Evidence map›Paper›PMID 41731312›Full record

ArticleProtein science : a publication of the Protein Society2026

Predicting compatibility between ferredoxins and the Fe protein of nitrogenase using in silico protein modeling.

Adity Biswas, Katerina Trachtova, Kathryn R Fixen

Abstract read
In one paragraph

Article in Protein science : a publication of the Protein Society, 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

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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

3 authors.

Adity BiswasBioTechnology Institute, University of Minnesota, St. Paul, Minnesota, USA.
Katerina TrachtovaBioTechnology Institute, University of Minnesota, St. Paul, Minnesota, USA.
Kathryn R FixenBioTechnology Institute, University of Minnesota, St. Paul, Minnesota, USA.ORCID https://orcid.org/0000-0002-7261-9414

Funding

National Science Foundation MCB 2338085U.S. Department of Energy DE-SC0020252
6 · The paper itself

Abstract

Biological nitrogen fixation is the process by which certain bacteria and archaea use the enzyme nitrogenase to reduce atmospheric nitrogen into bioavailable ammonium. Engineering non-nitrogen-fixing organisms, like plants, to use nitrogenase could reduce dependency on synthetic fertilizer and mitigate the environmental impacts of industrial fertilizer production. However, nitrogenase activity requires delivery of reducing power by small electron carrying proteins known as ferredoxins and flavodoxins, and successfully engineering nitrogenase into new systems will require a mechanistic understanding of electron delivery by these proteins. Most organisms often have multiple ferredoxins, raising the question of which ferredoxin can support nitrogenase activity. The purpose of this study is to gain insight into how we can predict which ferredoxin is compatible with the Fe protein, the component of nitrogenase that interacts with ferredoxin or flavodoxin. Our in silico protein-protein docking simulations reveal that most ferredoxins and flavodoxins involved in nitrogen fixation have the shortest distance (≤10 Å) between their redox cofactor and the [4Fe-4S] cluster of the Fe protein. We found shorter cofactor distance contributes to faster intermolecular electron tunneling rates. Bacterial ferredoxins that play a role in nitrogen fixation also exhibit more complementary interactions with the Fe protein than bacterial and plant ferredoxins not involved in this process. Heterologous expression of a set of ferredoxins from both nitrogen-fixing and non-nitrogen-fixing bacteria in the diazotroph Rhodopseudomonas palustris supports our model-derived prediction that shorter distances between the electron-carrying cofactors favor nitrogenase compatibility. These findings offer a framework to predict and potentially enhance ferredoxin-nitrogenase compatibility, which will help to improve our ability to engineer nitrogen fixation into non-nitrogen-fixing organisms like plants.

Indexed as

Bacterial ProteinsFerredoxinsFlavodoxinNitrogenaseModels, MolecularMolecular Docking SimulationNitrogen FixationRhodopseudomonasBacterial ProteinsFerredoxinsFlavodoxinNitrogenaseelectron transferferredoxinnitrogenasenitrogen fixation

Identifiers

PMID41731312
PMCPMC12929197

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