MétaCan
Menu
Back to cohort
Record W4409128608 · doi:10.1016/j.jmb.2025.169120

Deep Mutational Scanning of an Engineered High-affinity Ligand of the poly(A) Binding Protein MLLE Domain

2025· article· en· W4409128608 on OpenAlexafffund
Ali Behvarmanesh, Guennadi Kozlov, Julian P. Wagner, Yu Seby Chen, Kalle Gehring

Bibliographic record

VenueJournal of Molecular Biology · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGlycosylation and Glycoproteins Research
Canadian institutionsMcGill University
FundersFonds de Recherche du Québec - SantéCanadian Institutes of Health Research
KeywordsLigand (biochemistry)ChemistryComputational biologyPlasma protein bindingBiophysicsDomain (mathematical analysis)BiologyGeneticsCell biologyBiochemistryReceptorMathematics

Abstract

fetched live from OpenAlex

• PAM2 are peptide motifs that bind polyA binding protein and a ubiquitin ligase UBR5. • PAM2-containing proteins are involved in mRNA metabolism and RNP assembly. • An engineered, chimeric PAM2 motif binds with 10-fold improved affinity. • Deep scanning mutagenesis identifies essential and dispensable PAM2 residues. The MLLE domain is a peptide-binding domain found in the poly(A) binding protein (PABP) and the ubiquitin protein E3 ligase N-recognin 5 (UBR5) that recognizes a conserved motif, named PABP-interacting motif 2 (PAM2). The majority of PAM2 sequences bind to MLLE domains with low-micromolar affinity. Here, we designed a chimeric PAM2 peptide termed super PAM2 (sPAM2) by combining classical and trinucleotide repeat-containing 6 (TNRC6)-like binding modes to create a superior binder for the MLLE domain. The crystal structure of the PABPC1 MLLE-sPAM2 complex shows a crucial role of conserved sPAM2 leucine, phenylalanine and tryptophan residues in the interaction. We used deep mutational scanning (DMS) coupled with isothermal titration calorimetry (ITC) to characterize the specificity profiles for PABPC1 and UBR5 MLLE. The best sPAM2 sequence binds to PABPC1 MLLE with low-nanomolar affinity and nearly 20-fold more tightly than the best natural PAM2 sequence. This suggests that the affinities of natural PAM2 sequences are tuned to control their binding to PABPC1 and UBR5. Our study will aid in the discovery of new PAM2-containing proteins (PACs) and facilitate in vivo studies of PAM2-mediated cellular pathways.

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: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.281
Teacher spread0.274 · 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

Citations2
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Molecular BiologySame topicGlycosylation and Glycoproteins ResearchFrench-language works237,207