Evidence map›Paper›PMID 41950096›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Negative design enables cell-free expression and folding of designed transmembrane β-barrels.

Giacomo Pedrelli, Marvelous Chikerema, Andrei Sokolovskii, Tamas Lazar, Alexander V Shkumatov, Alexander N Volkov, Anastassia A Vorobieva

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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. Negative design enables cell-free expression and folding of designed transmembrane β-barrels.Proceedings of the National Academy of Sciences of the United States of America · 2026
    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

7 authors.

Giacomo PedrelliStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.ORCID 0000-0003-0005-487X
Marvelous ChikeremaStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.
Andrei SokolovskiiStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.
Tamas LazarStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.ORCID 0000-0001-7496-6711
Alexander V ShkumatovStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.
Alexander N VolkovStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.
Anastassia A VorobievaStructural Biology Brussels, Department for Bio-engineering Sciences, Vrije Universiteit Brussel (VUB), Brussels 1050, Belgium.ORCID 0000-0001-5554-1398

Funding

EC | Horizon Europe | Excellent Science | HORIZON EUROPE European Research Council (ERC) 101117269Fonds Wetenschappelijk Onderzoek (FWO) G0E1323N
6 · The paper itself

Abstract

De novo design of membrane proteins (MPs) is a rapidly growing field with transformative potential for synthetic biology. Yet, progress has lagged behind that of soluble proteins, largely due to limited understanding of the fundamental principles governing MP folding, stability, and solubility-and the difficulty of integrating them into computational models. In cells, strict quality control mechanisms limit the expression of designed MPs with suboptimal properties, hindering iterative design-build-test cycles. Here, we use a cell-free expression system to bypass the cytotoxicity of failed or insoluble designs and investigate how sequence features influence the thermodynamically driven assembly of designed transmembrane β-barrels (TMBs) in synthetic membranes. We find that even small, idealized TMBs challenge classical protein design workflows: sequences optimized solely for thermodynamic stability misfold and aggregate, preventing membrane insertion. Aggregation in water emerges as key determinants of membrane association, instead of bulk hydrophobicity. By designing variants of a synthetic TMB, we demonstrate that suppressing aggregation-prone intermediates through local destabilization of β-strands ("negative design") significantly improves membrane assembly. Strikingly, even substitutions typically considered highly destabilizing, such as prolines or polar threonines exposed to the bilayer core, can improve folding and assembly when strategically positioned, without significantly compromising thermodynamic stability. Based on these findings, we propose a framework for joint optimization of native stability and assembly pathways for future MP and nanopore design.

Indexed as

Membrane ProteinsProtein EngineeringProtein FoldingCell-Free SystemHydrophobic and Hydrophilic InteractionsProtein Conformation, beta-StrandProtein StabilityThermodynamicsMembrane Proteinscell-free protein synthesisde novo protein designmembrane protein foldingnegative designtransmembrane β-barrel

Identifiers

PMID41950096
PMCPMC13079971

What OpenQuestion holds

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Registered trials

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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.