Evidence map›Paper›PMID 39720898›Full record

ArticleProtein science : a publication of the Protein Society2025

PairK: Pairwise k-mer alignment for quantifying protein motif conservation in disordered regions.

Jackson C Halpin, Amy E Keating

Abstract read
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Article in Protein science : a publication of the Protein Society, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

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3citing papers in PubMed
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1 · What the graph read from it

What it found

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Proteome-wide prediction of interactions between structured domains and peptide motifs reveals functionally coherent subnetworks.Proceedings of the National Academy of Sciences of the United States of America · 2026
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

2 authors.

Jackson C HalpinDepartment of Biology, MIT, Cambridge, Massachusetts, USA.ORCID 0000-0003-4085-1064
Amy E KeatingDepartment of Biology, MIT, Cambridge, Massachusetts, USA.ORCID 0000-0003-4074-8980

Funding

Computational and Experimental Investigation and Design of Protein Interaction SpecificityR35GM149227 · NIGMS · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI AMY E KEATING · 2023 to 2026
$2.2M
Investigation of the design, structure and mechanism of Mena protein interaction inhibitorsF32GM137510 · NIGMS · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI HALPIN, JACKSON · 2021 to 2022
$136k
NIGMS NIH HHS F32 GM137510NIGMS NIH HHS R35 GM149227NIH HHS
6 · The paper itself

Abstract

Protein-protein interactions are often mediated by a modular peptide recognition domain binding to a short linear motif (SLiM) in the disordered region of another protein. To understand the features of SLiMs that are important for binding and to identify motif instances that are important for biological function, it is useful to examine the evolutionary conservation of motifs across homologous proteins. However, the intrinsically disordered regions (IDRs) in which SLiMs reside evolve rapidly. Consequently, multiple sequence alignment (MSA) of IDRs often misaligns SLiMs and underestimates their conservation. We present PairK (pairwise k-mer alignment), an MSA-free method to align and quantify the relative local conservation of subsequences within an IDR. Lacking a ground truth for conservation, we tested PairK on the task of distinguishing biologically important motif instances from background motifs, under the assumption that biologically important motifs are more conserved. The method outperforms both standard MSA-based conservation scores and a modern LLM-based conservation score predictor. PairK can quantify conservation over wider phylogenetic distances than MSAs, indicating that some SLiMs are more conserved than MSA-based metrics imply. PairK is available as an open-source python package at https://github.com/jacksonh1/pairk. It is designed to be easily adapted for use with other SLiM tools and for diverse applications.

Indexed as

Amino Acid MotifsSequence AlignmentAlgorithmsConserved SequenceIntrinsically Disordered ProteinsProteinsSequence Analysis, ProteinSoftwareIntrinsically Disordered ProteinsProteinsconservationintrinsically disordered proteinsmultiple sequence alignmentshort linear motif

Identifiers

PMID39720898
PMCPMC11669117

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.