Evidence map›Paper›PMID 42060840›Full record

ArticleMolecular biology and evolution2026

evo3D R package: a spatial haplotype framework for structure-informed analysis of molecular evolution.

Bradley K Broyles, Qixin He

Abstract read
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Article in Molecular biology and evolution, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Bradley K BroylesDepartment of Biological Sciences, Purdue University, West Lafayette, IN, USA.ORCID 0000-0002-3608-4491
Qixin HeDepartment of Biological Sciences, Purdue University, West Lafayette, IN, USA.ORCID 0000-0003-1696-8203

Funding

Introducing a novel computational framework for B-cell epitope prediction based on immune-induced selection signaturesR21AI187928 · NIAID · PURDUE UNIVERSITY · PI HE, QIXIN · 2025 to 2025
$406k
BIO-SPARKB.K.B.NIAID NIH HHS R21 AI187928NIH HHS 1R21AI187928-01A1Yeunkyung Woo Achieve Excellence Travel Award
6 · The paper itself

Abstract

At the molecular level, selection pressures often act on protein structural features, yet most evolutionary analyses remain confined to linear sequences. Early structure-informed approaches improved interpretability by mapping single-site metrics onto protein structures, and later methods introduced three-dimensional (3D) sliding windows to capture spatially clustered signals missed by linear window approaches. These frameworks, however, are restricted to predefined statistics and narrowly defined 3D window types, limiting the scope of questions that can be addressed. We developed an R package, evo3D, as a new framework for structure-informed evolutionary analysis that supports a wide range of downstream statistics and scales from simple to complex structures. evo3D extracts structure-informed multiple sequence alignment subsets (spatial haplotypes), making the structure-informed unit of analysis directly available to users. The framework supports fixed-count and fixed-distance spatial windows, introduces residue and codon analysis modes, and extends to multimers, interfaces, and multiple structural models through a single wrapper, run_evo3d(). We demonstrate evo3D's utility by performing an epitope-level diversity scan of hepatitis C virus E1/E2 complex, identifying conserved spatial neighborhoods missed by linear sliding windows, and by evaluating evo3D's scalability on the octameric Chikungunya virus E1/E2 assembly. Importantly, evo3D formalizes the core components of structure-informed analysis of molecular evolution and removes technical barriers. As a result, the framework streamlines the evaluation of evolutionary patterns directly within 3D structural contexts, and we anticipate its wide application in molecular evolution studies. The package is available at github.com/bbroyle/evo3D.

Indexed as

Evolution, MolecularSoftwareHaplotypesHepacivirusHumansSequence Alignmentinteraction surface evolutionMSA-structure integrationprotein evolutionspatial haplotypesspatial windowsstructure-informed evolution

Identifiers

PMID42060840
PMCPMC13187835

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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.