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

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

PMC · DOI: 10.3389/fimmu.2026.1749369 · Frontiers in Immunology · 2026-02-10

## TL;DR

This paper explores how antibodies can recognize different proteins through conformational similarities, even when sequences or structures don't match.

## Contribution

The study introduces 'ensemble molecular mimicry' as a new concept explaining antibody cross-reactivity through thermodynamic compatibility.

## Key findings

- Antibodies can cross-react with proteins lacking sequence or structural similarity due to shared thermodynamic ensembles.
- Nine out of eleven medically relevant cross-reactive epitopes showed higher-than-expected ensemble molecular mimicry values.
- Conformational equilibrium contributes to binding affinity and cross-reactivity in antibody-epitope interactions.

## 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.

## Full-text entities

- **Genes:** PLP1 (proteolipid protein 1) [NCBI Gene 5354] {aka GPM6C, HLD1, MMPL, PLP, PLP/DM20, PMD}, HSPD1 (heat shock protein family D (Hsp60) member 1) [NCBI Gene 3329] {aka CPN60, GROEL, HLD4, HSP-60, HSP60, HSP65}, IL11 (interleukin 11) [NCBI Gene 3589] {aka AGIF, IL-11}, FAM3B (FAM3 metabolism regulating signaling molecule B) [NCBI Gene 54097] {aka 2-21, C21orf11, C21orf76, ORF9, PANDER, PRED44}, S (surface glycoprotein) [NCBI Gene 43740568] {aka spike glycoprotein}, ORF10 (ORF10 protein) [NCBI Gene 43740576], NMD3 (NMD3 ribosome export adaptor) [NCBI Gene 51068] {aka CGI-07}, MBP (myelin basic protein) [NCBI Gene 4155], TPO (thyroid peroxidase) [NCBI Gene 7173] {aka MSA, TDH2A, TPX}, SCN4B (sodium voltage-gated channel beta subunit 4) [NCBI Gene 6330] {aka ATFB17, LQT10, Navbeta4}, CD53 (CD53 molecule) [NCBI Gene 963] {aka MOX44, TSPAN25}, IGLL5 (immunoglobulin lambda like polypeptide 5) [NCBI Gene 100423062] {aka IGLV, VL-MAR}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, ORF6 (ORF6 protein) [NCBI Gene 43740572], GPI (glucose-6-phosphate isomerase) [NCBI Gene 2821] {aka AMF, CNSHA4, GNPI, NLK, PGI, PHI}, P3H3 (prolyl 3-hydroxylase 3) [NCBI Gene 10536] {aka GRCB, HSU47926, LEPREL2}, ORF8 (ORF8 protein) [NCBI Gene 43740577], FAH (fumarylacetoacetate hydrolase) [NCBI Gene 2184]
- **Diseases:** auto-immune encephalomyelitis (MESH:C538437), Graves' disease (MESH:D006111), Myocarditis Myosin (MESH:D009205), COVID-19 (MESH:D000086382), Encephalomyelitis (MESH:D004679), EMM (MESH:C567116), Rheumatoid Arthritis (MESH:D001172), Multiple Sclerosis (MESH:D009103), Irritable Bowel Syndrome (MESH:D043183), Liver autoimmunity (MESH:D017093), Multi-inflammatory syndrome (MESH:C000718087)
- **Chemicals:** polyacrylamide (MESH:C016679), NaCl (MESH:D012965), methanol (MESH:D000432), acids (MESH:D000143), SDS (MESH:D012967), glycine (MESH:D005998), sodium azide (MESH:D019810), amino acid (MESH:D000596), urea (MESH:D014508), DeltaGtotal (-), hydrogen (MESH:D006859), Tween-20 (MESH:D011136)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Chlamydia pneumoniae (species) [taxon 83558], Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049], MHV [taxon 2845560], human gammaherpesvirus 4 (Epstein Barr virus, no rank) [taxon 10376], Homo sapiens (human, species) [taxon 9606], Mycobacterium (genus) [taxon 1763], Haemophilus influenzae (species) [taxon 727], Chlamydia (genus) [taxon 810], Bos taurus (bovine, species) [taxon 9913]
- **Cell lines:** SNX8 — Homo sapiens (Human), Chronic myelogenous leukemia, BCR-ABL1 positive, Cancer cell line (CVCL_XT62)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929536/full.md

## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929536/full.md

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Source: https://tomesphere.com/paper/PMC12929536