Evidence map›Paper›PMID 41925723›Full record

ArticleeLife2026

Transforming a fragile protein helix into an ultrastable scaffold via a hierarchical AI and chemistry framework.

Jun Qiu, Guojin Tang, Tianfu Feng, Bin Zheng, Yuanhao Liu, Peng Zheng

Abstract read
In one paragraph

Article in eLife, 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

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
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

6 authors.

Jun QiuState Key Laboratory of Coordination Chemistry, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, School of Chemistry and Chemical Engineering, Chemistry and Biomedicine Innovation Center (ChemBIC), Frontier Interdisciplinary Science Research Center, Nanjing University, Nanjing, China.ORCID https://orcid.org/0009-0006-5042-9878
Guojin TangState Key Laboratory of Coordination Chemistry, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, School of Chemistry and Chemical Engineering, Chemistry and Biomedicine Innovation Center (ChemBIC), Frontier Interdisciplinary Science Research Center, Nanjing University, Nanjing, China.ORCID https://orcid.org/0009-0001-4899-3692
Tianfu FengState Key Laboratory of Coordination Chemistry, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, School of Chemistry and Chemical Engineering, Chemistry and Biomedicine Innovation Center (ChemBIC), Frontier Interdisciplinary Science Research Center, Nanjing University, Nanjing, China.ORCID https://orcid.org/0009-0001-6261-7298
Bin ZhengState Key Laboratory of Coordination Chemistry, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, School of Chemistry and Chemical Engineering, Chemistry and Biomedicine Innovation Center (ChemBIC), Frontier Interdisciplinary Science Research Center, Nanjing University, Nanjing, China.ORCID https://orcid.org/0000-0002-0721-7099
Yuanhao LiuState Key Laboratory of Coordination Chemistry, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, School of Chemistry and Chemical Engineering, Chemistry and Biomedicine Innovation Center (ChemBIC), Frontier Interdisciplinary Science Research Center, Nanjing University, Nanjing, China.ORCID https://orcid.org/0009-0009-4892-8290
Peng ZhengState Key Laboratory of Coordination Chemistry, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, School of Chemistry and Chemical Engineering, Chemistry and Biomedicine Innovation Center (ChemBIC), Frontier Interdisciplinary Science Research Center, Nanjing University, Nanjing, China.ORCID https://orcid.org/0000-0003-4792-6364

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The rational design of proteins that maintain structural integrity under concurrent thermal, mechanical, and chemical stress remains a challenge in molecular engineering. We present a hierarchical framework that transforms an α-helical domain into an ultrastable scaffold by integrating AI-guided design with foundational chemical principles. This approach progresses from global architectural reinforcement, using multiple AI tools to create a stabilized four-helix bundle, to local chemical tuning, where AlphaFold3 guides the installation of salt bridges and metal-coordination motifs. A computational pipeline using physics-based screening such as molecular dynamics simulations efficiently distilled millions of designs into a minimal candidate set. The resulting α-helical proteins exhibit unprecedented multi-axis stability, with mechanical unfolding forces exceeding 200 pN, thermal resilience>100°C, and high resistance to chemical denaturants. By systematically dissecting the contributions of hydrophobic packing, electrostatics, and metal coordination, we establish a general blueprint for imparting extreme robustness. This work bridges AI-driven structural generation with chemical precision, advancing the creation of durable proteins for mechanistic studies and synthetic biology.

Indexed as

Protein EngineeringProteinsIntelligent SystemsMolecular Dynamics SimulationProtein Conformation, alpha-HelicalProtein StabilityProteinsbiochemistrychemical biologyE. coliMD simulationmolecular biophysicsprotein designprotein stablitysingle-molecule force spectroscopystructural biology

Identifiers

PMID41925723
PMCPMC13046381

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.