cites this paper as Deak & Cook, 2022
The Introduction describes Vd/Vp as a measure of missense depletion, but the passages from Results concern ARID-family proteins, not the N-terminal NuRD-binding motif. Searches for the motif, SALL proteins, and 0.22 found no passage reporting the claimed depletion or value. (LLM, conf=0.76)
Experimental — accuracy not yet measuredThe Q-rich sequence is comparatively depleted of population missense mutations (VdVp = 0.50).
“Three regions were observed to be comparatively depleted of population missense mutations: the N-terminal NuRD binding motif (Lauberth & Rauchman, 2006) (VdVp = 0.22); a glutamine-rich (Q-rich) sequence that has been reported to participate in SALL protein homo- and heterodimer formation (VdVp = 0.50) (Sweetman et al, 2003); and ZFC4, which is essential for SALL4 function in mice (VdVp = 0.47) (P”
From Structure of SALL4 zinc finger domain reveals link between AT-rich DNA binding and Okihiro syndrome (2023) · cites this paper as Deak & Cook, 2022
The Results section on genetic constraint explains how Vd/Vp measures missense depletion in ARID-family proteins, but it does not report a Q-rich sequence with a Vd/Vp of 0.50. Searches of our copy for the Q-rich sequence, SALL proteins, and that value found no passage addressing the claimed region. (LLM, conf=0.78)
Experimental — accuracy not yet measuredZFC4 is comparatively depleted of population missense mutations (VdVp = 0.47).
“Three regions were observed to be comparatively depleted of population missense mutations: the N-terminal NuRD binding motif (Lauberth & Rauchman, 2006) (VdVp = 0.22); a glutamine-rich (Q-rich) sequence that has been reported to participate in SALL protein homo- and heterodimer formation (VdVp = 0.50) (Sweetman et al, 2003); and ZFC4, which is essential for SALL4 function in mice (VdVp = 0.47) (P”
From Structure of SALL4 zinc finger domain reveals link between AT-rich DNA binding and Okihiro syndrome (2023) · cites this paper as Deak & Cook, 2022
The Materials and Methods section explains how the paper calculates Vd/Vp ratios for ARID-family domains, but it does not report a result for ZFC4. Searches for ZFC4, SALL4, and a Vd/Vp value of 0.47 found no passage supporting the claimed depletion or number. (LLM, conf=0.76)
Experimental — accuracy not yet measured
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Structure of SALL4 zinc finger domain reveals link between AT-rich DNA binding and Okihiro syndrome
Watson, J. A., Pantier, R., Jayachandran, U., Chhatbar, K., Alexander-Howden, B., Kruusvee, V., Prendecki, M., Bird, A., & Cook, A. G. (2023) · Life Science Alliance · doi:10.26508/lsa.202201588 · Cited by 14 · see citing works
“Missense mutations from gnomAD were processed using 1D – 3D and VdVp_calculator scripts (Deak & Cook, 2022).”
InfluentialSelf-citationAn interpretable molecular framework for predicting cancer driver missense mutations
Yang, Y., Sun, W., Liu, Y., Zhang, J., & Li, M. (2026) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2524289123 · Cited by 3 · see citing works
- Authors
- Deák, G., & Cook, A. G.
- Affiliations
- Wellcome Centre for Cell Biology (GB)
- Corresponding author
- Cook, Atlanta G.
- Venue
- Journal of Molecular Biology
- Publisher
- Elsevier BV
- Published
- 2022-05
- Volume
- 434
- Issue
- 9
- Pages
- 167529
- ISSN
- 0022-2836 (ISSN-L)
- PMC
- PMC9077328
- OpenAlex
- W4225301591
- Cited by
- 20
- References
- 10
- Citations by year
- 2026: 7 · 2025: 4 · 2024: 6 · 2023: 3
- FWCI
- 1.96
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Molecular Biology (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, cc-by)
- Funders
- Wellcome Trust (200898, 200898/Z/16/Z, 203149)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Keywords
- missense mutations, regulatory genes, protein evolution, negative selection, protein-protein interaction, DNA binding, subfunctionalization, paralogs, protein structure, human genetic variation
- MeSH terms
- Amino Acid Sequence, DNA-Binding Proteins, Genes, Regulator, Humans, Phylogeny, Amino Acid Substitution, Mutation, Missense
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Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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