Evidence map›Paper›PMID 41743743›Full record

ArticleFrontiers in immunology2026

Ensemble molecular mimicry correlates with antibody cross-reactivity in proteome-wide studies.

James O Wrabl, Josh Beale, Gabriel Fortunato, Antonieta van den Berg Monsalve, Vincent J Hilser

Abstract read
In one paragraph

Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

James O WrablDepartment of Biology, Johns Hopkins University, Baltimore MD, United States.
Josh BealeDepartment of Biology, Johns Hopkins University, Baltimore MD, United States.
Gabriel FortunatoDepartment of Biology, Johns Hopkins University, Baltimore MD, United States.
Antonieta van den Berg MonsalveDepartment of Biology, Johns Hopkins University, Baltimore MD, United States.
Vincent J HilserDepartment of Biology, Johns Hopkins University, Baltimore MD, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Energetics of protein-protein binding necessarily include contributions both from conformational equilibria and from interfacial interactions. In the particular case of an antibody binding to a protein epitope, the conformational contribution is typically neglected as the antibody-bound and free forms of the protein are usually highly similar, leading to the reasonable conclusion that binding affinity in most cases can be reconciled in the context of observed interfacial interactions. However, the phenomenon of molecular mimicry has also been widely observed, wherein antibodies raised against one sequence/structure are able to recognize a completely different sequence/structure. This observation suggests that, in some cases, the conformational contribution could play a significant role in facilitating this cross-reactivity. Here, this conjecture is supported, utilizing a recent discovery that permits evaluation of the thermodynamic compatibility of any sequence for the conformational ensemble of any other protein-in effect providing direct access to the conformational contribution to binding. The importance of the contribution could then be assessed on a proteome-wide scale, in the context of the unexpected cross-reactivity observed when the human proteome is challenged with antibodies raised against a set of virus protein antigens. Because the virus protein antigens and the cross-reactive human proteins share substantial similarity when modeled as thermodynamic ensembles, despite the absence of detectable sequence or structural similarity, we hypothesize that these cross-reactive epitopes share a novel kind of immunological molecular mimicry, termed "ensemble molecular mimicry" (EMM). To investigate potential mechanisms, a sequence-based algorithm was developed to probe for the relationship between high scoring sequence segments and cross-reacting epitopes, and it was discovered that 9 of 11 medically relevant cross-reactive epitopes taken from the literature exhibited higher-than-expected local EMM values. Taken together, the results suggest that conformational equilibrium can affect affinity and that it is hypothetically possible for cross-reactive epitopes to share a pairwise thermodynamic signature, even in the absence of sequence or structural similarity.

Indexed as

autoimmunitybinding energeticsconformational equilibriumpolyclonalprotein ensemble

Identifiers

PMID41743743
PMCPMC12929536

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